2021-05-26 15:36:11,995 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.9 (default, Aug 31 2020, 12:42:55) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: Tesla V100-SXM2-32GB CUDA_HOME: /mnt/cache/share/polaris/dep/cuda-10.1-cudnn7.6.5 NVCC: Cuda compilation tools, release 10.1, V10.1.243 GCC: gcc (GCC) 5.4.0 PyTorch: 1.7.1 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.2 Product Build 20200624 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v1.6.0 (Git Hash 5ef631a030a6f73131c77892041042805a06064f) - OpenMP 201511 (a.k.a. OpenMP 4.5) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 10.1 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_37,code=compute_37 - CuDNN 7.6.3 - Magma 2.5.2 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_VULKAN_WRAPPER -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-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, 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=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, TorchVision: 0.8.2 OpenCV: 4.5.1 MMCV: 1.3.1 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: not available MMAction2: 0.13.0+e23590d ------------------------------------------------------------ 2021-05-26 15:36:11,997 - mmaction - INFO - Distributed training: True 2021-05-26 15:36:12,296 - mmaction - INFO - Config: checkpoint_config = dict(interval=1) log_config = dict(interval=20, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] model = dict( type='Recognizer3D', backbone=dict( type='TimeSformer', pretrained= 'https://download.openmmlab.com/mmaction/recognition/timesformer/vit_base_patch16_224.pth', num_frames=8, img_size=224, patch_size=16, embed_dims=768, in_channels=3, dropout_ratio=0.0, transformer_layers=None, attention_type='space_only', norm_cfg=dict(type='LN', eps=1e-06)), cls_head=dict(type='TimeSformerHead', num_classes=400, in_channels=768), train_cfg=None, test_cfg=dict(average_clips='prob')) dataset_type = 'VideoDataset' data_root = 'data/kinetics400/videos_train' data_root_val = 'data/kinetics400/videos_val' ann_file_train = 'data/kinetics400/train_videos.txt' ann_file_val = 'data/kinetics400/val_videos.txt' ann_file_test = 'data/kinetics400/val_videos.txt' img_norm_cfg = dict( mean=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], to_bgr=False) train_pipeline = [ dict(type='DecordInit'), dict(type='SampleFrames', clip_len=8, frame_interval=32, num_clips=1), dict(type='DecordDecode'), dict(type='RandomRescale', scale_range=(256, 320)), dict(type='RandomCrop', size=224), dict(type='Flip', flip_ratio=0.5), dict( type='Normalize', mean=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict(type='DecordInit'), dict( type='SampleFrames', clip_len=8, frame_interval=32, num_clips=1, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict( type='Normalize', mean=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] test_pipeline = [ dict(type='DecordInit'), dict( type='SampleFrames', clip_len=8, frame_interval=32, num_clips=1, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 224)), dict(type='ThreeCrop', crop_size=224), dict( type='Normalize', mean=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] data = dict( videos_per_gpu=8, workers_per_gpu=4, train=dict( type='VideoDataset', ann_file='data/kinetics400/train_videos.txt', data_prefix='data/kinetics400/videos_train', pipeline=[ dict(type='DecordInit'), dict( type='SampleFrames', clip_len=8, frame_interval=32, num_clips=1), dict(type='DecordDecode'), dict(type='RandomRescale', scale_range=(256, 320)), dict(type='RandomCrop', size=224), dict(type='Flip', flip_ratio=0.5), dict( type='Normalize', mean=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ]), val=dict( type='VideoDataset', ann_file='data/kinetics400/val_videos.txt', data_prefix='data/kinetics400/videos_val', pipeline=[ dict(type='DecordInit'), dict( type='SampleFrames', clip_len=8, frame_interval=32, num_clips=1, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict( type='Normalize', mean=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ]), test=dict( type='VideoDataset', ann_file='data/kinetics400/val_videos.txt', data_prefix='data/kinetics400/videos_val', pipeline=[ dict(type='DecordInit'), dict( type='SampleFrames', clip_len=8, frame_interval=32, num_clips=1, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 224)), dict(type='ThreeCrop', crop_size=224), dict( type='Normalize', mean=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ])) evaluation = dict( interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy']) optimizer = dict( type='SGD', lr=0.005, momentum=0.9, paramwise_cfg=dict( custom_keys=dict({ '.backbone.cls_token': dict(decay_mult=0.0), '.backbone.pos_embed': dict(decay_mult=0.0) })), weight_decay=0.0001, nesterov=True) optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) lr_config = dict(policy='step', step=[5, 10]) total_epochs = 15 work_dir = './work_dirs/timesformer_spaceOnly/20210526_141302' gpu_ids = range(0, 1) omnisource = False module_hooks = [] 2021-05-26 15:36:12,296 - mmaction - INFO - Set random seed to 0, deterministic: True 2021-05-26 15:36:15,300 - mmaction - INFO - load model from: https://download.openmmlab.com/mmaction/recognition/timesformer/vit_base_patch16_224.pth 2021-05-26 15:36:23,627 - mmaction - INFO - Start running, host: huangbinkun@SH-IDC1-10-198-4-114, work_dir: /mnt/lustre/huangbinkun/mmaction2/work_dirs/timesformer_spaceOnly/20210526_141302 2021-05-26 15:36:23,627 - mmaction - INFO - workflow: [('train', 1)], max: 15 epochs 2021-05-26 15:41:03,632 - mmaction - INFO - Epoch [1][20/3757] lr: 5.000e-03, eta: 9 days, 2:59:28, time: 13.994, data_time: 12.741, memory: 12750, top1_acc: 0.0211, top5_acc: 0.0477, loss_cls: 5.9584, loss: 5.9584, grad_norm: 3.8084 2021-05-26 15:41:24,594 - mmaction - INFO - Epoch [1][40/3757] lr: 5.000e-03, eta: 4 days, 21:38:52, time: 1.047, data_time: 0.011, memory: 12750, top1_acc: 0.0719, top5_acc: 0.1742, loss_cls: 5.5206, loss: 5.5206, grad_norm: 3.7284 2021-05-26 15:41:41,230 - mmaction - INFO - Epoch [1][60/3757] lr: 5.000e-03, eta: 3 days, 10:46:03, time: 0.837, data_time: 0.007, memory: 12750, top1_acc: 0.1617, top5_acc: 0.3305, loss_cls: 5.0007, loss: 5.0007, grad_norm: 3.8094 2021-05-26 15:41:57,194 - mmaction - INFO - Epoch [1][80/3757] lr: 5.000e-03, eta: 2 days, 17:10:23, time: 0.798, data_time: 0.004, memory: 12750, top1_acc: 0.2000, top5_acc: 0.4156, loss_cls: 4.5733, loss: 4.5733, grad_norm: 3.8829 2021-05-26 15:42:14,674 - mmaction - INFO - Epoch [1][100/3757] lr: 5.000e-03, eta: 2 days, 6:51:03, time: 0.874, data_time: 0.002, memory: 12750, top1_acc: 0.2820, top5_acc: 0.4977, loss_cls: 4.0587, loss: 4.0587, grad_norm: 3.8979 2021-05-26 15:42:33,947 - mmaction - INFO - Epoch [1][120/3757] lr: 5.000e-03, eta: 2 days, 0:06:40, time: 0.929, data_time: 0.003, memory: 12750, top1_acc: 0.3203, top5_acc: 0.5437, loss_cls: 3.7314, loss: 3.7314, grad_norm: 3.9181 2021-05-26 15:42:51,975 - mmaction - INFO - Epoch [1][140/3757] lr: 5.000e-03, eta: 1 day, 19:18:44, time: 0.936, data_time: 0.037, memory: 12750, top1_acc: 0.3445, top5_acc: 0.5727, loss_cls: 3.4416, loss: 3.4416, grad_norm: 3.9995 2021-05-26 15:43:07,572 - mmaction - INFO - Epoch [1][160/3757] lr: 5.000e-03, eta: 1 day, 15:24:22, time: 0.780, data_time: 0.004, memory: 12750, top1_acc: 0.3906, top5_acc: 0.6250, loss_cls: 3.1847, loss: 3.1847, grad_norm: 3.9637 2021-05-26 15:43:25,225 - mmaction - INFO - Epoch [1][180/3757] lr: 5.000e-03, eta: 1 day, 12:32:27, time: 0.880, data_time: 0.006, memory: 12750, top1_acc: 0.3922, top5_acc: 0.6445, loss_cls: 3.0138, loss: 3.0138, grad_norm: 3.9694 2021-05-26 15:43:41,038 - mmaction - INFO - Epoch [1][200/3757] lr: 5.000e-03, eta: 1 day, 10:06:33, time: 0.791, data_time: 0.005, memory: 12750, top1_acc: 0.4250, top5_acc: 0.6813, loss_cls: 2.8397, loss: 2.8397, grad_norm: 4.0259 2021-05-26 15:43:57,217 - mmaction - INFO - Epoch [1][220/3757] lr: 5.000e-03, eta: 1 day, 8:08:52, time: 0.812, data_time: 0.005, memory: 12750, top1_acc: 0.4047, top5_acc: 0.6469, loss_cls: 2.8654, loss: 2.8654, grad_norm: 4.1299 2021-05-26 15:44:13,518 - mmaction - INFO - Epoch [1][240/3757] lr: 5.000e-03, eta: 1 day, 6:30:55, time: 0.814, data_time: 0.003, memory: 12750, top1_acc: 0.4648, top5_acc: 0.7273, loss_cls: 2.5284, loss: 2.5284, grad_norm: 4.0879 2021-05-26 15:44:30,109 - mmaction - INFO - Epoch [1][260/3757] lr: 5.000e-03, eta: 1 day, 5:09:10, time: 0.830, data_time: 0.003, memory: 12750, top1_acc: 0.4781, top5_acc: 0.7383, loss_cls: 2.4698, loss: 2.4698, grad_norm: 4.2256 2021-05-26 15:44:47,653 - mmaction - INFO - Epoch [1][280/3757] lr: 5.000e-03, eta: 1 day, 4:02:03, time: 0.875, data_time: 0.004, memory: 12750, top1_acc: 0.4906, top5_acc: 0.7570, loss_cls: 2.3267, loss: 2.3267, grad_norm: 4.2246 2021-05-26 15:45:04,112 - mmaction - INFO - Epoch [1][300/3757] lr: 5.000e-03, eta: 1 day, 3:00:41, time: 0.824, data_time: 0.005, memory: 12750, top1_acc: 0.4938, top5_acc: 0.7344, loss_cls: 2.3178, loss: 2.3178, grad_norm: 4.2407 2021-05-26 15:45:21,996 - mmaction - INFO - Epoch [1][320/3757] lr: 5.000e-03, eta: 1 day, 2:11:07, time: 0.896, data_time: 0.006, memory: 12750, top1_acc: 0.4820, top5_acc: 0.7414, loss_cls: 2.3234, loss: 2.3234, grad_norm: 4.3106 2021-05-26 15:45:39,822 - mmaction - INFO - Epoch [1][340/3757] lr: 5.000e-03, eta: 1 day, 1:27:03, time: 0.890, data_time: 0.004, memory: 12750, top1_acc: 0.4867, top5_acc: 0.7711, loss_cls: 2.2377, loss: 2.2377, grad_norm: 4.4598 2021-05-26 15:45:58,572 - mmaction - INFO - Epoch [1][360/3757] lr: 5.000e-03, eta: 1 day, 0:50:24, time: 0.939, data_time: 0.004, memory: 12750, top1_acc: 0.5031, top5_acc: 0.7430, loss_cls: 2.2667, loss: 2.2667, grad_norm: 4.3770 2021-05-26 15:46:13,951 - mmaction - INFO - Epoch [1][380/3757] lr: 5.000e-03, eta: 1 day, 0:09:11, time: 0.768, data_time: 0.003, memory: 12750, top1_acc: 0.5102, top5_acc: 0.7828, loss_cls: 2.1452, loss: 2.1452, grad_norm: 4.5056 2021-05-26 15:46:29,758 - mmaction - INFO - Epoch [1][400/3757] lr: 5.000e-03, eta: 23:33:02, time: 0.789, data_time: 0.003, memory: 12750, top1_acc: 0.5234, top5_acc: 0.7883, loss_cls: 2.0793, loss: 2.0793, grad_norm: 4.2322 2021-05-26 15:46:45,510 - mmaction - INFO - Epoch [1][420/3757] lr: 5.000e-03, eta: 23:00:16, time: 0.789, data_time: 0.004, memory: 12750, top1_acc: 0.5055, top5_acc: 0.7805, loss_cls: 2.1192, loss: 2.1192, grad_norm: 4.5086 2021-05-26 15:47:00,973 - mmaction - INFO - Epoch [1][440/3757] lr: 5.000e-03, eta: 22:29:45, time: 0.772, data_time: 0.002, memory: 12750, top1_acc: 0.5547, top5_acc: 0.8063, loss_cls: 1.9227, loss: 1.9227, grad_norm: 4.3545 2021-05-26 15:47:16,997 - mmaction - INFO - Epoch [1][460/3757] lr: 5.000e-03, eta: 22:03:05, time: 0.802, data_time: 0.005, memory: 12750, top1_acc: 0.5422, top5_acc: 0.7969, loss_cls: 1.9511, loss: 1.9511, grad_norm: 4.4658 2021-05-26 15:47:32,794 - mmaction - INFO - Epoch [1][480/3757] lr: 5.000e-03, eta: 21:38:11, time: 0.791, data_time: 0.003, memory: 12750, top1_acc: 0.5789, top5_acc: 0.8133, loss_cls: 1.8529, loss: 1.8529, grad_norm: 4.5537 2021-05-26 15:47:50,586 - mmaction - INFO - Epoch [1][500/3757] lr: 5.000e-03, eta: 21:18:58, time: 0.891, data_time: 0.003, memory: 12750, top1_acc: 0.5375, top5_acc: 0.7836, loss_cls: 2.0048, loss: 2.0048, grad_norm: 4.5604 2021-05-26 15:48:09,415 - mmaction - INFO - Epoch [1][520/3757] lr: 5.000e-03, eta: 21:03:01, time: 0.941, data_time: 0.014, memory: 12750, top1_acc: 0.5359, top5_acc: 0.7906, loss_cls: 1.9629, loss: 1.9629, grad_norm: 4.6424 2021-05-26 15:48:29,050 - mmaction - INFO - Epoch [1][540/3757] lr: 5.000e-03, eta: 20:49:33, time: 0.979, data_time: 0.002, memory: 12750, top1_acc: 0.5312, top5_acc: 0.7891, loss_cls: 1.9976, loss: 1.9976, grad_norm: 4.7835 2021-05-26 15:48:48,485 - mmaction - INFO - Epoch [1][560/3757] lr: 5.000e-03, eta: 20:36:43, time: 0.971, data_time: 0.007, memory: 12750, top1_acc: 0.5687, top5_acc: 0.7953, loss_cls: 1.8432, loss: 1.8432, grad_norm: 4.5750 2021-05-26 15:49:06,242 - mmaction - INFO - Epoch [1][580/3757] lr: 5.000e-03, eta: 20:22:14, time: 0.892, data_time: 0.006, memory: 12750, top1_acc: 0.5734, top5_acc: 0.8203, loss_cls: 1.8011, loss: 1.8011, grad_norm: 4.5570 2021-05-26 15:49:26,276 - mmaction - INFO - Epoch [1][600/3757] lr: 5.000e-03, eta: 20:11:56, time: 0.997, data_time: 0.002, memory: 12750, top1_acc: 0.5469, top5_acc: 0.7992, loss_cls: 1.9083, loss: 1.9083, grad_norm: 4.6722 2021-05-26 15:49:43,794 - mmaction - INFO - Epoch [1][620/3757] lr: 5.000e-03, eta: 19:58:48, time: 0.880, data_time: 0.006, memory: 12750, top1_acc: 0.5883, top5_acc: 0.8289, loss_cls: 1.7258, loss: 1.7258, grad_norm: 4.4487 2021-05-26 15:49:59,108 - mmaction - INFO - Epoch [1][640/3757] lr: 5.000e-03, eta: 19:43:08, time: 0.766, data_time: 0.004, memory: 12750, top1_acc: 0.5492, top5_acc: 0.7937, loss_cls: 1.8984, loss: 1.8984, grad_norm: 4.5245 2021-05-26 15:50:14,996 - mmaction - INFO - Epoch [1][660/3757] lr: 5.000e-03, eta: 19:29:11, time: 0.793, data_time: 0.003, memory: 12750, top1_acc: 0.5531, top5_acc: 0.8172, loss_cls: 1.8484, loss: 1.8484, grad_norm: 5.2855 2021-05-26 15:50:31,675 - mmaction - INFO - Epoch [1][680/3757] lr: 5.000e-03, eta: 19:17:10, time: 0.835, data_time: 0.004, memory: 12750, top1_acc: 0.5375, top5_acc: 0.7984, loss_cls: 1.8779, loss: 1.8779, grad_norm: 4.8301 2021-05-26 15:50:52,394 - mmaction - INFO - Epoch [1][700/3757] lr: 5.000e-03, eta: 19:10:48, time: 1.022, data_time: 0.010, memory: 12750, top1_acc: 0.5797, top5_acc: 0.8258, loss_cls: 1.6998, loss: 1.6998, grad_norm: 4.6346 2021-05-26 15:51:11,772 - mmaction - INFO - Epoch [1][720/3757] lr: 5.000e-03, eta: 19:03:44, time: 0.982, data_time: 0.026, memory: 12750, top1_acc: 0.5953, top5_acc: 0.8289, loss_cls: 1.6746, loss: 1.6746, grad_norm: 4.6662 2021-05-26 15:51:29,998 - mmaction - INFO - Epoch [1][740/3757] lr: 5.000e-03, eta: 18:55:16, time: 0.912, data_time: 0.003, memory: 12750, top1_acc: 0.5625, top5_acc: 0.8180, loss_cls: 1.7685, loss: 1.7685, grad_norm: 4.8758 2021-05-26 15:51:48,827 - mmaction - INFO - Epoch [1][760/3757] lr: 5.000e-03, eta: 18:47:53, time: 0.939, data_time: 0.002, memory: 12750, top1_acc: 0.5617, top5_acc: 0.8109, loss_cls: 1.7971, loss: 1.7971, grad_norm: 4.6451 2021-05-26 15:52:08,232 - mmaction - INFO - Epoch [1][780/3757] lr: 5.000e-03, eta: 18:41:36, time: 0.970, data_time: 0.005, memory: 12750, top1_acc: 0.5719, top5_acc: 0.8203, loss_cls: 1.7219, loss: 1.7219, grad_norm: 4.6824 2021-05-26 15:52:25,282 - mmaction - INFO - Epoch [1][800/3757] lr: 5.000e-03, eta: 18:32:21, time: 0.829, data_time: 0.005, memory: 12750, top1_acc: 0.5828, top5_acc: 0.8258, loss_cls: 1.7230, loss: 1.7230, grad_norm: 4.7168 2021-05-26 15:52:46,877 - mmaction - INFO - Epoch [1][820/3757] lr: 5.000e-03, eta: 18:29:47, time: 1.105, data_time: 0.028, memory: 12750, top1_acc: 0.5773, top5_acc: 0.8359, loss_cls: 1.7231, loss: 1.7231, grad_norm: 4.6994 2021-05-26 15:53:02,475 - mmaction - INFO - Epoch [1][840/3757] lr: 5.000e-03, eta: 18:20:11, time: 0.781, data_time: 0.004, memory: 12750, top1_acc: 0.6023, top5_acc: 0.8187, loss_cls: 1.7082, loss: 1.7082, grad_norm: 4.7365 2021-05-26 15:53:18,541 - mmaction - INFO - Epoch [1][860/3757] lr: 5.000e-03, eta: 18:11:28, time: 0.802, data_time: 0.002, memory: 12750, top1_acc: 0.5664, top5_acc: 0.8266, loss_cls: 1.6794, loss: 1.6794, grad_norm: 4.6296 2021-05-26 15:53:38,084 - mmaction - INFO - Epoch [1][880/3757] lr: 5.000e-03, eta: 18:06:48, time: 0.977, data_time: 0.004, memory: 12750, top1_acc: 0.5758, top5_acc: 0.8258, loss_cls: 1.6772, loss: 1.6772, grad_norm: 4.8135 2021-05-26 15:53:53,966 - mmaction - INFO - Epoch [1][900/3757] lr: 5.000e-03, eta: 17:58:35, time: 0.794, data_time: 0.003, memory: 12750, top1_acc: 0.5938, top5_acc: 0.8273, loss_cls: 1.6904, loss: 1.6904, grad_norm: 4.8198 2021-05-26 15:54:11,440 - mmaction - INFO - Epoch [1][920/3757] lr: 5.000e-03, eta: 17:52:20, time: 0.875, data_time: 0.004, memory: 12750, top1_acc: 0.6195, top5_acc: 0.8398, loss_cls: 1.6250, loss: 1.6250, grad_norm: 4.5780 2021-05-26 15:54:31,060 - mmaction - INFO - Epoch [1][940/3757] lr: 5.000e-03, eta: 17:48:23, time: 0.980, data_time: 0.002, memory: 12750, top1_acc: 0.5820, top5_acc: 0.8266, loss_cls: 1.6952, loss: 1.6952, grad_norm: 4.8296 2021-05-26 15:54:48,276 - mmaction - INFO - Epoch [1][960/3757] lr: 5.000e-03, eta: 17:42:19, time: 0.861, data_time: 0.003, memory: 12750, top1_acc: 0.6016, top5_acc: 0.8430, loss_cls: 1.5916, loss: 1.5916, grad_norm: 4.8856 2021-05-26 15:55:06,568 - mmaction - INFO - Epoch [1][980/3757] lr: 5.000e-03, eta: 17:37:29, time: 0.914, data_time: 0.003, memory: 12750, top1_acc: 0.6203, top5_acc: 0.8492, loss_cls: 1.5483, loss: 1.5483, grad_norm: 4.6806 2021-05-26 15:55:24,238 - mmaction - INFO - Epoch [1][1000/3757] lr: 5.000e-03, eta: 17:32:15, time: 0.883, data_time: 0.002, memory: 12750, top1_acc: 0.5961, top5_acc: 0.8227, loss_cls: 1.7073, loss: 1.7073, grad_norm: 4.6621 2021-05-26 15:55:40,326 - mmaction - INFO - Epoch [1][1020/3757] lr: 5.000e-03, eta: 17:25:47, time: 0.804, data_time: 0.008, memory: 12750, top1_acc: 0.6133, top5_acc: 0.8305, loss_cls: 1.6178, loss: 1.6178, grad_norm: 4.7352 2021-05-26 15:55:56,006 - mmaction - INFO - Epoch [1][1040/3757] lr: 5.000e-03, eta: 17:19:12, time: 0.784, data_time: 0.003, memory: 12750, top1_acc: 0.5953, top5_acc: 0.8492, loss_cls: 1.6294, loss: 1.6294, grad_norm: 4.7137 2021-05-26 15:56:16,322 - mmaction - INFO - Epoch [1][1060/3757] lr: 5.000e-03, eta: 17:16:52, time: 1.015, data_time: 0.004, memory: 12750, top1_acc: 0.5820, top5_acc: 0.8320, loss_cls: 1.6627, loss: 1.6627, grad_norm: 4.7459 2021-05-26 15:56:31,401 - mmaction - INFO - Epoch [1][1080/3757] lr: 5.000e-03, eta: 17:10:12, time: 0.757, data_time: 0.005, memory: 12750, top1_acc: 0.5805, top5_acc: 0.8313, loss_cls: 1.6699, loss: 1.6699, grad_norm: 4.7884 2021-05-26 15:56:48,525 - mmaction - INFO - Epoch [1][1100/3757] lr: 5.000e-03, eta: 17:05:26, time: 0.856, data_time: 0.003, memory: 12750, top1_acc: 0.5883, top5_acc: 0.8344, loss_cls: 1.6503, loss: 1.6503, grad_norm: 4.9153 2021-05-26 15:57:07,728 - mmaction - INFO - Epoch [1][1120/3757] lr: 5.000e-03, eta: 17:02:29, time: 0.956, data_time: 0.003, memory: 12750, top1_acc: 0.6055, top5_acc: 0.8414, loss_cls: 1.6030, loss: 1.6030, grad_norm: 4.7277 2021-05-26 15:57:27,793 - mmaction - INFO - Epoch [1][1140/3757] lr: 5.000e-03, eta: 17:00:23, time: 1.003, data_time: 0.007, memory: 12750, top1_acc: 0.5914, top5_acc: 0.8469, loss_cls: 1.6081, loss: 1.6081, grad_norm: 4.7702 2021-05-26 15:57:44,477 - mmaction - INFO - Epoch [1][1160/3757] lr: 5.000e-03, eta: 16:55:26, time: 0.820, data_time: 0.008, memory: 12750, top1_acc: 0.6086, top5_acc: 0.8266, loss_cls: 1.6064, loss: 1.6064, grad_norm: 4.8427 2021-05-26 15:58:02,275 - mmaction - INFO - Epoch [1][1180/3757] lr: 5.000e-03, eta: 16:52:00, time: 0.907, data_time: 0.020, memory: 12750, top1_acc: 0.5938, top5_acc: 0.8328, loss_cls: 1.6109, loss: 1.6109, grad_norm: 4.8368 2021-05-26 15:58:20,259 - mmaction - INFO - Epoch [1][1200/3757] lr: 5.000e-03, eta: 16:48:33, time: 0.899, data_time: 0.004, memory: 12750, top1_acc: 0.6078, top5_acc: 0.8336, loss_cls: 1.6081, loss: 1.6081, grad_norm: 5.0530 2021-05-26 15:58:39,314 - mmaction - INFO - Epoch [1][1220/3757] lr: 5.000e-03, eta: 16:45:59, time: 0.951, data_time: 0.003, memory: 12750, top1_acc: 0.5945, top5_acc: 0.8469, loss_cls: 1.6129, loss: 1.6129, grad_norm: 5.0330 2021-05-26 15:58:58,633 - mmaction - INFO - Epoch [1][1240/3757] lr: 5.000e-03, eta: 16:43:41, time: 0.964, data_time: 0.005, memory: 12750, top1_acc: 0.5836, top5_acc: 0.8352, loss_cls: 1.6705, loss: 1.6705, grad_norm: 4.9586 2021-05-26 15:59:19,956 - mmaction - INFO - Epoch [1][1260/3757] lr: 5.000e-03, eta: 16:42:59, time: 1.070, data_time: 0.007, memory: 12750, top1_acc: 0.6258, top5_acc: 0.8391, loss_cls: 1.5874, loss: 1.5874, grad_norm: 4.8997 2021-05-26 15:59:39,245 - mmaction - INFO - Epoch [1][1280/3757] lr: 5.000e-03, eta: 16:40:48, time: 0.966, data_time: 0.003, memory: 12750, top1_acc: 0.5961, top5_acc: 0.8336, loss_cls: 1.6237, loss: 1.6237, grad_norm: 5.0309 2021-05-26 15:59:57,748 - mmaction - INFO - Epoch [1][1300/3757] lr: 5.000e-03, eta: 16:37:41, time: 0.894, data_time: 0.001, memory: 12750, top1_acc: 0.5836, top5_acc: 0.8414, loss_cls: 1.5858, loss: 1.5858, grad_norm: 4.9082 2021-05-26 16:00:15,991 - mmaction - INFO - Epoch [1][1320/3757] lr: 5.000e-03, eta: 16:35:16, time: 0.940, data_time: 0.032, memory: 12750, top1_acc: 0.6164, top5_acc: 0.8484, loss_cls: 1.5419, loss: 1.5419, grad_norm: 4.7426 2021-05-26 16:00:35,809 - mmaction - INFO - Epoch [1][1340/3757] lr: 5.000e-03, eta: 16:33:38, time: 0.992, data_time: 0.007, memory: 12750, top1_acc: 0.6250, top5_acc: 0.8508, loss_cls: 1.5056, loss: 1.5056, grad_norm: 4.6033 2021-05-26 16:00:53,033 - mmaction - INFO - Epoch [1][1360/3757] lr: 5.000e-03, eta: 16:30:17, time: 0.861, data_time: 0.003, memory: 12750, top1_acc: 0.6266, top5_acc: 0.8438, loss_cls: 1.5245, loss: 1.5245, grad_norm: 4.5925 2021-05-26 16:01:11,380 - mmaction - INFO - Epoch [1][1380/3757] lr: 5.000e-03, eta: 16:27:46, time: 0.918, data_time: 0.002, memory: 12750, top1_acc: 0.5961, top5_acc: 0.8375, loss_cls: 1.5715, loss: 1.5715, grad_norm: 4.9519 2021-05-26 16:01:27,366 - mmaction - INFO - Epoch [1][1400/3757] lr: 5.000e-03, eta: 16:23:44, time: 0.798, data_time: 0.004, memory: 12750, top1_acc: 0.6203, top5_acc: 0.8445, loss_cls: 1.5549, loss: 1.5549, grad_norm: 4.9600 2021-05-26 16:01:43,337 - mmaction - INFO - Epoch [1][1420/3757] lr: 5.000e-03, eta: 16:19:50, time: 0.799, data_time: 0.004, memory: 12750, top1_acc: 0.6094, top5_acc: 0.8633, loss_cls: 1.5124, loss: 1.5124, grad_norm: 4.9905 2021-05-26 16:01:59,905 - mmaction - INFO - Epoch [1][1440/3757] lr: 5.000e-03, eta: 16:16:25, time: 0.829, data_time: 0.003, memory: 12750, top1_acc: 0.6297, top5_acc: 0.8406, loss_cls: 1.5519, loss: 1.5519, grad_norm: 4.7483 2021-05-26 16:02:22,654 - mmaction - INFO - Epoch [1][1460/3757] lr: 5.000e-03, eta: 16:16:51, time: 1.130, data_time: 0.002, memory: 12750, top1_acc: 0.6148, top5_acc: 0.8477, loss_cls: 1.5216, loss: 1.5216, grad_norm: 4.9271 2021-05-26 16:02:40,703 - mmaction - INFO - Epoch [1][1480/3757] lr: 5.000e-03, eta: 16:14:32, time: 0.910, data_time: 0.011, memory: 12750, top1_acc: 0.6211, top5_acc: 0.8398, loss_cls: 1.5763, loss: 1.5763, grad_norm: 4.8653 2021-05-26 16:02:58,119 - mmaction - INFO - Epoch [1][1500/3757] lr: 5.000e-03, eta: 16:11:48, time: 0.871, data_time: 0.003, memory: 12750, top1_acc: 0.6109, top5_acc: 0.8445, loss_cls: 1.5566, loss: 1.5566, grad_norm: 4.7901 2021-05-26 16:03:15,212 - mmaction - INFO - Epoch [1][1520/3757] lr: 5.000e-03, eta: 16:08:57, time: 0.855, data_time: 0.002, memory: 12750, top1_acc: 0.6250, top5_acc: 0.8602, loss_cls: 1.4822, loss: 1.4822, grad_norm: 4.8059 2021-05-26 16:03:31,024 - mmaction - INFO - Epoch [1][1540/3757] lr: 5.000e-03, eta: 16:05:23, time: 0.789, data_time: 0.002, memory: 12750, top1_acc: 0.6219, top5_acc: 0.8508, loss_cls: 1.5249, loss: 1.5249, grad_norm: 4.9756 2021-05-26 16:03:49,110 - mmaction - INFO - Epoch [1][1560/3757] lr: 5.000e-03, eta: 16:03:14, time: 0.903, data_time: 0.004, memory: 12750, top1_acc: 0.6266, top5_acc: 0.8562, loss_cls: 1.4611, loss: 1.4611, grad_norm: 5.0219 2021-05-26 16:04:07,484 - mmaction - INFO - Epoch [1][1580/3757] lr: 5.000e-03, eta: 16:01:20, time: 0.921, data_time: 0.005, memory: 12750, top1_acc: 0.6352, top5_acc: 0.8461, loss_cls: 1.5080, loss: 1.5080, grad_norm: 4.9028 2021-05-26 16:04:25,351 - mmaction - INFO - Epoch [1][1600/3757] lr: 5.000e-03, eta: 15:59:08, time: 0.891, data_time: 0.003, memory: 12750, top1_acc: 0.6273, top5_acc: 0.8469, loss_cls: 1.5260, loss: 1.5260, grad_norm: 4.9786 2021-05-26 16:04:48,000 - mmaction - INFO - Epoch [1][1620/3757] lr: 5.000e-03, eta: 15:59:42, time: 1.131, data_time: 0.004, memory: 12750, top1_acc: 0.6086, top5_acc: 0.8453, loss_cls: 1.5769, loss: 1.5769, grad_norm: 4.8157 2021-05-26 16:05:04,300 - mmaction - INFO - Epoch [1][1640/3757] lr: 5.000e-03, eta: 15:56:44, time: 0.817, data_time: 0.006, memory: 12750, top1_acc: 0.6203, top5_acc: 0.8375, loss_cls: 1.5355, loss: 1.5355, grad_norm: 4.8341 2021-05-26 16:05:20,125 - mmaction - INFO - Epoch [1][1660/3757] lr: 5.000e-03, eta: 15:53:32, time: 0.789, data_time: 0.004, memory: 12750, top1_acc: 0.6250, top5_acc: 0.8648, loss_cls: 1.4863, loss: 1.4863, grad_norm: 5.0857 2021-05-26 16:05:36,669 - mmaction - INFO - Epoch [1][1680/3757] lr: 5.000e-03, eta: 15:50:50, time: 0.830, data_time: 0.005, memory: 12750, top1_acc: 0.6250, top5_acc: 0.8508, loss_cls: 1.4944, loss: 1.4944, grad_norm: 5.0635 2021-05-26 16:05:53,400 - mmaction - INFO - Epoch [1][1700/3757] lr: 5.000e-03, eta: 15:48:15, time: 0.834, data_time: 0.004, memory: 12750, top1_acc: 0.6320, top5_acc: 0.8406, loss_cls: 1.5181, loss: 1.5181, grad_norm: 5.1558 2021-05-26 16:06:11,853 - mmaction - INFO - Epoch [1][1720/3757] lr: 5.000e-03, eta: 15:46:40, time: 0.924, data_time: 0.005, memory: 12750, top1_acc: 0.6266, top5_acc: 0.8562, loss_cls: 1.4853, loss: 1.4853, grad_norm: 4.8706 2021-05-26 16:06:27,914 - mmaction - INFO - Epoch [1][1740/3757] lr: 5.000e-03, eta: 15:43:51, time: 0.804, data_time: 0.005, memory: 12750, top1_acc: 0.6250, top5_acc: 0.8570, loss_cls: 1.4515, loss: 1.4515, grad_norm: 4.9032 2021-05-26 16:06:43,931 - mmaction - INFO - Epoch [1][1760/3757] lr: 5.000e-03, eta: 15:40:59, time: 0.793, data_time: 0.003, memory: 12750, top1_acc: 0.6414, top5_acc: 0.8609, loss_cls: 1.3913, loss: 1.3913, grad_norm: 4.8457 2021-05-26 16:07:04,931 - mmaction - INFO - Epoch [1][1780/3757] lr: 5.000e-03, eta: 15:40:45, time: 1.045, data_time: 0.010, memory: 12750, top1_acc: 0.6312, top5_acc: 0.8570, loss_cls: 1.4664, loss: 1.4664, grad_norm: 4.9472 2021-05-26 16:07:24,970 - mmaction - INFO - Epoch [1][1800/3757] lr: 5.000e-03, eta: 15:40:12, time: 1.015, data_time: 0.016, memory: 12750, top1_acc: 0.6312, top5_acc: 0.8602, loss_cls: 1.4633, loss: 1.4633, grad_norm: 4.8522 2021-05-26 16:07:42,390 - mmaction - INFO - Epoch [1][1820/3757] lr: 5.000e-03, eta: 15:38:12, time: 0.867, data_time: 0.002, memory: 12750, top1_acc: 0.6117, top5_acc: 0.8398, loss_cls: 1.5542, loss: 1.5542, grad_norm: 4.9224 2021-05-26 16:08:01,857 - mmaction - INFO - Epoch [1][1840/3757] lr: 5.000e-03, eta: 15:37:15, time: 0.972, data_time: 0.007, memory: 12750, top1_acc: 0.6352, top5_acc: 0.8641, loss_cls: 1.4528, loss: 1.4528, grad_norm: 4.9313 2021-05-26 16:08:24,944 - mmaction - INFO - Epoch [1][1860/3757] lr: 5.000e-03, eta: 15:38:08, time: 1.156, data_time: 0.008, memory: 12750, top1_acc: 0.6109, top5_acc: 0.8734, loss_cls: 1.4498, loss: 1.4498, grad_norm: 4.9426 2021-05-26 16:08:42,996 - mmaction - INFO - Epoch [1][1880/3757] lr: 5.000e-03, eta: 15:36:33, time: 0.904, data_time: 0.005, memory: 12750, top1_acc: 0.6141, top5_acc: 0.8359, loss_cls: 1.5625, loss: 1.5625, grad_norm: 4.8661 2021-05-26 16:08:58,793 - mmaction - INFO - Epoch [1][1900/3757] lr: 5.000e-03, eta: 15:33:54, time: 0.791, data_time: 0.004, memory: 12750, top1_acc: 0.6211, top5_acc: 0.8445, loss_cls: 1.5172, loss: 1.5172, grad_norm: 5.0038 2021-05-26 16:09:21,044 - mmaction - INFO - Epoch [1][1920/3757] lr: 5.000e-03, eta: 15:34:19, time: 1.109, data_time: 0.002, memory: 12750, top1_acc: 0.6547, top5_acc: 0.8719, loss_cls: 1.3788, loss: 1.3788, grad_norm: 5.0148 2021-05-26 16:09:40,386 - mmaction - INFO - Epoch [1][1940/3757] lr: 5.000e-03, eta: 15:33:23, time: 0.967, data_time: 0.005, memory: 12750, top1_acc: 0.6344, top5_acc: 0.8578, loss_cls: 1.4668, loss: 1.4668, grad_norm: 4.7971 2021-05-26 16:10:02,556 - mmaction - INFO - Epoch [1][1960/3757] lr: 5.000e-03, eta: 15:33:46, time: 1.107, data_time: 0.008, memory: 12750, top1_acc: 0.6219, top5_acc: 0.8375, loss_cls: 1.5536, loss: 1.5536, grad_norm: 5.0909 2021-05-26 16:10:18,478 - mmaction - INFO - Epoch [1][1980/3757] lr: 5.000e-03, eta: 15:31:20, time: 0.801, data_time: 0.011, memory: 12750, top1_acc: 0.6125, top5_acc: 0.8438, loss_cls: 1.5617, loss: 1.5617, grad_norm: 4.9466 2021-05-26 16:10:37,201 - mmaction - INFO - Epoch [1][2000/3757] lr: 5.000e-03, eta: 15:30:05, time: 0.928, data_time: 0.004, memory: 12750, top1_acc: 0.6250, top5_acc: 0.8555, loss_cls: 1.4608, loss: 1.4608, grad_norm: 4.8753 2021-05-26 16:10:54,550 - mmaction - INFO - Epoch [1][2020/3757] lr: 5.000e-03, eta: 15:28:22, time: 0.874, data_time: 0.011, memory: 12750, top1_acc: 0.6562, top5_acc: 0.8695, loss_cls: 1.3932, loss: 1.3932, grad_norm: 4.8220 2021-05-26 16:11:11,858 - mmaction - INFO - Epoch [1][2040/3757] lr: 5.000e-03, eta: 15:26:37, time: 0.865, data_time: 0.005, memory: 12750, top1_acc: 0.6273, top5_acc: 0.8562, loss_cls: 1.4277, loss: 1.4277, grad_norm: 4.9457 2021-05-26 16:11:29,078 - mmaction - INFO - Epoch [1][2060/3757] lr: 5.000e-03, eta: 15:24:51, time: 0.863, data_time: 0.004, memory: 12750, top1_acc: 0.6188, top5_acc: 0.8508, loss_cls: 1.4978, loss: 1.4978, grad_norm: 4.9776 2021-05-26 16:11:46,997 - mmaction - INFO - Epoch [1][2080/3757] lr: 5.000e-03, eta: 15:23:25, time: 0.895, data_time: 0.002, memory: 12750, top1_acc: 0.6617, top5_acc: 0.8656, loss_cls: 1.3538, loss: 1.3538, grad_norm: 4.5883 2021-05-26 16:12:05,497 - mmaction - INFO - Epoch [1][2100/3757] lr: 5.000e-03, eta: 15:22:14, time: 0.923, data_time: 0.003, memory: 12750, top1_acc: 0.6266, top5_acc: 0.8586, loss_cls: 1.4657, loss: 1.4657, grad_norm: 4.8650 2021-05-26 16:12:21,951 - mmaction - INFO - Epoch [1][2120/3757] lr: 5.000e-03, eta: 15:20:12, time: 0.823, data_time: 0.005, memory: 12750, top1_acc: 0.6375, top5_acc: 0.8539, loss_cls: 1.4557, loss: 1.4557, grad_norm: 4.8429 2021-05-26 16:12:37,878 - mmaction - INFO - Epoch [1][2140/3757] lr: 5.000e-03, eta: 15:18:02, time: 0.800, data_time: 0.005, memory: 12750, top1_acc: 0.6539, top5_acc: 0.8586, loss_cls: 1.4088, loss: 1.4088, grad_norm: 5.3125 2021-05-26 16:12:56,089 - mmaction - INFO - Epoch [1][2160/3757] lr: 5.000e-03, eta: 15:16:48, time: 0.909, data_time: 0.002, memory: 12750, top1_acc: 0.6484, top5_acc: 0.8750, loss_cls: 1.4102, loss: 1.4102, grad_norm: 4.9815 2021-05-26 16:13:14,478 - mmaction - INFO - Epoch [1][2180/3757] lr: 5.000e-03, eta: 15:15:40, time: 0.919, data_time: 0.003, memory: 12750, top1_acc: 0.6164, top5_acc: 0.8523, loss_cls: 1.5285, loss: 1.5285, grad_norm: 4.8468 2021-05-26 16:13:30,108 - mmaction - INFO - Epoch [1][2200/3757] lr: 5.000e-03, eta: 15:13:24, time: 0.780, data_time: 0.003, memory: 12750, top1_acc: 0.6414, top5_acc: 0.8781, loss_cls: 1.3786, loss: 1.3786, grad_norm: 4.8885 2021-05-26 16:13:47,175 - mmaction - INFO - Epoch [1][2220/3757] lr: 5.000e-03, eta: 15:11:48, time: 0.855, data_time: 0.004, memory: 12750, top1_acc: 0.6477, top5_acc: 0.8656, loss_cls: 1.4272, loss: 1.4272, grad_norm: 4.8610 2021-05-26 16:14:03,667 - mmaction - INFO - Epoch [1][2240/3757] lr: 5.000e-03, eta: 15:09:57, time: 0.824, data_time: 0.004, memory: 12750, top1_acc: 0.6344, top5_acc: 0.8430, loss_cls: 1.5014, loss: 1.5014, grad_norm: 4.9239 2021-05-26 16:14:21,750 - mmaction - INFO - Epoch [1][2260/3757] lr: 5.000e-03, eta: 15:08:47, time: 0.904, data_time: 0.003, memory: 12750, top1_acc: 0.6227, top5_acc: 0.8383, loss_cls: 1.5460, loss: 1.5460, grad_norm: 4.9526 2021-05-26 16:14:41,650 - mmaction - INFO - Epoch [1][2280/3757] lr: 5.000e-03, eta: 15:08:16, time: 0.985, data_time: 0.004, memory: 12750, top1_acc: 0.6617, top5_acc: 0.8625, loss_cls: 1.3634, loss: 1.3634, grad_norm: 4.7963 2021-05-26 16:14:59,752 - mmaction - INFO - Epoch [1][2300/3757] lr: 5.000e-03, eta: 15:07:11, time: 0.914, data_time: 0.016, memory: 12750, top1_acc: 0.6547, top5_acc: 0.8648, loss_cls: 1.3696, loss: 1.3696, grad_norm: 4.7090 2021-05-26 16:15:15,839 - mmaction - INFO - Epoch [1][2320/3757] lr: 5.000e-03, eta: 15:05:17, time: 0.805, data_time: 0.004, memory: 12750, top1_acc: 0.6414, top5_acc: 0.8633, loss_cls: 1.3712, loss: 1.3712, grad_norm: 5.0050 2021-05-26 16:15:32,443 - mmaction - INFO - Epoch [1][2340/3757] lr: 5.000e-03, eta: 15:03:36, time: 0.829, data_time: 0.005, memory: 12750, top1_acc: 0.6211, top5_acc: 0.8594, loss_cls: 1.4767, loss: 1.4767, grad_norm: 5.2049 2021-05-26 16:15:47,964 - mmaction - INFO - Epoch [1][2360/3757] lr: 5.000e-03, eta: 15:01:32, time: 0.778, data_time: 0.005, memory: 12750, top1_acc: 0.6180, top5_acc: 0.8500, loss_cls: 1.5114, loss: 1.5114, grad_norm: 4.9711 2021-05-26 16:16:06,333 - mmaction - INFO - Epoch [1][2380/3757] lr: 5.000e-03, eta: 15:00:34, time: 0.918, data_time: 0.003, memory: 12750, top1_acc: 0.6219, top5_acc: 0.8617, loss_cls: 1.4561, loss: 1.4561, grad_norm: 4.7372 2021-05-26 16:16:22,025 - mmaction - INFO - Epoch [1][2400/3757] lr: 5.000e-03, eta: 14:58:37, time: 0.786, data_time: 0.004, memory: 12750, top1_acc: 0.6523, top5_acc: 0.8609, loss_cls: 1.4466, loss: 1.4466, grad_norm: 4.8286 2021-05-26 16:16:38,791 - mmaction - INFO - Epoch [1][2420/3757] lr: 5.000e-03, eta: 14:57:05, time: 0.837, data_time: 0.002, memory: 12750, top1_acc: 0.6477, top5_acc: 0.8734, loss_cls: 1.3700, loss: 1.3700, grad_norm: 4.9213 2021-05-26 16:16:55,312 - mmaction - INFO - Epoch [1][2440/3757] lr: 5.000e-03, eta: 14:55:18, time: 0.801, data_time: 0.005, memory: 12750, top1_acc: 0.6188, top5_acc: 0.8531, loss_cls: 1.5122, loss: 1.5122, grad_norm: 5.0728 2021-05-26 16:17:11,749 - mmaction - INFO - Epoch [1][2460/3757] lr: 5.000e-03, eta: 14:53:53, time: 0.849, data_time: 0.030, memory: 12750, top1_acc: 0.6656, top5_acc: 0.8500, loss_cls: 1.4006, loss: 1.4006, grad_norm: 4.6423 2021-05-26 16:17:27,409 - mmaction - INFO - Epoch [1][2480/3757] lr: 5.000e-03, eta: 14:52:01, time: 0.782, data_time: 0.002, memory: 12750, top1_acc: 0.6367, top5_acc: 0.8547, loss_cls: 1.4247, loss: 1.4247, grad_norm: 4.9905 2021-05-26 16:17:43,784 - mmaction - INFO - Epoch [1][2500/3757] lr: 5.000e-03, eta: 14:50:25, time: 0.818, data_time: 0.007, memory: 12750, top1_acc: 0.6227, top5_acc: 0.8562, loss_cls: 1.4420, loss: 1.4420, grad_norm: 4.9667 2021-05-26 16:18:02,645 - mmaction - INFO - Epoch [1][2520/3757] lr: 5.000e-03, eta: 14:49:44, time: 0.941, data_time: 0.003, memory: 12750, top1_acc: 0.6227, top5_acc: 0.8703, loss_cls: 1.4118, loss: 1.4118, grad_norm: 4.8313 2021-05-26 16:18:20,624 - mmaction - INFO - Epoch [1][2540/3757] lr: 5.000e-03, eta: 14:48:45, time: 0.900, data_time: 0.006, memory: 12750, top1_acc: 0.6445, top5_acc: 0.8789, loss_cls: 1.3465, loss: 1.3465, grad_norm: 4.7284 2021-05-26 16:18:38,076 - mmaction - INFO - Epoch [1][2560/3757] lr: 5.000e-03, eta: 14:47:36, time: 0.874, data_time: 0.005, memory: 12750, top1_acc: 0.6570, top5_acc: 0.8680, loss_cls: 1.3703, loss: 1.3703, grad_norm: 4.9809 2021-05-26 16:18:54,557 - mmaction - INFO - Epoch [1][2580/3757] lr: 5.000e-03, eta: 14:46:08, time: 0.825, data_time: 0.003, memory: 12750, top1_acc: 0.6336, top5_acc: 0.8656, loss_cls: 1.3923, loss: 1.3923, grad_norm: 4.8250 2021-05-26 16:19:12,234 - mmaction - INFO - Epoch [1][2600/3757] lr: 5.000e-03, eta: 14:45:04, time: 0.882, data_time: 0.006, memory: 12750, top1_acc: 0.6320, top5_acc: 0.8570, loss_cls: 1.4597, loss: 1.4597, grad_norm: 5.0983 2021-05-26 16:19:29,442 - mmaction - INFO - Epoch [1][2620/3757] lr: 5.000e-03, eta: 14:43:52, time: 0.862, data_time: 0.004, memory: 12750, top1_acc: 0.6500, top5_acc: 0.8695, loss_cls: 1.3583, loss: 1.3583, grad_norm: 4.8839 2021-05-26 16:19:46,458 - mmaction - INFO - Epoch [1][2640/3757] lr: 5.000e-03, eta: 14:42:37, time: 0.850, data_time: 0.003, memory: 12750, top1_acc: 0.6273, top5_acc: 0.8609, loss_cls: 1.4400, loss: 1.4400, grad_norm: 4.8459 2021-05-26 16:20:03,690 - mmaction - INFO - Epoch [1][2660/3757] lr: 5.000e-03, eta: 14:41:27, time: 0.862, data_time: 0.003, memory: 12750, top1_acc: 0.6375, top5_acc: 0.8516, loss_cls: 1.4513, loss: 1.4513, grad_norm: 4.9414 2021-05-26 16:20:23,565 - mmaction - INFO - Epoch [1][2680/3757] lr: 5.000e-03, eta: 14:41:09, time: 0.990, data_time: 0.003, memory: 12750, top1_acc: 0.6289, top5_acc: 0.8500, loss_cls: 1.4625, loss: 1.4625, grad_norm: 4.8062 2021-05-26 16:20:43,049 - mmaction - INFO - Epoch [1][2700/3757] lr: 5.000e-03, eta: 14:40:44, time: 0.972, data_time: 0.006, memory: 12750, top1_acc: 0.6484, top5_acc: 0.8516, loss_cls: 1.4200, loss: 1.4200, grad_norm: 4.7362 2021-05-26 16:21:03,618 - mmaction - INFO - Epoch [1][2720/3757] lr: 5.000e-03, eta: 14:40:43, time: 1.031, data_time: 0.011, memory: 12750, top1_acc: 0.6422, top5_acc: 0.8570, loss_cls: 1.4231, loss: 1.4231, grad_norm: 4.8705 2021-05-26 16:21:21,714 - mmaction - INFO - Epoch [1][2740/3757] lr: 5.000e-03, eta: 14:39:53, time: 0.908, data_time: 0.010, memory: 12750, top1_acc: 0.6531, top5_acc: 0.8688, loss_cls: 1.3602, loss: 1.3602, grad_norm: 4.6155 2021-05-26 16:21:40,079 - mmaction - INFO - Epoch [1][2760/3757] lr: 5.000e-03, eta: 14:39:08, time: 0.919, data_time: 0.005, memory: 12750, top1_acc: 0.6414, top5_acc: 0.8695, loss_cls: 1.3407, loss: 1.3407, grad_norm: 4.8142 2021-05-26 16:21:57,294 - mmaction - INFO - Epoch [1][2780/3757] lr: 5.000e-03, eta: 14:38:00, time: 0.859, data_time: 0.003, memory: 12750, top1_acc: 0.6477, top5_acc: 0.8664, loss_cls: 1.3913, loss: 1.3913, grad_norm: 4.8519 2021-05-26 16:22:12,488 - mmaction - INFO - Epoch [1][2800/3757] lr: 5.000e-03, eta: 14:36:15, time: 0.761, data_time: 0.004, memory: 12750, top1_acc: 0.6547, top5_acc: 0.8508, loss_cls: 1.4333, loss: 1.4333, grad_norm: 4.8698 2021-05-26 16:22:28,340 - mmaction - INFO - Epoch [1][2820/3757] lr: 5.000e-03, eta: 14:34:44, time: 0.793, data_time: 0.003, memory: 12750, top1_acc: 0.6695, top5_acc: 0.8672, loss_cls: 1.3824, loss: 1.3824, grad_norm: 4.8346 2021-05-26 16:22:44,581 - mmaction - INFO - Epoch [1][2840/3757] lr: 5.000e-03, eta: 14:33:21, time: 0.811, data_time: 0.002, memory: 12750, top1_acc: 0.6555, top5_acc: 0.8578, loss_cls: 1.3774, loss: 1.3774, grad_norm: 4.9337 2021-05-26 16:23:03,151 - mmaction - INFO - Epoch [1][2860/3757] lr: 5.000e-03, eta: 14:32:41, time: 0.926, data_time: 0.003, memory: 12750, top1_acc: 0.6531, top5_acc: 0.8680, loss_cls: 1.3637, loss: 1.3637, grad_norm: 4.7795 2021-05-26 16:23:21,319 - mmaction - INFO - Epoch [1][2880/3757] lr: 5.000e-03, eta: 14:31:56, time: 0.911, data_time: 0.006, memory: 12750, top1_acc: 0.6664, top5_acc: 0.8719, loss_cls: 1.3245, loss: 1.3245, grad_norm: 4.7054 2021-05-26 16:23:38,632 - mmaction - INFO - Epoch [1][2900/3757] lr: 5.000e-03, eta: 14:30:54, time: 0.863, data_time: 0.004, memory: 12750, top1_acc: 0.6602, top5_acc: 0.8648, loss_cls: 1.3569, loss: 1.3569, grad_norm: 5.0016 2021-05-26 16:23:55,216 - mmaction - INFO - Epoch [1][2920/3757] lr: 5.000e-03, eta: 14:29:41, time: 0.830, data_time: 0.006, memory: 12750, top1_acc: 0.6508, top5_acc: 0.8805, loss_cls: 1.3679, loss: 1.3679, grad_norm: 5.0558 2021-05-26 16:24:10,546 - mmaction - INFO - Epoch [1][2940/3757] lr: 5.000e-03, eta: 14:28:06, time: 0.769, data_time: 0.005, memory: 12750, top1_acc: 0.6695, top5_acc: 0.8727, loss_cls: 1.3072, loss: 1.3072, grad_norm: 4.7650 2021-05-26 16:24:27,802 - mmaction - INFO - Epoch [1][2960/3757] lr: 5.000e-03, eta: 14:27:05, time: 0.862, data_time: 0.002, memory: 12750, top1_acc: 0.6578, top5_acc: 0.8609, loss_cls: 1.3991, loss: 1.3991, grad_norm: 4.8632 2021-05-26 16:24:45,715 - mmaction - INFO - Epoch [1][2980/3757] lr: 5.000e-03, eta: 14:26:18, time: 0.896, data_time: 0.005, memory: 12750, top1_acc: 0.6211, top5_acc: 0.8336, loss_cls: 1.5269, loss: 1.5269, grad_norm: 5.1065 2021-05-26 16:25:03,761 - mmaction - INFO - Epoch [1][3000/3757] lr: 5.000e-03, eta: 14:25:32, time: 0.899, data_time: 0.003, memory: 12750, top1_acc: 0.6422, top5_acc: 0.8516, loss_cls: 1.4019, loss: 1.4019, grad_norm: 4.8499 2021-05-26 16:25:18,998 - mmaction - INFO - Epoch [1][3020/3757] lr: 5.000e-03, eta: 14:23:58, time: 0.764, data_time: 0.006, memory: 12750, top1_acc: 0.6531, top5_acc: 0.8680, loss_cls: 1.3537, loss: 1.3537, grad_norm: 4.9214 2021-05-26 16:25:35,020 - mmaction - INFO - Epoch [1][3040/3757] lr: 5.000e-03, eta: 14:22:40, time: 0.803, data_time: 0.004, memory: 12750, top1_acc: 0.6391, top5_acc: 0.8508, loss_cls: 1.4450, loss: 1.4450, grad_norm: 4.8893 2021-05-26 16:25:56,409 - mmaction - INFO - Epoch [1][3060/3757] lr: 5.000e-03, eta: 14:22:53, time: 1.064, data_time: 0.002, memory: 12750, top1_acc: 0.6813, top5_acc: 0.8766, loss_cls: 1.3111, loss: 1.3111, grad_norm: 4.7356 2021-05-26 16:26:11,427 - mmaction - INFO - Epoch [1][3080/3757] lr: 5.000e-03, eta: 14:21:19, time: 0.755, data_time: 0.006, memory: 12750, top1_acc: 0.6195, top5_acc: 0.8562, loss_cls: 1.4624, loss: 1.4624, grad_norm: 5.1535 2021-05-26 16:26:28,649 - mmaction - INFO - Epoch [1][3100/3757] lr: 5.000e-03, eta: 14:20:19, time: 0.854, data_time: 0.002, memory: 12750, top1_acc: 0.6531, top5_acc: 0.8688, loss_cls: 1.3968, loss: 1.3968, grad_norm: 4.8416 2021-05-26 16:26:44,727 - mmaction - INFO - Epoch [1][3120/3757] lr: 5.000e-03, eta: 14:19:06, time: 0.811, data_time: 0.010, memory: 12750, top1_acc: 0.6656, top5_acc: 0.8773, loss_cls: 1.3409, loss: 1.3409, grad_norm: 4.9799 2021-05-26 16:27:00,557 - mmaction - INFO - Epoch [1][3140/3757] lr: 5.000e-03, eta: 14:17:47, time: 0.791, data_time: 0.003, memory: 12750, top1_acc: 0.6352, top5_acc: 0.8633, loss_cls: 1.3695, loss: 1.3695, grad_norm: 4.9115 2021-05-26 16:27:19,331 - mmaction - INFO - Epoch [1][3160/3757] lr: 5.000e-03, eta: 14:17:16, time: 0.933, data_time: 0.002, memory: 12750, top1_acc: 0.6719, top5_acc: 0.8711, loss_cls: 1.3078, loss: 1.3078, grad_norm: 4.6697 2021-05-26 16:27:34,762 - mmaction - INFO - Epoch [1][3180/3757] lr: 5.000e-03, eta: 14:15:53, time: 0.777, data_time: 0.008, memory: 12750, top1_acc: 0.6586, top5_acc: 0.8680, loss_cls: 1.3248, loss: 1.3248, grad_norm: 4.7768 2021-05-26 16:27:52,995 - mmaction - INFO - Epoch [1][3200/3757] lr: 5.000e-03, eta: 14:15:16, time: 0.912, data_time: 0.003, memory: 12750, top1_acc: 0.6430, top5_acc: 0.8609, loss_cls: 1.4289, loss: 1.4289, grad_norm: 4.9304 2021-05-26 16:28:10,656 - mmaction - INFO - Epoch [1][3220/3757] lr: 5.000e-03, eta: 14:14:29, time: 0.883, data_time: 0.002, memory: 12750, top1_acc: 0.6875, top5_acc: 0.8797, loss_cls: 1.2961, loss: 1.2961, grad_norm: 4.8382 2021-05-26 16:28:28,064 - mmaction - INFO - Epoch [1][3240/3757] lr: 5.000e-03, eta: 14:13:39, time: 0.870, data_time: 0.003, memory: 12750, top1_acc: 0.6664, top5_acc: 0.8750, loss_cls: 1.3330, loss: 1.3330, grad_norm: 4.8703 2021-05-26 16:28:45,051 - mmaction - INFO - Epoch [1][3260/3757] lr: 5.000e-03, eta: 14:12:40, time: 0.842, data_time: 0.003, memory: 12750, top1_acc: 0.6609, top5_acc: 0.8641, loss_cls: 1.3470, loss: 1.3470, grad_norm: 4.8689 2021-05-26 16:29:02,308 - mmaction - INFO - Epoch [1][3280/3757] lr: 5.000e-03, eta: 14:11:50, time: 0.871, data_time: 0.011, memory: 12750, top1_acc: 0.6406, top5_acc: 0.8664, loss_cls: 1.3641, loss: 1.3641, grad_norm: 4.6833 2021-05-26 16:29:19,854 - mmaction - INFO - Epoch [1][3300/3757] lr: 5.000e-03, eta: 14:11:03, time: 0.876, data_time: 0.003, memory: 12750, top1_acc: 0.6734, top5_acc: 0.8789, loss_cls: 1.3450, loss: 1.3450, grad_norm: 4.9040 2021-05-26 16:29:41,588 - mmaction - INFO - Epoch [1][3320/3757] lr: 5.000e-03, eta: 14:11:23, time: 1.086, data_time: 0.005, memory: 12750, top1_acc: 0.6602, top5_acc: 0.8656, loss_cls: 1.3647, loss: 1.3647, grad_norm: 4.7270 2021-05-26 16:29:59,603 - mmaction - INFO - Epoch [1][3340/3757] lr: 5.000e-03, eta: 14:10:45, time: 0.903, data_time: 0.010, memory: 12750, top1_acc: 0.6648, top5_acc: 0.8609, loss_cls: 1.3794, loss: 1.3794, grad_norm: 4.7939 2021-05-26 16:30:17,724 - mmaction - INFO - Epoch [1][3360/3757] lr: 5.000e-03, eta: 14:10:08, time: 0.906, data_time: 0.002, memory: 12750, top1_acc: 0.6641, top5_acc: 0.8680, loss_cls: 1.3459, loss: 1.3459, grad_norm: 4.8243 2021-05-26 16:30:36,833 - mmaction - INFO - Epoch [1][3380/3757] lr: 5.000e-03, eta: 14:09:45, time: 0.953, data_time: 0.003, memory: 12750, top1_acc: 0.6656, top5_acc: 0.8734, loss_cls: 1.3280, loss: 1.3280, grad_norm: 4.8848 2021-05-26 16:30:57,922 - mmaction - INFO - Epoch [1][3400/3757] lr: 5.000e-03, eta: 14:09:54, time: 1.052, data_time: 0.006, memory: 12750, top1_acc: 0.6406, top5_acc: 0.8508, loss_cls: 1.4635, loss: 1.4635, grad_norm: 5.1252 2021-05-26 16:31:13,925 - mmaction - INFO - Epoch [1][3420/3757] lr: 5.000e-03, eta: 14:08:46, time: 0.805, data_time: 0.010, memory: 12750, top1_acc: 0.6781, top5_acc: 0.8812, loss_cls: 1.2867, loss: 1.2867, grad_norm: 4.7447 2021-05-26 16:31:30,833 - mmaction - INFO - Epoch [1][3440/3757] lr: 5.000e-03, eta: 14:07:51, time: 0.846, data_time: 0.003, memory: 12750, top1_acc: 0.6547, top5_acc: 0.8617, loss_cls: 1.3750, loss: 1.3750, grad_norm: 4.8421 2021-05-26 16:31:48,651 - mmaction - INFO - Epoch [1][3460/3757] lr: 5.000e-03, eta: 14:07:08, time: 0.886, data_time: 0.003, memory: 12750, top1_acc: 0.6687, top5_acc: 0.8695, loss_cls: 1.3337, loss: 1.3337, grad_norm: 4.8239 2021-05-26 16:32:08,621 - mmaction - INFO - Epoch [1][3480/3757] lr: 5.000e-03, eta: 14:07:01, time: 1.001, data_time: 0.009, memory: 12750, top1_acc: 0.6398, top5_acc: 0.8602, loss_cls: 1.3801, loss: 1.3801, grad_norm: 5.0729 2021-05-26 16:32:26,156 - mmaction - INFO - Epoch [1][3500/3757] lr: 5.000e-03, eta: 14:06:17, time: 0.879, data_time: 0.007, memory: 12750, top1_acc: 0.6484, top5_acc: 0.8539, loss_cls: 1.4173, loss: 1.4173, grad_norm: 4.8550 2021-05-26 16:32:49,995 - mmaction - INFO - Epoch [1][3520/3757] lr: 5.000e-03, eta: 14:07:07, time: 1.191, data_time: 0.004, memory: 12750, top1_acc: 0.6789, top5_acc: 0.8789, loss_cls: 1.3102, loss: 1.3102, grad_norm: 4.7477 2021-05-26 16:33:05,625 - mmaction - INFO - Epoch [1][3540/3757] lr: 5.000e-03, eta: 14:05:55, time: 0.786, data_time: 0.005, memory: 12750, top1_acc: 0.6680, top5_acc: 0.8719, loss_cls: 1.3223, loss: 1.3223, grad_norm: 4.9846 2021-05-26 16:33:22,497 - mmaction - INFO - Epoch [1][3560/3757] lr: 5.000e-03, eta: 14:04:58, time: 0.834, data_time: 0.001, memory: 12750, top1_acc: 0.6641, top5_acc: 0.8781, loss_cls: 1.2978, loss: 1.2978, grad_norm: 4.9503 2021-05-26 16:33:39,499 - mmaction - INFO - Epoch [1][3580/3757] lr: 5.000e-03, eta: 14:04:09, time: 0.859, data_time: 0.010, memory: 12750, top1_acc: 0.6687, top5_acc: 0.8742, loss_cls: 1.3064, loss: 1.3064, grad_norm: 4.8947 2021-05-26 16:33:59,125 - mmaction - INFO - Epoch [1][3600/3757] lr: 5.000e-03, eta: 14:03:55, time: 0.978, data_time: 0.001, memory: 12750, top1_acc: 0.6570, top5_acc: 0.8812, loss_cls: 1.3063, loss: 1.3063, grad_norm: 4.9195 2021-05-26 16:34:14,872 - mmaction - INFO - Epoch [1][3620/3757] lr: 5.000e-03, eta: 14:02:47, time: 0.791, data_time: 0.009, memory: 12750, top1_acc: 0.6562, top5_acc: 0.8664, loss_cls: 1.3768, loss: 1.3768, grad_norm: 4.9284 2021-05-26 16:34:34,325 - mmaction - INFO - Epoch [1][3640/3757] lr: 5.000e-03, eta: 14:02:31, time: 0.970, data_time: 0.002, memory: 12750, top1_acc: 0.6555, top5_acc: 0.8750, loss_cls: 1.3451, loss: 1.3451, grad_norm: 4.9971 2021-05-26 16:34:50,158 - mmaction - INFO - Epoch [1][3660/3757] lr: 5.000e-03, eta: 14:01:24, time: 0.795, data_time: 0.004, memory: 12750, top1_acc: 0.6531, top5_acc: 0.8570, loss_cls: 1.3882, loss: 1.3882, grad_norm: 5.0125 2021-05-26 16:35:08,939 - mmaction - INFO - Epoch [1][3680/3757] lr: 5.000e-03, eta: 14:00:59, time: 0.937, data_time: 0.004, memory: 12750, top1_acc: 0.6617, top5_acc: 0.8688, loss_cls: 1.3078, loss: 1.3078, grad_norm: 4.6911 2021-05-26 16:35:26,725 - mmaction - INFO - Epoch [1][3700/3757] lr: 5.000e-03, eta: 14:00:19, time: 0.887, data_time: 0.006, memory: 12750, top1_acc: 0.6336, top5_acc: 0.8680, loss_cls: 1.3804, loss: 1.3804, grad_norm: 5.0374 2021-05-26 16:35:43,727 - mmaction - INFO - Epoch [1][3720/3757] lr: 5.000e-03, eta: 13:59:31, time: 0.854, data_time: 0.007, memory: 12750, top1_acc: 0.6547, top5_acc: 0.8758, loss_cls: 1.3417, loss: 1.3417, grad_norm: 5.1727 2021-05-26 16:36:01,847 - mmaction - INFO - Epoch [1][3740/3757] lr: 5.000e-03, eta: 13:58:58, time: 0.907, data_time: 0.004, memory: 12750, top1_acc: 0.6523, top5_acc: 0.8766, loss_cls: 1.3348, loss: 1.3348, grad_norm: 4.7822 2021-05-26 16:36:30,178 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-05-26 16:45:12,408 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-26 16:45:13,180 - mmaction - INFO - top1_acc 0.6758 top5_acc 0.8884 2021-05-26 16:45:13,180 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-26 16:45:13,226 - mmaction - INFO - mean_acc 0.6755 2021-05-26 16:45:14,705 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2021-05-26 16:45:14,705 - mmaction - INFO - Best top1_acc is 0.6758 at 1 epoch. 2021-05-26 16:45:14,715 - mmaction - INFO - Epoch(val) [1][3757] top1_acc: 0.6758, top5_acc: 0.8884, mean_class_accuracy: 0.6755 2021-05-26 16:50:42,939 - mmaction - INFO - Epoch [2][20/3757] lr: 5.000e-03, eta: 15:06:17, time: 16.406, data_time: 15.425, memory: 12750, top1_acc: 0.7031, top5_acc: 0.9031, loss_cls: 1.1560, loss: 1.1560, grad_norm: 4.5496 2021-05-26 16:50:59,849 - mmaction - INFO - Epoch [2][40/3757] lr: 5.000e-03, eta: 15:05:02, time: 0.838, data_time: 0.007, memory: 12750, top1_acc: 0.6734, top5_acc: 0.8844, loss_cls: 1.2515, loss: 1.2515, grad_norm: 4.8093 2021-05-26 16:51:16,180 - mmaction - INFO - Epoch [2][60/3757] lr: 5.000e-03, eta: 15:03:45, time: 0.827, data_time: 0.013, memory: 12750, top1_acc: 0.6836, top5_acc: 0.8789, loss_cls: 1.2403, loss: 1.2403, grad_norm: 4.7664 2021-05-26 16:51:34,592 - mmaction - INFO - Epoch [2][80/3757] lr: 5.000e-03, eta: 15:02:53, time: 0.918, data_time: 0.002, memory: 12750, top1_acc: 0.6813, top5_acc: 0.8945, loss_cls: 1.1976, loss: 1.1976, grad_norm: 4.7015 2021-05-26 16:51:50,989 - mmaction - INFO - Epoch [2][100/3757] lr: 5.000e-03, eta: 15:01:35, time: 0.822, data_time: 0.005, memory: 12750, top1_acc: 0.6859, top5_acc: 0.8820, loss_cls: 1.2305, loss: 1.2305, grad_norm: 4.6950 2021-05-26 16:52:10,125 - mmaction - INFO - Epoch [2][120/3757] lr: 5.000e-03, eta: 15:00:55, time: 0.956, data_time: 0.002, memory: 12750, top1_acc: 0.6945, top5_acc: 0.8797, loss_cls: 1.1938, loss: 1.1938, grad_norm: 4.6221 2021-05-26 16:52:25,659 - mmaction - INFO - Epoch [2][140/3757] lr: 5.000e-03, eta: 14:59:26, time: 0.777, data_time: 0.003, memory: 12750, top1_acc: 0.6930, top5_acc: 0.8797, loss_cls: 1.2518, loss: 1.2518, grad_norm: 4.6914 2021-05-26 16:52:41,796 - mmaction - INFO - Epoch [2][160/3757] lr: 5.000e-03, eta: 14:58:05, time: 0.804, data_time: 0.004, memory: 12750, top1_acc: 0.6922, top5_acc: 0.9023, loss_cls: 1.1399, loss: 1.1399, grad_norm: 4.6249 2021-05-26 16:52:59,480 - mmaction - INFO - Epoch [2][180/3757] lr: 5.000e-03, eta: 14:57:06, time: 0.884, data_time: 0.005, memory: 12750, top1_acc: 0.6937, top5_acc: 0.8953, loss_cls: 1.2058, loss: 1.2058, grad_norm: 4.7851 2021-05-26 16:53:17,725 - mmaction - INFO - Epoch [2][200/3757] lr: 5.000e-03, eta: 14:56:16, time: 0.915, data_time: 0.007, memory: 12750, top1_acc: 0.6695, top5_acc: 0.8750, loss_cls: 1.2958, loss: 1.2958, grad_norm: 4.9035 2021-05-26 16:53:38,036 - mmaction - INFO - Epoch [2][220/3757] lr: 5.000e-03, eta: 14:55:44, time: 0.980, data_time: 0.002, memory: 12750, top1_acc: 0.6922, top5_acc: 0.8961, loss_cls: 1.2014, loss: 1.2014, grad_norm: 4.7190 2021-05-26 16:53:56,251 - mmaction - INFO - Epoch [2][240/3757] lr: 5.000e-03, eta: 14:55:02, time: 0.946, data_time: 0.041, memory: 12750, top1_acc: 0.6977, top5_acc: 0.8938, loss_cls: 1.1951, loss: 1.1951, grad_norm: 4.9270 2021-05-26 16:54:12,911 - mmaction - INFO - Epoch [2][260/3757] lr: 5.000e-03, eta: 14:53:51, time: 0.833, data_time: 0.002, memory: 12750, top1_acc: 0.6992, top5_acc: 0.8688, loss_cls: 1.2339, loss: 1.2339, grad_norm: 4.8473 2021-05-26 16:54:31,492 - mmaction - INFO - Epoch [2][280/3757] lr: 5.000e-03, eta: 14:53:05, time: 0.926, data_time: 0.002, memory: 12750, top1_acc: 0.6836, top5_acc: 0.8875, loss_cls: 1.2172, loss: 1.2172, grad_norm: 4.8684 2021-05-26 16:54:50,928 - mmaction - INFO - Epoch [2][300/3757] lr: 5.000e-03, eta: 14:52:32, time: 0.976, data_time: 0.006, memory: 12750, top1_acc: 0.6703, top5_acc: 0.8797, loss_cls: 1.2951, loss: 1.2951, grad_norm: 4.9976 2021-05-26 16:55:07,034 - mmaction - INFO - Epoch [2][320/3757] lr: 5.000e-03, eta: 14:51:16, time: 0.805, data_time: 0.002, memory: 12750, top1_acc: 0.6891, top5_acc: 0.8883, loss_cls: 1.2104, loss: 1.2104, grad_norm: 4.6846 2021-05-26 16:55:28,541 - mmaction - INFO - Epoch [2][340/3757] lr: 5.000e-03, eta: 14:51:08, time: 1.072, data_time: 0.003, memory: 12750, top1_acc: 0.6766, top5_acc: 0.8828, loss_cls: 1.2803, loss: 1.2803, grad_norm: 4.9153 2021-05-26 16:55:45,964 - mmaction - INFO - Epoch [2][360/3757] lr: 5.000e-03, eta: 14:50:08, time: 0.870, data_time: 0.007, memory: 12750, top1_acc: 0.6742, top5_acc: 0.8898, loss_cls: 1.2452, loss: 1.2452, grad_norm: 4.6973 2021-05-26 16:56:03,500 - mmaction - INFO - Epoch [2][380/3757] lr: 5.000e-03, eta: 14:49:11, time: 0.878, data_time: 0.007, memory: 12750, top1_acc: 0.6797, top5_acc: 0.8852, loss_cls: 1.2278, loss: 1.2278, grad_norm: 4.7001 2021-05-26 16:56:19,106 - mmaction - INFO - Epoch [2][400/3757] lr: 5.000e-03, eta: 14:47:51, time: 0.783, data_time: 0.006, memory: 12750, top1_acc: 0.6836, top5_acc: 0.8859, loss_cls: 1.2395, loss: 1.2395, grad_norm: 4.6452 2021-05-26 16:56:34,806 - mmaction - INFO - Epoch [2][420/3757] lr: 5.000e-03, eta: 14:46:32, time: 0.785, data_time: 0.003, memory: 12750, top1_acc: 0.6523, top5_acc: 0.8734, loss_cls: 1.3186, loss: 1.3186, grad_norm: 5.0178 2021-05-26 16:56:50,193 - mmaction - INFO - Epoch [2][440/3757] lr: 5.000e-03, eta: 14:45:09, time: 0.769, data_time: 0.002, memory: 12750, top1_acc: 0.6609, top5_acc: 0.8680, loss_cls: 1.3364, loss: 1.3364, grad_norm: 4.9716 2021-05-26 16:57:06,606 - mmaction - INFO - Epoch [2][460/3757] lr: 5.000e-03, eta: 14:43:58, time: 0.814, data_time: 0.004, memory: 12750, top1_acc: 0.6773, top5_acc: 0.8750, loss_cls: 1.2684, loss: 1.2684, grad_norm: 5.0739 2021-05-26 16:57:25,449 - mmaction - INFO - Epoch [2][480/3757] lr: 5.000e-03, eta: 14:43:21, time: 0.951, data_time: 0.010, memory: 12750, top1_acc: 0.7078, top5_acc: 0.9023, loss_cls: 1.1673, loss: 1.1673, grad_norm: 4.9686 2021-05-26 16:57:41,880 - mmaction - INFO - Epoch [2][500/3757] lr: 5.000e-03, eta: 14:42:13, time: 0.822, data_time: 0.002, memory: 12750, top1_acc: 0.6930, top5_acc: 0.8945, loss_cls: 1.2177, loss: 1.2177, grad_norm: 4.7089 2021-05-26 16:57:57,604 - mmaction - INFO - Epoch [2][520/3757] lr: 5.000e-03, eta: 14:40:57, time: 0.785, data_time: 0.002, memory: 12750, top1_acc: 0.6945, top5_acc: 0.8836, loss_cls: 1.2192, loss: 1.2192, grad_norm: 4.9184 2021-05-26 16:58:13,275 - mmaction - INFO - Epoch [2][540/3757] lr: 5.000e-03, eta: 14:39:41, time: 0.784, data_time: 0.003, memory: 12750, top1_acc: 0.6867, top5_acc: 0.8945, loss_cls: 1.2233, loss: 1.2233, grad_norm: 4.7933 2021-05-26 16:58:29,128 - mmaction - INFO - Epoch [2][560/3757] lr: 5.000e-03, eta: 14:38:27, time: 0.792, data_time: 0.002, memory: 12750, top1_acc: 0.6641, top5_acc: 0.8836, loss_cls: 1.2666, loss: 1.2666, grad_norm: 4.8722 2021-05-26 16:58:44,999 - mmaction - INFO - Epoch [2][580/3757] lr: 5.000e-03, eta: 14:37:14, time: 0.795, data_time: 0.004, memory: 12750, top1_acc: 0.6961, top5_acc: 0.8930, loss_cls: 1.1844, loss: 1.1844, grad_norm: 4.7555 2021-05-26 16:59:01,094 - mmaction - INFO - Epoch [2][600/3757] lr: 5.000e-03, eta: 14:36:04, time: 0.803, data_time: 0.001, memory: 12750, top1_acc: 0.6945, top5_acc: 0.8961, loss_cls: 1.1887, loss: 1.1887, grad_norm: 4.6865 2021-05-26 16:59:17,725 - mmaction - INFO - Epoch [2][620/3757] lr: 5.000e-03, eta: 14:35:01, time: 0.832, data_time: 0.003, memory: 12750, top1_acc: 0.6820, top5_acc: 0.8781, loss_cls: 1.2722, loss: 1.2722, grad_norm: 4.9203 2021-05-26 16:59:35,962 - mmaction - INFO - Epoch [2][640/3757] lr: 5.000e-03, eta: 14:34:17, time: 0.908, data_time: 0.002, memory: 12750, top1_acc: 0.6758, top5_acc: 0.8773, loss_cls: 1.2504, loss: 1.2504, grad_norm: 5.0960 2021-05-26 16:59:51,495 - mmaction - INFO - Epoch [2][660/3757] lr: 5.000e-03, eta: 14:33:03, time: 0.780, data_time: 0.007, memory: 12750, top1_acc: 0.7031, top5_acc: 0.8953, loss_cls: 1.1999, loss: 1.1999, grad_norm: 4.8430 2021-05-26 17:00:07,006 - mmaction - INFO - Epoch [2][680/3757] lr: 5.000e-03, eta: 14:31:48, time: 0.775, data_time: 0.005, memory: 12750, top1_acc: 0.6727, top5_acc: 0.8797, loss_cls: 1.2724, loss: 1.2724, grad_norm: 4.9424 2021-05-26 17:00:30,638 - mmaction - INFO - Epoch [2][700/3757] lr: 5.000e-03, eta: 14:32:08, time: 1.178, data_time: 0.003, memory: 12750, top1_acc: 0.6625, top5_acc: 0.8727, loss_cls: 1.2956, loss: 1.2956, grad_norm: 4.8614 2021-05-26 17:00:48,797 - mmaction - INFO - Epoch [2][720/3757] lr: 5.000e-03, eta: 14:31:26, time: 0.913, data_time: 0.007, memory: 12750, top1_acc: 0.6797, top5_acc: 0.8836, loss_cls: 1.2511, loss: 1.2511, grad_norm: 4.7095 2021-05-26 17:01:07,390 - mmaction - INFO - Epoch [2][740/3757] lr: 5.000e-03, eta: 14:30:47, time: 0.927, data_time: 0.001, memory: 12750, top1_acc: 0.7016, top5_acc: 0.8906, loss_cls: 1.1687, loss: 1.1687, grad_norm: 4.7432 2021-05-26 17:01:24,788 - mmaction - INFO - Epoch [2][760/3757] lr: 5.000e-03, eta: 14:29:55, time: 0.871, data_time: 0.005, memory: 12750, top1_acc: 0.6766, top5_acc: 0.8781, loss_cls: 1.2877, loss: 1.2877, grad_norm: 5.1653 2021-05-26 17:01:40,663 - mmaction - INFO - Epoch [2][780/3757] lr: 5.000e-03, eta: 14:28:46, time: 0.794, data_time: 0.003, memory: 12750, top1_acc: 0.6844, top5_acc: 0.8750, loss_cls: 1.2700, loss: 1.2700, grad_norm: 4.7082 2021-05-26 17:01:57,045 - mmaction - INFO - Epoch [2][800/3757] lr: 5.000e-03, eta: 14:27:44, time: 0.820, data_time: 0.004, memory: 12750, top1_acc: 0.6797, top5_acc: 0.8820, loss_cls: 1.2423, loss: 1.2423, grad_norm: 4.7639 2021-05-26 17:02:16,728 - mmaction - INFO - Epoch [2][820/3757] lr: 5.000e-03, eta: 14:27:18, time: 0.979, data_time: 0.002, memory: 12750, top1_acc: 0.6969, top5_acc: 0.8742, loss_cls: 1.2143, loss: 1.2143, grad_norm: 4.6681 2021-05-26 17:02:35,766 - mmaction - INFO - Epoch [2][840/3757] lr: 5.000e-03, eta: 14:26:46, time: 0.953, data_time: 0.011, memory: 12750, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.2577, loss: 1.2577, grad_norm: 4.9700 2021-05-26 17:02:55,392 - mmaction - INFO - Epoch [2][860/3757] lr: 5.000e-03, eta: 14:26:21, time: 0.984, data_time: 0.007, memory: 12750, top1_acc: 0.6891, top5_acc: 0.8961, loss_cls: 1.1912, loss: 1.1912, grad_norm: 4.8731 2021-05-26 17:03:13,714 - mmaction - INFO - Epoch [2][880/3757] lr: 5.000e-03, eta: 14:25:42, time: 0.917, data_time: 0.004, memory: 12750, top1_acc: 0.6805, top5_acc: 0.8867, loss_cls: 1.2353, loss: 1.2353, grad_norm: 4.8557 2021-05-26 17:03:29,432 - mmaction - INFO - Epoch [2][900/3757] lr: 5.000e-03, eta: 14:24:33, time: 0.787, data_time: 0.003, memory: 12750, top1_acc: 0.6820, top5_acc: 0.8953, loss_cls: 1.2159, loss: 1.2159, grad_norm: 4.9822 2021-05-26 17:03:45,051 - mmaction - INFO - Epoch [2][920/3757] lr: 5.000e-03, eta: 14:23:24, time: 0.780, data_time: 0.006, memory: 12750, top1_acc: 0.6570, top5_acc: 0.8711, loss_cls: 1.3068, loss: 1.3068, grad_norm: 5.1124 2021-05-26 17:04:00,721 - mmaction - INFO - Epoch [2][940/3757] lr: 5.000e-03, eta: 14:22:15, time: 0.783, data_time: 0.003, memory: 12750, top1_acc: 0.7016, top5_acc: 0.8945, loss_cls: 1.1733, loss: 1.1733, grad_norm: 4.7664 2021-05-26 17:04:23,852 - mmaction - INFO - Epoch [2][960/3757] lr: 5.000e-03, eta: 14:22:29, time: 1.155, data_time: 0.004, memory: 12750, top1_acc: 0.7086, top5_acc: 0.8906, loss_cls: 1.1754, loss: 1.1754, grad_norm: 4.7664 2021-05-26 17:04:40,958 - mmaction - INFO - Epoch [2][980/3757] lr: 5.000e-03, eta: 14:21:38, time: 0.858, data_time: 0.005, memory: 12750, top1_acc: 0.6680, top5_acc: 0.8797, loss_cls: 1.2835, loss: 1.2835, grad_norm: 5.0384 2021-05-26 17:04:58,851 - mmaction - INFO - Epoch [2][1000/3757] lr: 5.000e-03, eta: 14:20:54, time: 0.894, data_time: 0.003, memory: 12750, top1_acc: 0.7141, top5_acc: 0.8945, loss_cls: 1.1222, loss: 1.1222, grad_norm: 4.7407 2021-05-26 17:05:14,448 - mmaction - INFO - Epoch [2][1020/3757] lr: 5.000e-03, eta: 14:19:47, time: 0.781, data_time: 0.004, memory: 12750, top1_acc: 0.6781, top5_acc: 0.8711, loss_cls: 1.2669, loss: 1.2669, grad_norm: 5.0840 2021-05-26 17:05:30,391 - mmaction - INFO - Epoch [2][1040/3757] lr: 5.000e-03, eta: 14:18:42, time: 0.793, data_time: 0.002, memory: 12750, top1_acc: 0.6633, top5_acc: 0.8781, loss_cls: 1.2788, loss: 1.2788, grad_norm: 5.0758 2021-05-26 17:05:46,207 - mmaction - INFO - Epoch [2][1060/3757] lr: 5.000e-03, eta: 14:17:38, time: 0.796, data_time: 0.008, memory: 12750, top1_acc: 0.6656, top5_acc: 0.8805, loss_cls: 1.2650, loss: 1.2650, grad_norm: 4.9679 2021-05-26 17:06:02,165 - mmaction - INFO - Epoch [2][1080/3757] lr: 5.000e-03, eta: 14:16:35, time: 0.797, data_time: 0.005, memory: 12750, top1_acc: 0.6742, top5_acc: 0.8891, loss_cls: 1.2401, loss: 1.2401, grad_norm: 4.8332 2021-05-26 17:06:18,108 - mmaction - INFO - Epoch [2][1100/3757] lr: 5.000e-03, eta: 14:15:33, time: 0.798, data_time: 0.004, memory: 12750, top1_acc: 0.7008, top5_acc: 0.9000, loss_cls: 1.1721, loss: 1.1721, grad_norm: 4.6887 2021-05-26 17:06:33,879 - mmaction - INFO - Epoch [2][1120/3757] lr: 5.000e-03, eta: 14:14:29, time: 0.789, data_time: 0.002, memory: 12750, top1_acc: 0.6766, top5_acc: 0.8766, loss_cls: 1.2516, loss: 1.2516, grad_norm: 4.8700 2021-05-26 17:06:52,016 - mmaction - INFO - Epoch [2][1140/3757] lr: 5.000e-03, eta: 14:13:51, time: 0.906, data_time: 0.002, memory: 12750, top1_acc: 0.6859, top5_acc: 0.8828, loss_cls: 1.2406, loss: 1.2406, grad_norm: 4.8052 2021-05-26 17:07:14,089 - mmaction - INFO - Epoch [2][1160/3757] lr: 5.000e-03, eta: 14:13:53, time: 1.101, data_time: 0.003, memory: 12750, top1_acc: 0.7016, top5_acc: 0.8984, loss_cls: 1.1734, loss: 1.1734, grad_norm: 4.5707 2021-05-26 17:07:30,049 - mmaction - INFO - Epoch [2][1180/3757] lr: 5.000e-03, eta: 14:12:52, time: 0.798, data_time: 0.006, memory: 12750, top1_acc: 0.6867, top5_acc: 0.8898, loss_cls: 1.2114, loss: 1.2114, grad_norm: 4.7045 2021-05-26 17:07:48,773 - mmaction - INFO - Epoch [2][1200/3757] lr: 5.000e-03, eta: 14:12:20, time: 0.939, data_time: 0.007, memory: 12750, top1_acc: 0.6875, top5_acc: 0.8883, loss_cls: 1.1939, loss: 1.1939, grad_norm: 4.7914 2021-05-26 17:08:05,167 - mmaction - INFO - Epoch [2][1220/3757] lr: 5.000e-03, eta: 14:11:24, time: 0.818, data_time: 0.002, memory: 12750, top1_acc: 0.6969, top5_acc: 0.8914, loss_cls: 1.2187, loss: 1.2187, grad_norm: 4.9636 2021-05-26 17:08:20,622 - mmaction - INFO - Epoch [2][1240/3757] lr: 5.000e-03, eta: 14:10:18, time: 0.774, data_time: 0.003, memory: 12750, top1_acc: 0.6953, top5_acc: 0.8859, loss_cls: 1.2127, loss: 1.2127, grad_norm: 4.8299 2021-05-26 17:08:37,063 - mmaction - INFO - Epoch [2][1260/3757] lr: 5.000e-03, eta: 14:09:22, time: 0.813, data_time: 0.003, memory: 12750, top1_acc: 0.6664, top5_acc: 0.8938, loss_cls: 1.2245, loss: 1.2245, grad_norm: 4.9650 2021-05-26 17:08:57,947 - mmaction - INFO - Epoch [2][1280/3757] lr: 5.000e-03, eta: 14:09:14, time: 1.051, data_time: 0.011, memory: 12750, top1_acc: 0.7000, top5_acc: 0.8844, loss_cls: 1.1828, loss: 1.1828, grad_norm: 4.8615 2021-05-26 17:09:14,116 - mmaction - INFO - Epoch [2][1300/3757] lr: 5.000e-03, eta: 14:08:17, time: 0.811, data_time: 0.008, memory: 12750, top1_acc: 0.6922, top5_acc: 0.8977, loss_cls: 1.1930, loss: 1.1930, grad_norm: 4.7104 2021-05-26 17:09:34,049 - mmaction - INFO - Epoch [2][1320/3757] lr: 5.000e-03, eta: 14:07:57, time: 0.993, data_time: 0.002, memory: 12750, top1_acc: 0.6930, top5_acc: 0.8859, loss_cls: 1.1820, loss: 1.1820, grad_norm: 4.7683 2021-05-26 17:09:51,699 - mmaction - INFO - Epoch [2][1340/3757] lr: 5.000e-03, eta: 14:07:15, time: 0.880, data_time: 0.009, memory: 12750, top1_acc: 0.6781, top5_acc: 0.8805, loss_cls: 1.2889, loss: 1.2889, grad_norm: 4.8502 2021-05-26 17:10:09,146 - mmaction - INFO - Epoch [2][1360/3757] lr: 5.000e-03, eta: 14:06:32, time: 0.878, data_time: 0.008, memory: 12750, top1_acc: 0.6820, top5_acc: 0.8891, loss_cls: 1.2343, loss: 1.2343, grad_norm: 4.8284 2021-05-26 17:10:25,044 - mmaction - INFO - Epoch [2][1380/3757] lr: 5.000e-03, eta: 14:05:33, time: 0.795, data_time: 0.003, memory: 12750, top1_acc: 0.6797, top5_acc: 0.8805, loss_cls: 1.2428, loss: 1.2428, grad_norm: 4.7713 2021-05-26 17:10:43,451 - mmaction - INFO - Epoch [2][1400/3757] lr: 5.000e-03, eta: 14:04:59, time: 0.919, data_time: 0.003, memory: 12750, top1_acc: 0.7063, top5_acc: 0.8898, loss_cls: 1.2005, loss: 1.2005, grad_norm: 4.6459 2021-05-26 17:11:01,603 - mmaction - INFO - Epoch [2][1420/3757] lr: 5.000e-03, eta: 14:04:23, time: 0.909, data_time: 0.004, memory: 12750, top1_acc: 0.6961, top5_acc: 0.9016, loss_cls: 1.1691, loss: 1.1691, grad_norm: 4.7241 2021-05-26 17:11:17,735 - mmaction - INFO - Epoch [2][1440/3757] lr: 5.000e-03, eta: 14:03:28, time: 0.808, data_time: 0.004, memory: 12750, top1_acc: 0.6758, top5_acc: 0.8867, loss_cls: 1.2612, loss: 1.2612, grad_norm: 5.0010 2021-05-26 17:11:37,645 - mmaction - INFO - Epoch [2][1460/3757] lr: 5.000e-03, eta: 14:03:08, time: 0.991, data_time: 0.002, memory: 12750, top1_acc: 0.6758, top5_acc: 0.8766, loss_cls: 1.2665, loss: 1.2665, grad_norm: 4.8163 2021-05-26 17:11:53,422 - mmaction - INFO - Epoch [2][1480/3757] lr: 5.000e-03, eta: 14:02:10, time: 0.794, data_time: 0.008, memory: 12750, top1_acc: 0.6672, top5_acc: 0.8758, loss_cls: 1.3024, loss: 1.3024, grad_norm: 4.9698 2021-05-26 17:12:10,935 - mmaction - INFO - Epoch [2][1500/3757] lr: 5.000e-03, eta: 14:01:28, time: 0.874, data_time: 0.002, memory: 12750, top1_acc: 0.6789, top5_acc: 0.8953, loss_cls: 1.2001, loss: 1.2001, grad_norm: 4.9308 2021-05-26 17:12:27,245 - mmaction - INFO - Epoch [2][1520/3757] lr: 5.000e-03, eta: 14:00:35, time: 0.816, data_time: 0.003, memory: 12750, top1_acc: 0.7039, top5_acc: 0.8891, loss_cls: 1.1764, loss: 1.1764, grad_norm: 4.6480 2021-05-26 17:12:43,134 - mmaction - INFO - Epoch [2][1540/3757] lr: 5.000e-03, eta: 13:59:38, time: 0.794, data_time: 0.002, memory: 12750, top1_acc: 0.6773, top5_acc: 0.8734, loss_cls: 1.2631, loss: 1.2631, grad_norm: 5.0763 2021-05-26 17:12:58,912 - mmaction - INFO - Epoch [2][1560/3757] lr: 5.000e-03, eta: 13:58:40, time: 0.789, data_time: 0.005, memory: 12750, top1_acc: 0.6766, top5_acc: 0.8781, loss_cls: 1.2259, loss: 1.2259, grad_norm: 4.9791 2021-05-26 17:13:17,222 - mmaction - INFO - Epoch [2][1580/3757] lr: 5.000e-03, eta: 13:58:07, time: 0.916, data_time: 0.003, memory: 12750, top1_acc: 0.6617, top5_acc: 0.8781, loss_cls: 1.2875, loss: 1.2875, grad_norm: 4.9149 2021-05-26 17:13:35,237 - mmaction - INFO - Epoch [2][1600/3757] lr: 5.000e-03, eta: 13:57:30, time: 0.894, data_time: 0.003, memory: 12750, top1_acc: 0.6961, top5_acc: 0.9000, loss_cls: 1.1938, loss: 1.1938, grad_norm: 4.7184 2021-05-26 17:13:50,470 - mmaction - INFO - Epoch [2][1620/3757] lr: 5.000e-03, eta: 13:56:29, time: 0.768, data_time: 0.009, memory: 12750, top1_acc: 0.6922, top5_acc: 0.8844, loss_cls: 1.1932, loss: 1.1932, grad_norm: 4.7690 2021-05-26 17:14:12,793 - mmaction - INFO - Epoch [2][1640/3757] lr: 5.000e-03, eta: 13:56:34, time: 1.112, data_time: 0.004, memory: 12750, top1_acc: 0.6813, top5_acc: 0.8758, loss_cls: 1.2674, loss: 1.2674, grad_norm: 4.8663 2021-05-26 17:14:35,014 - mmaction - INFO - Epoch [2][1660/3757] lr: 5.000e-03, eta: 13:56:38, time: 1.111, data_time: 0.008, memory: 12750, top1_acc: 0.6930, top5_acc: 0.8828, loss_cls: 1.2211, loss: 1.2211, grad_norm: 4.8797 2021-05-26 17:14:52,492 - mmaction - INFO - Epoch [2][1680/3757] lr: 5.000e-03, eta: 13:55:57, time: 0.873, data_time: 0.006, memory: 12750, top1_acc: 0.6961, top5_acc: 0.9078, loss_cls: 1.1660, loss: 1.1660, grad_norm: 4.7270 2021-05-26 17:15:09,442 - mmaction - INFO - Epoch [2][1700/3757] lr: 5.000e-03, eta: 13:55:12, time: 0.852, data_time: 0.007, memory: 12750, top1_acc: 0.6992, top5_acc: 0.8969, loss_cls: 1.1751, loss: 1.1751, grad_norm: 4.7614 2021-05-26 17:15:29,662 - mmaction - INFO - Epoch [2][1720/3757] lr: 5.000e-03, eta: 13:54:57, time: 1.006, data_time: 0.002, memory: 12750, top1_acc: 0.7195, top5_acc: 0.9039, loss_cls: 1.0993, loss: 1.0993, grad_norm: 4.5592 2021-05-26 17:15:44,741 - mmaction - INFO - Epoch [2][1740/3757] lr: 5.000e-03, eta: 13:53:55, time: 0.759, data_time: 0.007, memory: 12750, top1_acc: 0.6781, top5_acc: 0.8922, loss_cls: 1.1900, loss: 1.1900, grad_norm: 4.8110 2021-05-26 17:16:00,687 - mmaction - INFO - Epoch [2][1760/3757] lr: 5.000e-03, eta: 13:53:01, time: 0.795, data_time: 0.001, memory: 12750, top1_acc: 0.6883, top5_acc: 0.8781, loss_cls: 1.2514, loss: 1.2514, grad_norm: 4.9101 2021-05-26 17:16:21,241 - mmaction - INFO - Epoch [2][1780/3757] lr: 5.000e-03, eta: 13:52:49, time: 1.026, data_time: 0.015, memory: 12750, top1_acc: 0.6977, top5_acc: 0.8859, loss_cls: 1.2396, loss: 1.2396, grad_norm: 4.9703 2021-05-26 17:16:36,604 - mmaction - INFO - Epoch [2][1800/3757] lr: 5.000e-03, eta: 13:51:51, time: 0.772, data_time: 0.007, memory: 12750, top1_acc: 0.6828, top5_acc: 0.8766, loss_cls: 1.2516, loss: 1.2516, grad_norm: 4.8897 2021-05-26 17:16:54,184 - mmaction - INFO - Epoch [2][1820/3757] lr: 5.000e-03, eta: 13:51:11, time: 0.872, data_time: 0.001, memory: 12750, top1_acc: 0.7102, top5_acc: 0.9008, loss_cls: 1.1263, loss: 1.1263, grad_norm: 4.7851 2021-05-26 17:17:09,520 - mmaction - INFO - Epoch [2][1840/3757] lr: 5.000e-03, eta: 13:50:13, time: 0.771, data_time: 0.008, memory: 12750, top1_acc: 0.6891, top5_acc: 0.8859, loss_cls: 1.2138, loss: 1.2138, grad_norm: 5.0268 2021-05-26 17:17:26,089 - mmaction - INFO - Epoch [2][1860/3757] lr: 5.000e-03, eta: 13:49:26, time: 0.830, data_time: 0.004, memory: 12750, top1_acc: 0.6914, top5_acc: 0.8852, loss_cls: 1.2061, loss: 1.2061, grad_norm: 4.8960 2021-05-26 17:17:42,038 - mmaction - INFO - Epoch [2][1880/3757] lr: 5.000e-03, eta: 13:48:33, time: 0.797, data_time: 0.002, memory: 12750, top1_acc: 0.6922, top5_acc: 0.8906, loss_cls: 1.2086, loss: 1.2086, grad_norm: 4.9423 2021-05-26 17:17:58,421 - mmaction - INFO - Epoch [2][1900/3757] lr: 5.000e-03, eta: 13:47:45, time: 0.821, data_time: 0.003, memory: 12750, top1_acc: 0.6875, top5_acc: 0.8797, loss_cls: 1.2524, loss: 1.2524, grad_norm: 5.0359 2021-05-26 17:18:18,232 - mmaction - INFO - Epoch [2][1920/3757] lr: 5.000e-03, eta: 13:47:27, time: 0.986, data_time: 0.002, memory: 12750, top1_acc: 0.6992, top5_acc: 0.8828, loss_cls: 1.2206, loss: 1.2206, grad_norm: 4.8272 2021-05-26 17:18:36,555 - mmaction - INFO - Epoch [2][1940/3757] lr: 5.000e-03, eta: 13:46:56, time: 0.916, data_time: 0.006, memory: 12750, top1_acc: 0.6953, top5_acc: 0.8922, loss_cls: 1.1856, loss: 1.1856, grad_norm: 4.7755 2021-05-26 17:18:57,048 - mmaction - INFO - Epoch [2][1960/3757] lr: 5.000e-03, eta: 13:46:44, time: 1.024, data_time: 0.007, memory: 12750, top1_acc: 0.6695, top5_acc: 0.8969, loss_cls: 1.2205, loss: 1.2205, grad_norm: 4.9519 2021-05-26 17:19:12,356 - mmaction - INFO - Epoch [2][1980/3757] lr: 5.000e-03, eta: 13:45:47, time: 0.768, data_time: 0.009, memory: 12750, top1_acc: 0.6813, top5_acc: 0.8852, loss_cls: 1.2160, loss: 1.2160, grad_norm: 4.9144 2021-05-26 17:19:31,024 - mmaction - INFO - Epoch [2][2000/3757] lr: 5.000e-03, eta: 13:45:20, time: 0.932, data_time: 0.003, memory: 12750, top1_acc: 0.6945, top5_acc: 0.8906, loss_cls: 1.1977, loss: 1.1977, grad_norm: 4.7970 2021-05-26 17:19:46,541 - mmaction - INFO - Epoch [2][2020/3757] lr: 5.000e-03, eta: 13:44:25, time: 0.779, data_time: 0.005, memory: 12750, top1_acc: 0.6773, top5_acc: 0.8883, loss_cls: 1.2329, loss: 1.2329, grad_norm: 4.8785 2021-05-26 17:20:04,302 - mmaction - INFO - Epoch [2][2040/3757] lr: 5.000e-03, eta: 13:43:50, time: 0.887, data_time: 0.003, memory: 12750, top1_acc: 0.6898, top5_acc: 0.8820, loss_cls: 1.1912, loss: 1.1912, grad_norm: 4.9252 2021-05-26 17:20:20,915 - mmaction - INFO - Epoch [2][2060/3757] lr: 5.000e-03, eta: 13:43:05, time: 0.831, data_time: 0.005, memory: 12750, top1_acc: 0.6937, top5_acc: 0.8945, loss_cls: 1.1682, loss: 1.1682, grad_norm: 4.8311 2021-05-26 17:20:36,201 - mmaction - INFO - Epoch [2][2080/3757] lr: 5.000e-03, eta: 13:42:08, time: 0.764, data_time: 0.004, memory: 12750, top1_acc: 0.6859, top5_acc: 0.8797, loss_cls: 1.2900, loss: 1.2900, grad_norm: 4.9868 2021-05-26 17:20:56,170 - mmaction - INFO - Epoch [2][2100/3757] lr: 5.000e-03, eta: 13:41:52, time: 0.995, data_time: 0.003, memory: 12750, top1_acc: 0.6781, top5_acc: 0.8820, loss_cls: 1.2500, loss: 1.2500, grad_norm: 4.9208 2021-05-26 17:21:13,967 - mmaction - INFO - Epoch [2][2120/3757] lr: 5.000e-03, eta: 13:41:18, time: 0.893, data_time: 0.006, memory: 12750, top1_acc: 0.6953, top5_acc: 0.8797, loss_cls: 1.2291, loss: 1.2291, grad_norm: 5.0293 2021-05-26 17:21:29,376 - mmaction - INFO - Epoch [2][2140/3757] lr: 5.000e-03, eta: 13:40:23, time: 0.772, data_time: 0.003, memory: 12750, top1_acc: 0.6914, top5_acc: 0.8945, loss_cls: 1.1748, loss: 1.1748, grad_norm: 5.0151 2021-05-26 17:21:47,491 - mmaction - INFO - Epoch [2][2160/3757] lr: 5.000e-03, eta: 13:39:52, time: 0.902, data_time: 0.001, memory: 12750, top1_acc: 0.7008, top5_acc: 0.8828, loss_cls: 1.1984, loss: 1.1984, grad_norm: 4.7299 2021-05-26 17:22:04,658 - mmaction - INFO - Epoch [2][2180/3757] lr: 5.000e-03, eta: 13:39:12, time: 0.860, data_time: 0.006, memory: 12750, top1_acc: 0.6922, top5_acc: 0.8938, loss_cls: 1.2017, loss: 1.2017, grad_norm: 4.8241 2021-05-26 17:22:27,647 - mmaction - INFO - Epoch [2][2200/3757] lr: 5.000e-03, eta: 13:39:21, time: 1.142, data_time: 0.003, memory: 12750, top1_acc: 0.6992, top5_acc: 0.8984, loss_cls: 1.1502, loss: 1.1502, grad_norm: 4.9119 2021-05-26 17:22:46,850 - mmaction - INFO - Epoch [2][2220/3757] lr: 5.000e-03, eta: 13:39:00, time: 0.967, data_time: 0.013, memory: 12750, top1_acc: 0.6891, top5_acc: 0.8812, loss_cls: 1.2384, loss: 1.2384, grad_norm: 5.0531 2021-05-26 17:23:04,473 - mmaction - INFO - Epoch [2][2240/3757] lr: 5.000e-03, eta: 13:38:25, time: 0.880, data_time: 0.004, memory: 12750, top1_acc: 0.6922, top5_acc: 0.8953, loss_cls: 1.1855, loss: 1.1855, grad_norm: 4.8245 2021-05-26 17:23:25,307 - mmaction - INFO - Epoch [2][2260/3757] lr: 5.000e-03, eta: 13:38:17, time: 1.043, data_time: 0.004, memory: 12750, top1_acc: 0.7148, top5_acc: 0.8961, loss_cls: 1.1341, loss: 1.1341, grad_norm: 4.6841 2021-05-26 17:23:42,610 - mmaction - INFO - Epoch [2][2280/3757] lr: 5.000e-03, eta: 13:37:39, time: 0.865, data_time: 0.003, memory: 12750, top1_acc: 0.7039, top5_acc: 0.8883, loss_cls: 1.1365, loss: 1.1365, grad_norm: 4.8008 2021-05-26 17:23:58,914 - mmaction - INFO - Epoch [2][2300/3757] lr: 5.000e-03, eta: 13:36:53, time: 0.815, data_time: 0.046, memory: 12750, top1_acc: 0.6719, top5_acc: 0.8789, loss_cls: 1.2616, loss: 1.2616, grad_norm: 5.0527 2021-05-26 17:24:14,778 - mmaction - INFO - Epoch [2][2320/3757] lr: 5.000e-03, eta: 13:36:03, time: 0.794, data_time: 0.005, memory: 12750, top1_acc: 0.6977, top5_acc: 0.9016, loss_cls: 1.1598, loss: 1.1598, grad_norm: 4.7426 2021-05-26 17:24:30,654 - mmaction - INFO - Epoch [2][2340/3757] lr: 5.000e-03, eta: 13:35:14, time: 0.793, data_time: 0.005, memory: 12750, top1_acc: 0.6937, top5_acc: 0.8852, loss_cls: 1.2489, loss: 1.2489, grad_norm: 4.9267 2021-05-26 17:24:49,702 - mmaction - INFO - Epoch [2][2360/3757] lr: 5.000e-03, eta: 13:34:51, time: 0.950, data_time: 0.003, memory: 12750, top1_acc: 0.7023, top5_acc: 0.8906, loss_cls: 1.2039, loss: 1.2039, grad_norm: 4.9600 2021-05-26 17:25:08,335 - mmaction - INFO - Epoch [2][2380/3757] lr: 5.000e-03, eta: 13:34:25, time: 0.934, data_time: 0.007, memory: 12750, top1_acc: 0.7055, top5_acc: 0.8891, loss_cls: 1.1333, loss: 1.1333, grad_norm: 4.7497 2021-05-26 17:25:24,342 - mmaction - INFO - Epoch [2][2400/3757] lr: 5.000e-03, eta: 13:33:37, time: 0.802, data_time: 0.003, memory: 12750, top1_acc: 0.6898, top5_acc: 0.8898, loss_cls: 1.2113, loss: 1.2113, grad_norm: 4.8822 2021-05-26 17:25:41,214 - mmaction - INFO - Epoch [2][2420/3757] lr: 5.000e-03, eta: 13:32:56, time: 0.840, data_time: 0.002, memory: 12750, top1_acc: 0.6914, top5_acc: 0.8938, loss_cls: 1.1761, loss: 1.1761, grad_norm: 4.9068 2021-05-26 17:26:01,638 - mmaction - INFO - Epoch [2][2440/3757] lr: 5.000e-03, eta: 13:32:45, time: 1.019, data_time: 0.005, memory: 12750, top1_acc: 0.6969, top5_acc: 0.8953, loss_cls: 1.1807, loss: 1.1807, grad_norm: 5.0609 2021-05-26 17:26:16,792 - mmaction - INFO - Epoch [2][2460/3757] lr: 5.000e-03, eta: 13:31:52, time: 0.764, data_time: 0.011, memory: 12750, top1_acc: 0.6687, top5_acc: 0.8797, loss_cls: 1.2376, loss: 1.2376, grad_norm: 5.0716 2021-05-26 17:26:35,713 - mmaction - INFO - Epoch [2][2480/3757] lr: 5.000e-03, eta: 13:31:27, time: 0.942, data_time: 0.001, memory: 12750, top1_acc: 0.6953, top5_acc: 0.9016, loss_cls: 1.1384, loss: 1.1384, grad_norm: 4.8015 2021-05-26 17:26:56,933 - mmaction - INFO - Epoch [2][2500/3757] lr: 5.000e-03, eta: 13:31:22, time: 1.062, data_time: 0.008, memory: 12750, top1_acc: 0.6953, top5_acc: 0.8906, loss_cls: 1.2026, loss: 1.2026, grad_norm: 4.8009 2021-05-26 17:27:18,708 - mmaction - INFO - Epoch [2][2520/3757] lr: 5.000e-03, eta: 13:31:22, time: 1.087, data_time: 0.005, memory: 12750, top1_acc: 0.6875, top5_acc: 0.8891, loss_cls: 1.2272, loss: 1.2272, grad_norm: 4.9264 2021-05-26 17:27:36,073 - mmaction - INFO - Epoch [2][2540/3757] lr: 5.000e-03, eta: 13:30:46, time: 0.872, data_time: 0.006, memory: 12750, top1_acc: 0.7070, top5_acc: 0.8992, loss_cls: 1.1359, loss: 1.1359, grad_norm: 4.7220 2021-05-26 17:27:52,786 - mmaction - INFO - Epoch [2][2560/3757] lr: 5.000e-03, eta: 13:30:04, time: 0.831, data_time: 0.002, memory: 12750, top1_acc: 0.6789, top5_acc: 0.8781, loss_cls: 1.2503, loss: 1.2503, grad_norm: 5.0738 2021-05-26 17:28:08,263 - mmaction - INFO - Epoch [2][2580/3757] lr: 5.000e-03, eta: 13:29:14, time: 0.777, data_time: 0.006, memory: 12750, top1_acc: 0.6844, top5_acc: 0.8836, loss_cls: 1.2645, loss: 1.2645, grad_norm: 4.9955 2021-05-26 17:28:26,923 - mmaction - INFO - Epoch [2][2600/3757] lr: 5.000e-03, eta: 13:28:48, time: 0.930, data_time: 0.003, memory: 12750, top1_acc: 0.6859, top5_acc: 0.8844, loss_cls: 1.2405, loss: 1.2405, grad_norm: 4.9082 2021-05-26 17:28:44,826 - mmaction - INFO - Epoch [2][2620/3757] lr: 5.000e-03, eta: 13:28:18, time: 0.898, data_time: 0.006, memory: 12750, top1_acc: 0.6867, top5_acc: 0.8852, loss_cls: 1.2478, loss: 1.2478, grad_norm: 4.9918 2021-05-26 17:29:01,271 - mmaction - INFO - Epoch [2][2640/3757] lr: 5.000e-03, eta: 13:27:35, time: 0.823, data_time: 0.004, memory: 12750, top1_acc: 0.6703, top5_acc: 0.8797, loss_cls: 1.2944, loss: 1.2944, grad_norm: 5.0909 2021-05-26 17:29:18,425 - mmaction - INFO - Epoch [2][2660/3757] lr: 5.000e-03, eta: 13:26:58, time: 0.858, data_time: 0.002, memory: 12750, top1_acc: 0.7016, top5_acc: 0.9023, loss_cls: 1.1411, loss: 1.1411, grad_norm: 4.6266 2021-05-26 17:29:37,590 - mmaction - INFO - Epoch [2][2680/3757] lr: 5.000e-03, eta: 13:26:36, time: 0.952, data_time: 0.003, memory: 12750, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1930, loss: 1.1930, grad_norm: 4.8649 2021-05-26 17:29:55,684 - mmaction - INFO - Epoch [2][2700/3757] lr: 5.000e-03, eta: 13:26:08, time: 0.908, data_time: 0.009, memory: 12750, top1_acc: 0.6969, top5_acc: 0.8859, loss_cls: 1.2205, loss: 1.2205, grad_norm: 4.9295 2021-05-26 17:30:10,890 - mmaction - INFO - Epoch [2][2720/3757] lr: 5.000e-03, eta: 13:25:16, time: 0.764, data_time: 0.005, memory: 12750, top1_acc: 0.6852, top5_acc: 0.8906, loss_cls: 1.2003, loss: 1.2003, grad_norm: 5.1252 2021-05-26 17:30:27,816 - mmaction - INFO - Epoch [2][2740/3757] lr: 5.000e-03, eta: 13:24:38, time: 0.843, data_time: 0.001, memory: 12750, top1_acc: 0.6906, top5_acc: 0.8891, loss_cls: 1.2332, loss: 1.2332, grad_norm: 4.8512 2021-05-26 17:30:45,045 - mmaction - INFO - Epoch [2][2760/3757] lr: 5.000e-03, eta: 13:24:03, time: 0.865, data_time: 0.005, memory: 12750, top1_acc: 0.6852, top5_acc: 0.8875, loss_cls: 1.2320, loss: 1.2320, grad_norm: 4.8991 2021-05-26 17:31:01,902 - mmaction - INFO - Epoch [2][2780/3757] lr: 5.000e-03, eta: 13:23:24, time: 0.843, data_time: 0.002, memory: 12750, top1_acc: 0.6969, top5_acc: 0.9008, loss_cls: 1.1453, loss: 1.1453, grad_norm: 4.8193 2021-05-26 17:31:20,001 - mmaction - INFO - Epoch [2][2800/3757] lr: 5.000e-03, eta: 13:22:55, time: 0.903, data_time: 0.003, memory: 12750, top1_acc: 0.7031, top5_acc: 0.9016, loss_cls: 1.1374, loss: 1.1374, grad_norm: 4.7510 2021-05-26 17:31:36,745 - mmaction - INFO - Epoch [2][2820/3757] lr: 5.000e-03, eta: 13:22:16, time: 0.837, data_time: 0.003, memory: 12750, top1_acc: 0.6906, top5_acc: 0.8906, loss_cls: 1.1521, loss: 1.1521, grad_norm: 4.8633 2021-05-26 17:31:54,382 - mmaction - INFO - Epoch [2][2840/3757] lr: 5.000e-03, eta: 13:21:44, time: 0.881, data_time: 0.004, memory: 12750, top1_acc: 0.7094, top5_acc: 0.8898, loss_cls: 1.1248, loss: 1.1248, grad_norm: 4.6405 2021-05-26 17:32:11,972 - mmaction - INFO - Epoch [2][2860/3757] lr: 5.000e-03, eta: 13:21:11, time: 0.880, data_time: 0.006, memory: 12750, top1_acc: 0.7203, top5_acc: 0.8984, loss_cls: 1.0975, loss: 1.0975, grad_norm: 4.7709 2021-05-26 17:32:30,618 - mmaction - INFO - Epoch [2][2880/3757] lr: 5.000e-03, eta: 13:20:47, time: 0.933, data_time: 0.003, memory: 12750, top1_acc: 0.6805, top5_acc: 0.8906, loss_cls: 1.2197, loss: 1.2197, grad_norm: 5.0409 2021-05-26 17:32:46,023 - mmaction - INFO - Epoch [2][2900/3757] lr: 5.000e-03, eta: 13:19:58, time: 0.771, data_time: 0.004, memory: 12750, top1_acc: 0.6984, top5_acc: 0.9125, loss_cls: 1.1116, loss: 1.1116, grad_norm: 4.9630 2021-05-26 17:33:06,860 - mmaction - INFO - Epoch [2][2920/3757] lr: 5.000e-03, eta: 13:19:50, time: 1.041, data_time: 0.004, memory: 12750, top1_acc: 0.6656, top5_acc: 0.8758, loss_cls: 1.2870, loss: 1.2870, grad_norm: 5.0664 2021-05-26 17:33:25,665 - mmaction - INFO - Epoch [2][2940/3757] lr: 5.000e-03, eta: 13:19:27, time: 0.941, data_time: 0.004, memory: 12750, top1_acc: 0.6805, top5_acc: 0.8812, loss_cls: 1.2595, loss: 1.2595, grad_norm: 4.8324 2021-05-26 17:33:45,845 - mmaction - INFO - Epoch [2][2960/3757] lr: 5.000e-03, eta: 13:19:14, time: 1.008, data_time: 0.007, memory: 12750, top1_acc: 0.6875, top5_acc: 0.8922, loss_cls: 1.1934, loss: 1.1934, grad_norm: 4.9627 2021-05-26 17:34:03,667 - mmaction - INFO - Epoch [2][2980/3757] lr: 5.000e-03, eta: 13:18:44, time: 0.892, data_time: 0.006, memory: 12750, top1_acc: 0.6875, top5_acc: 0.8953, loss_cls: 1.1777, loss: 1.1777, grad_norm: 4.7534 2021-05-26 17:34:20,394 - mmaction - INFO - Epoch [2][3000/3757] lr: 5.000e-03, eta: 13:18:04, time: 0.823, data_time: 0.001, memory: 12750, top1_acc: 0.6953, top5_acc: 0.8992, loss_cls: 1.1541, loss: 1.1541, grad_norm: 4.8743 2021-05-26 17:34:36,543 - mmaction - INFO - Epoch [2][3020/3757] lr: 5.000e-03, eta: 13:17:23, time: 0.819, data_time: 0.015, memory: 12750, top1_acc: 0.7055, top5_acc: 0.9016, loss_cls: 1.1664, loss: 1.1664, grad_norm: 5.0697 2021-05-26 17:34:53,574 - mmaction - INFO - Epoch [2][3040/3757] lr: 5.000e-03, eta: 13:16:47, time: 0.853, data_time: 0.005, memory: 12750, top1_acc: 0.6937, top5_acc: 0.8930, loss_cls: 1.1762, loss: 1.1762, grad_norm: 4.9363 2021-05-26 17:35:12,733 - mmaction - INFO - Epoch [2][3060/3757] lr: 5.000e-03, eta: 13:16:27, time: 0.957, data_time: 0.003, memory: 12750, top1_acc: 0.7063, top5_acc: 0.8984, loss_cls: 1.1361, loss: 1.1361, grad_norm: 4.7996 2021-05-26 17:35:30,095 - mmaction - INFO - Epoch [2][3080/3757] lr: 5.000e-03, eta: 13:15:54, time: 0.870, data_time: 0.005, memory: 12750, top1_acc: 0.7055, top5_acc: 0.9062, loss_cls: 1.1473, loss: 1.1473, grad_norm: 4.8533 2021-05-26 17:35:45,668 - mmaction - INFO - Epoch [2][3100/3757] lr: 5.000e-03, eta: 13:15:08, time: 0.778, data_time: 0.001, memory: 12750, top1_acc: 0.6813, top5_acc: 0.8961, loss_cls: 1.1858, loss: 1.1858, grad_norm: 5.1017 2021-05-26 17:36:03,806 - mmaction - INFO - Epoch [2][3120/3757] lr: 5.000e-03, eta: 13:14:40, time: 0.904, data_time: 0.001, memory: 12750, top1_acc: 0.6937, top5_acc: 0.8891, loss_cls: 1.2620, loss: 1.2620, grad_norm: 4.9726 2021-05-26 17:36:19,003 - mmaction - INFO - Epoch [2][3140/3757] lr: 5.000e-03, eta: 13:13:52, time: 0.763, data_time: 0.005, memory: 12750, top1_acc: 0.6977, top5_acc: 0.8844, loss_cls: 1.1779, loss: 1.1779, grad_norm: 4.8618 2021-05-26 17:36:38,740 - mmaction - INFO - Epoch [2][3160/3757] lr: 5.000e-03, eta: 13:13:36, time: 0.986, data_time: 0.002, memory: 12750, top1_acc: 0.6977, top5_acc: 0.8906, loss_cls: 1.1531, loss: 1.1531, grad_norm: 4.7743 2021-05-26 17:36:56,022 - mmaction - INFO - Epoch [2][3180/3757] lr: 5.000e-03, eta: 13:13:02, time: 0.861, data_time: 0.003, memory: 12750, top1_acc: 0.7133, top5_acc: 0.8906, loss_cls: 1.1746, loss: 1.1746, grad_norm: 4.8036 2021-05-26 17:37:14,438 - mmaction - INFO - Epoch [2][3200/3757] lr: 5.000e-03, eta: 13:12:36, time: 0.917, data_time: 0.006, memory: 12750, top1_acc: 0.6875, top5_acc: 0.8852, loss_cls: 1.1810, loss: 1.1810, grad_norm: 4.8805 2021-05-26 17:37:31,323 - mmaction - INFO - Epoch [2][3220/3757] lr: 5.000e-03, eta: 13:12:01, time: 0.852, data_time: 0.009, memory: 12750, top1_acc: 0.6805, top5_acc: 0.8867, loss_cls: 1.2250, loss: 1.2250, grad_norm: 4.9934 2021-05-26 17:37:47,404 - mmaction - INFO - Epoch [2][3240/3757] lr: 5.000e-03, eta: 13:11:19, time: 0.804, data_time: 0.002, memory: 12750, top1_acc: 0.6867, top5_acc: 0.8812, loss_cls: 1.2317, loss: 1.2317, grad_norm: 5.0461 2021-05-26 17:38:05,899 - mmaction - INFO - Epoch [2][3260/3757] lr: 5.000e-03, eta: 13:10:55, time: 0.925, data_time: 0.002, memory: 12750, top1_acc: 0.6820, top5_acc: 0.8914, loss_cls: 1.2161, loss: 1.2161, grad_norm: 4.9745 2021-05-26 17:38:23,870 - mmaction - INFO - Epoch [2][3280/3757] lr: 5.000e-03, eta: 13:10:27, time: 0.899, data_time: 0.003, memory: 12750, top1_acc: 0.6937, top5_acc: 0.8891, loss_cls: 1.1868, loss: 1.1868, grad_norm: 4.8227 2021-05-26 17:38:39,426 - mmaction - INFO - Epoch [2][3300/3757] lr: 5.000e-03, eta: 13:09:42, time: 0.777, data_time: 0.002, memory: 12750, top1_acc: 0.6875, top5_acc: 0.8867, loss_cls: 1.1878, loss: 1.1878, grad_norm: 4.8033 2021-05-26 17:38:54,999 - mmaction - INFO - Epoch [2][3320/3757] lr: 5.000e-03, eta: 13:08:57, time: 0.778, data_time: 0.002, memory: 12750, top1_acc: 0.6773, top5_acc: 0.8766, loss_cls: 1.2691, loss: 1.2691, grad_norm: 4.9850 2021-05-26 17:39:11,024 - mmaction - INFO - Epoch [2][3340/3757] lr: 5.000e-03, eta: 13:08:16, time: 0.799, data_time: 0.002, memory: 12750, top1_acc: 0.6820, top5_acc: 0.8859, loss_cls: 1.2425, loss: 1.2425, grad_norm: 5.0966 2021-05-26 17:39:29,869 - mmaction - INFO - Epoch [2][3360/3757] lr: 5.000e-03, eta: 13:07:54, time: 0.945, data_time: 0.005, memory: 12750, top1_acc: 0.6953, top5_acc: 0.8938, loss_cls: 1.1756, loss: 1.1756, grad_norm: 4.9545 2021-05-26 17:39:47,117 - mmaction - INFO - Epoch [2][3380/3757] lr: 5.000e-03, eta: 13:07:22, time: 0.862, data_time: 0.002, memory: 12750, top1_acc: 0.6953, top5_acc: 0.9047, loss_cls: 1.1446, loss: 1.1446, grad_norm: 4.9632 2021-05-26 17:40:04,559 - mmaction - INFO - Epoch [2][3400/3757] lr: 5.000e-03, eta: 13:06:50, time: 0.873, data_time: 0.002, memory: 12750, top1_acc: 0.6914, top5_acc: 0.8977, loss_cls: 1.1578, loss: 1.1578, grad_norm: 4.8887 2021-05-26 17:40:20,702 - mmaction - INFO - Epoch [2][3420/3757] lr: 5.000e-03, eta: 13:06:10, time: 0.805, data_time: 0.002, memory: 12750, top1_acc: 0.7063, top5_acc: 0.8883, loss_cls: 1.1845, loss: 1.1845, grad_norm: 4.9278 2021-05-26 17:40:43,115 - mmaction - INFO - Epoch [2][3440/3757] lr: 5.000e-03, eta: 13:06:12, time: 1.117, data_time: 0.004, memory: 12750, top1_acc: 0.6742, top5_acc: 0.8750, loss_cls: 1.2639, loss: 1.2639, grad_norm: 5.2212 2021-05-26 17:41:01,726 - mmaction - INFO - Epoch [2][3460/3757] lr: 5.000e-03, eta: 13:05:50, time: 0.935, data_time: 0.012, memory: 12750, top1_acc: 0.6977, top5_acc: 0.8898, loss_cls: 1.2040, loss: 1.2040, grad_norm: 5.3104 2021-05-26 17:41:18,953 - mmaction - INFO - Epoch [2][3480/3757] lr: 5.000e-03, eta: 13:05:18, time: 0.863, data_time: 0.003, memory: 12750, top1_acc: 0.6687, top5_acc: 0.8891, loss_cls: 1.2340, loss: 1.2340, grad_norm: 5.1213 2021-05-26 17:41:34,791 - mmaction - INFO - Epoch [2][3500/3757] lr: 5.000e-03, eta: 13:04:35, time: 0.788, data_time: 0.001, memory: 12750, top1_acc: 0.6859, top5_acc: 0.8883, loss_cls: 1.2341, loss: 1.2341, grad_norm: 5.0452 2021-05-26 17:41:51,269 - mmaction - INFO - Epoch [2][3520/3757] lr: 5.000e-03, eta: 13:03:58, time: 0.827, data_time: 0.007, memory: 12750, top1_acc: 0.7047, top5_acc: 0.8984, loss_cls: 1.1192, loss: 1.1192, grad_norm: 4.9050 2021-05-26 17:42:06,936 - mmaction - INFO - Epoch [2][3540/3757] lr: 5.000e-03, eta: 13:03:16, time: 0.784, data_time: 0.003, memory: 12750, top1_acc: 0.7172, top5_acc: 0.9070, loss_cls: 1.1289, loss: 1.1289, grad_norm: 4.6165 2021-05-26 17:42:22,478 - mmaction - INFO - Epoch [2][3560/3757] lr: 5.000e-03, eta: 13:02:32, time: 0.777, data_time: 0.002, memory: 12750, top1_acc: 0.6898, top5_acc: 0.8922, loss_cls: 1.2055, loss: 1.2055, grad_norm: 4.7478 2021-05-26 17:42:39,563 - mmaction - INFO - Epoch [2][3580/3757] lr: 5.000e-03, eta: 13:01:59, time: 0.852, data_time: 0.002, memory: 12750, top1_acc: 0.7055, top5_acc: 0.9023, loss_cls: 1.1308, loss: 1.1308, grad_norm: 4.8141 2021-05-26 17:42:57,169 - mmaction - INFO - Epoch [2][3600/3757] lr: 5.000e-03, eta: 13:01:30, time: 0.883, data_time: 0.007, memory: 12750, top1_acc: 0.6977, top5_acc: 0.8945, loss_cls: 1.1901, loss: 1.1901, grad_norm: 4.7578 2021-05-26 17:43:15,108 - mmaction - INFO - Epoch [2][3620/3757] lr: 5.000e-03, eta: 13:01:02, time: 0.892, data_time: 0.003, memory: 12750, top1_acc: 0.7266, top5_acc: 0.9164, loss_cls: 1.0449, loss: 1.0449, grad_norm: 4.5725 2021-05-26 17:43:31,204 - mmaction - INFO - Epoch [2][3640/3757] lr: 5.000e-03, eta: 13:00:23, time: 0.809, data_time: 0.009, memory: 12750, top1_acc: 0.6805, top5_acc: 0.8836, loss_cls: 1.2225, loss: 1.2225, grad_norm: 4.9967 2021-05-26 17:43:46,992 - mmaction - INFO - Epoch [2][3660/3757] lr: 5.000e-03, eta: 12:59:42, time: 0.788, data_time: 0.010, memory: 12750, top1_acc: 0.7156, top5_acc: 0.8945, loss_cls: 1.1260, loss: 1.1260, grad_norm: 4.5686 2021-05-26 17:44:03,136 - mmaction - INFO - Epoch [2][3680/3757] lr: 5.000e-03, eta: 12:59:04, time: 0.810, data_time: 0.006, memory: 12750, top1_acc: 0.6805, top5_acc: 0.8820, loss_cls: 1.2281, loss: 1.2281, grad_norm: 4.7566 2021-05-26 17:44:19,686 - mmaction - INFO - Epoch [2][3700/3757] lr: 5.000e-03, eta: 12:58:27, time: 0.823, data_time: 0.003, memory: 12750, top1_acc: 0.6977, top5_acc: 0.8930, loss_cls: 1.1834, loss: 1.1834, grad_norm: 4.7905 2021-05-26 17:44:38,782 - mmaction - INFO - Epoch [2][3720/3757] lr: 5.000e-03, eta: 12:58:08, time: 0.952, data_time: 0.008, memory: 12750, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.1957, loss: 1.1957, grad_norm: 4.8233 2021-05-26 17:44:54,643 - mmaction - INFO - Epoch [2][3740/3757] lr: 5.000e-03, eta: 12:57:28, time: 0.801, data_time: 0.011, memory: 12750, top1_acc: 0.7188, top5_acc: 0.8914, loss_cls: 1.1269, loss: 1.1269, grad_norm: 4.8442 2021-05-26 17:45:19,786 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-05-26 17:53:13,025 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-26 17:53:13,971 - mmaction - INFO - top1_acc 0.7038 top5_acc 0.9005 2021-05-26 17:53:13,971 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-26 17:53:14,083 - mmaction - INFO - mean_acc 0.7035 2021-05-26 17:53:15,604 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-05-26 17:53:15,604 - mmaction - INFO - Best top1_acc is 0.7038 at 2 epoch. 2021-05-26 17:53:15,614 - mmaction - INFO - Epoch(val) [2][3757] top1_acc: 0.7038, top5_acc: 0.9005, mean_class_accuracy: 0.7035 2021-05-26 17:58:01,490 - mmaction - INFO - Epoch [3][20/3757] lr: 5.000e-03, eta: 13:23:56, time: 14.289, data_time: 13.147, memory: 12750, top1_acc: 0.7242, top5_acc: 0.9039, loss_cls: 1.0907, loss: 1.0907, grad_norm: 4.6430 2021-05-26 17:58:17,496 - mmaction - INFO - Epoch [3][40/3757] lr: 5.000e-03, eta: 13:23:12, time: 0.803, data_time: 0.007, memory: 12750, top1_acc: 0.7141, top5_acc: 0.9062, loss_cls: 1.0877, loss: 1.0877, grad_norm: 4.8497 2021-05-26 17:58:35,809 - mmaction - INFO - Epoch [3][60/3757] lr: 5.000e-03, eta: 13:22:43, time: 0.916, data_time: 0.003, memory: 12750, top1_acc: 0.7219, top5_acc: 0.9109, loss_cls: 1.0558, loss: 1.0558, grad_norm: 4.9179 2021-05-26 17:58:52,094 - mmaction - INFO - Epoch [3][80/3757] lr: 5.000e-03, eta: 13:22:01, time: 0.809, data_time: 0.002, memory: 12750, top1_acc: 0.7242, top5_acc: 0.9117, loss_cls: 1.0391, loss: 1.0391, grad_norm: 4.6622 2021-05-26 17:59:15,168 - mmaction - INFO - Epoch [3][100/3757] lr: 5.000e-03, eta: 13:22:02, time: 1.156, data_time: 0.012, memory: 12750, top1_acc: 0.7109, top5_acc: 0.9117, loss_cls: 1.0574, loss: 1.0574, grad_norm: 4.7331 2021-05-26 17:59:30,636 - mmaction - INFO - Epoch [3][120/3757] lr: 5.000e-03, eta: 13:21:16, time: 0.776, data_time: 0.007, memory: 12750, top1_acc: 0.7141, top5_acc: 0.9016, loss_cls: 1.0967, loss: 1.0967, grad_norm: 4.9586 2021-05-26 17:59:48,301 - mmaction - INFO - Epoch [3][140/3757] lr: 5.000e-03, eta: 13:20:43, time: 0.883, data_time: 0.002, memory: 12750, top1_acc: 0.7211, top5_acc: 0.9016, loss_cls: 1.0891, loss: 1.0891, grad_norm: 4.7861 2021-05-26 18:00:15,430 - mmaction - INFO - Epoch [3][160/3757] lr: 5.000e-03, eta: 13:21:09, time: 1.347, data_time: 0.004, memory: 12750, top1_acc: 0.7266, top5_acc: 0.9141, loss_cls: 1.0689, loss: 1.0689, grad_norm: 4.8035 2021-05-26 18:00:32,222 - mmaction - INFO - Epoch [3][180/3757] lr: 5.000e-03, eta: 13:20:32, time: 0.850, data_time: 0.016, memory: 12750, top1_acc: 0.7289, top5_acc: 0.9062, loss_cls: 1.0358, loss: 1.0358, grad_norm: 4.7611 2021-05-26 18:00:50,800 - mmaction - INFO - Epoch [3][200/3757] lr: 5.000e-03, eta: 13:20:05, time: 0.929, data_time: 0.002, memory: 12750, top1_acc: 0.7133, top5_acc: 0.9031, loss_cls: 1.0837, loss: 1.0837, grad_norm: 4.9042 2021-05-26 18:01:08,842 - mmaction - INFO - Epoch [3][220/3757] lr: 5.000e-03, eta: 13:19:34, time: 0.902, data_time: 0.003, memory: 12750, top1_acc: 0.7312, top5_acc: 0.9078, loss_cls: 1.0547, loss: 1.0547, grad_norm: 4.8299 2021-05-26 18:01:28,102 - mmaction - INFO - Epoch [3][240/3757] lr: 5.000e-03, eta: 13:19:11, time: 0.958, data_time: 0.003, memory: 12750, top1_acc: 0.7320, top5_acc: 0.9164, loss_cls: 1.0281, loss: 1.0281, grad_norm: 4.5550 2021-05-26 18:01:43,892 - mmaction - INFO - Epoch [3][260/3757] lr: 5.000e-03, eta: 13:18:27, time: 0.794, data_time: 0.008, memory: 12750, top1_acc: 0.7344, top5_acc: 0.9180, loss_cls: 1.0371, loss: 1.0371, grad_norm: 4.6134 2021-05-26 18:02:00,114 - mmaction - INFO - Epoch [3][280/3757] lr: 5.000e-03, eta: 13:17:46, time: 0.811, data_time: 0.003, memory: 12750, top1_acc: 0.7273, top5_acc: 0.9180, loss_cls: 1.0071, loss: 1.0071, grad_norm: 4.5312 2021-05-26 18:02:15,918 - mmaction - INFO - Epoch [3][300/3757] lr: 5.000e-03, eta: 13:17:02, time: 0.790, data_time: 0.003, memory: 12750, top1_acc: 0.7164, top5_acc: 0.9156, loss_cls: 1.0772, loss: 1.0772, grad_norm: 4.8199 2021-05-26 18:02:37,871 - mmaction - INFO - Epoch [3][320/3757] lr: 5.000e-03, eta: 13:16:55, time: 1.090, data_time: 0.002, memory: 12750, top1_acc: 0.7438, top5_acc: 0.9094, loss_cls: 1.0390, loss: 1.0390, grad_norm: 4.6011 2021-05-26 18:02:54,352 - mmaction - INFO - Epoch [3][340/3757] lr: 5.000e-03, eta: 13:16:16, time: 0.831, data_time: 0.011, memory: 12750, top1_acc: 0.6992, top5_acc: 0.9000, loss_cls: 1.1318, loss: 1.1318, grad_norm: 4.7230 2021-05-26 18:03:10,875 - mmaction - INFO - Epoch [3][360/3757] lr: 5.000e-03, eta: 13:15:37, time: 0.827, data_time: 0.003, memory: 12750, top1_acc: 0.7195, top5_acc: 0.8945, loss_cls: 1.1306, loss: 1.1306, grad_norm: 4.7895 2021-05-26 18:03:26,308 - mmaction - INFO - Epoch [3][380/3757] lr: 5.000e-03, eta: 13:14:51, time: 0.772, data_time: 0.003, memory: 12750, top1_acc: 0.7289, top5_acc: 0.9133, loss_cls: 1.0403, loss: 1.0403, grad_norm: 4.8079 2021-05-26 18:03:42,807 - mmaction - INFO - Epoch [3][400/3757] lr: 5.000e-03, eta: 13:14:12, time: 0.825, data_time: 0.004, memory: 12750, top1_acc: 0.7195, top5_acc: 0.8984, loss_cls: 1.1141, loss: 1.1141, grad_norm: 4.7840 2021-05-26 18:04:01,831 - mmaction - INFO - Epoch [3][420/3757] lr: 5.000e-03, eta: 13:13:48, time: 0.951, data_time: 0.003, memory: 12750, top1_acc: 0.7305, top5_acc: 0.9148, loss_cls: 1.0492, loss: 1.0492, grad_norm: 4.7668 2021-05-26 18:04:18,902 - mmaction - INFO - Epoch [3][440/3757] lr: 5.000e-03, eta: 13:13:13, time: 0.854, data_time: 0.003, memory: 12750, top1_acc: 0.7180, top5_acc: 0.8961, loss_cls: 1.0847, loss: 1.0847, grad_norm: 4.9566 2021-05-26 18:04:37,928 - mmaction - INFO - Epoch [3][460/3757] lr: 5.000e-03, eta: 13:12:49, time: 0.951, data_time: 0.003, memory: 12750, top1_acc: 0.7188, top5_acc: 0.9109, loss_cls: 1.0579, loss: 1.0579, grad_norm: 4.7534 2021-05-26 18:04:55,828 - mmaction - INFO - Epoch [3][480/3757] lr: 5.000e-03, eta: 13:12:19, time: 0.894, data_time: 0.003, memory: 12750, top1_acc: 0.7125, top5_acc: 0.8922, loss_cls: 1.1125, loss: 1.1125, grad_norm: 4.6794 2021-05-26 18:05:13,154 - mmaction - INFO - Epoch [3][500/3757] lr: 5.000e-03, eta: 13:11:45, time: 0.868, data_time: 0.005, memory: 12750, top1_acc: 0.7047, top5_acc: 0.9039, loss_cls: 1.0660, loss: 1.0660, grad_norm: 4.8856 2021-05-26 18:05:28,536 - mmaction - INFO - Epoch [3][520/3757] lr: 5.000e-03, eta: 13:10:59, time: 0.768, data_time: 0.003, memory: 12750, top1_acc: 0.7164, top5_acc: 0.8992, loss_cls: 1.1019, loss: 1.1019, grad_norm: 4.9356 2021-05-26 18:05:45,728 - mmaction - INFO - Epoch [3][540/3757] lr: 5.000e-03, eta: 13:10:25, time: 0.862, data_time: 0.005, memory: 12750, top1_acc: 0.7312, top5_acc: 0.9117, loss_cls: 1.0361, loss: 1.0361, grad_norm: 4.9157 2021-05-26 18:06:01,313 - mmaction - INFO - Epoch [3][560/3757] lr: 5.000e-03, eta: 13:09:41, time: 0.778, data_time: 0.003, memory: 12750, top1_acc: 0.7133, top5_acc: 0.8977, loss_cls: 1.1142, loss: 1.1142, grad_norm: 4.8951 2021-05-26 18:06:18,162 - mmaction - INFO - Epoch [3][580/3757] lr: 5.000e-03, eta: 13:09:05, time: 0.843, data_time: 0.003, memory: 12750, top1_acc: 0.6930, top5_acc: 0.9031, loss_cls: 1.1151, loss: 1.1151, grad_norm: 4.8849 2021-05-26 18:06:37,696 - mmaction - INFO - Epoch [3][600/3757] lr: 5.000e-03, eta: 13:08:44, time: 0.966, data_time: 0.004, memory: 12750, top1_acc: 0.7156, top5_acc: 0.8945, loss_cls: 1.1436, loss: 1.1436, grad_norm: 4.7413 2021-05-26 18:06:54,898 - mmaction - INFO - Epoch [3][620/3757] lr: 5.000e-03, eta: 13:08:11, time: 0.868, data_time: 0.015, memory: 12750, top1_acc: 0.7086, top5_acc: 0.9000, loss_cls: 1.1249, loss: 1.1249, grad_norm: 5.0118 2021-05-26 18:07:12,836 - mmaction - INFO - Epoch [3][640/3757] lr: 5.000e-03, eta: 13:07:42, time: 0.900, data_time: 0.009, memory: 12750, top1_acc: 0.7258, top5_acc: 0.9117, loss_cls: 1.0660, loss: 1.0660, grad_norm: 4.8502 2021-05-26 18:07:28,606 - mmaction - INFO - Epoch [3][660/3757] lr: 5.000e-03, eta: 13:06:59, time: 0.788, data_time: 0.002, memory: 12750, top1_acc: 0.7133, top5_acc: 0.9023, loss_cls: 1.0775, loss: 1.0775, grad_norm: 4.8968 2021-05-26 18:07:44,965 - mmaction - INFO - Epoch [3][680/3757] lr: 5.000e-03, eta: 13:06:20, time: 0.810, data_time: 0.003, memory: 12750, top1_acc: 0.7289, top5_acc: 0.9117, loss_cls: 1.0544, loss: 1.0544, grad_norm: 4.7411 2021-05-26 18:08:00,785 - mmaction - INFO - Epoch [3][700/3757] lr: 5.000e-03, eta: 13:05:39, time: 0.800, data_time: 0.011, memory: 12750, top1_acc: 0.7086, top5_acc: 0.9055, loss_cls: 1.1021, loss: 1.1021, grad_norm: 4.8903 2021-05-26 18:08:20,012 - mmaction - INFO - Epoch [3][720/3757] lr: 5.000e-03, eta: 13:05:17, time: 0.961, data_time: 0.003, memory: 12750, top1_acc: 0.7250, top5_acc: 0.9047, loss_cls: 1.0455, loss: 1.0455, grad_norm: 4.7889 2021-05-26 18:08:37,657 - mmaction - INFO - Epoch [3][740/3757] lr: 5.000e-03, eta: 13:04:46, time: 0.878, data_time: 0.002, memory: 12750, top1_acc: 0.7273, top5_acc: 0.9133, loss_cls: 1.0686, loss: 1.0686, grad_norm: 4.9044 2021-05-26 18:08:53,587 - mmaction - INFO - Epoch [3][760/3757] lr: 5.000e-03, eta: 13:04:06, time: 0.802, data_time: 0.009, memory: 12750, top1_acc: 0.7180, top5_acc: 0.9094, loss_cls: 1.0691, loss: 1.0691, grad_norm: 4.9112 2021-05-26 18:09:10,603 - mmaction - INFO - Epoch [3][780/3757] lr: 5.000e-03, eta: 13:03:31, time: 0.846, data_time: 0.002, memory: 12750, top1_acc: 0.7297, top5_acc: 0.9000, loss_cls: 1.1213, loss: 1.1213, grad_norm: 4.9239 2021-05-26 18:09:30,144 - mmaction - INFO - Epoch [3][800/3757] lr: 5.000e-03, eta: 13:03:12, time: 0.980, data_time: 0.007, memory: 12750, top1_acc: 0.7273, top5_acc: 0.9117, loss_cls: 1.0644, loss: 1.0644, grad_norm: 4.8923 2021-05-26 18:09:45,975 - mmaction - INFO - Epoch [3][820/3757] lr: 5.000e-03, eta: 13:02:31, time: 0.793, data_time: 0.003, memory: 12750, top1_acc: 0.7242, top5_acc: 0.9016, loss_cls: 1.0576, loss: 1.0576, grad_norm: 4.5642 2021-05-26 18:10:03,702 - mmaction - INFO - Epoch [3][840/3757] lr: 5.000e-03, eta: 13:02:00, time: 0.885, data_time: 0.003, memory: 12750, top1_acc: 0.6969, top5_acc: 0.8977, loss_cls: 1.1935, loss: 1.1935, grad_norm: 5.0641 2021-05-26 18:10:19,573 - mmaction - INFO - Epoch [3][860/3757] lr: 5.000e-03, eta: 13:01:20, time: 0.794, data_time: 0.003, memory: 12750, top1_acc: 0.7242, top5_acc: 0.9047, loss_cls: 1.0724, loss: 1.0724, grad_norm: 4.9605 2021-05-26 18:10:34,824 - mmaction - INFO - Epoch [3][880/3757] lr: 5.000e-03, eta: 13:00:36, time: 0.762, data_time: 0.003, memory: 12750, top1_acc: 0.7164, top5_acc: 0.9047, loss_cls: 1.0820, loss: 1.0820, grad_norm: 4.8396 2021-05-26 18:10:50,600 - mmaction - INFO - Epoch [3][900/3757] lr: 5.000e-03, eta: 12:59:55, time: 0.789, data_time: 0.003, memory: 12750, top1_acc: 0.7141, top5_acc: 0.8945, loss_cls: 1.0960, loss: 1.0960, grad_norm: 4.9305 2021-05-26 18:11:12,050 - mmaction - INFO - Epoch [3][920/3757] lr: 5.000e-03, eta: 12:59:46, time: 1.067, data_time: 0.005, memory: 12750, top1_acc: 0.7398, top5_acc: 0.9172, loss_cls: 0.9927, loss: 0.9927, grad_norm: 4.7774 2021-05-26 18:11:30,259 - mmaction - INFO - Epoch [3][940/3757] lr: 5.000e-03, eta: 12:59:19, time: 0.915, data_time: 0.008, memory: 12750, top1_acc: 0.7438, top5_acc: 0.9211, loss_cls: 0.9808, loss: 0.9808, grad_norm: 4.6247 2021-05-26 18:11:47,733 - mmaction - INFO - Epoch [3][960/3757] lr: 5.000e-03, eta: 12:58:48, time: 0.876, data_time: 0.004, memory: 12750, top1_acc: 0.7289, top5_acc: 0.9078, loss_cls: 1.0485, loss: 1.0485, grad_norm: 4.7079 2021-05-26 18:12:09,333 - mmaction - INFO - Epoch [3][980/3757] lr: 5.000e-03, eta: 12:58:37, time: 1.046, data_time: 0.004, memory: 12750, top1_acc: 0.7211, top5_acc: 0.9023, loss_cls: 1.0556, loss: 1.0556, grad_norm: 4.7542 2021-05-26 18:12:29,531 - mmaction - INFO - Epoch [3][1000/3757] lr: 5.000e-03, eta: 12:58:24, time: 1.039, data_time: 0.043, memory: 12750, top1_acc: 0.7125, top5_acc: 0.9008, loss_cls: 1.0604, loss: 1.0604, grad_norm: 4.7958 2021-05-26 18:12:52,324 - mmaction - INFO - Epoch [3][1020/3757] lr: 5.000e-03, eta: 12:58:23, time: 1.136, data_time: 0.013, memory: 12750, top1_acc: 0.7109, top5_acc: 0.9117, loss_cls: 1.0855, loss: 1.0855, grad_norm: 4.9192 2021-05-26 18:13:10,948 - mmaction - INFO - Epoch [3][1040/3757] lr: 5.000e-03, eta: 12:57:59, time: 0.939, data_time: 0.015, memory: 12750, top1_acc: 0.7180, top5_acc: 0.9062, loss_cls: 1.0682, loss: 1.0682, grad_norm: 4.7088 2021-05-26 18:13:30,319 - mmaction - INFO - Epoch [3][1060/3757] lr: 5.000e-03, eta: 12:57:38, time: 0.967, data_time: 0.002, memory: 12750, top1_acc: 0.7133, top5_acc: 0.9008, loss_cls: 1.0968, loss: 1.0968, grad_norm: 4.7404 2021-05-26 18:13:49,190 - mmaction - INFO - Epoch [3][1080/3757] lr: 5.000e-03, eta: 12:57:15, time: 0.943, data_time: 0.005, memory: 12750, top1_acc: 0.7461, top5_acc: 0.9133, loss_cls: 1.0170, loss: 1.0170, grad_norm: 4.6515 2021-05-26 18:14:04,099 - mmaction - INFO - Epoch [3][1100/3757] lr: 5.000e-03, eta: 12:56:30, time: 0.748, data_time: 0.005, memory: 12750, top1_acc: 0.7188, top5_acc: 0.9141, loss_cls: 1.0850, loss: 1.0850, grad_norm: 4.8047 2021-05-26 18:14:28,561 - mmaction - INFO - Epoch [3][1120/3757] lr: 5.000e-03, eta: 12:56:38, time: 1.220, data_time: 0.003, memory: 12750, top1_acc: 0.6898, top5_acc: 0.9016, loss_cls: 1.1679, loss: 1.1679, grad_norm: 4.9225 2021-05-26 18:14:43,886 - mmaction - INFO - Epoch [3][1140/3757] lr: 5.000e-03, eta: 12:55:55, time: 0.770, data_time: 0.008, memory: 12750, top1_acc: 0.7141, top5_acc: 0.8977, loss_cls: 1.0923, loss: 1.0923, grad_norm: 4.8206 2021-05-26 18:15:05,262 - mmaction - INFO - Epoch [3][1160/3757] lr: 5.000e-03, eta: 12:55:45, time: 1.062, data_time: 0.007, memory: 12750, top1_acc: 0.7273, top5_acc: 0.9164, loss_cls: 1.0013, loss: 1.0013, grad_norm: 4.6272 2021-05-26 18:15:23,305 - mmaction - INFO - Epoch [3][1180/3757] lr: 5.000e-03, eta: 12:55:18, time: 0.906, data_time: 0.009, memory: 12750, top1_acc: 0.7156, top5_acc: 0.8961, loss_cls: 1.1659, loss: 1.1659, grad_norm: 4.7451 2021-05-26 18:15:41,214 - mmaction - INFO - Epoch [3][1200/3757] lr: 5.000e-03, eta: 12:54:50, time: 0.898, data_time: 0.006, memory: 12750, top1_acc: 0.7031, top5_acc: 0.8867, loss_cls: 1.1277, loss: 1.1277, grad_norm: 4.7856 2021-05-26 18:15:56,476 - mmaction - INFO - Epoch [3][1220/3757] lr: 5.000e-03, eta: 12:54:07, time: 0.764, data_time: 0.002, memory: 12750, top1_acc: 0.7094, top5_acc: 0.8914, loss_cls: 1.1429, loss: 1.1429, grad_norm: 4.7483 2021-05-26 18:16:12,497 - mmaction - INFO - Epoch [3][1240/3757] lr: 5.000e-03, eta: 12:53:29, time: 0.800, data_time: 0.001, memory: 12750, top1_acc: 0.7227, top5_acc: 0.9148, loss_cls: 1.0531, loss: 1.0531, grad_norm: 4.5973 2021-05-26 18:16:35,755 - mmaction - INFO - Epoch [3][1260/3757] lr: 5.000e-03, eta: 12:53:28, time: 1.150, data_time: 0.004, memory: 12750, top1_acc: 0.7438, top5_acc: 0.9102, loss_cls: 0.9946, loss: 0.9946, grad_norm: 4.7506 2021-05-26 18:16:51,195 - mmaction - INFO - Epoch [3][1280/3757] lr: 5.000e-03, eta: 12:52:48, time: 0.786, data_time: 0.018, memory: 12750, top1_acc: 0.7023, top5_acc: 0.9000, loss_cls: 1.1532, loss: 1.1532, grad_norm: 4.8836 2021-05-26 18:17:10,213 - mmaction - INFO - Epoch [3][1300/3757] lr: 5.000e-03, eta: 12:52:26, time: 0.950, data_time: 0.002, memory: 12750, top1_acc: 0.7195, top5_acc: 0.9000, loss_cls: 1.0624, loss: 1.0624, grad_norm: 4.7028 2021-05-26 18:17:28,470 - mmaction - INFO - Epoch [3][1320/3757] lr: 5.000e-03, eta: 12:52:00, time: 0.913, data_time: 0.005, memory: 12750, top1_acc: 0.7195, top5_acc: 0.9055, loss_cls: 1.1026, loss: 1.1026, grad_norm: 4.8362 2021-05-26 18:17:50,231 - mmaction - INFO - Epoch [3][1340/3757] lr: 5.000e-03, eta: 12:51:52, time: 1.087, data_time: 0.004, memory: 12750, top1_acc: 0.7188, top5_acc: 0.8984, loss_cls: 1.1090, loss: 1.1090, grad_norm: 4.7990 2021-05-26 18:18:06,865 - mmaction - INFO - Epoch [3][1360/3757] lr: 5.000e-03, eta: 12:51:18, time: 0.833, data_time: 0.004, memory: 12750, top1_acc: 0.7031, top5_acc: 0.9094, loss_cls: 1.1169, loss: 1.1169, grad_norm: 5.0030 2021-05-26 18:18:29,880 - mmaction - INFO - Epoch [3][1380/3757] lr: 5.000e-03, eta: 12:51:16, time: 1.144, data_time: 0.003, memory: 12750, top1_acc: 0.7273, top5_acc: 0.9016, loss_cls: 1.0737, loss: 1.0737, grad_norm: 4.7674 2021-05-26 18:18:49,046 - mmaction - INFO - Epoch [3][1400/3757] lr: 5.000e-03, eta: 12:50:55, time: 0.963, data_time: 0.009, memory: 12750, top1_acc: 0.7328, top5_acc: 0.9141, loss_cls: 1.0037, loss: 1.0037, grad_norm: 4.8673 2021-05-26 18:19:10,849 - mmaction - INFO - Epoch [3][1420/3757] lr: 5.000e-03, eta: 12:50:48, time: 1.088, data_time: 0.005, memory: 12750, top1_acc: 0.7172, top5_acc: 0.8977, loss_cls: 1.1120, loss: 1.1120, grad_norm: 4.9231 2021-05-26 18:19:26,955 - mmaction - INFO - Epoch [3][1440/3757] lr: 5.000e-03, eta: 12:50:11, time: 0.810, data_time: 0.007, memory: 12750, top1_acc: 0.7312, top5_acc: 0.9031, loss_cls: 1.0517, loss: 1.0517, grad_norm: 4.7458 2021-05-26 18:19:42,702 - mmaction - INFO - Epoch [3][1460/3757] lr: 5.000e-03, eta: 12:49:32, time: 0.786, data_time: 0.002, memory: 12750, top1_acc: 0.7086, top5_acc: 0.9008, loss_cls: 1.1134, loss: 1.1134, grad_norm: 4.9321 2021-05-26 18:19:59,510 - mmaction - INFO - Epoch [3][1480/3757] lr: 5.000e-03, eta: 12:48:58, time: 0.841, data_time: 0.002, memory: 12750, top1_acc: 0.7148, top5_acc: 0.8938, loss_cls: 1.0961, loss: 1.0961, grad_norm: 4.8864 2021-05-26 18:20:17,510 - mmaction - INFO - Epoch [3][1500/3757] lr: 5.000e-03, eta: 12:48:31, time: 0.900, data_time: 0.003, memory: 12750, top1_acc: 0.7023, top5_acc: 0.9039, loss_cls: 1.0711, loss: 1.0711, grad_norm: 4.7966 2021-05-26 18:20:34,200 - mmaction - INFO - Epoch [3][1520/3757] lr: 5.000e-03, eta: 12:47:57, time: 0.834, data_time: 0.006, memory: 12750, top1_acc: 0.7148, top5_acc: 0.9070, loss_cls: 1.0996, loss: 1.0996, grad_norm: 4.8355 2021-05-26 18:20:51,809 - mmaction - INFO - Epoch [3][1540/3757] lr: 5.000e-03, eta: 12:47:27, time: 0.880, data_time: 0.003, memory: 12750, top1_acc: 0.7094, top5_acc: 0.9133, loss_cls: 1.1026, loss: 1.1026, grad_norm: 4.9253 2021-05-26 18:21:08,331 - mmaction - INFO - Epoch [3][1560/3757] lr: 5.000e-03, eta: 12:46:52, time: 0.821, data_time: 0.004, memory: 12750, top1_acc: 0.7344, top5_acc: 0.9109, loss_cls: 1.0334, loss: 1.0334, grad_norm: 4.6874 2021-05-26 18:21:25,971 - mmaction - INFO - Epoch [3][1580/3757] lr: 5.000e-03, eta: 12:46:24, time: 0.888, data_time: 0.009, memory: 12750, top1_acc: 0.7234, top5_acc: 0.9180, loss_cls: 1.0261, loss: 1.0261, grad_norm: 4.7223 2021-05-26 18:21:42,287 - mmaction - INFO - Epoch [3][1600/3757] lr: 5.000e-03, eta: 12:45:48, time: 0.817, data_time: 0.005, memory: 12750, top1_acc: 0.7180, top5_acc: 0.9125, loss_cls: 1.0592, loss: 1.0592, grad_norm: 4.7689 2021-05-26 18:22:00,510 - mmaction - INFO - Epoch [3][1620/3757] lr: 5.000e-03, eta: 12:45:22, time: 0.907, data_time: 0.003, memory: 12750, top1_acc: 0.7383, top5_acc: 0.9109, loss_cls: 1.0291, loss: 1.0291, grad_norm: 4.8375 2021-05-26 18:22:23,483 - mmaction - INFO - Epoch [3][1640/3757] lr: 5.000e-03, eta: 12:45:21, time: 1.151, data_time: 0.008, memory: 12750, top1_acc: 0.7031, top5_acc: 0.9008, loss_cls: 1.1271, loss: 1.1271, grad_norm: 4.9482 2021-05-26 18:22:42,254 - mmaction - INFO - Epoch [3][1660/3757] lr: 5.000e-03, eta: 12:44:57, time: 0.935, data_time: 0.006, memory: 12750, top1_acc: 0.7188, top5_acc: 0.8992, loss_cls: 1.1108, loss: 1.1108, grad_norm: 4.8609 2021-05-26 18:23:00,347 - mmaction - INFO - Epoch [3][1680/3757] lr: 5.000e-03, eta: 12:44:31, time: 0.909, data_time: 0.006, memory: 12750, top1_acc: 0.7297, top5_acc: 0.9023, loss_cls: 1.0302, loss: 1.0302, grad_norm: 4.8363 2021-05-26 18:23:18,316 - mmaction - INFO - Epoch [3][1700/3757] lr: 5.000e-03, eta: 12:44:04, time: 0.898, data_time: 0.003, memory: 12750, top1_acc: 0.7375, top5_acc: 0.9094, loss_cls: 1.0355, loss: 1.0355, grad_norm: 4.5890 2021-05-26 18:23:36,825 - mmaction - INFO - Epoch [3][1720/3757] lr: 5.000e-03, eta: 12:43:40, time: 0.924, data_time: 0.003, memory: 12750, top1_acc: 0.7094, top5_acc: 0.9062, loss_cls: 1.0800, loss: 1.0800, grad_norm: 5.5211 2021-05-26 18:23:55,529 - mmaction - INFO - Epoch [3][1740/3757] lr: 5.000e-03, eta: 12:43:17, time: 0.937, data_time: 0.004, memory: 12750, top1_acc: 0.7250, top5_acc: 0.9102, loss_cls: 1.0387, loss: 1.0387, grad_norm: 4.8535 2021-05-26 18:24:13,842 - mmaction - INFO - Epoch [3][1760/3757] lr: 5.000e-03, eta: 12:42:51, time: 0.910, data_time: 0.003, memory: 12750, top1_acc: 0.7281, top5_acc: 0.9187, loss_cls: 1.0274, loss: 1.0274, grad_norm: 4.9006 2021-05-26 18:24:30,702 - mmaction - INFO - Epoch [3][1780/3757] lr: 5.000e-03, eta: 12:42:19, time: 0.849, data_time: 0.009, memory: 12750, top1_acc: 0.7445, top5_acc: 0.9094, loss_cls: 1.0298, loss: 1.0298, grad_norm: 4.6659 2021-05-26 18:24:59,407 - mmaction - INFO - Epoch [3][1800/3757] lr: 5.000e-03, eta: 12:42:46, time: 1.428, data_time: 0.229, memory: 12750, top1_acc: 0.7297, top5_acc: 0.9062, loss_cls: 1.0389, loss: 1.0389, grad_norm: 4.7206 2021-05-26 18:25:15,560 - mmaction - INFO - Epoch [3][1820/3757] lr: 5.000e-03, eta: 12:42:10, time: 0.814, data_time: 0.010, memory: 12750, top1_acc: 0.7406, top5_acc: 0.9062, loss_cls: 1.0307, loss: 1.0307, grad_norm: 4.6052 2021-05-26 18:25:33,497 - mmaction - INFO - Epoch [3][1840/3757] lr: 5.000e-03, eta: 12:41:43, time: 0.898, data_time: 0.003, memory: 12750, top1_acc: 0.7094, top5_acc: 0.9016, loss_cls: 1.1053, loss: 1.1053, grad_norm: 4.9960 2021-05-26 18:25:53,900 - mmaction - INFO - Epoch [3][1860/3757] lr: 5.000e-03, eta: 12:41:29, time: 1.019, data_time: 0.002, memory: 12750, top1_acc: 0.6945, top5_acc: 0.8852, loss_cls: 1.1846, loss: 1.1846, grad_norm: 4.9068 2021-05-26 18:26:12,515 - mmaction - INFO - Epoch [3][1880/3757] lr: 5.000e-03, eta: 12:41:05, time: 0.930, data_time: 0.003, memory: 12750, top1_acc: 0.7086, top5_acc: 0.8984, loss_cls: 1.1217, loss: 1.1217, grad_norm: 4.9803 2021-05-26 18:26:36,412 - mmaction - INFO - Epoch [3][1900/3757] lr: 5.000e-03, eta: 12:41:08, time: 1.196, data_time: 0.006, memory: 12750, top1_acc: 0.7391, top5_acc: 0.9109, loss_cls: 1.0038, loss: 1.0038, grad_norm: 4.7376 2021-05-26 18:26:52,142 - mmaction - INFO - Epoch [3][1920/3757] lr: 5.000e-03, eta: 12:40:30, time: 0.787, data_time: 0.003, memory: 12750, top1_acc: 0.7219, top5_acc: 0.9180, loss_cls: 1.0414, loss: 1.0414, grad_norm: 4.7641 2021-05-26 18:27:11,765 - mmaction - INFO - Epoch [3][1940/3757] lr: 5.000e-03, eta: 12:40:11, time: 0.978, data_time: 0.003, memory: 12750, top1_acc: 0.7227, top5_acc: 0.8961, loss_cls: 1.0836, loss: 1.0836, grad_norm: 4.7531 2021-05-26 18:27:30,953 - mmaction - INFO - Epoch [3][1960/3757] lr: 5.000e-03, eta: 12:39:50, time: 0.959, data_time: 0.008, memory: 12750, top1_acc: 0.7156, top5_acc: 0.9156, loss_cls: 1.0330, loss: 1.0330, grad_norm: 4.7248 2021-05-26 18:27:47,253 - mmaction - INFO - Epoch [3][1980/3757] lr: 5.000e-03, eta: 12:39:15, time: 0.819, data_time: 0.006, memory: 12750, top1_acc: 0.7047, top5_acc: 0.8961, loss_cls: 1.1529, loss: 1.1529, grad_norm: 5.2395 2021-05-26 18:28:03,239 - mmaction - INFO - Epoch [3][2000/3757] lr: 5.000e-03, eta: 12:38:39, time: 0.799, data_time: 0.002, memory: 12750, top1_acc: 0.7055, top5_acc: 0.9070, loss_cls: 1.1267, loss: 1.1267, grad_norm: 5.0825 2021-05-26 18:28:21,172 - mmaction - INFO - Epoch [3][2020/3757] lr: 5.000e-03, eta: 12:38:12, time: 0.898, data_time: 0.003, memory: 12750, top1_acc: 0.6930, top5_acc: 0.8875, loss_cls: 1.2165, loss: 1.2165, grad_norm: 5.1055 2021-05-26 18:28:38,592 - mmaction - INFO - Epoch [3][2040/3757] lr: 5.000e-03, eta: 12:37:43, time: 0.870, data_time: 0.002, memory: 12750, top1_acc: 0.7078, top5_acc: 0.8977, loss_cls: 1.1380, loss: 1.1380, grad_norm: 4.6384 2021-05-26 18:29:00,005 - mmaction - INFO - Epoch [3][2060/3757] lr: 5.000e-03, eta: 12:37:33, time: 1.071, data_time: 0.005, memory: 12750, top1_acc: 0.7102, top5_acc: 0.9000, loss_cls: 1.1237, loss: 1.1237, grad_norm: 4.9508 2021-05-26 18:29:16,675 - mmaction - INFO - Epoch [3][2080/3757] lr: 5.000e-03, eta: 12:37:00, time: 0.834, data_time: 0.002, memory: 12750, top1_acc: 0.7063, top5_acc: 0.8898, loss_cls: 1.1959, loss: 1.1959, grad_norm: 5.2796 2021-05-26 18:29:32,545 - mmaction - INFO - Epoch [3][2100/3757] lr: 5.000e-03, eta: 12:36:23, time: 0.793, data_time: 0.002, memory: 12750, top1_acc: 0.7164, top5_acc: 0.9008, loss_cls: 1.1035, loss: 1.1035, grad_norm: 4.8960 2021-05-26 18:29:48,306 - mmaction - INFO - Epoch [3][2120/3757] lr: 5.000e-03, eta: 12:35:46, time: 0.789, data_time: 0.002, memory: 12750, top1_acc: 0.7383, top5_acc: 0.9180, loss_cls: 1.0025, loss: 1.0025, grad_norm: 4.7055 2021-05-26 18:30:04,230 - mmaction - INFO - Epoch [3][2140/3757] lr: 5.000e-03, eta: 12:35:10, time: 0.796, data_time: 0.002, memory: 12750, top1_acc: 0.7234, top5_acc: 0.8992, loss_cls: 1.0980, loss: 1.0980, grad_norm: 4.7929 2021-05-26 18:30:21,279 - mmaction - INFO - Epoch [3][2160/3757] lr: 5.000e-03, eta: 12:34:39, time: 0.852, data_time: 0.002, memory: 12750, top1_acc: 0.7117, top5_acc: 0.9078, loss_cls: 1.1030, loss: 1.1030, grad_norm: 4.8096 2021-05-26 18:30:40,514 - mmaction - INFO - Epoch [3][2180/3757] lr: 5.000e-03, eta: 12:34:19, time: 0.958, data_time: 0.004, memory: 12750, top1_acc: 0.7039, top5_acc: 0.8922, loss_cls: 1.1526, loss: 1.1526, grad_norm: 4.9211 2021-05-26 18:30:57,718 - mmaction - INFO - Epoch [3][2200/3757] lr: 5.000e-03, eta: 12:33:49, time: 0.865, data_time: 0.008, memory: 12750, top1_acc: 0.7141, top5_acc: 0.8992, loss_cls: 1.1027, loss: 1.1027, grad_norm: 4.9921 2021-05-26 18:31:13,682 - mmaction - INFO - Epoch [3][2220/3757] lr: 5.000e-03, eta: 12:33:13, time: 0.798, data_time: 0.002, memory: 12750, top1_acc: 0.7133, top5_acc: 0.9016, loss_cls: 1.1449, loss: 1.1449, grad_norm: 5.0023 2021-05-26 18:31:29,159 - mmaction - INFO - Epoch [3][2240/3757] lr: 5.000e-03, eta: 12:32:35, time: 0.773, data_time: 0.002, memory: 12750, top1_acc: 0.7188, top5_acc: 0.9078, loss_cls: 1.0990, loss: 1.0990, grad_norm: 5.0054 2021-05-26 18:31:45,336 - mmaction - INFO - Epoch [3][2260/3757] lr: 5.000e-03, eta: 12:32:01, time: 0.809, data_time: 0.002, memory: 12750, top1_acc: 0.7148, top5_acc: 0.8977, loss_cls: 1.1129, loss: 1.1129, grad_norm: 4.7917 2021-05-26 18:32:02,143 - mmaction - INFO - Epoch [3][2280/3757] lr: 5.000e-03, eta: 12:31:29, time: 0.840, data_time: 0.002, memory: 12750, top1_acc: 0.7195, top5_acc: 0.9078, loss_cls: 1.0814, loss: 1.0814, grad_norm: 4.7936 2021-05-26 18:32:18,593 - mmaction - INFO - Epoch [3][2300/3757] lr: 5.000e-03, eta: 12:30:56, time: 0.823, data_time: 0.006, memory: 12750, top1_acc: 0.7203, top5_acc: 0.8914, loss_cls: 1.1283, loss: 1.1283, grad_norm: 4.8172 2021-05-26 18:32:35,535 - mmaction - INFO - Epoch [3][2320/3757] lr: 5.000e-03, eta: 12:30:25, time: 0.846, data_time: 0.002, memory: 12750, top1_acc: 0.7422, top5_acc: 0.9109, loss_cls: 1.0401, loss: 1.0401, grad_norm: 4.8488 2021-05-26 18:32:53,768 - mmaction - INFO - Epoch [3][2340/3757] lr: 5.000e-03, eta: 12:30:00, time: 0.912, data_time: 0.003, memory: 12750, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0498, loss: 1.0498, grad_norm: 4.9412 2021-05-26 18:33:09,690 - mmaction - INFO - Epoch [3][2360/3757] lr: 5.000e-03, eta: 12:29:25, time: 0.797, data_time: 0.006, memory: 12750, top1_acc: 0.7219, top5_acc: 0.9039, loss_cls: 1.0938, loss: 1.0938, grad_norm: 4.8975 2021-05-26 18:33:25,961 - mmaction - INFO - Epoch [3][2380/3757] lr: 5.000e-03, eta: 12:28:51, time: 0.813, data_time: 0.002, memory: 12750, top1_acc: 0.7008, top5_acc: 0.9000, loss_cls: 1.1270, loss: 1.1270, grad_norm: 4.8887 2021-05-26 18:33:43,563 - mmaction - INFO - Epoch [3][2400/3757] lr: 5.000e-03, eta: 12:28:23, time: 0.880, data_time: 0.003, memory: 12750, top1_acc: 0.7195, top5_acc: 0.9062, loss_cls: 1.0586, loss: 1.0586, grad_norm: 5.1722 2021-05-26 18:34:00,137 - mmaction - INFO - Epoch [3][2420/3757] lr: 5.000e-03, eta: 12:27:51, time: 0.827, data_time: 0.002, memory: 12750, top1_acc: 0.7281, top5_acc: 0.8930, loss_cls: 1.1277, loss: 1.1277, grad_norm: 4.9129 2021-05-26 18:34:16,452 - mmaction - INFO - Epoch [3][2440/3757] lr: 5.000e-03, eta: 12:27:18, time: 0.819, data_time: 0.005, memory: 12750, top1_acc: 0.7172, top5_acc: 0.8977, loss_cls: 1.0781, loss: 1.0781, grad_norm: 4.7547 2021-05-26 18:34:32,244 - mmaction - INFO - Epoch [3][2460/3757] lr: 5.000e-03, eta: 12:26:42, time: 0.789, data_time: 0.001, memory: 12750, top1_acc: 0.7227, top5_acc: 0.9047, loss_cls: 1.0706, loss: 1.0706, grad_norm: 4.8802 2021-05-26 18:34:51,966 - mmaction - INFO - Epoch [3][2480/3757] lr: 5.000e-03, eta: 12:26:24, time: 0.984, data_time: 0.003, memory: 12750, top1_acc: 0.7055, top5_acc: 0.9008, loss_cls: 1.1700, loss: 1.1700, grad_norm: 4.9746 2021-05-26 18:35:10,647 - mmaction - INFO - Epoch [3][2500/3757] lr: 5.000e-03, eta: 12:26:02, time: 0.931, data_time: 0.009, memory: 12750, top1_acc: 0.7203, top5_acc: 0.9156, loss_cls: 1.0522, loss: 1.0522, grad_norm: 5.4948 2021-05-26 18:35:26,236 - mmaction - INFO - Epoch [3][2520/3757] lr: 5.000e-03, eta: 12:25:26, time: 0.784, data_time: 0.009, memory: 12750, top1_acc: 0.7039, top5_acc: 0.9016, loss_cls: 1.0941, loss: 1.0941, grad_norm: 5.1210 2021-05-26 18:35:42,812 - mmaction - INFO - Epoch [3][2540/3757] lr: 5.000e-03, eta: 12:24:54, time: 0.827, data_time: 0.004, memory: 12750, top1_acc: 0.7063, top5_acc: 0.9055, loss_cls: 1.1015, loss: 1.1015, grad_norm: 4.9092 2021-05-26 18:36:01,650 - mmaction - INFO - Epoch [3][2560/3757] lr: 5.000e-03, eta: 12:24:32, time: 0.943, data_time: 0.005, memory: 12750, top1_acc: 0.7273, top5_acc: 0.9078, loss_cls: 1.0588, loss: 1.0588, grad_norm: 4.8295 2021-05-26 18:36:18,350 - mmaction - INFO - Epoch [3][2580/3757] lr: 5.000e-03, eta: 12:24:01, time: 0.833, data_time: 0.003, memory: 12750, top1_acc: 0.7203, top5_acc: 0.9023, loss_cls: 1.0792, loss: 1.0792, grad_norm: 4.9213 2021-05-26 18:36:35,259 - mmaction - INFO - Epoch [3][2600/3757] lr: 5.000e-03, eta: 12:23:31, time: 0.849, data_time: 0.005, memory: 12750, top1_acc: 0.7063, top5_acc: 0.8852, loss_cls: 1.1663, loss: 1.1663, grad_norm: 5.0545 2021-05-26 18:36:53,244 - mmaction - INFO - Epoch [3][2620/3757] lr: 5.000e-03, eta: 12:23:06, time: 0.898, data_time: 0.001, memory: 12750, top1_acc: 0.7008, top5_acc: 0.9023, loss_cls: 1.1012, loss: 1.1012, grad_norm: 4.9552 2021-05-26 18:37:10,669 - mmaction - INFO - Epoch [3][2640/3757] lr: 5.000e-03, eta: 12:22:38, time: 0.871, data_time: 0.003, memory: 12750, top1_acc: 0.7180, top5_acc: 0.8766, loss_cls: 1.1231, loss: 1.1231, grad_norm: 4.6065 2021-05-26 18:37:30,848 - mmaction - INFO - Epoch [3][2660/3757] lr: 5.000e-03, eta: 12:22:22, time: 1.007, data_time: 0.004, memory: 12750, top1_acc: 0.7188, top5_acc: 0.8930, loss_cls: 1.1212, loss: 1.1212, grad_norm: 4.9014 2021-05-26 18:37:46,382 - mmaction - INFO - Epoch [3][2680/3757] lr: 5.000e-03, eta: 12:21:46, time: 0.779, data_time: 0.005, memory: 12750, top1_acc: 0.7234, top5_acc: 0.9133, loss_cls: 1.0831, loss: 1.0831, grad_norm: 5.0613 2021-05-26 18:38:02,482 - mmaction - INFO - Epoch [3][2700/3757] lr: 5.000e-03, eta: 12:21:13, time: 0.803, data_time: 0.002, memory: 12750, top1_acc: 0.7188, top5_acc: 0.9086, loss_cls: 1.0678, loss: 1.0678, grad_norm: 4.8992 2021-05-26 18:38:20,531 - mmaction - INFO - Epoch [3][2720/3757] lr: 5.000e-03, eta: 12:20:48, time: 0.903, data_time: 0.005, memory: 12750, top1_acc: 0.7086, top5_acc: 0.9086, loss_cls: 1.1007, loss: 1.1007, grad_norm: 4.9035 2021-05-26 18:38:36,831 - mmaction - INFO - Epoch [3][2740/3757] lr: 5.000e-03, eta: 12:20:15, time: 0.816, data_time: 0.003, memory: 12750, top1_acc: 0.7258, top5_acc: 0.9008, loss_cls: 1.0959, loss: 1.0959, grad_norm: 4.9467 2021-05-26 18:38:52,195 - mmaction - INFO - Epoch [3][2760/3757] lr: 5.000e-03, eta: 12:19:38, time: 0.767, data_time: 0.002, memory: 12750, top1_acc: 0.7297, top5_acc: 0.9133, loss_cls: 1.0731, loss: 1.0731, grad_norm: 4.9292 2021-05-26 18:39:08,170 - mmaction - INFO - Epoch [3][2780/3757] lr: 5.000e-03, eta: 12:19:04, time: 0.799, data_time: 0.003, memory: 12750, top1_acc: 0.7227, top5_acc: 0.9094, loss_cls: 1.0347, loss: 1.0347, grad_norm: 4.8022 2021-05-26 18:39:24,056 - mmaction - INFO - Epoch [3][2800/3757] lr: 5.000e-03, eta: 12:18:30, time: 0.794, data_time: 0.003, memory: 12750, top1_acc: 0.7172, top5_acc: 0.8914, loss_cls: 1.1358, loss: 1.1358, grad_norm: 4.8712 2021-05-26 18:39:42,448 - mmaction - INFO - Epoch [3][2820/3757] lr: 5.000e-03, eta: 12:18:07, time: 0.918, data_time: 0.003, memory: 12750, top1_acc: 0.7078, top5_acc: 0.8977, loss_cls: 1.1284, loss: 1.1284, grad_norm: 4.7852 2021-05-26 18:39:57,894 - mmaction - INFO - Epoch [3][2840/3757] lr: 5.000e-03, eta: 12:17:31, time: 0.776, data_time: 0.005, memory: 12750, top1_acc: 0.7336, top5_acc: 0.9109, loss_cls: 1.0054, loss: 1.0054, grad_norm: 4.7158 2021-05-26 18:40:13,315 - mmaction - INFO - Epoch [3][2860/3757] lr: 5.000e-03, eta: 12:16:55, time: 0.771, data_time: 0.001, memory: 12750, top1_acc: 0.7188, top5_acc: 0.8945, loss_cls: 1.1167, loss: 1.1167, grad_norm: 4.9201 2021-05-26 18:40:29,407 - mmaction - INFO - Epoch [3][2880/3757] lr: 5.000e-03, eta: 12:16:22, time: 0.804, data_time: 0.002, memory: 12750, top1_acc: 0.7305, top5_acc: 0.9047, loss_cls: 1.0746, loss: 1.0746, grad_norm: 4.7222 2021-05-26 18:40:48,124 - mmaction - INFO - Epoch [3][2900/3757] lr: 5.000e-03, eta: 12:16:00, time: 0.934, data_time: 0.002, memory: 12750, top1_acc: 0.7016, top5_acc: 0.8977, loss_cls: 1.1690, loss: 1.1690, grad_norm: 5.0806 2021-05-26 18:41:06,653 - mmaction - INFO - Epoch [3][2920/3757] lr: 5.000e-03, eta: 12:15:38, time: 0.924, data_time: 0.004, memory: 12750, top1_acc: 0.7445, top5_acc: 0.9023, loss_cls: 1.0454, loss: 1.0454, grad_norm: 4.6844 2021-05-26 18:41:23,420 - mmaction - INFO - Epoch [3][2940/3757] lr: 5.000e-03, eta: 12:15:08, time: 0.839, data_time: 0.008, memory: 12750, top1_acc: 0.7234, top5_acc: 0.9117, loss_cls: 1.0449, loss: 1.0449, grad_norm: 4.8949 2021-05-26 18:41:42,324 - mmaction - INFO - Epoch [3][2960/3757] lr: 5.000e-03, eta: 12:14:47, time: 0.947, data_time: 0.007, memory: 12750, top1_acc: 0.7086, top5_acc: 0.9016, loss_cls: 1.1042, loss: 1.1042, grad_norm: 5.0054 2021-05-26 18:41:59,688 - mmaction - INFO - Epoch [3][2980/3757] lr: 5.000e-03, eta: 12:14:20, time: 0.868, data_time: 0.005, memory: 12750, top1_acc: 0.7297, top5_acc: 0.9117, loss_cls: 1.0549, loss: 1.0549, grad_norm: 4.8863 2021-05-26 18:42:15,821 - mmaction - INFO - Epoch [3][3000/3757] lr: 5.000e-03, eta: 12:13:47, time: 0.807, data_time: 0.005, memory: 12750, top1_acc: 0.7289, top5_acc: 0.9141, loss_cls: 1.0332, loss: 1.0332, grad_norm: 4.6739 2021-05-26 18:42:38,056 - mmaction - INFO - Epoch [3][3020/3757] lr: 5.000e-03, eta: 12:13:39, time: 1.085, data_time: 0.004, memory: 12750, top1_acc: 0.7172, top5_acc: 0.9000, loss_cls: 1.0798, loss: 1.0798, grad_norm: 5.0586 2021-05-26 18:42:56,078 - mmaction - INFO - Epoch [3][3040/3757] lr: 5.000e-03, eta: 12:13:17, time: 0.929, data_time: 0.030, memory: 12750, top1_acc: 0.7180, top5_acc: 0.9008, loss_cls: 1.1270, loss: 1.1270, grad_norm: 4.8823 2021-05-26 18:43:14,928 - mmaction - INFO - Epoch [3][3060/3757] lr: 5.000e-03, eta: 12:12:56, time: 0.943, data_time: 0.005, memory: 12750, top1_acc: 0.6984, top5_acc: 0.9008, loss_cls: 1.1123, loss: 1.1123, grad_norm: 4.7275 2021-05-26 18:43:31,850 - mmaction - INFO - Epoch [3][3080/3757] lr: 5.000e-03, eta: 12:12:27, time: 0.846, data_time: 0.014, memory: 12750, top1_acc: 0.7086, top5_acc: 0.9031, loss_cls: 1.0929, loss: 1.0929, grad_norm: 4.7265 2021-05-26 18:43:53,385 - mmaction - INFO - Epoch [3][3100/3757] lr: 5.000e-03, eta: 12:12:18, time: 1.074, data_time: 0.003, memory: 12750, top1_acc: 0.7266, top5_acc: 0.9062, loss_cls: 1.0637, loss: 1.0637, grad_norm: 4.7689 2021-05-26 18:44:11,047 - mmaction - INFO - Epoch [3][3120/3757] lr: 5.000e-03, eta: 12:11:52, time: 0.886, data_time: 0.006, memory: 12750, top1_acc: 0.7328, top5_acc: 0.9016, loss_cls: 1.0354, loss: 1.0354, grad_norm: 4.6466 2021-05-26 18:44:28,977 - mmaction - INFO - Epoch [3][3140/3757] lr: 5.000e-03, eta: 12:11:27, time: 0.897, data_time: 0.003, memory: 12750, top1_acc: 0.7188, top5_acc: 0.9102, loss_cls: 1.0591, loss: 1.0591, grad_norm: 4.8363 2021-05-26 18:44:49,136 - mmaction - INFO - Epoch [3][3160/3757] lr: 5.000e-03, eta: 12:11:12, time: 1.010, data_time: 0.004, memory: 12750, top1_acc: 0.7242, top5_acc: 0.9109, loss_cls: 1.0577, loss: 1.0577, grad_norm: 4.8318 2021-05-26 18:45:05,664 - mmaction - INFO - Epoch [3][3180/3757] lr: 5.000e-03, eta: 12:10:41, time: 0.825, data_time: 0.002, memory: 12750, top1_acc: 0.7117, top5_acc: 0.8992, loss_cls: 1.1292, loss: 1.1292, grad_norm: 4.9928 2021-05-26 18:45:22,179 - mmaction - INFO - Epoch [3][3200/3757] lr: 5.000e-03, eta: 12:10:10, time: 0.816, data_time: 0.002, memory: 12750, top1_acc: 0.7273, top5_acc: 0.8984, loss_cls: 1.0823, loss: 1.0823, grad_norm: 4.8065 2021-05-26 18:45:40,543 - mmaction - INFO - Epoch [3][3220/3757] lr: 5.000e-03, eta: 12:09:48, time: 0.928, data_time: 0.012, memory: 12750, top1_acc: 0.7102, top5_acc: 0.9062, loss_cls: 1.1173, loss: 1.1173, grad_norm: 5.1512 2021-05-26 18:45:57,474 - mmaction - INFO - Epoch [3][3240/3757] lr: 5.000e-03, eta: 12:09:19, time: 0.846, data_time: 0.004, memory: 12750, top1_acc: 0.7125, top5_acc: 0.9102, loss_cls: 1.0806, loss: 1.0806, grad_norm: 4.9357 2021-05-26 18:46:14,975 - mmaction - INFO - Epoch [3][3260/3757] lr: 5.000e-03, eta: 12:08:53, time: 0.877, data_time: 0.004, memory: 12750, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.1396, loss: 1.1396, grad_norm: 4.8826 2021-05-26 18:46:31,042 - mmaction - INFO - Epoch [3][3280/3757] lr: 5.000e-03, eta: 12:08:21, time: 0.802, data_time: 0.001, memory: 12750, top1_acc: 0.7188, top5_acc: 0.9109, loss_cls: 1.0417, loss: 1.0417, grad_norm: 4.9299 2021-05-26 18:46:48,917 - mmaction - INFO - Epoch [3][3300/3757] lr: 5.000e-03, eta: 12:07:56, time: 0.894, data_time: 0.003, memory: 12750, top1_acc: 0.7109, top5_acc: 0.9055, loss_cls: 1.0626, loss: 1.0626, grad_norm: 4.8865 2021-05-26 18:47:04,798 - mmaction - INFO - Epoch [3][3320/3757] lr: 5.000e-03, eta: 12:07:23, time: 0.795, data_time: 0.003, memory: 12750, top1_acc: 0.6750, top5_acc: 0.8812, loss_cls: 1.2074, loss: 1.2074, grad_norm: 5.2955 2021-05-26 18:47:23,126 - mmaction - INFO - Epoch [3][3340/3757] lr: 5.000e-03, eta: 12:07:00, time: 0.915, data_time: 0.002, memory: 12750, top1_acc: 0.7031, top5_acc: 0.9031, loss_cls: 1.1094, loss: 1.1094, grad_norm: 5.0475 2021-05-26 18:47:38,658 - mmaction - INFO - Epoch [3][3360/3757] lr: 5.000e-03, eta: 12:06:26, time: 0.776, data_time: 0.003, memory: 12750, top1_acc: 0.7031, top5_acc: 0.8836, loss_cls: 1.2056, loss: 1.2056, grad_norm: 5.0830 2021-05-26 18:47:55,476 - mmaction - INFO - Epoch [3][3380/3757] lr: 5.000e-03, eta: 12:05:57, time: 0.841, data_time: 0.005, memory: 12750, top1_acc: 0.6813, top5_acc: 0.8883, loss_cls: 1.1975, loss: 1.1975, grad_norm: 5.0366 2021-05-26 18:48:10,990 - mmaction - INFO - Epoch [3][3400/3757] lr: 5.000e-03, eta: 12:05:22, time: 0.777, data_time: 0.004, memory: 12750, top1_acc: 0.7094, top5_acc: 0.8992, loss_cls: 1.1098, loss: 1.1098, grad_norm: 4.9793 2021-05-26 18:48:29,340 - mmaction - INFO - Epoch [3][3420/3757] lr: 5.000e-03, eta: 12:05:00, time: 0.914, data_time: 0.004, memory: 12750, top1_acc: 0.7086, top5_acc: 0.9047, loss_cls: 1.1180, loss: 1.1180, grad_norm: 4.9624 2021-05-26 18:48:47,091 - mmaction - INFO - Epoch [3][3440/3757] lr: 5.000e-03, eta: 12:04:35, time: 0.891, data_time: 0.007, memory: 12750, top1_acc: 0.6883, top5_acc: 0.8945, loss_cls: 1.1553, loss: 1.1553, grad_norm: 5.0756 2021-05-26 18:49:06,820 - mmaction - INFO - Epoch [3][3460/3757] lr: 5.000e-03, eta: 12:04:18, time: 0.984, data_time: 0.004, memory: 12750, top1_acc: 0.7094, top5_acc: 0.9000, loss_cls: 1.0949, loss: 1.0949, grad_norm: 4.8988 2021-05-26 18:49:22,720 - mmaction - INFO - Epoch [3][3480/3757] lr: 5.000e-03, eta: 12:03:46, time: 0.797, data_time: 0.006, memory: 12750, top1_acc: 0.7211, top5_acc: 0.9117, loss_cls: 1.0232, loss: 1.0232, grad_norm: 4.7641 2021-05-26 18:49:39,596 - mmaction - INFO - Epoch [3][3500/3757] lr: 5.000e-03, eta: 12:03:17, time: 0.841, data_time: 0.002, memory: 12750, top1_acc: 0.7359, top5_acc: 0.9039, loss_cls: 1.0646, loss: 1.0646, grad_norm: 4.8179 2021-05-26 18:49:55,746 - mmaction - INFO - Epoch [3][3520/3757] lr: 5.000e-03, eta: 12:02:46, time: 0.810, data_time: 0.005, memory: 12750, top1_acc: 0.7180, top5_acc: 0.9023, loss_cls: 1.0647, loss: 1.0647, grad_norm: 4.7741 2021-05-26 18:50:12,032 - mmaction - INFO - Epoch [3][3540/3757] lr: 5.000e-03, eta: 12:02:15, time: 0.814, data_time: 0.004, memory: 12750, top1_acc: 0.7398, top5_acc: 0.9047, loss_cls: 1.0473, loss: 1.0473, grad_norm: 4.7894 2021-05-26 18:50:30,894 - mmaction - INFO - Epoch [3][3560/3757] lr: 5.000e-03, eta: 12:01:54, time: 0.933, data_time: 0.006, memory: 12750, top1_acc: 0.7078, top5_acc: 0.9078, loss_cls: 1.1095, loss: 1.1095, grad_norm: 5.0642 2021-05-26 18:50:46,918 - mmaction - INFO - Epoch [3][3580/3757] lr: 5.000e-03, eta: 12:01:23, time: 0.810, data_time: 0.013, memory: 12750, top1_acc: 0.7117, top5_acc: 0.8945, loss_cls: 1.1469, loss: 1.1469, grad_norm: 5.0099 2021-05-26 18:51:02,204 - mmaction - INFO - Epoch [3][3600/3757] lr: 5.000e-03, eta: 12:00:48, time: 0.766, data_time: 0.008, memory: 12750, top1_acc: 0.7148, top5_acc: 0.9070, loss_cls: 1.0829, loss: 1.0829, grad_norm: 4.8714 2021-05-26 18:51:19,850 - mmaction - INFO - Epoch [3][3620/3757] lr: 5.000e-03, eta: 12:00:23, time: 0.883, data_time: 0.003, memory: 12750, top1_acc: 0.7070, top5_acc: 0.8969, loss_cls: 1.1070, loss: 1.1070, grad_norm: 4.9385 2021-05-26 18:51:38,124 - mmaction - INFO - Epoch [3][3640/3757] lr: 5.000e-03, eta: 12:00:00, time: 0.913, data_time: 0.002, memory: 12750, top1_acc: 0.7375, top5_acc: 0.8984, loss_cls: 1.0250, loss: 1.0250, grad_norm: 4.5659 2021-05-26 18:51:54,846 - mmaction - INFO - Epoch [3][3660/3757] lr: 5.000e-03, eta: 11:59:31, time: 0.833, data_time: 0.003, memory: 12750, top1_acc: 0.7203, top5_acc: 0.9086, loss_cls: 1.0645, loss: 1.0645, grad_norm: 4.8643 2021-05-26 18:52:10,220 - mmaction - INFO - Epoch [3][3680/3757] lr: 5.000e-03, eta: 11:58:57, time: 0.772, data_time: 0.005, memory: 12750, top1_acc: 0.7547, top5_acc: 0.9070, loss_cls: 1.0002, loss: 1.0002, grad_norm: 4.5992 2021-05-26 18:52:27,711 - mmaction - INFO - Epoch [3][3700/3757] lr: 5.000e-03, eta: 11:58:32, time: 0.874, data_time: 0.002, memory: 12750, top1_acc: 0.7328, top5_acc: 0.8961, loss_cls: 1.0783, loss: 1.0783, grad_norm: 4.5940 2021-05-26 18:52:47,584 - mmaction - INFO - Epoch [3][3720/3757] lr: 5.000e-03, eta: 11:58:16, time: 0.993, data_time: 0.002, memory: 12750, top1_acc: 0.7203, top5_acc: 0.9117, loss_cls: 1.0523, loss: 1.0523, grad_norm: 4.7556 2021-05-26 18:53:04,923 - mmaction - INFO - Epoch [3][3740/3757] lr: 5.000e-03, eta: 11:57:50, time: 0.867, data_time: 0.002, memory: 12750, top1_acc: 0.7023, top5_acc: 0.8875, loss_cls: 1.1500, loss: 1.1500, grad_norm: 4.9409 2021-05-26 18:53:34,444 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-05-26 19:02:33,466 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-26 19:02:34,400 - mmaction - INFO - top1_acc 0.7149 top5_acc 0.9058 2021-05-26 19:02:34,400 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-26 19:02:34,513 - mmaction - INFO - mean_acc 0.7147 2021-05-26 19:02:36,099 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2021-05-26 19:02:36,099 - mmaction - INFO - Best top1_acc is 0.7149 at 3 epoch. 2021-05-26 19:02:36,110 - mmaction - INFO - Epoch(val) [3][3757] top1_acc: 0.7149, top5_acc: 0.9058, mean_class_accuracy: 0.7147 2021-05-26 19:08:12,024 - mmaction - INFO - Epoch [4][20/3757] lr: 5.000e-03, eta: 12:17:13, time: 16.790, data_time: 15.764, memory: 12750, top1_acc: 0.7508, top5_acc: 0.9289, loss_cls: 0.9258, loss: 0.9258, grad_norm: 4.5063 2021-05-26 19:08:29,593 - mmaction - INFO - Epoch [4][40/3757] lr: 5.000e-03, eta: 12:16:46, time: 0.879, data_time: 0.009, memory: 12750, top1_acc: 0.7391, top5_acc: 0.9148, loss_cls: 0.9852, loss: 0.9852, grad_norm: 4.6612 2021-05-26 19:08:45,261 - mmaction - INFO - Epoch [4][60/3757] lr: 5.000e-03, eta: 12:16:10, time: 0.786, data_time: 0.009, memory: 12750, top1_acc: 0.7578, top5_acc: 0.9219, loss_cls: 0.9527, loss: 0.9527, grad_norm: 4.4912 2021-05-26 19:09:00,794 - mmaction - INFO - Epoch [4][80/3757] lr: 5.000e-03, eta: 12:15:34, time: 0.774, data_time: 0.002, memory: 12750, top1_acc: 0.7562, top5_acc: 0.9273, loss_cls: 0.9035, loss: 0.9035, grad_norm: 4.6706 2021-05-26 19:09:19,845 - mmaction - INFO - Epoch [4][100/3757] lr: 5.000e-03, eta: 12:15:12, time: 0.948, data_time: 0.005, memory: 12750, top1_acc: 0.7195, top5_acc: 0.9023, loss_cls: 1.0688, loss: 1.0688, grad_norm: 4.8508 2021-05-26 19:09:39,511 - mmaction - INFO - Epoch [4][120/3757] lr: 5.000e-03, eta: 12:14:53, time: 0.991, data_time: 0.013, memory: 12750, top1_acc: 0.7445, top5_acc: 0.9109, loss_cls: 1.0113, loss: 1.0113, grad_norm: 4.7541 2021-05-26 19:09:58,614 - mmaction - INFO - Epoch [4][140/3757] lr: 5.000e-03, eta: 12:14:32, time: 0.954, data_time: 0.003, memory: 12750, top1_acc: 0.7281, top5_acc: 0.9055, loss_cls: 1.0824, loss: 1.0824, grad_norm: 4.9738 2021-05-26 19:10:16,015 - mmaction - INFO - Epoch [4][160/3757] lr: 5.000e-03, eta: 12:14:04, time: 0.871, data_time: 0.005, memory: 12750, top1_acc: 0.7461, top5_acc: 0.9195, loss_cls: 0.9592, loss: 0.9592, grad_norm: 4.6983 2021-05-26 19:10:36,431 - mmaction - INFO - Epoch [4][180/3757] lr: 5.000e-03, eta: 12:13:47, time: 1.018, data_time: 0.003, memory: 12750, top1_acc: 0.7195, top5_acc: 0.9086, loss_cls: 1.0437, loss: 1.0437, grad_norm: 4.9063 2021-05-26 19:10:51,935 - mmaction - INFO - Epoch [4][200/3757] lr: 5.000e-03, eta: 12:13:11, time: 0.774, data_time: 0.006, memory: 12750, top1_acc: 0.7625, top5_acc: 0.9258, loss_cls: 0.9165, loss: 0.9165, grad_norm: 4.9334 2021-05-26 19:11:07,280 - mmaction - INFO - Epoch [4][220/3757] lr: 5.000e-03, eta: 12:12:35, time: 0.772, data_time: 0.006, memory: 12750, top1_acc: 0.7359, top5_acc: 0.9156, loss_cls: 1.0014, loss: 1.0014, grad_norm: 4.7378 2021-05-26 19:11:24,190 - mmaction - INFO - Epoch [4][240/3757] lr: 5.000e-03, eta: 12:12:05, time: 0.846, data_time: 0.003, memory: 12750, top1_acc: 0.7531, top5_acc: 0.9180, loss_cls: 0.9435, loss: 0.9435, grad_norm: 4.5809 2021-05-26 19:11:39,718 - mmaction - INFO - Epoch [4][260/3757] lr: 5.000e-03, eta: 12:11:30, time: 0.773, data_time: 0.003, memory: 12750, top1_acc: 0.7305, top5_acc: 0.8992, loss_cls: 1.0637, loss: 1.0637, grad_norm: 5.0271 2021-05-26 19:11:57,298 - mmaction - INFO - Epoch [4][280/3757] lr: 5.000e-03, eta: 12:11:02, time: 0.881, data_time: 0.005, memory: 12750, top1_acc: 0.7352, top5_acc: 0.9117, loss_cls: 1.0078, loss: 1.0078, grad_norm: 4.8172 2021-05-26 19:12:14,654 - mmaction - INFO - Epoch [4][300/3757] lr: 5.000e-03, eta: 12:10:34, time: 0.868, data_time: 0.003, memory: 12750, top1_acc: 0.7383, top5_acc: 0.9180, loss_cls: 0.9589, loss: 0.9589, grad_norm: 4.6186 2021-05-26 19:12:34,039 - mmaction - INFO - Epoch [4][320/3757] lr: 5.000e-03, eta: 12:10:14, time: 0.967, data_time: 0.004, memory: 12750, top1_acc: 0.7625, top5_acc: 0.9297, loss_cls: 0.8588, loss: 0.8588, grad_norm: 4.4985 2021-05-26 19:12:50,930 - mmaction - INFO - Epoch [4][340/3757] lr: 5.000e-03, eta: 12:09:44, time: 0.847, data_time: 0.005, memory: 12750, top1_acc: 0.7359, top5_acc: 0.9195, loss_cls: 0.9940, loss: 0.9940, grad_norm: 4.7660 2021-05-26 19:13:10,196 - mmaction - INFO - Epoch [4][360/3757] lr: 5.000e-03, eta: 12:09:23, time: 0.961, data_time: 0.003, memory: 12750, top1_acc: 0.7539, top5_acc: 0.9258, loss_cls: 0.8964, loss: 0.8964, grad_norm: 4.5850 2021-05-26 19:13:29,923 - mmaction - INFO - Epoch [4][380/3757] lr: 5.000e-03, eta: 12:09:04, time: 0.985, data_time: 0.006, memory: 12750, top1_acc: 0.7352, top5_acc: 0.9117, loss_cls: 1.0246, loss: 1.0246, grad_norm: 4.7313 2021-05-26 19:13:46,025 - mmaction - INFO - Epoch [4][400/3757] lr: 5.000e-03, eta: 12:08:31, time: 0.802, data_time: 0.006, memory: 12750, top1_acc: 0.7500, top5_acc: 0.9367, loss_cls: 0.8683, loss: 0.8683, grad_norm: 4.6593 2021-05-26 19:14:02,741 - mmaction - INFO - Epoch [4][420/3757] lr: 5.000e-03, eta: 12:08:01, time: 0.843, data_time: 0.010, memory: 12750, top1_acc: 0.7469, top5_acc: 0.9172, loss_cls: 0.9702, loss: 0.9702, grad_norm: 4.7937 2021-05-26 19:14:21,419 - mmaction - INFO - Epoch [4][440/3757] lr: 5.000e-03, eta: 12:07:38, time: 0.932, data_time: 0.006, memory: 12750, top1_acc: 0.7453, top5_acc: 0.9266, loss_cls: 0.9630, loss: 0.9630, grad_norm: 4.9623 2021-05-26 19:14:37,775 - mmaction - INFO - Epoch [4][460/3757] lr: 5.000e-03, eta: 12:07:06, time: 0.818, data_time: 0.004, memory: 12750, top1_acc: 0.7508, top5_acc: 0.9383, loss_cls: 0.9051, loss: 0.9051, grad_norm: 4.8065 2021-05-26 19:14:56,208 - mmaction - INFO - Epoch [4][480/3757] lr: 5.000e-03, eta: 12:06:42, time: 0.922, data_time: 0.005, memory: 12750, top1_acc: 0.7547, top5_acc: 0.9266, loss_cls: 0.9327, loss: 0.9327, grad_norm: 4.7128 2021-05-26 19:15:12,281 - mmaction - INFO - Epoch [4][500/3757] lr: 5.000e-03, eta: 12:06:10, time: 0.805, data_time: 0.004, memory: 12750, top1_acc: 0.7391, top5_acc: 0.9141, loss_cls: 0.9623, loss: 0.9623, grad_norm: 4.9278 2021-05-26 19:15:28,983 - mmaction - INFO - Epoch [4][520/3757] lr: 5.000e-03, eta: 12:05:39, time: 0.835, data_time: 0.002, memory: 12750, top1_acc: 0.7273, top5_acc: 0.9109, loss_cls: 1.0249, loss: 1.0249, grad_norm: 5.0279 2021-05-26 19:15:45,244 - mmaction - INFO - Epoch [4][540/3757] lr: 5.000e-03, eta: 12:05:07, time: 0.812, data_time: 0.003, memory: 12750, top1_acc: 0.7438, top5_acc: 0.9266, loss_cls: 0.9550, loss: 0.9550, grad_norm: 4.8528 2021-05-26 19:16:01,589 - mmaction - INFO - Epoch [4][560/3757] lr: 5.000e-03, eta: 12:04:36, time: 0.817, data_time: 0.005, memory: 12750, top1_acc: 0.7102, top5_acc: 0.9211, loss_cls: 1.0201, loss: 1.0201, grad_norm: 5.0949 2021-05-26 19:16:17,253 - mmaction - INFO - Epoch [4][580/3757] lr: 5.000e-03, eta: 12:04:02, time: 0.785, data_time: 0.004, memory: 12750, top1_acc: 0.7297, top5_acc: 0.9195, loss_cls: 0.9843, loss: 0.9843, grad_norm: 4.8479 2021-05-26 19:16:34,944 - mmaction - INFO - Epoch [4][600/3757] lr: 5.000e-03, eta: 12:03:36, time: 0.885, data_time: 0.003, memory: 12750, top1_acc: 0.7391, top5_acc: 0.9156, loss_cls: 0.9855, loss: 0.9855, grad_norm: 4.9317 2021-05-26 19:16:50,042 - mmaction - INFO - Epoch [4][620/3757] lr: 5.000e-03, eta: 12:03:00, time: 0.755, data_time: 0.002, memory: 12750, top1_acc: 0.7469, top5_acc: 0.9172, loss_cls: 0.9728, loss: 0.9728, grad_norm: 4.7251 2021-05-26 19:17:06,522 - mmaction - INFO - Epoch [4][640/3757] lr: 5.000e-03, eta: 12:02:29, time: 0.824, data_time: 0.002, memory: 12750, top1_acc: 0.7602, top5_acc: 0.9258, loss_cls: 0.8908, loss: 0.8908, grad_norm: 4.8794 2021-05-26 19:17:22,509 - mmaction - INFO - Epoch [4][660/3757] lr: 5.000e-03, eta: 12:01:56, time: 0.798, data_time: 0.007, memory: 12750, top1_acc: 0.7477, top5_acc: 0.9219, loss_cls: 0.9301, loss: 0.9301, grad_norm: 4.7178 2021-05-26 19:17:39,301 - mmaction - INFO - Epoch [4][680/3757] lr: 5.000e-03, eta: 12:01:27, time: 0.841, data_time: 0.006, memory: 12750, top1_acc: 0.7391, top5_acc: 0.9109, loss_cls: 0.9939, loss: 0.9939, grad_norm: 4.8531 2021-05-26 19:17:54,986 - mmaction - INFO - Epoch [4][700/3757] lr: 5.000e-03, eta: 12:00:53, time: 0.784, data_time: 0.002, memory: 12750, top1_acc: 0.7211, top5_acc: 0.9055, loss_cls: 1.0746, loss: 1.0746, grad_norm: 4.7260 2021-05-26 19:18:14,967 - mmaction - INFO - Epoch [4][720/3757] lr: 5.000e-03, eta: 12:00:35, time: 0.998, data_time: 0.003, memory: 12750, top1_acc: 0.7422, top5_acc: 0.9195, loss_cls: 0.9375, loss: 0.9375, grad_norm: 4.8167 2021-05-26 19:18:34,905 - mmaction - INFO - Epoch [4][740/3757] lr: 5.000e-03, eta: 12:00:17, time: 0.995, data_time: 0.003, memory: 12750, top1_acc: 0.7352, top5_acc: 0.8969, loss_cls: 1.0650, loss: 1.0650, grad_norm: 5.2458 2021-05-26 19:18:51,309 - mmaction - INFO - Epoch [4][760/3757] lr: 5.000e-03, eta: 11:59:46, time: 0.822, data_time: 0.005, memory: 12750, top1_acc: 0.7492, top5_acc: 0.9328, loss_cls: 0.9249, loss: 0.9249, grad_norm: 5.1583 2021-05-26 19:19:06,930 - mmaction - INFO - Epoch [4][780/3757] lr: 5.000e-03, eta: 11:59:13, time: 0.782, data_time: 0.003, memory: 12750, top1_acc: 0.7477, top5_acc: 0.9031, loss_cls: 1.0141, loss: 1.0141, grad_norm: 4.8697 2021-05-26 19:19:23,019 - mmaction - INFO - Epoch [4][800/3757] lr: 5.000e-03, eta: 11:58:41, time: 0.804, data_time: 0.003, memory: 12750, top1_acc: 0.7391, top5_acc: 0.9219, loss_cls: 0.9979, loss: 0.9979, grad_norm: 4.8861 2021-05-26 19:19:40,688 - mmaction - INFO - Epoch [4][820/3757] lr: 5.000e-03, eta: 11:58:15, time: 0.884, data_time: 0.003, memory: 12750, top1_acc: 0.7625, top5_acc: 0.9227, loss_cls: 0.9441, loss: 0.9441, grad_norm: 4.6301 2021-05-26 19:19:56,295 - mmaction - INFO - Epoch [4][840/3757] lr: 5.000e-03, eta: 11:57:41, time: 0.780, data_time: 0.002, memory: 12750, top1_acc: 0.7594, top5_acc: 0.9109, loss_cls: 0.9527, loss: 0.9527, grad_norm: 4.7592 2021-05-26 19:20:15,074 - mmaction - INFO - Epoch [4][860/3757] lr: 5.000e-03, eta: 11:57:19, time: 0.938, data_time: 0.006, memory: 12750, top1_acc: 0.7367, top5_acc: 0.9047, loss_cls: 0.9991, loss: 0.9991, grad_norm: 4.7121 2021-05-26 19:20:33,263 - mmaction - INFO - Epoch [4][880/3757] lr: 5.000e-03, eta: 11:56:55, time: 0.911, data_time: 0.004, memory: 12750, top1_acc: 0.7281, top5_acc: 0.9086, loss_cls: 1.0376, loss: 1.0376, grad_norm: 4.8379 2021-05-26 19:20:54,729 - mmaction - INFO - Epoch [4][900/3757] lr: 5.000e-03, eta: 11:56:43, time: 1.073, data_time: 0.004, memory: 12750, top1_acc: 0.7398, top5_acc: 0.9219, loss_cls: 0.9433, loss: 0.9433, grad_norm: 4.8532 2021-05-26 19:21:18,779 - mmaction - INFO - Epoch [4][920/3757] lr: 5.000e-03, eta: 11:56:40, time: 1.203, data_time: 0.006, memory: 12750, top1_acc: 0.7438, top5_acc: 0.9164, loss_cls: 0.9719, loss: 0.9719, grad_norm: 4.8000 2021-05-26 19:21:36,782 - mmaction - INFO - Epoch [4][940/3757] lr: 5.000e-03, eta: 11:56:15, time: 0.900, data_time: 0.004, memory: 12750, top1_acc: 0.7367, top5_acc: 0.9016, loss_cls: 1.0178, loss: 1.0178, grad_norm: 4.8642 2021-05-26 19:21:53,169 - mmaction - INFO - Epoch [4][960/3757] lr: 5.000e-03, eta: 11:55:44, time: 0.816, data_time: 0.003, memory: 12750, top1_acc: 0.7477, top5_acc: 0.9148, loss_cls: 0.9867, loss: 0.9867, grad_norm: 4.7643 2021-05-26 19:22:09,446 - mmaction - INFO - Epoch [4][980/3757] lr: 5.000e-03, eta: 11:55:14, time: 0.816, data_time: 0.005, memory: 12750, top1_acc: 0.7344, top5_acc: 0.9164, loss_cls: 0.9600, loss: 0.9600, grad_norm: 4.8120 2021-05-26 19:22:27,781 - mmaction - INFO - Epoch [4][1000/3757] lr: 5.000e-03, eta: 11:54:50, time: 0.918, data_time: 0.004, memory: 12750, top1_acc: 0.7641, top5_acc: 0.9195, loss_cls: 0.9588, loss: 0.9588, grad_norm: 4.6758 2021-05-26 19:22:43,159 - mmaction - INFO - Epoch [4][1020/3757] lr: 5.000e-03, eta: 11:54:16, time: 0.768, data_time: 0.002, memory: 12750, top1_acc: 0.7297, top5_acc: 0.9086, loss_cls: 1.0687, loss: 1.0687, grad_norm: 5.0962 2021-05-26 19:23:00,724 - mmaction - INFO - Epoch [4][1040/3757] lr: 5.000e-03, eta: 11:53:50, time: 0.874, data_time: 0.003, memory: 12750, top1_acc: 0.7344, top5_acc: 0.9242, loss_cls: 0.9762, loss: 0.9762, grad_norm: 4.9212 2021-05-26 19:23:20,170 - mmaction - INFO - Epoch [4][1060/3757] lr: 5.000e-03, eta: 11:53:30, time: 0.974, data_time: 0.008, memory: 12750, top1_acc: 0.7508, top5_acc: 0.9164, loss_cls: 0.9706, loss: 0.9706, grad_norm: 4.6812 2021-05-26 19:23:37,380 - mmaction - INFO - Epoch [4][1080/3757] lr: 5.000e-03, eta: 11:53:03, time: 0.861, data_time: 0.006, memory: 12750, top1_acc: 0.7539, top5_acc: 0.9281, loss_cls: 0.9203, loss: 0.9203, grad_norm: 4.8064 2021-05-26 19:23:53,595 - mmaction - INFO - Epoch [4][1100/3757] lr: 5.000e-03, eta: 11:52:32, time: 0.812, data_time: 0.005, memory: 12750, top1_acc: 0.7438, top5_acc: 0.9234, loss_cls: 0.9489, loss: 0.9489, grad_norm: 4.6967 2021-05-26 19:24:09,724 - mmaction - INFO - Epoch [4][1120/3757] lr: 5.000e-03, eta: 11:52:01, time: 0.808, data_time: 0.006, memory: 12750, top1_acc: 0.7281, top5_acc: 0.9203, loss_cls: 0.9880, loss: 0.9880, grad_norm: 4.9268 2021-05-26 19:24:26,347 - mmaction - INFO - Epoch [4][1140/3757] lr: 5.000e-03, eta: 11:51:32, time: 0.831, data_time: 0.002, memory: 12750, top1_acc: 0.7508, top5_acc: 0.9195, loss_cls: 0.9540, loss: 0.9540, grad_norm: 4.8627 2021-05-26 19:24:43,662 - mmaction - INFO - Epoch [4][1160/3757] lr: 5.000e-03, eta: 11:51:05, time: 0.865, data_time: 0.003, memory: 12750, top1_acc: 0.7398, top5_acc: 0.9062, loss_cls: 1.0569, loss: 1.0569, grad_norm: 5.0452 2021-05-26 19:24:59,148 - mmaction - INFO - Epoch [4][1180/3757] lr: 5.000e-03, eta: 11:50:31, time: 0.773, data_time: 0.004, memory: 12750, top1_acc: 0.7461, top5_acc: 0.9172, loss_cls: 0.9761, loss: 0.9761, grad_norm: 4.5592 2021-05-26 19:25:14,729 - mmaction - INFO - Epoch [4][1200/3757] lr: 5.000e-03, eta: 11:49:58, time: 0.779, data_time: 0.004, memory: 12750, top1_acc: 0.7305, top5_acc: 0.9008, loss_cls: 1.0473, loss: 1.0473, grad_norm: 4.9423 2021-05-26 19:25:33,079 - mmaction - INFO - Epoch [4][1220/3757] lr: 5.000e-03, eta: 11:49:35, time: 0.920, data_time: 0.005, memory: 12750, top1_acc: 0.7523, top5_acc: 0.9227, loss_cls: 0.9744, loss: 0.9744, grad_norm: 5.0838 2021-05-26 19:25:48,958 - mmaction - INFO - Epoch [4][1240/3757] lr: 5.000e-03, eta: 11:49:03, time: 0.794, data_time: 0.003, memory: 12750, top1_acc: 0.7555, top5_acc: 0.9117, loss_cls: 0.9374, loss: 0.9374, grad_norm: 4.7698 2021-05-26 19:26:04,835 - mmaction - INFO - Epoch [4][1260/3757] lr: 5.000e-03, eta: 11:48:32, time: 0.793, data_time: 0.003, memory: 12750, top1_acc: 0.7391, top5_acc: 0.9148, loss_cls: 0.9939, loss: 0.9939, grad_norm: 5.1013 2021-05-26 19:26:21,165 - mmaction - INFO - Epoch [4][1280/3757] lr: 5.000e-03, eta: 11:48:01, time: 0.815, data_time: 0.002, memory: 12750, top1_acc: 0.7359, top5_acc: 0.9172, loss_cls: 0.9656, loss: 0.9656, grad_norm: 4.8950 2021-05-26 19:26:37,051 - mmaction - INFO - Epoch [4][1300/3757] lr: 5.000e-03, eta: 11:47:30, time: 0.797, data_time: 0.004, memory: 12750, top1_acc: 0.7063, top5_acc: 0.9078, loss_cls: 1.1013, loss: 1.1013, grad_norm: 4.9756 2021-05-26 19:26:54,615 - mmaction - INFO - Epoch [4][1320/3757] lr: 5.000e-03, eta: 11:47:04, time: 0.878, data_time: 0.002, memory: 12750, top1_acc: 0.7359, top5_acc: 0.9164, loss_cls: 0.9816, loss: 0.9816, grad_norm: 4.7569 2021-05-26 19:27:11,153 - mmaction - INFO - Epoch [4][1340/3757] lr: 5.000e-03, eta: 11:46:35, time: 0.827, data_time: 0.002, memory: 12750, top1_acc: 0.7336, top5_acc: 0.8984, loss_cls: 1.0624, loss: 1.0624, grad_norm: 4.8332 2021-05-26 19:27:29,646 - mmaction - INFO - Epoch [4][1360/3757] lr: 5.000e-03, eta: 11:46:12, time: 0.922, data_time: 0.003, memory: 12750, top1_acc: 0.7617, top5_acc: 0.9211, loss_cls: 0.9072, loss: 0.9072, grad_norm: 4.6900 2021-05-26 19:27:45,580 - mmaction - INFO - Epoch [4][1380/3757] lr: 5.000e-03, eta: 11:45:41, time: 0.800, data_time: 0.007, memory: 12750, top1_acc: 0.7570, top5_acc: 0.9273, loss_cls: 0.9176, loss: 0.9176, grad_norm: 4.7634 2021-05-26 19:28:01,328 - mmaction - INFO - Epoch [4][1400/3757] lr: 5.000e-03, eta: 11:45:09, time: 0.787, data_time: 0.002, memory: 12750, top1_acc: 0.7211, top5_acc: 0.9117, loss_cls: 0.9921, loss: 0.9921, grad_norm: 5.3319 2021-05-26 19:28:19,124 - mmaction - INFO - Epoch [4][1420/3757] lr: 5.000e-03, eta: 11:44:44, time: 0.885, data_time: 0.002, memory: 12750, top1_acc: 0.7211, top5_acc: 0.9016, loss_cls: 1.0920, loss: 1.0920, grad_norm: 5.3062 2021-05-26 19:28:36,262 - mmaction - INFO - Epoch [4][1440/3757] lr: 5.000e-03, eta: 11:44:17, time: 0.856, data_time: 0.007, memory: 12750, top1_acc: 0.7258, top5_acc: 0.9156, loss_cls: 1.0002, loss: 1.0002, grad_norm: 5.0130 2021-05-26 19:28:53,661 - mmaction - INFO - Epoch [4][1460/3757] lr: 5.000e-03, eta: 11:43:51, time: 0.876, data_time: 0.011, memory: 12750, top1_acc: 0.7375, top5_acc: 0.9086, loss_cls: 1.0150, loss: 1.0150, grad_norm: 4.9498 2021-05-26 19:29:12,462 - mmaction - INFO - Epoch [4][1480/3757] lr: 5.000e-03, eta: 11:43:30, time: 0.940, data_time: 0.002, memory: 12750, top1_acc: 0.7234, top5_acc: 0.9117, loss_cls: 0.9784, loss: 0.9784, grad_norm: 4.8654 2021-05-26 19:29:30,944 - mmaction - INFO - Epoch [4][1500/3757] lr: 5.000e-03, eta: 11:43:08, time: 0.924, data_time: 0.002, memory: 12750, top1_acc: 0.7484, top5_acc: 0.9234, loss_cls: 0.9639, loss: 0.9639, grad_norm: 4.9452 2021-05-26 19:29:54,727 - mmaction - INFO - Epoch [4][1520/3757] lr: 5.000e-03, eta: 11:43:03, time: 1.185, data_time: 0.008, memory: 12750, top1_acc: 0.7344, top5_acc: 0.9148, loss_cls: 0.9773, loss: 0.9773, grad_norm: 4.8865 2021-05-26 19:30:17,527 - mmaction - INFO - Epoch [4][1540/3757] lr: 5.000e-03, eta: 11:42:56, time: 1.141, data_time: 0.007, memory: 12750, top1_acc: 0.7422, top5_acc: 0.9234, loss_cls: 0.9702, loss: 0.9702, grad_norm: 4.6699 2021-05-26 19:30:36,020 - mmaction - INFO - Epoch [4][1560/3757] lr: 5.000e-03, eta: 11:42:33, time: 0.926, data_time: 0.008, memory: 12750, top1_acc: 0.7406, top5_acc: 0.9047, loss_cls: 1.0294, loss: 1.0294, grad_norm: 4.8161 2021-05-26 19:30:51,796 - mmaction - INFO - Epoch [4][1580/3757] lr: 5.000e-03, eta: 11:42:02, time: 0.789, data_time: 0.003, memory: 12750, top1_acc: 0.7297, top5_acc: 0.9148, loss_cls: 1.0009, loss: 1.0009, grad_norm: 4.9696 2021-05-26 19:31:08,143 - mmaction - INFO - Epoch [4][1600/3757] lr: 5.000e-03, eta: 11:41:32, time: 0.818, data_time: 0.004, memory: 12750, top1_acc: 0.7016, top5_acc: 0.8984, loss_cls: 1.1007, loss: 1.1007, grad_norm: 5.0584 2021-05-26 19:31:24,155 - mmaction - INFO - Epoch [4][1620/3757] lr: 5.000e-03, eta: 11:41:02, time: 0.802, data_time: 0.003, memory: 12750, top1_acc: 0.7344, top5_acc: 0.9281, loss_cls: 0.9959, loss: 0.9959, grad_norm: 5.8059 2021-05-26 19:31:44,394 - mmaction - INFO - Epoch [4][1640/3757] lr: 5.000e-03, eta: 11:40:45, time: 1.007, data_time: 0.005, memory: 12750, top1_acc: 0.7266, top5_acc: 0.9187, loss_cls: 1.0423, loss: 1.0423, grad_norm: 5.2463 2021-05-26 19:32:00,982 - mmaction - INFO - Epoch [4][1660/3757] lr: 5.000e-03, eta: 11:40:17, time: 0.834, data_time: 0.007, memory: 12750, top1_acc: 0.7508, top5_acc: 0.9219, loss_cls: 0.9317, loss: 0.9317, grad_norm: 4.9505 2021-05-26 19:32:17,740 - mmaction - INFO - Epoch [4][1680/3757] lr: 5.000e-03, eta: 11:39:48, time: 0.834, data_time: 0.002, memory: 12750, top1_acc: 0.7305, top5_acc: 0.9094, loss_cls: 1.0121, loss: 1.0121, grad_norm: 5.1478 2021-05-26 19:32:36,287 - mmaction - INFO - Epoch [4][1700/3757] lr: 5.000e-03, eta: 11:39:26, time: 0.930, data_time: 0.007, memory: 12750, top1_acc: 0.7430, top5_acc: 0.9133, loss_cls: 0.9877, loss: 0.9877, grad_norm: 4.9106 2021-05-26 19:32:52,179 - mmaction - INFO - Epoch [4][1720/3757] lr: 5.000e-03, eta: 11:38:56, time: 0.795, data_time: 0.003, memory: 12750, top1_acc: 0.7289, top5_acc: 0.9227, loss_cls: 1.0043, loss: 1.0043, grad_norm: 5.0063 2021-05-26 19:33:08,538 - mmaction - INFO - Epoch [4][1740/3757] lr: 5.000e-03, eta: 11:38:26, time: 0.815, data_time: 0.003, memory: 12750, top1_acc: 0.7398, top5_acc: 0.9172, loss_cls: 1.0144, loss: 1.0144, grad_norm: 4.9075 2021-05-26 19:33:24,134 - mmaction - INFO - Epoch [4][1760/3757] lr: 5.000e-03, eta: 11:37:55, time: 0.784, data_time: 0.006, memory: 12750, top1_acc: 0.7359, top5_acc: 0.9102, loss_cls: 1.0389, loss: 1.0389, grad_norm: 4.8774 2021-05-26 19:33:43,319 - mmaction - INFO - Epoch [4][1780/3757] lr: 5.000e-03, eta: 11:37:34, time: 0.951, data_time: 0.001, memory: 12750, top1_acc: 0.7289, top5_acc: 0.9156, loss_cls: 0.9723, loss: 0.9723, grad_norm: 4.8029 2021-05-26 19:34:00,590 - mmaction - INFO - Epoch [4][1800/3757] lr: 5.000e-03, eta: 11:37:09, time: 0.870, data_time: 0.010, memory: 12750, top1_acc: 0.7430, top5_acc: 0.9164, loss_cls: 1.0042, loss: 1.0042, grad_norm: 4.7816 2021-05-26 19:34:19,993 - mmaction - INFO - Epoch [4][1820/3757] lr: 5.000e-03, eta: 11:36:47, time: 0.936, data_time: 0.005, memory: 12750, top1_acc: 0.7438, top5_acc: 0.9156, loss_cls: 0.9714, loss: 0.9714, grad_norm: 4.9518 2021-05-26 19:34:38,542 - mmaction - INFO - Epoch [4][1840/3757] lr: 5.000e-03, eta: 11:36:27, time: 0.960, data_time: 0.038, memory: 12750, top1_acc: 0.7312, top5_acc: 0.9023, loss_cls: 1.0373, loss: 1.0373, grad_norm: 4.9258 2021-05-26 19:34:57,672 - mmaction - INFO - Epoch [4][1860/3757] lr: 5.000e-03, eta: 11:36:07, time: 0.951, data_time: 0.006, memory: 12750, top1_acc: 0.7273, top5_acc: 0.9164, loss_cls: 1.0398, loss: 1.0398, grad_norm: 5.0757 2021-05-26 19:35:15,232 - mmaction - INFO - Epoch [4][1880/3757] lr: 5.000e-03, eta: 11:35:43, time: 0.887, data_time: 0.013, memory: 12750, top1_acc: 0.7477, top5_acc: 0.9141, loss_cls: 1.0069, loss: 1.0069, grad_norm: 4.9085 2021-05-26 19:35:31,521 - mmaction - INFO - Epoch [4][1900/3757] lr: 5.000e-03, eta: 11:35:13, time: 0.812, data_time: 0.001, memory: 12750, top1_acc: 0.7516, top5_acc: 0.9133, loss_cls: 0.9920, loss: 0.9920, grad_norm: 4.9834 2021-05-26 19:35:53,552 - mmaction - INFO - Epoch [4][1920/3757] lr: 5.000e-03, eta: 11:35:02, time: 1.098, data_time: 0.006, memory: 12750, top1_acc: 0.7328, top5_acc: 0.9109, loss_cls: 1.0319, loss: 1.0319, grad_norm: 4.9689 2021-05-26 19:36:11,958 - mmaction - INFO - Epoch [4][1940/3757] lr: 5.000e-03, eta: 11:34:40, time: 0.925, data_time: 0.007, memory: 12750, top1_acc: 0.7414, top5_acc: 0.9195, loss_cls: 0.9945, loss: 0.9945, grad_norm: 4.9117 2021-05-26 19:36:27,972 - mmaction - INFO - Epoch [4][1960/3757] lr: 5.000e-03, eta: 11:34:10, time: 0.797, data_time: 0.003, memory: 12750, top1_acc: 0.7352, top5_acc: 0.9227, loss_cls: 0.9946, loss: 0.9946, grad_norm: 4.8813 2021-05-26 19:36:43,823 - mmaction - INFO - Epoch [4][1980/3757] lr: 5.000e-03, eta: 11:33:40, time: 0.797, data_time: 0.006, memory: 12750, top1_acc: 0.7391, top5_acc: 0.9187, loss_cls: 0.9769, loss: 0.9769, grad_norm: 4.9190 2021-05-26 19:37:00,532 - mmaction - INFO - Epoch [4][2000/3757] lr: 5.000e-03, eta: 11:33:12, time: 0.831, data_time: 0.003, memory: 12750, top1_acc: 0.7211, top5_acc: 0.9086, loss_cls: 1.0549, loss: 1.0549, grad_norm: 4.9949 2021-05-26 19:37:18,095 - mmaction - INFO - Epoch [4][2020/3757] lr: 5.000e-03, eta: 11:32:47, time: 0.878, data_time: 0.009, memory: 12750, top1_acc: 0.7109, top5_acc: 0.9133, loss_cls: 1.0487, loss: 1.0487, grad_norm: 4.9925 2021-05-26 19:37:34,656 - mmaction - INFO - Epoch [4][2040/3757] lr: 5.000e-03, eta: 11:32:19, time: 0.832, data_time: 0.008, memory: 12750, top1_acc: 0.7266, top5_acc: 0.9164, loss_cls: 1.0258, loss: 1.0258, grad_norm: 5.0338 2021-05-26 19:37:50,650 - mmaction - INFO - Epoch [4][2060/3757] lr: 5.000e-03, eta: 11:31:49, time: 0.801, data_time: 0.003, memory: 12750, top1_acc: 0.7516, top5_acc: 0.9289, loss_cls: 0.9557, loss: 0.9557, grad_norm: 4.8987 2021-05-26 19:38:08,344 - mmaction - INFO - Epoch [4][2080/3757] lr: 5.000e-03, eta: 11:31:24, time: 0.881, data_time: 0.001, memory: 12750, top1_acc: 0.7391, top5_acc: 0.9148, loss_cls: 1.0092, loss: 1.0092, grad_norm: 4.9238 2021-05-26 19:38:31,892 - mmaction - INFO - Epoch [4][2100/3757] lr: 5.000e-03, eta: 11:31:19, time: 1.178, data_time: 0.008, memory: 12750, top1_acc: 0.7594, top5_acc: 0.9328, loss_cls: 0.9060, loss: 0.9060, grad_norm: 4.5584 2021-05-26 19:38:47,443 - mmaction - INFO - Epoch [4][2120/3757] lr: 5.000e-03, eta: 11:30:48, time: 0.780, data_time: 0.005, memory: 12750, top1_acc: 0.7281, top5_acc: 0.9062, loss_cls: 1.0545, loss: 1.0545, grad_norm: 4.8348 2021-05-26 19:39:03,582 - mmaction - INFO - Epoch [4][2140/3757] lr: 5.000e-03, eta: 11:30:18, time: 0.806, data_time: 0.002, memory: 12750, top1_acc: 0.7188, top5_acc: 0.9117, loss_cls: 1.0354, loss: 1.0354, grad_norm: 5.0795 2021-05-26 19:39:24,497 - mmaction - INFO - Epoch [4][2160/3757] lr: 5.000e-03, eta: 11:30:04, time: 1.046, data_time: 0.004, memory: 12750, top1_acc: 0.7133, top5_acc: 0.9133, loss_cls: 1.0352, loss: 1.0352, grad_norm: 4.9594 2021-05-26 19:39:40,525 - mmaction - INFO - Epoch [4][2180/3757] lr: 5.000e-03, eta: 11:29:34, time: 0.800, data_time: 0.003, memory: 12750, top1_acc: 0.7391, top5_acc: 0.9109, loss_cls: 0.9681, loss: 0.9681, grad_norm: 4.8235 2021-05-26 19:39:59,061 - mmaction - INFO - Epoch [4][2200/3757] lr: 5.000e-03, eta: 11:29:13, time: 0.927, data_time: 0.004, memory: 12750, top1_acc: 0.7320, top5_acc: 0.9234, loss_cls: 0.9894, loss: 0.9894, grad_norm: 4.7850 2021-05-26 19:40:17,938 - mmaction - INFO - Epoch [4][2220/3757] lr: 5.000e-03, eta: 11:28:52, time: 0.944, data_time: 0.003, memory: 12750, top1_acc: 0.7219, top5_acc: 0.9094, loss_cls: 1.0487, loss: 1.0487, grad_norm: 5.3602 2021-05-26 19:40:35,137 - mmaction - INFO - Epoch [4][2240/3757] lr: 5.000e-03, eta: 11:28:26, time: 0.859, data_time: 0.006, memory: 12750, top1_acc: 0.7234, top5_acc: 0.9187, loss_cls: 1.0289, loss: 1.0289, grad_norm: 5.2221 2021-05-26 19:40:51,563 - mmaction - INFO - Epoch [4][2260/3757] lr: 5.000e-03, eta: 11:27:58, time: 0.822, data_time: 0.003, memory: 12750, top1_acc: 0.7281, top5_acc: 0.9070, loss_cls: 1.0481, loss: 1.0481, grad_norm: 5.1750 2021-05-26 19:41:08,282 - mmaction - INFO - Epoch [4][2280/3757] lr: 5.000e-03, eta: 11:27:30, time: 0.834, data_time: 0.003, memory: 12750, top1_acc: 0.7367, top5_acc: 0.9117, loss_cls: 1.0043, loss: 1.0043, grad_norm: 5.1925 2021-05-26 19:41:25,424 - mmaction - INFO - Epoch [4][2300/3757] lr: 5.000e-03, eta: 11:27:04, time: 0.859, data_time: 0.006, memory: 12750, top1_acc: 0.6969, top5_acc: 0.9078, loss_cls: 1.1049, loss: 1.1049, grad_norm: 5.1444 2021-05-26 19:41:41,379 - mmaction - INFO - Epoch [4][2320/3757] lr: 5.000e-03, eta: 11:26:35, time: 0.797, data_time: 0.003, memory: 12750, top1_acc: 0.7328, top5_acc: 0.9094, loss_cls: 1.0440, loss: 1.0440, grad_norm: 4.8898 2021-05-26 19:41:57,935 - mmaction - INFO - Epoch [4][2340/3757] lr: 5.000e-03, eta: 11:26:07, time: 0.827, data_time: 0.005, memory: 12750, top1_acc: 0.7336, top5_acc: 0.9086, loss_cls: 1.0074, loss: 1.0074, grad_norm: 4.9212 2021-05-26 19:42:14,887 - mmaction - INFO - Epoch [4][2360/3757] lr: 5.000e-03, eta: 11:25:40, time: 0.846, data_time: 0.003, memory: 12750, top1_acc: 0.7391, top5_acc: 0.9180, loss_cls: 0.9861, loss: 0.9861, grad_norm: 4.8055 2021-05-26 19:42:33,641 - mmaction - INFO - Epoch [4][2380/3757] lr: 5.000e-03, eta: 11:25:19, time: 0.935, data_time: 0.005, memory: 12750, top1_acc: 0.7258, top5_acc: 0.9187, loss_cls: 1.0359, loss: 1.0359, grad_norm: 4.9871 2021-05-26 19:42:49,019 - mmaction - INFO - Epoch [4][2400/3757] lr: 5.000e-03, eta: 11:24:48, time: 0.774, data_time: 0.007, memory: 12750, top1_acc: 0.7211, top5_acc: 0.8969, loss_cls: 1.0991, loss: 1.0991, grad_norm: 5.1365 2021-05-26 19:43:05,688 - mmaction - INFO - Epoch [4][2420/3757] lr: 5.000e-03, eta: 11:24:21, time: 0.831, data_time: 0.002, memory: 12750, top1_acc: 0.7414, top5_acc: 0.9117, loss_cls: 0.9757, loss: 0.9757, grad_norm: 4.7809 2021-05-26 19:43:27,417 - mmaction - INFO - Epoch [4][2440/3757] lr: 5.000e-03, eta: 11:24:09, time: 1.084, data_time: 0.004, memory: 12750, top1_acc: 0.7508, top5_acc: 0.9141, loss_cls: 0.9751, loss: 0.9751, grad_norm: 4.7941 2021-05-26 19:43:42,677 - mmaction - INFO - Epoch [4][2460/3757] lr: 5.000e-03, eta: 11:23:38, time: 0.766, data_time: 0.007, memory: 12750, top1_acc: 0.7328, top5_acc: 0.9164, loss_cls: 0.9788, loss: 0.9788, grad_norm: 5.0573 2021-05-26 19:44:06,486 - mmaction - INFO - Epoch [4][2480/3757] lr: 5.000e-03, eta: 11:23:32, time: 1.187, data_time: 0.005, memory: 12750, top1_acc: 0.7445, top5_acc: 0.9078, loss_cls: 0.9850, loss: 0.9850, grad_norm: 4.7560 2021-05-26 19:44:21,630 - mmaction - INFO - Epoch [4][2500/3757] lr: 5.000e-03, eta: 11:23:01, time: 0.761, data_time: 0.010, memory: 12750, top1_acc: 0.7438, top5_acc: 0.9156, loss_cls: 0.9737, loss: 0.9737, grad_norm: 4.8365 2021-05-26 19:44:39,174 - mmaction - INFO - Epoch [4][2520/3757] lr: 5.000e-03, eta: 11:22:36, time: 0.878, data_time: 0.003, memory: 12750, top1_acc: 0.7562, top5_acc: 0.9133, loss_cls: 0.9505, loss: 0.9505, grad_norm: 4.8894 2021-05-26 19:44:57,752 - mmaction - INFO - Epoch [4][2540/3757] lr: 5.000e-03, eta: 11:22:15, time: 0.927, data_time: 0.002, memory: 12750, top1_acc: 0.7477, top5_acc: 0.9219, loss_cls: 0.9807, loss: 0.9807, grad_norm: 4.8932 2021-05-26 19:45:16,174 - mmaction - INFO - Epoch [4][2560/3757] lr: 5.000e-03, eta: 11:21:53, time: 0.923, data_time: 0.006, memory: 12750, top1_acc: 0.7195, top5_acc: 0.9211, loss_cls: 1.0191, loss: 1.0191, grad_norm: 5.0930 2021-05-26 19:45:34,045 - mmaction - INFO - Epoch [4][2580/3757] lr: 5.000e-03, eta: 11:21:30, time: 0.892, data_time: 0.004, memory: 12750, top1_acc: 0.7312, top5_acc: 0.9102, loss_cls: 1.0162, loss: 1.0162, grad_norm: 4.9141 2021-05-26 19:45:49,728 - mmaction - INFO - Epoch [4][2600/3757] lr: 5.000e-03, eta: 11:21:00, time: 0.786, data_time: 0.004, memory: 12750, top1_acc: 0.7523, top5_acc: 0.9133, loss_cls: 0.9597, loss: 0.9597, grad_norm: 4.8126 2021-05-26 19:46:08,345 - mmaction - INFO - Epoch [4][2620/3757] lr: 5.000e-03, eta: 11:20:38, time: 0.926, data_time: 0.002, memory: 12750, top1_acc: 0.7375, top5_acc: 0.9086, loss_cls: 1.0518, loss: 1.0518, grad_norm: 4.9927 2021-05-26 19:46:31,851 - mmaction - INFO - Epoch [4][2640/3757] lr: 5.000e-03, eta: 11:20:32, time: 1.176, data_time: 0.011, memory: 12750, top1_acc: 0.7328, top5_acc: 0.9266, loss_cls: 0.9852, loss: 0.9852, grad_norm: 4.8689 2021-05-26 19:46:48,259 - mmaction - INFO - Epoch [4][2660/3757] lr: 5.000e-03, eta: 11:20:04, time: 0.824, data_time: 0.006, memory: 12750, top1_acc: 0.7320, top5_acc: 0.9133, loss_cls: 0.9926, loss: 0.9926, grad_norm: 4.9373 2021-05-26 19:47:03,847 - mmaction - INFO - Epoch [4][2680/3757] lr: 5.000e-03, eta: 11:19:34, time: 0.772, data_time: 0.002, memory: 12750, top1_acc: 0.7281, top5_acc: 0.9156, loss_cls: 1.0382, loss: 1.0382, grad_norm: 4.9915 2021-05-26 19:47:20,877 - mmaction - INFO - Epoch [4][2700/3757] lr: 5.000e-03, eta: 11:19:08, time: 0.859, data_time: 0.009, memory: 12750, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 1.0469, loss: 1.0469, grad_norm: 5.0001 2021-05-26 19:47:38,865 - mmaction - INFO - Epoch [4][2720/3757] lr: 5.000e-03, eta: 11:18:45, time: 0.899, data_time: 0.003, memory: 12750, top1_acc: 0.7375, top5_acc: 0.9195, loss_cls: 0.9885, loss: 0.9885, grad_norm: 4.8325 2021-05-26 19:47:55,978 - mmaction - INFO - Epoch [4][2740/3757] lr: 5.000e-03, eta: 11:18:19, time: 0.856, data_time: 0.004, memory: 12750, top1_acc: 0.7289, top5_acc: 0.9125, loss_cls: 1.0451, loss: 1.0451, grad_norm: 4.9989 2021-05-26 19:48:12,567 - mmaction - INFO - Epoch [4][2760/3757] lr: 5.000e-03, eta: 11:17:52, time: 0.829, data_time: 0.003, memory: 12750, top1_acc: 0.7539, top5_acc: 0.9219, loss_cls: 0.9202, loss: 0.9202, grad_norm: 4.8215 2021-05-26 19:48:28,750 - mmaction - INFO - Epoch [4][2780/3757] lr: 5.000e-03, eta: 11:17:24, time: 0.809, data_time: 0.004, memory: 12750, top1_acc: 0.7477, top5_acc: 0.9281, loss_cls: 0.9197, loss: 0.9197, grad_norm: 4.7636 2021-05-26 19:48:45,831 - mmaction - INFO - Epoch [4][2800/3757] lr: 5.000e-03, eta: 11:16:58, time: 0.854, data_time: 0.003, memory: 12750, top1_acc: 0.7211, top5_acc: 0.9156, loss_cls: 1.0376, loss: 1.0376, grad_norm: 5.1159 2021-05-26 19:49:05,129 - mmaction - INFO - Epoch [4][2820/3757] lr: 5.000e-03, eta: 11:16:39, time: 0.962, data_time: 0.007, memory: 12750, top1_acc: 0.7516, top5_acc: 0.9258, loss_cls: 0.9396, loss: 0.9396, grad_norm: 4.8108 2021-05-26 19:49:23,091 - mmaction - INFO - Epoch [4][2840/3757] lr: 5.000e-03, eta: 11:16:16, time: 0.901, data_time: 0.006, memory: 12750, top1_acc: 0.7375, top5_acc: 0.9102, loss_cls: 1.0261, loss: 1.0261, grad_norm: 4.9852 2021-05-26 19:49:39,314 - mmaction - INFO - Epoch [4][2860/3757] lr: 5.000e-03, eta: 11:15:48, time: 0.810, data_time: 0.002, memory: 12750, top1_acc: 0.7180, top5_acc: 0.9016, loss_cls: 1.0743, loss: 1.0743, grad_norm: 5.1938 2021-05-26 19:49:57,657 - mmaction - INFO - Epoch [4][2880/3757] lr: 5.000e-03, eta: 11:15:26, time: 0.917, data_time: 0.005, memory: 12750, top1_acc: 0.7414, top5_acc: 0.9187, loss_cls: 0.9826, loss: 0.9826, grad_norm: 4.8849 2021-05-26 19:50:14,740 - mmaction - INFO - Epoch [4][2900/3757] lr: 5.000e-03, eta: 11:15:01, time: 0.856, data_time: 0.004, memory: 12750, top1_acc: 0.7352, top5_acc: 0.9117, loss_cls: 1.0197, loss: 1.0197, grad_norm: 5.4722 2021-05-26 19:50:30,889 - mmaction - INFO - Epoch [4][2920/3757] lr: 5.000e-03, eta: 11:14:33, time: 0.806, data_time: 0.003, memory: 12750, top1_acc: 0.7063, top5_acc: 0.9023, loss_cls: 1.0691, loss: 1.0691, grad_norm: 5.3401 2021-05-26 19:50:54,328 - mmaction - INFO - Epoch [4][2940/3757] lr: 5.000e-03, eta: 11:14:26, time: 1.172, data_time: 0.004, memory: 12750, top1_acc: 0.7328, top5_acc: 0.9234, loss_cls: 0.9759, loss: 0.9759, grad_norm: 4.8942 2021-05-26 19:51:10,224 - mmaction - INFO - Epoch [4][2960/3757] lr: 5.000e-03, eta: 11:13:57, time: 0.796, data_time: 0.005, memory: 12750, top1_acc: 0.7367, top5_acc: 0.9148, loss_cls: 0.9905, loss: 0.9905, grad_norm: 5.0323 2021-05-26 19:51:30,360 - mmaction - INFO - Epoch [4][2980/3757] lr: 5.000e-03, eta: 11:13:40, time: 1.001, data_time: 0.003, memory: 12750, top1_acc: 0.7312, top5_acc: 0.9117, loss_cls: 1.0196, loss: 1.0196, grad_norm: 4.9014 2021-05-26 19:51:46,474 - mmaction - INFO - Epoch [4][3000/3757] lr: 5.000e-03, eta: 11:13:12, time: 0.811, data_time: 0.008, memory: 12750, top1_acc: 0.7125, top5_acc: 0.8969, loss_cls: 1.1052, loss: 1.1052, grad_norm: 5.0228 2021-05-26 19:52:05,958 - mmaction - INFO - Epoch [4][3020/3757] lr: 5.000e-03, eta: 11:12:54, time: 0.974, data_time: 0.003, memory: 12750, top1_acc: 0.7219, top5_acc: 0.9094, loss_cls: 1.0405, loss: 1.0405, grad_norm: 5.0013 2021-05-26 19:52:24,246 - mmaction - INFO - Epoch [4][3040/3757] lr: 5.000e-03, eta: 11:12:32, time: 0.914, data_time: 0.003, memory: 12750, top1_acc: 0.7383, top5_acc: 0.9125, loss_cls: 0.9890, loss: 0.9890, grad_norm: 4.7926 2021-05-26 19:52:40,038 - mmaction - INFO - Epoch [4][3060/3757] lr: 5.000e-03, eta: 11:12:03, time: 0.792, data_time: 0.004, memory: 12750, top1_acc: 0.7297, top5_acc: 0.8969, loss_cls: 1.0523, loss: 1.0523, grad_norm: 4.9810 2021-05-26 19:52:55,929 - mmaction - INFO - Epoch [4][3080/3757] lr: 5.000e-03, eta: 11:11:34, time: 0.794, data_time: 0.004, memory: 12750, top1_acc: 0.7344, top5_acc: 0.9156, loss_cls: 1.0197, loss: 1.0197, grad_norm: 4.8959 2021-05-26 19:53:11,994 - mmaction - INFO - Epoch [4][3100/3757] lr: 5.000e-03, eta: 11:11:06, time: 0.804, data_time: 0.003, memory: 12750, top1_acc: 0.7266, top5_acc: 0.9187, loss_cls: 1.0177, loss: 1.0177, grad_norm: 5.0991 2021-05-26 19:53:29,601 - mmaction - INFO - Epoch [4][3120/3757] lr: 5.000e-03, eta: 11:10:42, time: 0.881, data_time: 0.002, memory: 12750, top1_acc: 0.7352, top5_acc: 0.9086, loss_cls: 1.0102, loss: 1.0102, grad_norm: 4.9536 2021-05-26 19:53:46,165 - mmaction - INFO - Epoch [4][3140/3757] lr: 5.000e-03, eta: 11:10:15, time: 0.828, data_time: 0.001, memory: 12750, top1_acc: 0.7195, top5_acc: 0.9109, loss_cls: 1.0444, loss: 1.0444, grad_norm: 4.9586 2021-05-26 19:54:02,524 - mmaction - INFO - Epoch [4][3160/3757] lr: 5.000e-03, eta: 11:09:48, time: 0.816, data_time: 0.005, memory: 12750, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 1.0612, loss: 1.0612, grad_norm: 5.0235 2021-05-26 19:54:23,311 - mmaction - INFO - Epoch [4][3180/3757] lr: 5.000e-03, eta: 11:09:33, time: 1.042, data_time: 0.007, memory: 12750, top1_acc: 0.7422, top5_acc: 0.9102, loss_cls: 1.0010, loss: 1.0010, grad_norm: 4.7676 2021-05-26 19:54:41,465 - mmaction - INFO - Epoch [4][3200/3757] lr: 5.000e-03, eta: 11:09:11, time: 0.904, data_time: 0.003, memory: 12750, top1_acc: 0.7312, top5_acc: 0.9094, loss_cls: 1.0246, loss: 1.0246, grad_norm: 4.9516 2021-05-26 19:54:58,213 - mmaction - INFO - Epoch [4][3220/3757] lr: 5.000e-03, eta: 11:08:45, time: 0.840, data_time: 0.009, memory: 12750, top1_acc: 0.7398, top5_acc: 0.9102, loss_cls: 1.0124, loss: 1.0124, grad_norm: 5.1661 2021-05-26 19:55:15,763 - mmaction - INFO - Epoch [4][3240/3757] lr: 5.000e-03, eta: 11:08:21, time: 0.878, data_time: 0.004, memory: 12750, top1_acc: 0.7250, top5_acc: 0.9117, loss_cls: 1.0672, loss: 1.0672, grad_norm: 5.1305 2021-05-26 19:55:33,438 - mmaction - INFO - Epoch [4][3260/3757] lr: 5.000e-03, eta: 11:07:58, time: 0.882, data_time: 0.003, memory: 12750, top1_acc: 0.7070, top5_acc: 0.8914, loss_cls: 1.1444, loss: 1.1444, grad_norm: 5.0418 2021-05-26 19:55:50,643 - mmaction - INFO - Epoch [4][3280/3757] lr: 5.000e-03, eta: 11:07:33, time: 0.862, data_time: 0.004, memory: 12750, top1_acc: 0.7422, top5_acc: 0.9211, loss_cls: 0.9801, loss: 0.9801, grad_norm: 4.7356 2021-05-26 19:56:08,511 - mmaction - INFO - Epoch [4][3300/3757] lr: 5.000e-03, eta: 11:07:10, time: 0.892, data_time: 0.004, memory: 12750, top1_acc: 0.7539, top5_acc: 0.9109, loss_cls: 0.9933, loss: 0.9933, grad_norm: 4.6865 2021-05-26 19:56:27,508 - mmaction - INFO - Epoch [4][3320/3757] lr: 5.000e-03, eta: 11:06:50, time: 0.949, data_time: 0.005, memory: 12750, top1_acc: 0.7375, top5_acc: 0.9039, loss_cls: 1.0589, loss: 1.0589, grad_norm: 4.8475 2021-05-26 19:56:44,623 - mmaction - INFO - Epoch [4][3340/3757] lr: 5.000e-03, eta: 11:06:26, time: 0.860, data_time: 0.005, memory: 12750, top1_acc: 0.7375, top5_acc: 0.9211, loss_cls: 0.9887, loss: 0.9887, grad_norm: 5.0540 2021-05-26 19:57:00,032 - mmaction - INFO - Epoch [4][3360/3757] lr: 5.000e-03, eta: 11:05:56, time: 0.769, data_time: 0.001, memory: 12750, top1_acc: 0.7219, top5_acc: 0.8961, loss_cls: 1.0612, loss: 1.0612, grad_norm: 4.9986 2021-05-26 19:57:18,515 - mmaction - INFO - Epoch [4][3380/3757] lr: 5.000e-03, eta: 11:05:34, time: 0.923, data_time: 0.002, memory: 12750, top1_acc: 0.7273, top5_acc: 0.9000, loss_cls: 1.0412, loss: 1.0412, grad_norm: 4.9920 2021-05-26 19:57:34,233 - mmaction - INFO - Epoch [4][3400/3757] lr: 5.000e-03, eta: 11:05:06, time: 0.788, data_time: 0.004, memory: 12750, top1_acc: 0.7344, top5_acc: 0.9008, loss_cls: 1.0798, loss: 1.0798, grad_norm: 5.1606 2021-05-26 19:57:50,161 - mmaction - INFO - Epoch [4][3420/3757] lr: 5.000e-03, eta: 11:04:37, time: 0.795, data_time: 0.002, memory: 12750, top1_acc: 0.7422, top5_acc: 0.9109, loss_cls: 0.9747, loss: 0.9747, grad_norm: 4.8267 2021-05-26 19:58:06,212 - mmaction - INFO - Epoch [4][3440/3757] lr: 5.000e-03, eta: 11:04:09, time: 0.804, data_time: 0.006, memory: 12750, top1_acc: 0.7273, top5_acc: 0.9133, loss_cls: 1.0333, loss: 1.0333, grad_norm: 5.0126 2021-05-26 19:58:24,075 - mmaction - INFO - Epoch [4][3460/3757] lr: 5.000e-03, eta: 11:03:47, time: 0.892, data_time: 0.003, memory: 12750, top1_acc: 0.7406, top5_acc: 0.9258, loss_cls: 0.9388, loss: 0.9388, grad_norm: 4.7661 2021-05-26 19:58:41,308 - mmaction - INFO - Epoch [4][3480/3757] lr: 5.000e-03, eta: 11:03:22, time: 0.861, data_time: 0.004, memory: 12750, top1_acc: 0.7125, top5_acc: 0.8984, loss_cls: 1.1016, loss: 1.1016, grad_norm: 5.3075 2021-05-26 19:58:58,703 - mmaction - INFO - Epoch [4][3500/3757] lr: 5.000e-03, eta: 11:02:58, time: 0.870, data_time: 0.003, memory: 12750, top1_acc: 0.7461, top5_acc: 0.9187, loss_cls: 0.9780, loss: 0.9780, grad_norm: 5.5509 2021-05-26 19:59:15,951 - mmaction - INFO - Epoch [4][3520/3757] lr: 5.000e-03, eta: 11:02:34, time: 0.859, data_time: 0.002, memory: 12750, top1_acc: 0.7250, top5_acc: 0.9195, loss_cls: 1.0170, loss: 1.0170, grad_norm: 5.0947 2021-05-26 19:59:32,479 - mmaction - INFO - Epoch [4][3540/3757] lr: 5.000e-03, eta: 11:02:07, time: 0.830, data_time: 0.011, memory: 12750, top1_acc: 0.7125, top5_acc: 0.9055, loss_cls: 1.0716, loss: 1.0716, grad_norm: 5.1290 2021-05-26 19:59:49,383 - mmaction - INFO - Epoch [4][3560/3757] lr: 5.000e-03, eta: 11:01:42, time: 0.843, data_time: 0.002, memory: 12750, top1_acc: 0.7469, top5_acc: 0.9148, loss_cls: 0.9878, loss: 0.9878, grad_norm: 4.8738 2021-05-26 20:00:06,635 - mmaction - INFO - Epoch [4][3580/3757] lr: 5.000e-03, eta: 11:01:18, time: 0.864, data_time: 0.005, memory: 12750, top1_acc: 0.7367, top5_acc: 0.9094, loss_cls: 1.0234, loss: 1.0234, grad_norm: 4.9717 2021-05-26 20:00:22,197 - mmaction - INFO - Epoch [4][3600/3757] lr: 5.000e-03, eta: 11:00:49, time: 0.778, data_time: 0.003, memory: 12750, top1_acc: 0.7344, top5_acc: 0.9187, loss_cls: 0.9921, loss: 0.9921, grad_norm: 5.0973 2021-05-26 20:00:39,574 - mmaction - INFO - Epoch [4][3620/3757] lr: 5.000e-03, eta: 11:00:24, time: 0.864, data_time: 0.002, memory: 12750, top1_acc: 0.7359, top5_acc: 0.9062, loss_cls: 1.0175, loss: 1.0175, grad_norm: 4.9446 2021-05-26 20:00:56,723 - mmaction - INFO - Epoch [4][3640/3757] lr: 5.000e-03, eta: 11:00:00, time: 0.858, data_time: 0.008, memory: 12750, top1_acc: 0.7578, top5_acc: 0.9187, loss_cls: 0.9298, loss: 0.9298, grad_norm: 4.7818 2021-05-26 20:01:14,792 - mmaction - INFO - Epoch [4][3660/3757] lr: 5.000e-03, eta: 10:59:38, time: 0.905, data_time: 0.007, memory: 12750, top1_acc: 0.7289, top5_acc: 0.8984, loss_cls: 1.0971, loss: 1.0971, grad_norm: 5.0159 2021-05-26 20:01:30,214 - mmaction - INFO - Epoch [4][3680/3757] lr: 5.000e-03, eta: 10:59:09, time: 0.773, data_time: 0.004, memory: 12750, top1_acc: 0.7375, top5_acc: 0.9187, loss_cls: 0.9802, loss: 0.9802, grad_norm: 4.9758 2021-05-26 20:01:45,544 - mmaction - INFO - Epoch [4][3700/3757] lr: 5.000e-03, eta: 10:58:39, time: 0.764, data_time: 0.003, memory: 12750, top1_acc: 0.7422, top5_acc: 0.9133, loss_cls: 0.9855, loss: 0.9855, grad_norm: 4.8059 2021-05-26 20:02:03,174 - mmaction - INFO - Epoch [4][3720/3757] lr: 5.000e-03, eta: 10:58:16, time: 0.883, data_time: 0.005, memory: 12750, top1_acc: 0.7305, top5_acc: 0.9078, loss_cls: 1.0326, loss: 1.0326, grad_norm: 4.8697 2021-05-26 20:02:20,999 - mmaction - INFO - Epoch [4][3740/3757] lr: 5.000e-03, eta: 10:57:53, time: 0.890, data_time: 0.005, memory: 12750, top1_acc: 0.7250, top5_acc: 0.8992, loss_cls: 1.1135, loss: 1.1135, grad_norm: 4.9232 2021-05-26 20:02:47,014 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-05-26 20:10:44,104 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-26 20:10:45,067 - mmaction - INFO - top1_acc 0.7231 top5_acc 0.9068 2021-05-26 20:10:45,067 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-26 20:10:45,146 - mmaction - INFO - mean_acc 0.7229 2021-05-26 20:10:46,614 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2021-05-26 20:10:46,614 - mmaction - INFO - Best top1_acc is 0.7231 at 4 epoch. 2021-05-26 20:10:46,623 - mmaction - INFO - Epoch(val) [4][3757] top1_acc: 0.7231, top5_acc: 0.9068, mean_class_accuracy: 0.7229 2021-05-26 20:14:47,819 - mmaction - INFO - Epoch [5][20/3757] lr: 5.000e-03, eta: 11:06:43, time: 12.054, data_time: 11.099, memory: 12750, top1_acc: 0.7664, top5_acc: 0.9328, loss_cls: 0.8821, loss: 0.8821, grad_norm: 4.5636 2021-05-26 20:15:07,714 - mmaction - INFO - Epoch [5][40/3757] lr: 5.000e-03, eta: 11:06:25, time: 0.999, data_time: 0.014, memory: 12750, top1_acc: 0.7555, top5_acc: 0.9219, loss_cls: 0.9262, loss: 0.9262, grad_norm: 4.9520 2021-05-26 20:15:25,035 - mmaction - INFO - Epoch [5][60/3757] lr: 5.000e-03, eta: 11:06:00, time: 0.863, data_time: 0.003, memory: 12750, top1_acc: 0.7477, top5_acc: 0.9156, loss_cls: 0.9405, loss: 0.9405, grad_norm: 4.9495 2021-05-26 20:15:42,165 - mmaction - INFO - Epoch [5][80/3757] lr: 5.000e-03, eta: 11:05:35, time: 0.861, data_time: 0.006, memory: 12750, top1_acc: 0.7547, top5_acc: 0.9289, loss_cls: 0.9213, loss: 0.9213, grad_norm: 4.9648 2021-05-26 20:15:59,407 - mmaction - INFO - Epoch [5][100/3757] lr: 5.000e-03, eta: 11:05:10, time: 0.862, data_time: 0.003, memory: 12750, top1_acc: 0.7750, top5_acc: 0.9367, loss_cls: 0.8889, loss: 0.8889, grad_norm: 4.6388 2021-05-26 20:16:16,314 - mmaction - INFO - Epoch [5][120/3757] lr: 5.000e-03, eta: 11:04:43, time: 0.835, data_time: 0.005, memory: 12750, top1_acc: 0.7617, top5_acc: 0.9273, loss_cls: 0.9120, loss: 0.9120, grad_norm: 4.6829 2021-05-26 20:16:34,606 - mmaction - INFO - Epoch [5][140/3757] lr: 5.000e-03, eta: 11:04:21, time: 0.921, data_time: 0.013, memory: 12750, top1_acc: 0.7469, top5_acc: 0.9250, loss_cls: 0.9201, loss: 0.9201, grad_norm: 4.8400 2021-05-26 20:16:53,627 - mmaction - INFO - Epoch [5][160/3757] lr: 5.000e-03, eta: 11:04:01, time: 0.947, data_time: 0.006, memory: 12750, top1_acc: 0.7672, top5_acc: 0.9305, loss_cls: 0.8568, loss: 0.8568, grad_norm: 4.5887 2021-05-26 20:17:11,138 - mmaction - INFO - Epoch [5][180/3757] lr: 5.000e-03, eta: 11:03:37, time: 0.882, data_time: 0.011, memory: 12750, top1_acc: 0.7672, top5_acc: 0.9352, loss_cls: 0.8593, loss: 0.8593, grad_norm: 4.4739 2021-05-26 20:17:28,063 - mmaction - INFO - Epoch [5][200/3757] lr: 5.000e-03, eta: 11:03:11, time: 0.846, data_time: 0.003, memory: 12750, top1_acc: 0.7555, top5_acc: 0.9242, loss_cls: 0.9289, loss: 0.9289, grad_norm: 4.6379 2021-05-26 20:17:45,358 - mmaction - INFO - Epoch [5][220/3757] lr: 5.000e-03, eta: 11:02:46, time: 0.866, data_time: 0.004, memory: 12750, top1_acc: 0.7266, top5_acc: 0.9117, loss_cls: 1.0056, loss: 1.0056, grad_norm: 5.1766 2021-05-26 20:18:02,756 - mmaction - INFO - Epoch [5][240/3757] lr: 5.000e-03, eta: 11:02:21, time: 0.867, data_time: 0.003, memory: 12750, top1_acc: 0.7523, top5_acc: 0.9266, loss_cls: 0.9339, loss: 0.9339, grad_norm: 5.0545 2021-05-26 20:18:19,743 - mmaction - INFO - Epoch [5][260/3757] lr: 5.000e-03, eta: 11:01:56, time: 0.852, data_time: 0.005, memory: 12750, top1_acc: 0.7547, top5_acc: 0.9125, loss_cls: 0.9952, loss: 0.9952, grad_norm: 4.8464 2021-05-26 20:18:35,461 - mmaction - INFO - Epoch [5][280/3757] lr: 5.000e-03, eta: 11:01:27, time: 0.786, data_time: 0.003, memory: 12750, top1_acc: 0.7703, top5_acc: 0.9289, loss_cls: 0.8843, loss: 0.8843, grad_norm: 4.8404 2021-05-26 20:18:52,081 - mmaction - INFO - Epoch [5][300/3757] lr: 5.000e-03, eta: 11:01:00, time: 0.829, data_time: 0.003, memory: 12750, top1_acc: 0.7680, top5_acc: 0.9234, loss_cls: 0.8684, loss: 0.8684, grad_norm: 4.9542 2021-05-26 20:19:08,817 - mmaction - INFO - Epoch [5][320/3757] lr: 5.000e-03, eta: 11:00:34, time: 0.837, data_time: 0.006, memory: 12750, top1_acc: 0.7586, top5_acc: 0.9219, loss_cls: 0.9387, loss: 0.9387, grad_norm: 4.7127 2021-05-26 20:19:25,942 - mmaction - INFO - Epoch [5][340/3757] lr: 5.000e-03, eta: 11:00:08, time: 0.857, data_time: 0.006, memory: 12750, top1_acc: 0.7555, top5_acc: 0.9156, loss_cls: 0.9457, loss: 0.9457, grad_norm: 4.8152 2021-05-26 20:19:41,479 - mmaction - INFO - Epoch [5][360/3757] lr: 5.000e-03, eta: 10:59:39, time: 0.778, data_time: 0.003, memory: 12750, top1_acc: 0.7617, top5_acc: 0.9234, loss_cls: 0.9011, loss: 0.9011, grad_norm: 4.9581 2021-05-26 20:19:57,870 - mmaction - INFO - Epoch [5][380/3757] lr: 5.000e-03, eta: 10:59:12, time: 0.818, data_time: 0.003, memory: 12750, top1_acc: 0.7367, top5_acc: 0.9258, loss_cls: 0.9387, loss: 0.9387, grad_norm: 5.0045 2021-05-26 20:20:15,256 - mmaction - INFO - Epoch [5][400/3757] lr: 5.000e-03, eta: 10:58:47, time: 0.871, data_time: 0.004, memory: 12750, top1_acc: 0.7523, top5_acc: 0.9211, loss_cls: 0.9472, loss: 0.9472, grad_norm: 4.9048 2021-05-26 20:20:33,336 - mmaction - INFO - Epoch [5][420/3757] lr: 5.000e-03, eta: 10:58:25, time: 0.903, data_time: 0.004, memory: 12750, top1_acc: 0.7508, top5_acc: 0.9156, loss_cls: 0.9281, loss: 0.9281, grad_norm: 4.9815 2021-05-26 20:20:50,629 - mmaction - INFO - Epoch [5][440/3757] lr: 5.000e-03, eta: 10:58:00, time: 0.867, data_time: 0.003, memory: 12750, top1_acc: 0.7672, top5_acc: 0.9258, loss_cls: 0.8807, loss: 0.8807, grad_norm: 4.7374 2021-05-26 20:21:07,377 - mmaction - INFO - Epoch [5][460/3757] lr: 5.000e-03, eta: 10:57:34, time: 0.835, data_time: 0.002, memory: 12750, top1_acc: 0.7586, top5_acc: 0.9273, loss_cls: 0.9385, loss: 0.9385, grad_norm: 4.8226 2021-05-26 20:21:25,178 - mmaction - INFO - Epoch [5][480/3757] lr: 5.000e-03, eta: 10:57:11, time: 0.888, data_time: 0.003, memory: 12750, top1_acc: 0.7492, top5_acc: 0.9125, loss_cls: 0.9545, loss: 0.9545, grad_norm: 4.7903 2021-05-26 20:21:40,699 - mmaction - INFO - Epoch [5][500/3757] lr: 5.000e-03, eta: 10:56:42, time: 0.778, data_time: 0.005, memory: 12750, top1_acc: 0.7703, top5_acc: 0.9273, loss_cls: 0.9001, loss: 0.9001, grad_norm: 4.8579 2021-05-26 20:21:57,123 - mmaction - INFO - Epoch [5][520/3757] lr: 5.000e-03, eta: 10:56:14, time: 0.818, data_time: 0.003, memory: 12750, top1_acc: 0.7211, top5_acc: 0.9141, loss_cls: 0.9823, loss: 0.9823, grad_norm: 4.9183 2021-05-26 20:22:15,367 - mmaction - INFO - Epoch [5][540/3757] lr: 5.000e-03, eta: 10:55:53, time: 0.916, data_time: 0.007, memory: 12750, top1_acc: 0.7438, top5_acc: 0.9281, loss_cls: 0.9453, loss: 0.9453, grad_norm: 4.9811 2021-05-26 20:22:31,042 - mmaction - INFO - Epoch [5][560/3757] lr: 5.000e-03, eta: 10:55:24, time: 0.781, data_time: 0.002, memory: 12750, top1_acc: 0.7617, top5_acc: 0.9242, loss_cls: 0.9104, loss: 0.9104, grad_norm: 4.7188 2021-05-26 20:22:46,335 - mmaction - INFO - Epoch [5][580/3757] lr: 5.000e-03, eta: 10:54:54, time: 0.768, data_time: 0.005, memory: 12750, top1_acc: 0.7750, top5_acc: 0.9266, loss_cls: 0.8932, loss: 0.8932, grad_norm: 4.3854 2021-05-26 20:23:04,327 - mmaction - INFO - Epoch [5][600/3757] lr: 5.000e-03, eta: 10:54:31, time: 0.896, data_time: 0.002, memory: 12750, top1_acc: 0.7617, top5_acc: 0.9281, loss_cls: 0.8949, loss: 0.8949, grad_norm: 4.5681 2021-05-26 20:23:21,992 - mmaction - INFO - Epoch [5][620/3757] lr: 5.000e-03, eta: 10:54:08, time: 0.886, data_time: 0.005, memory: 12750, top1_acc: 0.7594, top5_acc: 0.9195, loss_cls: 0.9471, loss: 0.9471, grad_norm: 5.0363 2021-05-26 20:23:38,997 - mmaction - INFO - Epoch [5][640/3757] lr: 5.000e-03, eta: 10:53:43, time: 0.850, data_time: 0.002, memory: 12750, top1_acc: 0.7648, top5_acc: 0.9320, loss_cls: 0.9135, loss: 0.9135, grad_norm: 4.8197 2021-05-26 20:23:56,178 - mmaction - INFO - Epoch [5][660/3757] lr: 5.000e-03, eta: 10:53:18, time: 0.855, data_time: 0.002, memory: 12750, top1_acc: 0.7492, top5_acc: 0.9164, loss_cls: 0.9634, loss: 0.9634, grad_norm: 4.9546 2021-05-26 20:24:14,414 - mmaction - INFO - Epoch [5][680/3757] lr: 5.000e-03, eta: 10:52:56, time: 0.914, data_time: 0.007, memory: 12750, top1_acc: 0.7984, top5_acc: 0.9344, loss_cls: 0.7950, loss: 0.7950, grad_norm: 4.5080 2021-05-26 20:24:32,745 - mmaction - INFO - Epoch [5][700/3757] lr: 5.000e-03, eta: 10:52:34, time: 0.916, data_time: 0.005, memory: 12750, top1_acc: 0.7656, top5_acc: 0.9320, loss_cls: 0.8796, loss: 0.8796, grad_norm: 4.7714 2021-05-26 20:24:49,787 - mmaction - INFO - Epoch [5][720/3757] lr: 5.000e-03, eta: 10:52:09, time: 0.854, data_time: 0.005, memory: 12750, top1_acc: 0.7734, top5_acc: 0.9203, loss_cls: 0.9227, loss: 0.9227, grad_norm: 4.5433 2021-05-26 20:25:06,043 - mmaction - INFO - Epoch [5][740/3757] lr: 5.000e-03, eta: 10:51:42, time: 0.814, data_time: 0.004, memory: 12750, top1_acc: 0.7656, top5_acc: 0.9328, loss_cls: 0.8804, loss: 0.8804, grad_norm: 4.7968 2021-05-26 20:25:22,529 - mmaction - INFO - Epoch [5][760/3757] lr: 5.000e-03, eta: 10:51:16, time: 0.819, data_time: 0.003, memory: 12750, top1_acc: 0.7523, top5_acc: 0.9258, loss_cls: 0.9438, loss: 0.9438, grad_norm: 4.8068 2021-05-26 20:25:38,945 - mmaction - INFO - Epoch [5][780/3757] lr: 5.000e-03, eta: 10:50:49, time: 0.826, data_time: 0.011, memory: 12750, top1_acc: 0.7617, top5_acc: 0.9227, loss_cls: 0.9104, loss: 0.9104, grad_norm: 4.6308 2021-05-26 20:25:55,795 - mmaction - INFO - Epoch [5][800/3757] lr: 5.000e-03, eta: 10:50:24, time: 0.840, data_time: 0.002, memory: 12750, top1_acc: 0.7688, top5_acc: 0.9289, loss_cls: 0.9017, loss: 0.9017, grad_norm: 4.7086 2021-05-26 20:26:14,973 - mmaction - INFO - Epoch [5][820/3757] lr: 5.000e-03, eta: 10:50:04, time: 0.957, data_time: 0.005, memory: 12750, top1_acc: 0.7703, top5_acc: 0.9320, loss_cls: 0.8663, loss: 0.8663, grad_norm: 4.7622 2021-05-26 20:26:32,899 - mmaction - INFO - Epoch [5][840/3757] lr: 5.000e-03, eta: 10:49:42, time: 0.897, data_time: 0.007, memory: 12750, top1_acc: 0.7688, top5_acc: 0.9281, loss_cls: 0.8719, loss: 0.8719, grad_norm: 4.6751 2021-05-26 20:26:50,451 - mmaction - INFO - Epoch [5][860/3757] lr: 5.000e-03, eta: 10:49:18, time: 0.880, data_time: 0.006, memory: 12750, top1_acc: 0.7641, top5_acc: 0.9211, loss_cls: 0.9240, loss: 0.9240, grad_norm: 4.8584 2021-05-26 20:27:07,382 - mmaction - INFO - Epoch [5][880/3757] lr: 5.000e-03, eta: 10:48:53, time: 0.847, data_time: 0.004, memory: 12750, top1_acc: 0.7508, top5_acc: 0.9289, loss_cls: 0.9234, loss: 0.9234, grad_norm: 4.8474 2021-05-26 20:27:26,081 - mmaction - INFO - Epoch [5][900/3757] lr: 5.000e-03, eta: 10:48:32, time: 0.933, data_time: 0.003, memory: 12750, top1_acc: 0.7516, top5_acc: 0.9313, loss_cls: 0.9074, loss: 0.9074, grad_norm: 4.9820 2021-05-26 20:27:43,674 - mmaction - INFO - Epoch [5][920/3757] lr: 5.000e-03, eta: 10:48:09, time: 0.882, data_time: 0.006, memory: 12750, top1_acc: 0.7539, top5_acc: 0.9227, loss_cls: 0.9489, loss: 0.9489, grad_norm: 5.0078 2021-05-26 20:28:06,190 - mmaction - INFO - Epoch [5][940/3757] lr: 5.000e-03, eta: 10:47:57, time: 1.117, data_time: 0.002, memory: 12750, top1_acc: 0.7438, top5_acc: 0.9234, loss_cls: 0.9342, loss: 0.9342, grad_norm: 4.8725 2021-05-26 20:28:21,996 - mmaction - INFO - Epoch [5][960/3757] lr: 5.000e-03, eta: 10:47:30, time: 0.798, data_time: 0.011, memory: 12750, top1_acc: 0.7680, top5_acc: 0.9305, loss_cls: 0.9012, loss: 0.9012, grad_norm: 4.7688 2021-05-26 20:28:37,973 - mmaction - INFO - Epoch [5][980/3757] lr: 5.000e-03, eta: 10:47:02, time: 0.796, data_time: 0.003, memory: 12750, top1_acc: 0.7672, top5_acc: 0.9211, loss_cls: 0.9151, loss: 0.9151, grad_norm: 4.6977 2021-05-26 20:28:56,196 - mmaction - INFO - Epoch [5][1000/3757] lr: 5.000e-03, eta: 10:46:41, time: 0.914, data_time: 0.005, memory: 12750, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.8758, loss: 0.8758, grad_norm: 4.6575 2021-05-26 20:29:14,303 - mmaction - INFO - Epoch [5][1020/3757] lr: 5.000e-03, eta: 10:46:19, time: 0.906, data_time: 0.003, memory: 12750, top1_acc: 0.7523, top5_acc: 0.9234, loss_cls: 0.9172, loss: 0.9172, grad_norm: 5.0672 2021-05-26 20:29:31,016 - mmaction - INFO - Epoch [5][1040/3757] lr: 5.000e-03, eta: 10:45:53, time: 0.835, data_time: 0.002, memory: 12750, top1_acc: 0.7469, top5_acc: 0.9242, loss_cls: 0.9575, loss: 0.9575, grad_norm: 5.0581 2021-05-26 20:29:48,879 - mmaction - INFO - Epoch [5][1060/3757] lr: 5.000e-03, eta: 10:45:30, time: 0.892, data_time: 0.002, memory: 12750, top1_acc: 0.7633, top5_acc: 0.9281, loss_cls: 0.9044, loss: 0.9044, grad_norm: 4.7714 2021-05-26 20:30:05,973 - mmaction - INFO - Epoch [5][1080/3757] lr: 5.000e-03, eta: 10:45:06, time: 0.854, data_time: 0.004, memory: 12750, top1_acc: 0.7484, top5_acc: 0.9148, loss_cls: 0.9256, loss: 0.9256, grad_norm: 5.0998 2021-05-26 20:30:28,131 - mmaction - INFO - Epoch [5][1100/3757] lr: 5.000e-03, eta: 10:44:54, time: 1.105, data_time: 0.005, memory: 12750, top1_acc: 0.7633, top5_acc: 0.9227, loss_cls: 0.8987, loss: 0.8987, grad_norm: 4.7536 2021-05-26 20:30:47,193 - mmaction - INFO - Epoch [5][1120/3757] lr: 5.000e-03, eta: 10:44:34, time: 0.953, data_time: 0.006, memory: 12750, top1_acc: 0.7398, top5_acc: 0.9008, loss_cls: 1.0171, loss: 1.0171, grad_norm: 4.9783 2021-05-26 20:31:06,755 - mmaction - INFO - Epoch [5][1140/3757] lr: 5.000e-03, eta: 10:44:15, time: 0.977, data_time: 0.006, memory: 12750, top1_acc: 0.7719, top5_acc: 0.9320, loss_cls: 0.8853, loss: 0.8853, grad_norm: 4.7646 2021-05-26 20:31:23,774 - mmaction - INFO - Epoch [5][1160/3757] lr: 5.000e-03, eta: 10:43:51, time: 0.856, data_time: 0.007, memory: 12750, top1_acc: 0.7586, top5_acc: 0.9219, loss_cls: 0.9230, loss: 0.9230, grad_norm: 4.8312 2021-05-26 20:31:41,201 - mmaction - INFO - Epoch [5][1180/3757] lr: 5.000e-03, eta: 10:43:27, time: 0.869, data_time: 0.003, memory: 12750, top1_acc: 0.7500, top5_acc: 0.9148, loss_cls: 0.9609, loss: 0.9609, grad_norm: 4.8921 2021-05-26 20:32:04,577 - mmaction - INFO - Epoch [5][1200/3757] lr: 5.000e-03, eta: 10:43:18, time: 1.167, data_time: 0.005, memory: 12750, top1_acc: 0.7641, top5_acc: 0.9328, loss_cls: 0.8626, loss: 0.8626, grad_norm: 4.7676 2021-05-26 20:32:19,977 - mmaction - INFO - Epoch [5][1220/3757] lr: 5.000e-03, eta: 10:42:49, time: 0.774, data_time: 0.008, memory: 12750, top1_acc: 0.7469, top5_acc: 0.9195, loss_cls: 0.9423, loss: 0.9423, grad_norm: 4.9065 2021-05-26 20:32:41,315 - mmaction - INFO - Epoch [5][1240/3757] lr: 5.000e-03, eta: 10:42:33, time: 1.025, data_time: 0.002, memory: 12750, top1_acc: 0.7516, top5_acc: 0.9187, loss_cls: 0.9400, loss: 0.9400, grad_norm: 4.8020 2021-05-26 20:33:02,463 - mmaction - INFO - Epoch [5][1260/3757] lr: 5.000e-03, eta: 10:42:21, time: 1.098, data_time: 0.048, memory: 12750, top1_acc: 0.7844, top5_acc: 0.9273, loss_cls: 0.8657, loss: 0.8657, grad_norm: 4.5154 2021-05-26 20:33:23,650 - mmaction - INFO - Epoch [5][1280/3757] lr: 5.000e-03, eta: 10:42:06, time: 1.054, data_time: 0.004, memory: 12750, top1_acc: 0.7859, top5_acc: 0.9313, loss_cls: 0.8505, loss: 0.8505, grad_norm: 4.7695 2021-05-26 20:33:40,790 - mmaction - INFO - Epoch [5][1300/3757] lr: 5.000e-03, eta: 10:41:42, time: 0.864, data_time: 0.008, memory: 12750, top1_acc: 0.7602, top5_acc: 0.9359, loss_cls: 0.9030, loss: 0.9030, grad_norm: 4.9755 2021-05-26 20:34:01,099 - mmaction - INFO - Epoch [5][1320/3757] lr: 5.000e-03, eta: 10:41:25, time: 1.012, data_time: 0.002, memory: 12750, top1_acc: 0.7688, top5_acc: 0.9258, loss_cls: 0.9179, loss: 0.9179, grad_norm: 4.7887 2021-05-26 20:34:16,560 - mmaction - INFO - Epoch [5][1340/3757] lr: 5.000e-03, eta: 10:40:57, time: 0.776, data_time: 0.006, memory: 12750, top1_acc: 0.7484, top5_acc: 0.9328, loss_cls: 0.9005, loss: 0.9005, grad_norm: 4.7653 2021-05-26 20:34:36,445 - mmaction - INFO - Epoch [5][1360/3757] lr: 5.000e-03, eta: 10:40:39, time: 0.990, data_time: 0.008, memory: 12750, top1_acc: 0.7578, top5_acc: 0.9250, loss_cls: 0.9188, loss: 0.9188, grad_norm: 4.8306 2021-05-26 20:34:58,576 - mmaction - INFO - Epoch [5][1380/3757] lr: 5.000e-03, eta: 10:40:27, time: 1.110, data_time: 0.008, memory: 12750, top1_acc: 0.7461, top5_acc: 0.9219, loss_cls: 0.9337, loss: 0.9337, grad_norm: 4.9129 2021-05-26 20:35:17,050 - mmaction - INFO - Epoch [5][1400/3757] lr: 5.000e-03, eta: 10:40:06, time: 0.925, data_time: 0.007, memory: 12750, top1_acc: 0.7531, top5_acc: 0.9141, loss_cls: 0.9639, loss: 0.9639, grad_norm: 5.1821 2021-05-26 20:35:32,769 - mmaction - INFO - Epoch [5][1420/3757] lr: 5.000e-03, eta: 10:39:38, time: 0.786, data_time: 0.006, memory: 12750, top1_acc: 0.7562, top5_acc: 0.9328, loss_cls: 0.9101, loss: 0.9101, grad_norm: 4.8702 2021-05-26 20:35:50,411 - mmaction - INFO - Epoch [5][1440/3757] lr: 5.000e-03, eta: 10:39:15, time: 0.881, data_time: 0.003, memory: 12750, top1_acc: 0.7547, top5_acc: 0.9195, loss_cls: 0.9606, loss: 0.9606, grad_norm: 4.9899 2021-05-26 20:36:09,401 - mmaction - INFO - Epoch [5][1460/3757] lr: 5.000e-03, eta: 10:38:55, time: 0.940, data_time: 0.005, memory: 12750, top1_acc: 0.7641, top5_acc: 0.9187, loss_cls: 0.9372, loss: 0.9372, grad_norm: 4.8324 2021-05-26 20:36:26,587 - mmaction - INFO - Epoch [5][1480/3757] lr: 5.000e-03, eta: 10:38:31, time: 0.868, data_time: 0.013, memory: 12750, top1_acc: 0.7586, top5_acc: 0.9211, loss_cls: 0.9414, loss: 0.9414, grad_norm: 5.1878 2021-05-26 20:36:42,647 - mmaction - INFO - Epoch [5][1500/3757] lr: 5.000e-03, eta: 10:38:04, time: 0.805, data_time: 0.004, memory: 12750, top1_acc: 0.7656, top5_acc: 0.9289, loss_cls: 0.9046, loss: 0.9046, grad_norm: 4.8001 2021-05-26 20:36:58,905 - mmaction - INFO - Epoch [5][1520/3757] lr: 5.000e-03, eta: 10:37:38, time: 0.813, data_time: 0.002, memory: 12750, top1_acc: 0.7555, top5_acc: 0.9289, loss_cls: 0.9097, loss: 0.9097, grad_norm: 4.8781 2021-05-26 20:37:17,524 - mmaction - INFO - Epoch [5][1540/3757] lr: 5.000e-03, eta: 10:37:17, time: 0.927, data_time: 0.002, memory: 12750, top1_acc: 0.7477, top5_acc: 0.9148, loss_cls: 0.9804, loss: 0.9804, grad_norm: 5.1367 2021-05-26 20:37:37,245 - mmaction - INFO - Epoch [5][1560/3757] lr: 5.000e-03, eta: 10:36:59, time: 0.984, data_time: 0.006, memory: 12750, top1_acc: 0.7430, top5_acc: 0.9195, loss_cls: 0.9566, loss: 0.9566, grad_norm: 5.1327 2021-05-26 20:37:55,265 - mmaction - INFO - Epoch [5][1580/3757] lr: 5.000e-03, eta: 10:36:37, time: 0.906, data_time: 0.008, memory: 12750, top1_acc: 0.7672, top5_acc: 0.9234, loss_cls: 0.8807, loss: 0.8807, grad_norm: 4.8893 2021-05-26 20:38:14,272 - mmaction - INFO - Epoch [5][1600/3757] lr: 5.000e-03, eta: 10:36:17, time: 0.947, data_time: 0.003, memory: 12750, top1_acc: 0.7352, top5_acc: 0.9273, loss_cls: 0.9200, loss: 0.9200, grad_norm: 5.1855 2021-05-26 20:38:32,737 - mmaction - INFO - Epoch [5][1620/3757] lr: 5.000e-03, eta: 10:35:56, time: 0.926, data_time: 0.006, memory: 12750, top1_acc: 0.7453, top5_acc: 0.9258, loss_cls: 0.9538, loss: 0.9538, grad_norm: 5.1037 2021-05-26 20:38:48,894 - mmaction - INFO - Epoch [5][1640/3757] lr: 5.000e-03, eta: 10:35:30, time: 0.808, data_time: 0.004, memory: 12750, top1_acc: 0.7594, top5_acc: 0.9359, loss_cls: 0.8934, loss: 0.8934, grad_norm: 4.8295 2021-05-26 20:39:05,350 - mmaction - INFO - Epoch [5][1660/3757] lr: 5.000e-03, eta: 10:35:03, time: 0.797, data_time: 0.003, memory: 12750, top1_acc: 0.7703, top5_acc: 0.9305, loss_cls: 0.8664, loss: 0.8664, grad_norm: 4.7920 2021-05-26 20:39:23,345 - mmaction - INFO - Epoch [5][1680/3757] lr: 5.000e-03, eta: 10:34:42, time: 0.926, data_time: 0.028, memory: 12750, top1_acc: 0.7492, top5_acc: 0.9187, loss_cls: 0.9139, loss: 0.9139, grad_norm: 5.0612 2021-05-26 20:39:40,134 - mmaction - INFO - Epoch [5][1700/3757] lr: 5.000e-03, eta: 10:34:17, time: 0.828, data_time: 0.002, memory: 12750, top1_acc: 0.7422, top5_acc: 0.9250, loss_cls: 0.9692, loss: 0.9692, grad_norm: 5.2425 2021-05-26 20:39:57,281 - mmaction - INFO - Epoch [5][1720/3757] lr: 5.000e-03, eta: 10:33:53, time: 0.869, data_time: 0.013, memory: 12750, top1_acc: 0.7641, top5_acc: 0.9195, loss_cls: 0.9152, loss: 0.9152, grad_norm: 4.8796 2021-05-26 20:40:16,475 - mmaction - INFO - Epoch [5][1740/3757] lr: 5.000e-03, eta: 10:33:34, time: 0.957, data_time: 0.002, memory: 12750, top1_acc: 0.7609, top5_acc: 0.9297, loss_cls: 0.9320, loss: 0.9320, grad_norm: 5.1208 2021-05-26 20:40:32,635 - mmaction - INFO - Epoch [5][1760/3757] lr: 5.000e-03, eta: 10:33:07, time: 0.808, data_time: 0.006, memory: 12750, top1_acc: 0.7594, top5_acc: 0.9195, loss_cls: 0.9075, loss: 0.9075, grad_norm: 5.0324 2021-05-26 20:40:48,814 - mmaction - INFO - Epoch [5][1780/3757] lr: 5.000e-03, eta: 10:32:41, time: 0.811, data_time: 0.006, memory: 12750, top1_acc: 0.7688, top5_acc: 0.9336, loss_cls: 0.8837, loss: 0.8837, grad_norm: 4.7604 2021-05-26 20:41:05,610 - mmaction - INFO - Epoch [5][1800/3757] lr: 5.000e-03, eta: 10:32:16, time: 0.839, data_time: 0.002, memory: 12750, top1_acc: 0.7461, top5_acc: 0.9125, loss_cls: 0.9884, loss: 0.9884, grad_norm: 5.2838 2021-05-26 20:41:22,484 - mmaction - INFO - Epoch [5][1820/3757] lr: 5.000e-03, eta: 10:31:52, time: 0.844, data_time: 0.002, memory: 12750, top1_acc: 0.7727, top5_acc: 0.9313, loss_cls: 0.8777, loss: 0.8777, grad_norm: 4.8414 2021-05-26 20:41:42,694 - mmaction - INFO - Epoch [5][1840/3757] lr: 5.000e-03, eta: 10:31:35, time: 1.009, data_time: 0.002, memory: 12750, top1_acc: 0.7680, top5_acc: 0.9203, loss_cls: 0.8859, loss: 0.8859, grad_norm: 4.8370 2021-05-26 20:41:59,283 - mmaction - INFO - Epoch [5][1860/3757] lr: 5.000e-03, eta: 10:31:09, time: 0.832, data_time: 0.006, memory: 12750, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 0.9908, loss: 0.9908, grad_norm: 5.0460 2021-05-26 20:42:19,219 - mmaction - INFO - Epoch [5][1880/3757] lr: 5.000e-03, eta: 10:30:52, time: 0.997, data_time: 0.002, memory: 12750, top1_acc: 0.7430, top5_acc: 0.9289, loss_cls: 0.9116, loss: 0.9116, grad_norm: 4.7711 2021-05-26 20:42:37,084 - mmaction - INFO - Epoch [5][1900/3757] lr: 5.000e-03, eta: 10:30:30, time: 0.893, data_time: 0.004, memory: 12750, top1_acc: 0.7539, top5_acc: 0.9227, loss_cls: 0.9121, loss: 0.9121, grad_norm: 4.9017 2021-05-26 20:43:04,062 - mmaction - INFO - Epoch [5][1920/3757] lr: 5.000e-03, eta: 10:30:28, time: 1.345, data_time: 0.003, memory: 12750, top1_acc: 0.7516, top5_acc: 0.9234, loss_cls: 0.9214, loss: 0.9214, grad_norm: 4.9875 2021-05-26 20:43:25,653 - mmaction - INFO - Epoch [5][1940/3757] lr: 5.000e-03, eta: 10:30:15, time: 1.076, data_time: 0.007, memory: 12750, top1_acc: 0.7547, top5_acc: 0.9305, loss_cls: 0.9074, loss: 0.9074, grad_norm: 4.9905 2021-05-26 20:43:41,853 - mmaction - INFO - Epoch [5][1960/3757] lr: 5.000e-03, eta: 10:29:49, time: 0.817, data_time: 0.010, memory: 12750, top1_acc: 0.7375, top5_acc: 0.9219, loss_cls: 0.9691, loss: 0.9691, grad_norm: 5.2422 2021-05-26 20:43:57,694 - mmaction - INFO - Epoch [5][1980/3757] lr: 5.000e-03, eta: 10:29:22, time: 0.792, data_time: 0.003, memory: 12750, top1_acc: 0.7562, top5_acc: 0.9336, loss_cls: 0.8666, loss: 0.8666, grad_norm: 4.9323 2021-05-26 20:44:14,207 - mmaction - INFO - Epoch [5][2000/3757] lr: 5.000e-03, eta: 10:28:56, time: 0.823, data_time: 0.003, memory: 12750, top1_acc: 0.7383, top5_acc: 0.9195, loss_cls: 0.9689, loss: 0.9689, grad_norm: 4.9171 2021-05-26 20:44:29,784 - mmaction - INFO - Epoch [5][2020/3757] lr: 5.000e-03, eta: 10:28:29, time: 0.782, data_time: 0.005, memory: 12750, top1_acc: 0.7219, top5_acc: 0.9133, loss_cls: 1.0013, loss: 1.0013, grad_norm: 5.2059 2021-05-26 20:44:47,899 - mmaction - INFO - Epoch [5][2040/3757] lr: 5.000e-03, eta: 10:28:07, time: 0.905, data_time: 0.005, memory: 12750, top1_acc: 0.7422, top5_acc: 0.9109, loss_cls: 0.9894, loss: 0.9894, grad_norm: 5.0833 2021-05-26 20:45:07,665 - mmaction - INFO - Epoch [5][2060/3757] lr: 5.000e-03, eta: 10:27:49, time: 0.985, data_time: 0.002, memory: 12750, top1_acc: 0.7336, top5_acc: 0.9062, loss_cls: 1.0110, loss: 1.0110, grad_norm: 4.9571 2021-05-26 20:45:22,927 - mmaction - INFO - Epoch [5][2080/3757] lr: 5.000e-03, eta: 10:27:21, time: 0.765, data_time: 0.006, memory: 12750, top1_acc: 0.7383, top5_acc: 0.9125, loss_cls: 0.9730, loss: 0.9730, grad_norm: 5.0970 2021-05-26 20:45:41,929 - mmaction - INFO - Epoch [5][2100/3757] lr: 5.000e-03, eta: 10:27:01, time: 0.947, data_time: 0.006, memory: 12750, top1_acc: 0.7539, top5_acc: 0.9266, loss_cls: 0.9062, loss: 0.9062, grad_norm: 4.8168 2021-05-26 20:45:58,112 - mmaction - INFO - Epoch [5][2120/3757] lr: 5.000e-03, eta: 10:26:36, time: 0.815, data_time: 0.012, memory: 12750, top1_acc: 0.7445, top5_acc: 0.9289, loss_cls: 0.9625, loss: 0.9625, grad_norm: 4.9871 2021-05-26 20:46:16,278 - mmaction - INFO - Epoch [5][2140/3757] lr: 5.000e-03, eta: 10:26:14, time: 0.909, data_time: 0.004, memory: 12750, top1_acc: 0.7469, top5_acc: 0.9289, loss_cls: 0.9325, loss: 0.9325, grad_norm: 4.8263 2021-05-26 20:46:36,937 - mmaction - INFO - Epoch [5][2160/3757] lr: 5.000e-03, eta: 10:25:58, time: 1.030, data_time: 0.002, memory: 12750, top1_acc: 0.7500, top5_acc: 0.9148, loss_cls: 0.9700, loss: 0.9700, grad_norm: 4.7443 2021-05-26 20:46:53,458 - mmaction - INFO - Epoch [5][2180/3757] lr: 5.000e-03, eta: 10:25:33, time: 0.828, data_time: 0.005, memory: 12750, top1_acc: 0.7430, top5_acc: 0.9211, loss_cls: 0.9487, loss: 0.9487, grad_norm: 4.9223 2021-05-26 20:47:11,277 - mmaction - INFO - Epoch [5][2200/3757] lr: 5.000e-03, eta: 10:25:11, time: 0.891, data_time: 0.004, memory: 12750, top1_acc: 0.7570, top5_acc: 0.9172, loss_cls: 0.9546, loss: 0.9546, grad_norm: 4.8995 2021-05-26 20:47:30,660 - mmaction - INFO - Epoch [5][2220/3757] lr: 5.000e-03, eta: 10:24:52, time: 0.966, data_time: 0.002, memory: 12750, top1_acc: 0.7672, top5_acc: 0.9258, loss_cls: 0.9058, loss: 0.9058, grad_norm: 4.7777 2021-05-26 20:47:46,551 - mmaction - INFO - Epoch [5][2240/3757] lr: 5.000e-03, eta: 10:24:25, time: 0.795, data_time: 0.005, memory: 12750, top1_acc: 0.7578, top5_acc: 0.9219, loss_cls: 0.9461, loss: 0.9461, grad_norm: 5.0256 2021-05-26 20:48:02,012 - mmaction - INFO - Epoch [5][2260/3757] lr: 5.000e-03, eta: 10:23:58, time: 0.775, data_time: 0.004, memory: 12750, top1_acc: 0.7703, top5_acc: 0.9297, loss_cls: 0.8809, loss: 0.8809, grad_norm: 4.9524 2021-05-26 20:48:19,746 - mmaction - INFO - Epoch [5][2280/3757] lr: 5.000e-03, eta: 10:23:35, time: 0.883, data_time: 0.002, memory: 12750, top1_acc: 0.7672, top5_acc: 0.9281, loss_cls: 0.9105, loss: 0.9105, grad_norm: 5.4167 2021-05-26 20:48:37,709 - mmaction - INFO - Epoch [5][2300/3757] lr: 5.000e-03, eta: 10:23:14, time: 0.899, data_time: 0.006, memory: 12750, top1_acc: 0.7398, top5_acc: 0.9187, loss_cls: 0.9711, loss: 0.9711, grad_norm: 5.2090 2021-05-26 20:48:54,911 - mmaction - INFO - Epoch [5][2320/3757] lr: 5.000e-03, eta: 10:22:50, time: 0.863, data_time: 0.007, memory: 12750, top1_acc: 0.7500, top5_acc: 0.9266, loss_cls: 0.9248, loss: 0.9248, grad_norm: 4.8359 2021-05-26 20:49:13,043 - mmaction - INFO - Epoch [5][2340/3757] lr: 5.000e-03, eta: 10:22:29, time: 0.907, data_time: 0.003, memory: 12750, top1_acc: 0.7438, top5_acc: 0.9094, loss_cls: 0.9837, loss: 0.9837, grad_norm: 5.0619 2021-05-26 20:49:30,418 - mmaction - INFO - Epoch [5][2360/3757] lr: 5.000e-03, eta: 10:22:05, time: 0.867, data_time: 0.002, memory: 12750, top1_acc: 0.7484, top5_acc: 0.9266, loss_cls: 0.9457, loss: 0.9457, grad_norm: 4.8803 2021-05-26 20:49:47,425 - mmaction - INFO - Epoch [5][2380/3757] lr: 5.000e-03, eta: 10:21:42, time: 0.852, data_time: 0.003, memory: 12750, top1_acc: 0.7453, top5_acc: 0.9203, loss_cls: 0.9810, loss: 0.9810, grad_norm: 5.1920 2021-05-26 20:50:02,810 - mmaction - INFO - Epoch [5][2400/3757] lr: 5.000e-03, eta: 10:21:14, time: 0.768, data_time: 0.002, memory: 12750, top1_acc: 0.7320, top5_acc: 0.9125, loss_cls: 0.9880, loss: 0.9880, grad_norm: 5.2581 2021-05-26 20:50:20,112 - mmaction - INFO - Epoch [5][2420/3757] lr: 5.000e-03, eta: 10:20:50, time: 0.859, data_time: 0.004, memory: 12750, top1_acc: 0.7703, top5_acc: 0.9250, loss_cls: 0.8959, loss: 0.8959, grad_norm: 4.9933 2021-05-26 20:50:36,207 - mmaction - INFO - Epoch [5][2440/3757] lr: 5.000e-03, eta: 10:20:25, time: 0.812, data_time: 0.010, memory: 12750, top1_acc: 0.7445, top5_acc: 0.9289, loss_cls: 0.9409, loss: 0.9409, grad_norm: 4.9363 2021-05-26 20:50:57,833 - mmaction - INFO - Epoch [5][2460/3757] lr: 5.000e-03, eta: 10:20:11, time: 1.081, data_time: 0.004, memory: 12750, top1_acc: 0.7758, top5_acc: 0.9313, loss_cls: 0.8644, loss: 0.8644, grad_norm: 4.8474 2021-05-26 20:51:15,242 - mmaction - INFO - Epoch [5][2480/3757] lr: 5.000e-03, eta: 10:19:48, time: 0.872, data_time: 0.004, memory: 12750, top1_acc: 0.7391, top5_acc: 0.9156, loss_cls: 0.9702, loss: 0.9702, grad_norm: 5.2443 2021-05-26 20:51:31,309 - mmaction - INFO - Epoch [5][2500/3757] lr: 5.000e-03, eta: 10:19:22, time: 0.802, data_time: 0.005, memory: 12750, top1_acc: 0.7531, top5_acc: 0.9297, loss_cls: 0.9343, loss: 0.9343, grad_norm: 5.0513 2021-05-26 20:51:46,931 - mmaction - INFO - Epoch [5][2520/3757] lr: 5.000e-03, eta: 10:18:55, time: 0.782, data_time: 0.002, memory: 12750, top1_acc: 0.7391, top5_acc: 0.9273, loss_cls: 0.9339, loss: 0.9339, grad_norm: 5.0423 2021-05-26 20:52:03,335 - mmaction - INFO - Epoch [5][2540/3757] lr: 5.000e-03, eta: 10:18:30, time: 0.820, data_time: 0.002, memory: 12750, top1_acc: 0.7547, top5_acc: 0.9227, loss_cls: 0.9292, loss: 0.9292, grad_norm: 4.8228 2021-05-26 20:52:23,301 - mmaction - INFO - Epoch [5][2560/3757] lr: 5.000e-03, eta: 10:18:13, time: 0.998, data_time: 0.002, memory: 12750, top1_acc: 0.7570, top5_acc: 0.9289, loss_cls: 0.9252, loss: 0.9252, grad_norm: 4.8065 2021-05-26 20:52:40,252 - mmaction - INFO - Epoch [5][2580/3757] lr: 5.000e-03, eta: 10:17:49, time: 0.845, data_time: 0.005, memory: 12750, top1_acc: 0.7305, top5_acc: 0.9211, loss_cls: 1.0080, loss: 1.0080, grad_norm: 5.1007 2021-05-26 20:52:56,672 - mmaction - INFO - Epoch [5][2600/3757] lr: 5.000e-03, eta: 10:17:24, time: 0.824, data_time: 0.007, memory: 12750, top1_acc: 0.7336, top5_acc: 0.9094, loss_cls: 1.0022, loss: 1.0022, grad_norm: 5.0238 2021-05-26 20:53:12,021 - mmaction - INFO - Epoch [5][2620/3757] lr: 5.000e-03, eta: 10:16:56, time: 0.764, data_time: 0.002, memory: 12750, top1_acc: 0.7438, top5_acc: 0.9195, loss_cls: 0.9659, loss: 0.9659, grad_norm: 4.9856 2021-05-26 20:53:29,904 - mmaction - INFO - Epoch [5][2640/3757] lr: 5.000e-03, eta: 10:16:34, time: 0.896, data_time: 0.005, memory: 12750, top1_acc: 0.7586, top5_acc: 0.9211, loss_cls: 0.9351, loss: 0.9351, grad_norm: 4.7122 2021-05-26 20:53:47,605 - mmaction - INFO - Epoch [5][2660/3757] lr: 5.000e-03, eta: 10:16:12, time: 0.885, data_time: 0.006, memory: 12750, top1_acc: 0.7469, top5_acc: 0.9094, loss_cls: 0.9712, loss: 0.9712, grad_norm: 5.1435 2021-05-26 20:54:07,508 - mmaction - INFO - Epoch [5][2680/3757] lr: 5.000e-03, eta: 10:15:54, time: 0.988, data_time: 0.002, memory: 12750, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9424, loss: 0.9424, grad_norm: 4.8702 2021-05-26 20:54:24,946 - mmaction - INFO - Epoch [5][2700/3757] lr: 5.000e-03, eta: 10:15:32, time: 0.876, data_time: 0.009, memory: 12750, top1_acc: 0.7578, top5_acc: 0.9117, loss_cls: 0.9280, loss: 0.9280, grad_norm: 4.8790 2021-05-26 20:54:43,799 - mmaction - INFO - Epoch [5][2720/3757] lr: 5.000e-03, eta: 10:15:12, time: 0.946, data_time: 0.013, memory: 12750, top1_acc: 0.7555, top5_acc: 0.9211, loss_cls: 0.9470, loss: 0.9470, grad_norm: 4.7305 2021-05-26 20:55:03,454 - mmaction - INFO - Epoch [5][2740/3757] lr: 5.000e-03, eta: 10:14:54, time: 0.982, data_time: 0.003, memory: 12750, top1_acc: 0.7742, top5_acc: 0.9320, loss_cls: 0.8615, loss: 0.8615, grad_norm: 4.7417 2021-05-26 20:55:19,579 - mmaction - INFO - Epoch [5][2760/3757] lr: 5.000e-03, eta: 10:14:29, time: 0.807, data_time: 0.003, memory: 12750, top1_acc: 0.7320, top5_acc: 0.9094, loss_cls: 0.9925, loss: 0.9925, grad_norm: 5.0298 2021-05-26 20:55:35,121 - mmaction - INFO - Epoch [5][2780/3757] lr: 5.000e-03, eta: 10:14:02, time: 0.776, data_time: 0.002, memory: 12750, top1_acc: 0.7367, top5_acc: 0.9195, loss_cls: 1.0404, loss: 1.0404, grad_norm: 5.3855 2021-05-26 20:55:51,605 - mmaction - INFO - Epoch [5][2800/3757] lr: 5.000e-03, eta: 10:13:37, time: 0.818, data_time: 0.004, memory: 12750, top1_acc: 0.7516, top5_acc: 0.9195, loss_cls: 0.9457, loss: 0.9457, grad_norm: 4.9619 2021-05-26 20:56:12,115 - mmaction - INFO - Epoch [5][2820/3757] lr: 5.000e-03, eta: 10:13:21, time: 1.031, data_time: 0.008, memory: 12750, top1_acc: 0.7656, top5_acc: 0.9367, loss_cls: 0.8852, loss: 0.8852, grad_norm: 4.7293 2021-05-26 20:56:28,008 - mmaction - INFO - Epoch [5][2840/3757] lr: 5.000e-03, eta: 10:12:55, time: 0.796, data_time: 0.004, memory: 12750, top1_acc: 0.7477, top5_acc: 0.9156, loss_cls: 0.9383, loss: 0.9383, grad_norm: 4.9423 2021-05-26 20:56:44,199 - mmaction - INFO - Epoch [5][2860/3757] lr: 5.000e-03, eta: 10:12:29, time: 0.809, data_time: 0.003, memory: 12750, top1_acc: 0.7539, top5_acc: 0.9219, loss_cls: 0.9406, loss: 0.9406, grad_norm: 4.9661 2021-05-26 20:57:01,479 - mmaction - INFO - Epoch [5][2880/3757] lr: 5.000e-03, eta: 10:12:06, time: 0.864, data_time: 0.003, memory: 12750, top1_acc: 0.7375, top5_acc: 0.9203, loss_cls: 1.0021, loss: 1.0021, grad_norm: 4.9254 2021-05-26 20:57:17,570 - mmaction - INFO - Epoch [5][2900/3757] lr: 5.000e-03, eta: 10:11:41, time: 0.804, data_time: 0.003, memory: 12750, top1_acc: 0.7672, top5_acc: 0.9234, loss_cls: 0.9304, loss: 0.9304, grad_norm: 4.8707 2021-05-26 20:57:33,573 - mmaction - INFO - Epoch [5][2920/3757] lr: 5.000e-03, eta: 10:11:15, time: 0.798, data_time: 0.004, memory: 12750, top1_acc: 0.7633, top5_acc: 0.9148, loss_cls: 0.9473, loss: 0.9473, grad_norm: 4.7942 2021-05-26 20:57:49,223 - mmaction - INFO - Epoch [5][2940/3757] lr: 5.000e-03, eta: 10:10:49, time: 0.783, data_time: 0.006, memory: 12750, top1_acc: 0.7516, top5_acc: 0.9289, loss_cls: 0.9068, loss: 0.9068, grad_norm: 4.9635 2021-05-26 20:58:05,129 - mmaction - INFO - Epoch [5][2960/3757] lr: 5.000e-03, eta: 10:10:23, time: 0.797, data_time: 0.005, memory: 12750, top1_acc: 0.7281, top5_acc: 0.9094, loss_cls: 1.0202, loss: 1.0202, grad_norm: 5.1174 2021-05-26 20:58:21,234 - mmaction - INFO - Epoch [5][2980/3757] lr: 5.000e-03, eta: 10:09:57, time: 0.804, data_time: 0.002, memory: 12750, top1_acc: 0.7438, top5_acc: 0.9234, loss_cls: 0.9974, loss: 0.9974, grad_norm: 5.0480 2021-05-26 20:58:36,626 - mmaction - INFO - Epoch [5][3000/3757] lr: 5.000e-03, eta: 10:09:30, time: 0.772, data_time: 0.003, memory: 12750, top1_acc: 0.7445, top5_acc: 0.9203, loss_cls: 0.9656, loss: 0.9656, grad_norm: 4.6974 2021-05-26 20:58:53,666 - mmaction - INFO - Epoch [5][3020/3757] lr: 5.000e-03, eta: 10:09:07, time: 0.843, data_time: 0.002, memory: 12750, top1_acc: 0.7672, top5_acc: 0.9320, loss_cls: 0.8778, loss: 0.8778, grad_norm: 4.7801 2021-05-26 20:59:12,093 - mmaction - INFO - Epoch [5][3040/3757] lr: 5.000e-03, eta: 10:08:46, time: 0.931, data_time: 0.012, memory: 12750, top1_acc: 0.7273, top5_acc: 0.9227, loss_cls: 0.9807, loss: 0.9807, grad_norm: 4.9079 2021-05-26 20:59:31,221 - mmaction - INFO - Epoch [5][3060/3757] lr: 5.000e-03, eta: 10:08:27, time: 0.956, data_time: 0.002, memory: 12750, top1_acc: 0.7422, top5_acc: 0.9211, loss_cls: 0.9479, loss: 0.9479, grad_norm: 5.0739 2021-05-26 20:59:49,665 - mmaction - INFO - Epoch [5][3080/3757] lr: 5.000e-03, eta: 10:08:07, time: 0.922, data_time: 0.002, memory: 12750, top1_acc: 0.7602, top5_acc: 0.9250, loss_cls: 0.9039, loss: 0.9039, grad_norm: 4.7177 2021-05-26 21:00:08,066 - mmaction - INFO - Epoch [5][3100/3757] lr: 5.000e-03, eta: 10:07:46, time: 0.918, data_time: 0.003, memory: 12750, top1_acc: 0.7594, top5_acc: 0.9141, loss_cls: 0.9497, loss: 0.9497, grad_norm: 4.8132 2021-05-26 21:00:24,048 - mmaction - INFO - Epoch [5][3120/3757] lr: 5.000e-03, eta: 10:07:21, time: 0.802, data_time: 0.006, memory: 12750, top1_acc: 0.7828, top5_acc: 0.9297, loss_cls: 0.8435, loss: 0.8435, grad_norm: 4.4355 2021-05-26 21:00:41,603 - mmaction - INFO - Epoch [5][3140/3757] lr: 5.000e-03, eta: 10:06:58, time: 0.873, data_time: 0.002, memory: 12750, top1_acc: 0.7367, top5_acc: 0.9172, loss_cls: 0.9734, loss: 0.9734, grad_norm: 5.0503 2021-05-26 21:00:57,741 - mmaction - INFO - Epoch [5][3160/3757] lr: 5.000e-03, eta: 10:06:33, time: 0.812, data_time: 0.012, memory: 12750, top1_acc: 0.7531, top5_acc: 0.9195, loss_cls: 0.9221, loss: 0.9221, grad_norm: 4.8212 2021-05-26 21:01:15,134 - mmaction - INFO - Epoch [5][3180/3757] lr: 5.000e-03, eta: 10:06:11, time: 0.870, data_time: 0.003, memory: 12750, top1_acc: 0.7328, top5_acc: 0.9086, loss_cls: 1.0045, loss: 1.0045, grad_norm: 5.1079 2021-05-26 21:01:31,138 - mmaction - INFO - Epoch [5][3200/3757] lr: 5.000e-03, eta: 10:05:45, time: 0.800, data_time: 0.003, memory: 12750, top1_acc: 0.7469, top5_acc: 0.9164, loss_cls: 0.9772, loss: 0.9772, grad_norm: 4.9226 2021-05-26 21:01:47,404 - mmaction - INFO - Epoch [5][3220/3757] lr: 5.000e-03, eta: 10:05:20, time: 0.813, data_time: 0.003, memory: 12750, top1_acc: 0.7422, top5_acc: 0.9195, loss_cls: 0.9698, loss: 0.9698, grad_norm: 5.2501 2021-05-26 21:02:06,979 - mmaction - INFO - Epoch [5][3240/3757] lr: 5.000e-03, eta: 10:05:02, time: 0.972, data_time: 0.003, memory: 12750, top1_acc: 0.7281, top5_acc: 0.9172, loss_cls: 0.9767, loss: 0.9767, grad_norm: 5.1429 2021-05-26 21:02:22,209 - mmaction - INFO - Epoch [5][3260/3757] lr: 5.000e-03, eta: 10:04:35, time: 0.768, data_time: 0.009, memory: 12750, top1_acc: 0.7430, top5_acc: 0.9164, loss_cls: 0.9698, loss: 0.9698, grad_norm: 5.1696 2021-05-26 21:02:38,750 - mmaction - INFO - Epoch [5][3280/3757] lr: 5.000e-03, eta: 10:04:11, time: 0.827, data_time: 0.006, memory: 12750, top1_acc: 0.7500, top5_acc: 0.9195, loss_cls: 0.9729, loss: 0.9729, grad_norm: 5.0373 2021-05-26 21:03:00,881 - mmaction - INFO - Epoch [5][3300/3757] lr: 5.000e-03, eta: 10:03:58, time: 1.102, data_time: 0.003, memory: 12750, top1_acc: 0.7734, top5_acc: 0.9266, loss_cls: 0.8940, loss: 0.8940, grad_norm: 4.7033 2021-05-26 21:03:16,004 - mmaction - INFO - Epoch [5][3320/3757] lr: 5.000e-03, eta: 10:03:31, time: 0.761, data_time: 0.006, memory: 12750, top1_acc: 0.7234, top5_acc: 0.9203, loss_cls: 0.9810, loss: 0.9810, grad_norm: 4.9983 2021-05-26 21:03:43,873 - mmaction - INFO - Epoch [5][3340/3757] lr: 5.000e-03, eta: 10:03:30, time: 1.389, data_time: 0.002, memory: 12750, top1_acc: 0.7594, top5_acc: 0.9242, loss_cls: 0.9227, loss: 0.9227, grad_norm: 4.8711 2021-05-26 21:04:02,111 - mmaction - INFO - Epoch [5][3360/3757] lr: 5.000e-03, eta: 10:03:10, time: 0.915, data_time: 0.007, memory: 12750, top1_acc: 0.7594, top5_acc: 0.9250, loss_cls: 0.9400, loss: 0.9400, grad_norm: 4.9281 2021-05-26 21:04:19,185 - mmaction - INFO - Epoch [5][3380/3757] lr: 5.000e-03, eta: 10:02:46, time: 0.851, data_time: 0.004, memory: 12750, top1_acc: 0.7617, top5_acc: 0.9187, loss_cls: 0.9388, loss: 0.9388, grad_norm: 5.1170 2021-05-26 21:04:35,711 - mmaction - INFO - Epoch [5][3400/3757] lr: 5.000e-03, eta: 10:02:22, time: 0.830, data_time: 0.007, memory: 12750, top1_acc: 0.7211, top5_acc: 0.9320, loss_cls: 0.9584, loss: 0.9584, grad_norm: 5.1207 2021-05-26 21:04:51,921 - mmaction - INFO - Epoch [5][3420/3757] lr: 5.000e-03, eta: 10:01:57, time: 0.811, data_time: 0.005, memory: 12750, top1_acc: 0.7625, top5_acc: 0.9273, loss_cls: 0.9172, loss: 0.9172, grad_norm: 4.9581 2021-05-26 21:05:08,089 - mmaction - INFO - Epoch [5][3440/3757] lr: 5.000e-03, eta: 10:01:32, time: 0.806, data_time: 0.004, memory: 12750, top1_acc: 0.7578, top5_acc: 0.9180, loss_cls: 0.9079, loss: 0.9079, grad_norm: 5.1599 2021-05-26 21:05:25,838 - mmaction - INFO - Epoch [5][3460/3757] lr: 5.000e-03, eta: 10:01:11, time: 0.891, data_time: 0.005, memory: 12750, top1_acc: 0.7625, top5_acc: 0.9328, loss_cls: 0.8914, loss: 0.8914, grad_norm: 4.8239 2021-05-26 21:05:45,266 - mmaction - INFO - Epoch [5][3480/3757] lr: 5.000e-03, eta: 10:00:52, time: 0.966, data_time: 0.001, memory: 12750, top1_acc: 0.7555, top5_acc: 0.9234, loss_cls: 0.9470, loss: 0.9470, grad_norm: 4.9336 2021-05-26 21:06:05,559 - mmaction - INFO - Epoch [5][3500/3757] lr: 5.000e-03, eta: 10:00:36, time: 1.018, data_time: 0.006, memory: 12750, top1_acc: 0.7547, top5_acc: 0.9211, loss_cls: 0.9343, loss: 0.9343, grad_norm: 4.8548 2021-05-26 21:06:23,111 - mmaction - INFO - Epoch [5][3520/3757] lr: 5.000e-03, eta: 10:00:14, time: 0.877, data_time: 0.003, memory: 12750, top1_acc: 0.7609, top5_acc: 0.9266, loss_cls: 0.8828, loss: 0.8828, grad_norm: 4.8516 2021-05-26 21:06:39,052 - mmaction - INFO - Epoch [5][3540/3757] lr: 5.000e-03, eta: 9:59:48, time: 0.798, data_time: 0.004, memory: 12750, top1_acc: 0.7477, top5_acc: 0.9187, loss_cls: 0.9614, loss: 0.9614, grad_norm: 4.9434 2021-05-26 21:06:56,024 - mmaction - INFO - Epoch [5][3560/3757] lr: 5.000e-03, eta: 9:59:25, time: 0.844, data_time: 0.003, memory: 12750, top1_acc: 0.7414, top5_acc: 0.9141, loss_cls: 0.9873, loss: 0.9873, grad_norm: 4.9845 2021-05-26 21:07:15,877 - mmaction - INFO - Epoch [5][3580/3757] lr: 5.000e-03, eta: 9:59:08, time: 0.999, data_time: 0.009, memory: 12750, top1_acc: 0.7375, top5_acc: 0.9133, loss_cls: 0.9999, loss: 0.9999, grad_norm: 5.0035 2021-05-26 21:07:32,378 - mmaction - INFO - Epoch [5][3600/3757] lr: 5.000e-03, eta: 9:58:43, time: 0.824, data_time: 0.001, memory: 12750, top1_acc: 0.7641, top5_acc: 0.9172, loss_cls: 0.9335, loss: 0.9335, grad_norm: 4.8574 2021-05-26 21:07:48,732 - mmaction - INFO - Epoch [5][3620/3757] lr: 5.000e-03, eta: 9:58:19, time: 0.818, data_time: 0.003, memory: 12750, top1_acc: 0.7422, top5_acc: 0.9125, loss_cls: 0.9772, loss: 0.9772, grad_norm: 5.2032 2021-05-26 21:08:06,054 - mmaction - INFO - Epoch [5][3640/3757] lr: 5.000e-03, eta: 9:57:56, time: 0.866, data_time: 0.003, memory: 12750, top1_acc: 0.7227, top5_acc: 0.9219, loss_cls: 0.9886, loss: 0.9886, grad_norm: 5.0474 2021-05-26 21:08:24,157 - mmaction - INFO - Epoch [5][3660/3757] lr: 5.000e-03, eta: 9:57:35, time: 0.905, data_time: 0.004, memory: 12750, top1_acc: 0.7352, top5_acc: 0.9117, loss_cls: 1.0135, loss: 1.0135, grad_norm: 5.1695 2021-05-26 21:08:39,813 - mmaction - INFO - Epoch [5][3680/3757] lr: 5.000e-03, eta: 9:57:09, time: 0.780, data_time: 0.004, memory: 12750, top1_acc: 0.7422, top5_acc: 0.9109, loss_cls: 0.9541, loss: 0.9541, grad_norm: 5.1055 2021-05-26 21:08:55,475 - mmaction - INFO - Epoch [5][3700/3757] lr: 5.000e-03, eta: 9:56:44, time: 0.784, data_time: 0.005, memory: 12750, top1_acc: 0.7570, top5_acc: 0.9281, loss_cls: 0.9183, loss: 0.9183, grad_norm: 5.0923 2021-05-26 21:09:12,947 - mmaction - INFO - Epoch [5][3720/3757] lr: 5.000e-03, eta: 9:56:22, time: 0.874, data_time: 0.004, memory: 12750, top1_acc: 0.7523, top5_acc: 0.9117, loss_cls: 0.9649, loss: 0.9649, grad_norm: 5.1003 2021-05-26 21:09:28,150 - mmaction - INFO - Epoch [5][3740/3757] lr: 5.000e-03, eta: 9:55:55, time: 0.761, data_time: 0.004, memory: 12750, top1_acc: 0.7500, top5_acc: 0.9242, loss_cls: 0.9435, loss: 0.9435, grad_norm: 5.1165 2021-05-26 21:09:55,806 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-05-26 21:17:54,546 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-26 21:17:55,456 - mmaction - INFO - top1_acc 0.7240 top5_acc 0.9104 2021-05-26 21:17:55,456 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-26 21:17:55,543 - mmaction - INFO - mean_acc 0.7237 2021-05-26 21:17:56,978 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2021-05-26 21:17:56,978 - mmaction - INFO - Best top1_acc is 0.7240 at 5 epoch. 2021-05-26 21:17:56,986 - mmaction - INFO - Epoch(val) [5][3757] top1_acc: 0.7240, top5_acc: 0.9104, mean_class_accuracy: 0.7237 2021-05-26 21:23:02,101 - mmaction - INFO - Epoch [6][20/3757] lr: 5.000e-04, eta: 10:04:18, time: 15.249, data_time: 14.247, memory: 12750, top1_acc: 0.7680, top5_acc: 0.9211, loss_cls: 0.8829, loss: 0.8829, grad_norm: 4.9211 2021-05-26 21:23:23,242 - mmaction - INFO - Epoch [6][40/3757] lr: 5.000e-04, eta: 10:04:03, time: 1.060, data_time: 0.008, memory: 12750, top1_acc: 0.7727, top5_acc: 0.9398, loss_cls: 0.7943, loss: 0.7943, grad_norm: 4.5844 2021-05-26 21:23:43,627 - mmaction - INFO - Epoch [6][60/3757] lr: 5.000e-04, eta: 10:03:46, time: 1.015, data_time: 0.005, memory: 12750, top1_acc: 0.7930, top5_acc: 0.9359, loss_cls: 0.8012, loss: 0.8012, grad_norm: 4.5527 2021-05-26 21:24:00,241 - mmaction - INFO - Epoch [6][80/3757] lr: 5.000e-04, eta: 10:03:21, time: 0.835, data_time: 0.009, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9484, loss_cls: 0.7102, loss: 0.7102, grad_norm: 4.3321 2021-05-26 21:24:15,961 - mmaction - INFO - Epoch [6][100/3757] lr: 5.000e-04, eta: 10:02:55, time: 0.788, data_time: 0.004, memory: 12750, top1_acc: 0.7789, top5_acc: 0.9328, loss_cls: 0.8481, loss: 0.8481, grad_norm: 4.7680 2021-05-26 21:24:33,233 - mmaction - INFO - Epoch [6][120/3757] lr: 5.000e-04, eta: 10:02:31, time: 0.861, data_time: 0.003, memory: 12750, top1_acc: 0.7805, top5_acc: 0.9430, loss_cls: 0.7967, loss: 0.7967, grad_norm: 4.7416 2021-05-26 21:24:54,039 - mmaction - INFO - Epoch [6][140/3757] lr: 5.000e-04, eta: 10:02:15, time: 1.038, data_time: 0.006, memory: 12750, top1_acc: 0.7883, top5_acc: 0.9430, loss_cls: 0.7886, loss: 0.7886, grad_norm: 4.7460 2021-05-26 21:25:09,513 - mmaction - INFO - Epoch [6][160/3757] lr: 5.000e-04, eta: 10:01:48, time: 0.779, data_time: 0.009, memory: 12750, top1_acc: 0.7930, top5_acc: 0.9398, loss_cls: 0.7756, loss: 0.7756, grad_norm: 4.5514 2021-05-26 21:25:26,063 - mmaction - INFO - Epoch [6][180/3757] lr: 5.000e-04, eta: 10:01:23, time: 0.828, data_time: 0.002, memory: 12750, top1_acc: 0.7891, top5_acc: 0.9492, loss_cls: 0.7962, loss: 0.7962, grad_norm: 4.7102 2021-05-26 21:25:45,361 - mmaction - INFO - Epoch [6][200/3757] lr: 5.000e-04, eta: 10:01:04, time: 0.961, data_time: 0.003, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9406, loss_cls: 0.7266, loss: 0.7266, grad_norm: 4.3221 2021-05-26 21:26:01,033 - mmaction - INFO - Epoch [6][220/3757] lr: 5.000e-04, eta: 10:00:38, time: 0.785, data_time: 0.006, memory: 12750, top1_acc: 0.7914, top5_acc: 0.9445, loss_cls: 0.7869, loss: 0.7869, grad_norm: 4.5544 2021-05-26 21:26:16,668 - mmaction - INFO - Epoch [6][240/3757] lr: 5.000e-04, eta: 10:00:11, time: 0.783, data_time: 0.006, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9445, loss_cls: 0.7778, loss: 0.7778, grad_norm: 4.5066 2021-05-26 21:26:32,273 - mmaction - INFO - Epoch [6][260/3757] lr: 5.000e-04, eta: 9:59:45, time: 0.781, data_time: 0.003, memory: 12750, top1_acc: 0.7914, top5_acc: 0.9539, loss_cls: 0.7396, loss: 0.7396, grad_norm: 4.4939 2021-05-26 21:26:51,672 - mmaction - INFO - Epoch [6][280/3757] lr: 5.000e-04, eta: 9:59:26, time: 0.969, data_time: 0.002, memory: 12750, top1_acc: 0.7891, top5_acc: 0.9375, loss_cls: 0.7936, loss: 0.7936, grad_norm: 4.6695 2021-05-26 21:27:09,040 - mmaction - INFO - Epoch [6][300/3757] lr: 5.000e-04, eta: 9:59:03, time: 0.870, data_time: 0.003, memory: 12750, top1_acc: 0.7883, top5_acc: 0.9453, loss_cls: 0.7349, loss: 0.7349, grad_norm: 4.7094 2021-05-26 21:27:26,795 - mmaction - INFO - Epoch [6][320/3757] lr: 5.000e-04, eta: 9:58:40, time: 0.887, data_time: 0.001, memory: 12750, top1_acc: 0.7875, top5_acc: 0.9437, loss_cls: 0.7881, loss: 0.7881, grad_norm: 4.5526 2021-05-26 21:27:44,741 - mmaction - INFO - Epoch [6][340/3757] lr: 5.000e-04, eta: 9:58:18, time: 0.897, data_time: 0.004, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9461, loss_cls: 0.7256, loss: 0.7256, grad_norm: 4.3441 2021-05-26 21:28:01,974 - mmaction - INFO - Epoch [6][360/3757] lr: 5.000e-04, eta: 9:57:55, time: 0.861, data_time: 0.002, memory: 12750, top1_acc: 0.7914, top5_acc: 0.9398, loss_cls: 0.7708, loss: 0.7708, grad_norm: 4.5249 2021-05-26 21:28:19,405 - mmaction - INFO - Epoch [6][380/3757] lr: 5.000e-04, eta: 9:57:32, time: 0.867, data_time: 0.003, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9531, loss_cls: 0.6887, loss: 0.6887, grad_norm: 4.4220 2021-05-26 21:28:36,800 - mmaction - INFO - Epoch [6][400/3757] lr: 5.000e-04, eta: 9:57:09, time: 0.875, data_time: 0.007, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9422, loss_cls: 0.7485, loss: 0.7485, grad_norm: 4.3356 2021-05-26 21:28:52,865 - mmaction - INFO - Epoch [6][420/3757] lr: 5.000e-04, eta: 9:56:44, time: 0.804, data_time: 0.002, memory: 12750, top1_acc: 0.8016, top5_acc: 0.9305, loss_cls: 0.7972, loss: 0.7972, grad_norm: 4.3861 2021-05-26 21:29:08,363 - mmaction - INFO - Epoch [6][440/3757] lr: 5.000e-04, eta: 9:56:17, time: 0.774, data_time: 0.002, memory: 12750, top1_acc: 0.7805, top5_acc: 0.9352, loss_cls: 0.7971, loss: 0.7971, grad_norm: 4.4699 2021-05-26 21:29:26,582 - mmaction - INFO - Epoch [6][460/3757] lr: 5.000e-04, eta: 9:55:56, time: 0.910, data_time: 0.002, memory: 12750, top1_acc: 0.7836, top5_acc: 0.9305, loss_cls: 0.7991, loss: 0.7991, grad_norm: 4.6793 2021-05-26 21:29:46,080 - mmaction - INFO - Epoch [6][480/3757] lr: 5.000e-04, eta: 9:55:36, time: 0.960, data_time: 0.004, memory: 12750, top1_acc: 0.7945, top5_acc: 0.9359, loss_cls: 0.7531, loss: 0.7531, grad_norm: 4.5748 2021-05-26 21:30:01,980 - mmaction - INFO - Epoch [6][500/3757] lr: 5.000e-04, eta: 9:55:11, time: 0.809, data_time: 0.019, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9477, loss_cls: 0.7398, loss: 0.7398, grad_norm: 4.4202 2021-05-26 21:30:22,785 - mmaction - INFO - Epoch [6][520/3757] lr: 5.000e-04, eta: 9:54:55, time: 1.038, data_time: 0.005, memory: 12750, top1_acc: 0.7812, top5_acc: 0.9297, loss_cls: 0.8403, loss: 0.8403, grad_norm: 4.8313 2021-05-26 21:30:38,844 - mmaction - INFO - Epoch [6][540/3757] lr: 5.000e-04, eta: 9:54:29, time: 0.803, data_time: 0.005, memory: 12750, top1_acc: 0.7906, top5_acc: 0.9352, loss_cls: 0.7839, loss: 0.7839, grad_norm: 4.5726 2021-05-26 21:30:57,019 - mmaction - INFO - Epoch [6][560/3757] lr: 5.000e-04, eta: 9:54:08, time: 0.913, data_time: 0.006, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9367, loss_cls: 0.7747, loss: 0.7747, grad_norm: 4.7062 2021-05-26 21:31:13,453 - mmaction - INFO - Epoch [6][580/3757] lr: 5.000e-04, eta: 9:53:44, time: 0.820, data_time: 0.001, memory: 12750, top1_acc: 0.8016, top5_acc: 0.9469, loss_cls: 0.7407, loss: 0.7407, grad_norm: 4.2463 2021-05-26 21:31:29,087 - mmaction - INFO - Epoch [6][600/3757] lr: 5.000e-04, eta: 9:53:17, time: 0.782, data_time: 0.002, memory: 12750, top1_acc: 0.7937, top5_acc: 0.9391, loss_cls: 0.7626, loss: 0.7626, grad_norm: 4.5594 2021-05-26 21:31:45,111 - mmaction - INFO - Epoch [6][620/3757] lr: 5.000e-04, eta: 9:52:52, time: 0.801, data_time: 0.003, memory: 12750, top1_acc: 0.7898, top5_acc: 0.9367, loss_cls: 0.8050, loss: 0.8050, grad_norm: 4.6177 2021-05-26 21:32:02,557 - mmaction - INFO - Epoch [6][640/3757] lr: 5.000e-04, eta: 9:52:29, time: 0.869, data_time: 0.004, memory: 12750, top1_acc: 0.7883, top5_acc: 0.9367, loss_cls: 0.7835, loss: 0.7835, grad_norm: 4.5299 2021-05-26 21:32:19,990 - mmaction - INFO - Epoch [6][660/3757] lr: 5.000e-04, eta: 9:52:06, time: 0.869, data_time: 0.005, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9453, loss_cls: 0.7058, loss: 0.7058, grad_norm: 4.2730 2021-05-26 21:32:35,743 - mmaction - INFO - Epoch [6][680/3757] lr: 5.000e-04, eta: 9:51:41, time: 0.794, data_time: 0.007, memory: 12750, top1_acc: 0.8023, top5_acc: 0.9469, loss_cls: 0.7255, loss: 0.7255, grad_norm: 4.5750 2021-05-26 21:32:53,875 - mmaction - INFO - Epoch [6][700/3757] lr: 5.000e-04, eta: 9:51:19, time: 0.906, data_time: 0.002, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9547, loss_cls: 0.7115, loss: 0.7115, grad_norm: 4.4528 2021-05-26 21:33:11,967 - mmaction - INFO - Epoch [6][720/3757] lr: 5.000e-04, eta: 9:50:58, time: 0.904, data_time: 0.003, memory: 12750, top1_acc: 0.7961, top5_acc: 0.9391, loss_cls: 0.7572, loss: 0.7572, grad_norm: 4.4519 2021-05-26 21:33:31,422 - mmaction - INFO - Epoch [6][740/3757] lr: 5.000e-04, eta: 9:50:39, time: 0.969, data_time: 0.005, memory: 12750, top1_acc: 0.7875, top5_acc: 0.9469, loss_cls: 0.7613, loss: 0.7613, grad_norm: 4.6457 2021-05-26 21:33:48,141 - mmaction - INFO - Epoch [6][760/3757] lr: 5.000e-04, eta: 9:50:15, time: 0.841, data_time: 0.009, memory: 12750, top1_acc: 0.7937, top5_acc: 0.9344, loss_cls: 0.7997, loss: 0.7997, grad_norm: 4.7053 2021-05-26 21:34:06,313 - mmaction - INFO - Epoch [6][780/3757] lr: 5.000e-04, eta: 9:49:54, time: 0.907, data_time: 0.003, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9500, loss_cls: 0.7176, loss: 0.7176, grad_norm: 4.4942 2021-05-26 21:34:22,071 - mmaction - INFO - Epoch [6][800/3757] lr: 5.000e-04, eta: 9:49:28, time: 0.788, data_time: 0.005, memory: 12750, top1_acc: 0.8016, top5_acc: 0.9477, loss_cls: 0.7254, loss: 0.7254, grad_norm: 4.4603 2021-05-26 21:34:39,646 - mmaction - INFO - Epoch [6][820/3757] lr: 5.000e-04, eta: 9:49:06, time: 0.880, data_time: 0.003, memory: 12750, top1_acc: 0.8000, top5_acc: 0.9422, loss_cls: 0.7672, loss: 0.7672, grad_norm: 4.6352 2021-05-26 21:34:57,808 - mmaction - INFO - Epoch [6][840/3757] lr: 5.000e-04, eta: 9:48:44, time: 0.904, data_time: 0.003, memory: 12750, top1_acc: 0.8016, top5_acc: 0.9469, loss_cls: 0.7636, loss: 0.7636, grad_norm: 4.6172 2021-05-26 21:35:13,562 - mmaction - INFO - Epoch [6][860/3757] lr: 5.000e-04, eta: 9:48:19, time: 0.791, data_time: 0.008, memory: 12750, top1_acc: 0.7922, top5_acc: 0.9352, loss_cls: 0.7930, loss: 0.7930, grad_norm: 4.5512 2021-05-26 21:35:30,185 - mmaction - INFO - Epoch [6][880/3757] lr: 5.000e-04, eta: 9:47:54, time: 0.828, data_time: 0.003, memory: 12750, top1_acc: 0.7984, top5_acc: 0.9328, loss_cls: 0.7940, loss: 0.7940, grad_norm: 4.6756 2021-05-26 21:35:45,669 - mmaction - INFO - Epoch [6][900/3757] lr: 5.000e-04, eta: 9:47:28, time: 0.776, data_time: 0.005, memory: 12750, top1_acc: 0.8023, top5_acc: 0.9500, loss_cls: 0.7153, loss: 0.7153, grad_norm: 4.4369 2021-05-26 21:36:01,943 - mmaction - INFO - Epoch [6][920/3757] lr: 5.000e-04, eta: 9:47:04, time: 0.813, data_time: 0.003, memory: 12750, top1_acc: 0.7953, top5_acc: 0.9430, loss_cls: 0.7565, loss: 0.7565, grad_norm: 4.5591 2021-05-26 21:36:17,463 - mmaction - INFO - Epoch [6][940/3757] lr: 5.000e-04, eta: 9:46:37, time: 0.775, data_time: 0.004, memory: 12750, top1_acc: 0.8016, top5_acc: 0.9352, loss_cls: 0.7482, loss: 0.7482, grad_norm: 4.4743 2021-05-26 21:36:33,778 - mmaction - INFO - Epoch [6][960/3757] lr: 5.000e-04, eta: 9:46:13, time: 0.819, data_time: 0.006, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9469, loss_cls: 0.7434, loss: 0.7434, grad_norm: 4.4917 2021-05-26 21:36:49,188 - mmaction - INFO - Epoch [6][980/3757] lr: 5.000e-04, eta: 9:45:47, time: 0.770, data_time: 0.002, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9359, loss_cls: 0.7612, loss: 0.7612, grad_norm: 4.5357 2021-05-26 21:37:07,165 - mmaction - INFO - Epoch [6][1000/3757] lr: 5.000e-04, eta: 9:45:25, time: 0.897, data_time: 0.003, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9477, loss_cls: 0.7493, loss: 0.7493, grad_norm: 4.6703 2021-05-26 21:37:23,182 - mmaction - INFO - Epoch [6][1020/3757] lr: 5.000e-04, eta: 9:45:00, time: 0.802, data_time: 0.004, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9555, loss_cls: 0.6849, loss: 0.6849, grad_norm: 4.5587 2021-05-26 21:37:40,516 - mmaction - INFO - Epoch [6][1040/3757] lr: 5.000e-04, eta: 9:44:37, time: 0.867, data_time: 0.003, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9344, loss_cls: 0.7443, loss: 0.7443, grad_norm: 4.3107 2021-05-26 21:37:59,088 - mmaction - INFO - Epoch [6][1060/3757] lr: 5.000e-04, eta: 9:44:17, time: 0.927, data_time: 0.016, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9500, loss_cls: 0.7220, loss: 0.7220, grad_norm: 4.3857 2021-05-26 21:38:16,771 - mmaction - INFO - Epoch [6][1080/3757] lr: 5.000e-04, eta: 9:43:55, time: 0.882, data_time: 0.004, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9492, loss_cls: 0.7452, loss: 0.7452, grad_norm: 4.4781 2021-05-26 21:38:32,846 - mmaction - INFO - Epoch [6][1100/3757] lr: 5.000e-04, eta: 9:43:30, time: 0.807, data_time: 0.006, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9414, loss_cls: 0.7181, loss: 0.7181, grad_norm: 4.2668 2021-05-26 21:38:48,499 - mmaction - INFO - Epoch [6][1120/3757] lr: 5.000e-04, eta: 9:43:04, time: 0.784, data_time: 0.003, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9445, loss_cls: 0.7347, loss: 0.7347, grad_norm: 4.3324 2021-05-26 21:39:06,401 - mmaction - INFO - Epoch [6][1140/3757] lr: 5.000e-04, eta: 9:42:43, time: 0.894, data_time: 0.008, memory: 12750, top1_acc: 0.8031, top5_acc: 0.9484, loss_cls: 0.7285, loss: 0.7285, grad_norm: 4.4211 2021-05-26 21:39:28,190 - mmaction - INFO - Epoch [6][1160/3757] lr: 5.000e-04, eta: 9:42:28, time: 1.086, data_time: 0.003, memory: 12750, top1_acc: 0.7898, top5_acc: 0.9297, loss_cls: 0.8119, loss: 0.8119, grad_norm: 4.6183 2021-05-26 21:39:45,078 - mmaction - INFO - Epoch [6][1180/3757] lr: 5.000e-04, eta: 9:42:05, time: 0.847, data_time: 0.006, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9500, loss_cls: 0.7347, loss: 0.7347, grad_norm: 4.3445 2021-05-26 21:40:03,567 - mmaction - INFO - Epoch [6][1200/3757] lr: 5.000e-04, eta: 9:41:44, time: 0.922, data_time: 0.003, memory: 12750, top1_acc: 0.7937, top5_acc: 0.9422, loss_cls: 0.7683, loss: 0.7683, grad_norm: 4.5830 2021-05-26 21:40:24,562 - mmaction - INFO - Epoch [6][1220/3757] lr: 5.000e-04, eta: 9:41:28, time: 1.048, data_time: 0.006, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9594, loss_cls: 0.6881, loss: 0.6881, grad_norm: 4.4228 2021-05-26 21:40:43,552 - mmaction - INFO - Epoch [6][1240/3757] lr: 5.000e-04, eta: 9:41:09, time: 0.948, data_time: 0.008, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9391, loss_cls: 0.7514, loss: 0.7514, grad_norm: 4.4579 2021-05-26 21:41:01,897 - mmaction - INFO - Epoch [6][1260/3757] lr: 5.000e-04, eta: 9:40:48, time: 0.923, data_time: 0.008, memory: 12750, top1_acc: 0.7750, top5_acc: 0.9492, loss_cls: 0.7716, loss: 0.7716, grad_norm: 4.5460 2021-05-26 21:41:25,228 - mmaction - INFO - Epoch [6][1280/3757] lr: 5.000e-04, eta: 9:40:36, time: 1.163, data_time: 0.004, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9508, loss_cls: 0.7260, loss: 0.7260, grad_norm: 4.5722 2021-05-26 21:41:43,700 - mmaction - INFO - Epoch [6][1300/3757] lr: 5.000e-04, eta: 9:40:16, time: 0.925, data_time: 0.006, memory: 12750, top1_acc: 0.7984, top5_acc: 0.9398, loss_cls: 0.7841, loss: 0.7841, grad_norm: 4.5180 2021-05-26 21:42:03,052 - mmaction - INFO - Epoch [6][1320/3757] lr: 5.000e-04, eta: 9:39:57, time: 0.966, data_time: 0.005, memory: 12750, top1_acc: 0.7977, top5_acc: 0.9367, loss_cls: 0.7588, loss: 0.7588, grad_norm: 4.5910 2021-05-26 21:42:20,532 - mmaction - INFO - Epoch [6][1340/3757] lr: 5.000e-04, eta: 9:39:35, time: 0.877, data_time: 0.007, memory: 12750, top1_acc: 0.7867, top5_acc: 0.9492, loss_cls: 0.7295, loss: 0.7295, grad_norm: 4.4011 2021-05-26 21:42:42,319 - mmaction - INFO - Epoch [6][1360/3757] lr: 5.000e-04, eta: 9:39:20, time: 1.088, data_time: 0.005, memory: 12750, top1_acc: 0.7953, top5_acc: 0.9437, loss_cls: 0.7577, loss: 0.7577, grad_norm: 5.2031 2021-05-26 21:42:59,326 - mmaction - INFO - Epoch [6][1380/3757] lr: 5.000e-04, eta: 9:38:56, time: 0.824, data_time: 0.005, memory: 12750, top1_acc: 0.7820, top5_acc: 0.9414, loss_cls: 0.8503, loss: 0.8503, grad_norm: 4.8393 2021-05-26 21:43:17,846 - mmaction - INFO - Epoch [6][1400/3757] lr: 5.000e-04, eta: 9:38:37, time: 0.954, data_time: 0.030, memory: 12750, top1_acc: 0.8031, top5_acc: 0.9352, loss_cls: 0.7625, loss: 0.7625, grad_norm: 4.4329 2021-05-26 21:43:39,059 - mmaction - INFO - Epoch [6][1420/3757] lr: 5.000e-04, eta: 9:38:21, time: 1.058, data_time: 0.003, memory: 12750, top1_acc: 0.7875, top5_acc: 0.9297, loss_cls: 0.8361, loss: 0.8361, grad_norm: 4.8094 2021-05-26 21:43:58,539 - mmaction - INFO - Epoch [6][1440/3757] lr: 5.000e-04, eta: 9:38:02, time: 0.977, data_time: 0.005, memory: 12750, top1_acc: 0.7859, top5_acc: 0.9430, loss_cls: 0.7363, loss: 0.7363, grad_norm: 4.6654 2021-05-26 21:44:20,429 - mmaction - INFO - Epoch [6][1460/3757] lr: 5.000e-04, eta: 9:37:47, time: 1.058, data_time: 0.003, memory: 12750, top1_acc: 0.8023, top5_acc: 0.9461, loss_cls: 0.7526, loss: 0.7526, grad_norm: 4.5439 2021-05-26 21:44:38,053 - mmaction - INFO - Epoch [6][1480/3757] lr: 5.000e-04, eta: 9:37:26, time: 0.917, data_time: 0.040, memory: 12750, top1_acc: 0.8031, top5_acc: 0.9445, loss_cls: 0.7565, loss: 0.7565, grad_norm: 4.6796 2021-05-26 21:44:55,991 - mmaction - INFO - Epoch [6][1500/3757] lr: 5.000e-04, eta: 9:37:05, time: 0.897, data_time: 0.005, memory: 12750, top1_acc: 0.7906, top5_acc: 0.9469, loss_cls: 0.7470, loss: 0.7470, grad_norm: 4.6131 2021-05-26 21:45:12,205 - mmaction - INFO - Epoch [6][1520/3757] lr: 5.000e-04, eta: 9:36:40, time: 0.810, data_time: 0.002, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9469, loss_cls: 0.7615, loss: 0.7615, grad_norm: 4.6433 2021-05-26 21:45:27,983 - mmaction - INFO - Epoch [6][1540/3757] lr: 5.000e-04, eta: 9:36:15, time: 0.790, data_time: 0.004, memory: 12750, top1_acc: 0.8008, top5_acc: 0.9477, loss_cls: 0.7424, loss: 0.7424, grad_norm: 4.4394 2021-05-26 21:45:47,984 - mmaction - INFO - Epoch [6][1560/3757] lr: 5.000e-04, eta: 9:35:57, time: 1.000, data_time: 0.003, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9398, loss_cls: 0.7662, loss: 0.7662, grad_norm: 4.4450 2021-05-26 21:46:05,381 - mmaction - INFO - Epoch [6][1580/3757] lr: 5.000e-04, eta: 9:35:35, time: 0.869, data_time: 0.003, memory: 12750, top1_acc: 0.7961, top5_acc: 0.9352, loss_cls: 0.7666, loss: 0.7666, grad_norm: 4.6314 2021-05-26 21:46:22,639 - mmaction - INFO - Epoch [6][1600/3757] lr: 5.000e-04, eta: 9:35:12, time: 0.865, data_time: 0.004, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9391, loss_cls: 0.7547, loss: 0.7547, grad_norm: 4.5427 2021-05-26 21:46:39,905 - mmaction - INFO - Epoch [6][1620/3757] lr: 5.000e-04, eta: 9:34:49, time: 0.862, data_time: 0.002, memory: 12750, top1_acc: 0.7977, top5_acc: 0.9320, loss_cls: 0.7624, loss: 0.7624, grad_norm: 4.7774 2021-05-26 21:47:00,492 - mmaction - INFO - Epoch [6][1640/3757] lr: 5.000e-04, eta: 9:34:33, time: 1.026, data_time: 0.003, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9406, loss_cls: 0.7225, loss: 0.7225, grad_norm: 4.3478 2021-05-26 21:47:23,136 - mmaction - INFO - Epoch [6][1660/3757] lr: 5.000e-04, eta: 9:34:20, time: 1.133, data_time: 0.008, memory: 12750, top1_acc: 0.7922, top5_acc: 0.9422, loss_cls: 0.7575, loss: 0.7575, grad_norm: 4.5069 2021-05-26 21:47:39,583 - mmaction - INFO - Epoch [6][1680/3757] lr: 5.000e-04, eta: 9:33:56, time: 0.825, data_time: 0.007, memory: 12750, top1_acc: 0.7883, top5_acc: 0.9313, loss_cls: 0.7982, loss: 0.7982, grad_norm: 4.5772 2021-05-26 21:47:55,950 - mmaction - INFO - Epoch [6][1700/3757] lr: 5.000e-04, eta: 9:33:32, time: 0.819, data_time: 0.003, memory: 12750, top1_acc: 0.7891, top5_acc: 0.9273, loss_cls: 0.7938, loss: 0.7938, grad_norm: 4.8120 2021-05-26 21:48:14,414 - mmaction - INFO - Epoch [6][1720/3757] lr: 5.000e-04, eta: 9:33:11, time: 0.919, data_time: 0.004, memory: 12750, top1_acc: 0.7898, top5_acc: 0.9383, loss_cls: 0.7454, loss: 0.7454, grad_norm: 4.6753 2021-05-26 21:48:29,784 - mmaction - INFO - Epoch [6][1740/3757] lr: 5.000e-04, eta: 9:32:45, time: 0.772, data_time: 0.010, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9445, loss_cls: 0.6945, loss: 0.6945, grad_norm: 4.2830 2021-05-26 21:48:46,493 - mmaction - INFO - Epoch [6][1760/3757] lr: 5.000e-04, eta: 9:32:22, time: 0.835, data_time: 0.002, memory: 12750, top1_acc: 0.7922, top5_acc: 0.9469, loss_cls: 0.7960, loss: 0.7960, grad_norm: 4.6177 2021-05-26 21:49:02,379 - mmaction - INFO - Epoch [6][1780/3757] lr: 5.000e-04, eta: 9:31:57, time: 0.795, data_time: 0.002, memory: 12750, top1_acc: 0.8070, top5_acc: 0.9453, loss_cls: 0.7149, loss: 0.7149, grad_norm: 4.6459 2021-05-26 21:49:25,505 - mmaction - INFO - Epoch [6][1800/3757] lr: 5.000e-04, eta: 9:31:44, time: 1.150, data_time: 0.002, memory: 12750, top1_acc: 0.7906, top5_acc: 0.9344, loss_cls: 0.7929, loss: 0.7929, grad_norm: 4.6838 2021-05-26 21:49:44,036 - mmaction - INFO - Epoch [6][1820/3757] lr: 5.000e-04, eta: 9:31:24, time: 0.928, data_time: 0.008, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9391, loss_cls: 0.7632, loss: 0.7632, grad_norm: 4.4713 2021-05-26 21:49:59,162 - mmaction - INFO - Epoch [6][1840/3757] lr: 5.000e-04, eta: 9:30:58, time: 0.759, data_time: 0.006, memory: 12750, top1_acc: 0.7875, top5_acc: 0.9336, loss_cls: 0.8035, loss: 0.8035, grad_norm: 4.9355 2021-05-26 21:50:14,632 - mmaction - INFO - Epoch [6][1860/3757] lr: 5.000e-04, eta: 9:30:32, time: 0.775, data_time: 0.003, memory: 12750, top1_acc: 0.8031, top5_acc: 0.9445, loss_cls: 0.7290, loss: 0.7290, grad_norm: 4.4290 2021-05-26 21:50:30,227 - mmaction - INFO - Epoch [6][1880/3757] lr: 5.000e-04, eta: 9:30:07, time: 0.777, data_time: 0.003, memory: 12750, top1_acc: 0.8000, top5_acc: 0.9484, loss_cls: 0.7570, loss: 0.7570, grad_norm: 4.6294 2021-05-26 21:50:48,207 - mmaction - INFO - Epoch [6][1900/3757] lr: 5.000e-04, eta: 9:29:46, time: 0.901, data_time: 0.005, memory: 12750, top1_acc: 0.8031, top5_acc: 0.9531, loss_cls: 0.7048, loss: 0.7048, grad_norm: 4.5133 2021-05-26 21:51:05,374 - mmaction - INFO - Epoch [6][1920/3757] lr: 5.000e-04, eta: 9:29:23, time: 0.857, data_time: 0.003, memory: 12750, top1_acc: 0.8063, top5_acc: 0.9469, loss_cls: 0.7114, loss: 0.7114, grad_norm: 4.4955 2021-05-26 21:51:21,545 - mmaction - INFO - Epoch [6][1940/3757] lr: 5.000e-04, eta: 9:28:59, time: 0.808, data_time: 0.003, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9563, loss_cls: 0.6942, loss: 0.6942, grad_norm: 4.3465 2021-05-26 21:51:47,356 - mmaction - INFO - Epoch [6][1960/3757] lr: 5.000e-04, eta: 9:28:51, time: 1.288, data_time: 0.011, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9469, loss_cls: 0.6961, loss: 0.6961, grad_norm: 4.1994 2021-05-26 21:52:04,273 - mmaction - INFO - Epoch [6][1980/3757] lr: 5.000e-04, eta: 9:28:28, time: 0.846, data_time: 0.006, memory: 12750, top1_acc: 0.7922, top5_acc: 0.9320, loss_cls: 0.7969, loss: 0.7969, grad_norm: 4.7363 2021-05-26 21:52:21,974 - mmaction - INFO - Epoch [6][2000/3757] lr: 5.000e-04, eta: 9:28:06, time: 0.888, data_time: 0.007, memory: 12750, top1_acc: 0.7914, top5_acc: 0.9453, loss_cls: 0.7704, loss: 0.7704, grad_norm: 4.7773 2021-05-26 21:52:38,482 - mmaction - INFO - Epoch [6][2020/3757] lr: 5.000e-04, eta: 9:27:43, time: 0.826, data_time: 0.003, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9453, loss_cls: 0.7433, loss: 0.7433, grad_norm: 5.4395 2021-05-26 21:52:54,326 - mmaction - INFO - Epoch [6][2040/3757] lr: 5.000e-04, eta: 9:27:18, time: 0.793, data_time: 0.002, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9594, loss_cls: 0.6743, loss: 0.6743, grad_norm: 4.4775 2021-05-26 21:53:09,826 - mmaction - INFO - Epoch [6][2060/3757] lr: 5.000e-04, eta: 9:26:52, time: 0.773, data_time: 0.001, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9461, loss_cls: 0.7448, loss: 0.7448, grad_norm: 4.4629 2021-05-26 21:53:26,035 - mmaction - INFO - Epoch [6][2080/3757] lr: 5.000e-04, eta: 9:26:28, time: 0.812, data_time: 0.003, memory: 12750, top1_acc: 0.7906, top5_acc: 0.9320, loss_cls: 0.7872, loss: 0.7872, grad_norm: 4.5757 2021-05-26 21:53:43,091 - mmaction - INFO - Epoch [6][2100/3757] lr: 5.000e-04, eta: 9:26:05, time: 0.823, data_time: 0.003, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9500, loss_cls: 0.7457, loss: 0.7457, grad_norm: 4.6396 2021-05-26 21:53:59,153 - mmaction - INFO - Epoch [6][2120/3757] lr: 5.000e-04, eta: 9:25:41, time: 0.832, data_time: 0.032, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9477, loss_cls: 0.7128, loss: 0.7128, grad_norm: 4.5319 2021-05-26 21:54:16,564 - mmaction - INFO - Epoch [6][2140/3757] lr: 5.000e-04, eta: 9:25:19, time: 0.871, data_time: 0.003, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9617, loss_cls: 0.6372, loss: 0.6372, grad_norm: 4.3179 2021-05-26 21:54:32,572 - mmaction - INFO - Epoch [6][2160/3757] lr: 5.000e-04, eta: 9:24:55, time: 0.797, data_time: 0.002, memory: 12750, top1_acc: 0.7891, top5_acc: 0.9398, loss_cls: 0.7798, loss: 0.7798, grad_norm: 4.7982 2021-05-26 21:54:50,258 - mmaction - INFO - Epoch [6][2180/3757] lr: 5.000e-04, eta: 9:24:33, time: 0.886, data_time: 0.005, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9531, loss_cls: 0.7003, loss: 0.7003, grad_norm: 4.4290 2021-05-26 21:55:06,374 - mmaction - INFO - Epoch [6][2200/3757] lr: 5.000e-04, eta: 9:24:09, time: 0.807, data_time: 0.005, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9555, loss_cls: 0.7077, loss: 0.7077, grad_norm: 4.4723 2021-05-26 21:55:24,693 - mmaction - INFO - Epoch [6][2220/3757] lr: 5.000e-04, eta: 9:23:48, time: 0.916, data_time: 0.003, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9445, loss_cls: 0.7535, loss: 0.7535, grad_norm: 4.5359 2021-05-26 21:55:44,240 - mmaction - INFO - Epoch [6][2240/3757] lr: 5.000e-04, eta: 9:23:30, time: 0.973, data_time: 0.002, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9523, loss_cls: 0.6761, loss: 0.6761, grad_norm: 4.5947 2021-05-26 21:56:02,309 - mmaction - INFO - Epoch [6][2260/3757] lr: 5.000e-04, eta: 9:23:09, time: 0.908, data_time: 0.007, memory: 12750, top1_acc: 0.7883, top5_acc: 0.9453, loss_cls: 0.7665, loss: 0.7665, grad_norm: 4.6004 2021-05-26 21:56:21,905 - mmaction - INFO - Epoch [6][2280/3757] lr: 5.000e-04, eta: 9:22:50, time: 0.976, data_time: 0.002, memory: 12750, top1_acc: 0.7984, top5_acc: 0.9539, loss_cls: 0.7299, loss: 0.7299, grad_norm: 4.6676 2021-05-26 21:56:39,291 - mmaction - INFO - Epoch [6][2300/3757] lr: 5.000e-04, eta: 9:22:28, time: 0.873, data_time: 0.007, memory: 12750, top1_acc: 0.7883, top5_acc: 0.9391, loss_cls: 0.7894, loss: 0.7894, grad_norm: 4.8271 2021-05-26 21:56:56,266 - mmaction - INFO - Epoch [6][2320/3757] lr: 5.000e-04, eta: 9:22:06, time: 0.848, data_time: 0.002, memory: 12750, top1_acc: 0.7844, top5_acc: 0.9344, loss_cls: 0.7838, loss: 0.7838, grad_norm: 4.6836 2021-05-26 21:57:11,959 - mmaction - INFO - Epoch [6][2340/3757] lr: 5.000e-04, eta: 9:21:41, time: 0.786, data_time: 0.004, memory: 12750, top1_acc: 0.7977, top5_acc: 0.9492, loss_cls: 0.7380, loss: 0.7380, grad_norm: 4.6497 2021-05-26 21:57:28,708 - mmaction - INFO - Epoch [6][2360/3757] lr: 5.000e-04, eta: 9:21:18, time: 0.835, data_time: 0.001, memory: 12750, top1_acc: 0.8008, top5_acc: 0.9398, loss_cls: 0.7403, loss: 0.7403, grad_norm: 4.6373 2021-05-26 21:57:46,388 - mmaction - INFO - Epoch [6][2380/3757] lr: 5.000e-04, eta: 9:20:56, time: 0.884, data_time: 0.004, memory: 12750, top1_acc: 0.7945, top5_acc: 0.9437, loss_cls: 0.7722, loss: 0.7722, grad_norm: 4.5747 2021-05-26 21:58:03,857 - mmaction - INFO - Epoch [6][2400/3757] lr: 5.000e-04, eta: 9:20:34, time: 0.873, data_time: 0.006, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9539, loss_cls: 0.7135, loss: 0.7135, grad_norm: 4.5880 2021-05-26 21:58:20,108 - mmaction - INFO - Epoch [6][2420/3757] lr: 5.000e-04, eta: 9:20:10, time: 0.814, data_time: 0.005, memory: 12750, top1_acc: 0.7836, top5_acc: 0.9313, loss_cls: 0.8028, loss: 0.8028, grad_norm: 4.7325 2021-05-26 21:58:36,590 - mmaction - INFO - Epoch [6][2440/3757] lr: 5.000e-04, eta: 9:19:47, time: 0.827, data_time: 0.004, memory: 12750, top1_acc: 0.8031, top5_acc: 0.9469, loss_cls: 0.7337, loss: 0.7337, grad_norm: 4.4600 2021-05-26 21:58:52,923 - mmaction - INFO - Epoch [6][2460/3757] lr: 5.000e-04, eta: 9:19:23, time: 0.812, data_time: 0.002, memory: 12750, top1_acc: 0.7828, top5_acc: 0.9492, loss_cls: 0.7419, loss: 0.7419, grad_norm: 4.6856 2021-05-26 21:59:08,242 - mmaction - INFO - Epoch [6][2480/3757] lr: 5.000e-04, eta: 9:18:58, time: 0.771, data_time: 0.005, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9531, loss_cls: 0.7146, loss: 0.7146, grad_norm: 4.5322 2021-05-26 21:59:29,408 - mmaction - INFO - Epoch [6][2500/3757] lr: 5.000e-04, eta: 9:18:42, time: 1.056, data_time: 0.002, memory: 12750, top1_acc: 0.7953, top5_acc: 0.9406, loss_cls: 0.7581, loss: 0.7581, grad_norm: 4.4951 2021-05-26 21:59:45,964 - mmaction - INFO - Epoch [6][2520/3757] lr: 5.000e-04, eta: 9:18:19, time: 0.826, data_time: 0.005, memory: 12750, top1_acc: 0.7961, top5_acc: 0.9406, loss_cls: 0.7760, loss: 0.7760, grad_norm: 5.1265 2021-05-26 22:00:05,875 - mmaction - INFO - Epoch [6][2540/3757] lr: 5.000e-04, eta: 9:18:01, time: 0.989, data_time: 0.005, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9414, loss_cls: 0.7320, loss: 0.7320, grad_norm: 4.4201 2021-05-26 22:00:22,477 - mmaction - INFO - Epoch [6][2560/3757] lr: 5.000e-04, eta: 9:17:38, time: 0.838, data_time: 0.015, memory: 12750, top1_acc: 0.7945, top5_acc: 0.9563, loss_cls: 0.7227, loss: 0.7227, grad_norm: 4.6196 2021-05-26 22:00:44,590 - mmaction - INFO - Epoch [6][2580/3757] lr: 5.000e-04, eta: 9:17:23, time: 1.104, data_time: 0.007, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9445, loss_cls: 0.7043, loss: 0.7043, grad_norm: 4.5230 2021-05-26 22:01:00,057 - mmaction - INFO - Epoch [6][2600/3757] lr: 5.000e-04, eta: 9:16:58, time: 0.778, data_time: 0.008, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9437, loss_cls: 0.7349, loss: 0.7349, grad_norm: 4.5710 2021-05-26 22:01:18,037 - mmaction - INFO - Epoch [6][2620/3757] lr: 5.000e-04, eta: 9:16:37, time: 0.897, data_time: 0.003, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9484, loss_cls: 0.7019, loss: 0.7019, grad_norm: 4.4077 2021-05-26 22:01:33,846 - mmaction - INFO - Epoch [6][2640/3757] lr: 5.000e-04, eta: 9:16:13, time: 0.791, data_time: 0.003, memory: 12750, top1_acc: 0.7945, top5_acc: 0.9500, loss_cls: 0.7532, loss: 0.7532, grad_norm: 4.5350 2021-05-26 22:01:52,310 - mmaction - INFO - Epoch [6][2660/3757] lr: 5.000e-04, eta: 9:15:52, time: 0.914, data_time: 0.002, memory: 12750, top1_acc: 0.7922, top5_acc: 0.9352, loss_cls: 0.7805, loss: 0.7805, grad_norm: 4.5996 2021-05-26 22:02:11,660 - mmaction - INFO - Epoch [6][2680/3757] lr: 5.000e-04, eta: 9:15:34, time: 0.974, data_time: 0.013, memory: 12750, top1_acc: 0.7977, top5_acc: 0.9430, loss_cls: 0.7504, loss: 0.7504, grad_norm: 4.5995 2021-05-26 22:02:31,683 - mmaction - INFO - Epoch [6][2700/3757] lr: 5.000e-04, eta: 9:15:16, time: 1.001, data_time: 0.004, memory: 12750, top1_acc: 0.8070, top5_acc: 0.9453, loss_cls: 0.7422, loss: 0.7422, grad_norm: 4.5698 2021-05-26 22:02:47,715 - mmaction - INFO - Epoch [6][2720/3757] lr: 5.000e-04, eta: 9:14:52, time: 0.805, data_time: 0.005, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9586, loss_cls: 0.6788, loss: 0.6788, grad_norm: 4.3522 2021-05-26 22:03:07,541 - mmaction - INFO - Epoch [6][2740/3757] lr: 5.000e-04, eta: 9:14:34, time: 0.990, data_time: 0.001, memory: 12750, top1_acc: 0.7969, top5_acc: 0.9492, loss_cls: 0.7334, loss: 0.7334, grad_norm: 4.6806 2021-05-26 22:03:26,193 - mmaction - INFO - Epoch [6][2760/3757] lr: 5.000e-04, eta: 9:14:15, time: 0.933, data_time: 0.008, memory: 12750, top1_acc: 0.7906, top5_acc: 0.9391, loss_cls: 0.7869, loss: 0.7869, grad_norm: 4.5829 2021-05-26 22:03:42,373 - mmaction - INFO - Epoch [6][2780/3757] lr: 5.000e-04, eta: 9:13:51, time: 0.810, data_time: 0.003, memory: 12750, top1_acc: 0.7984, top5_acc: 0.9445, loss_cls: 0.7347, loss: 0.7347, grad_norm: 4.7032 2021-05-26 22:04:01,108 - mmaction - INFO - Epoch [6][2800/3757] lr: 5.000e-04, eta: 9:13:31, time: 0.936, data_time: 0.002, memory: 12750, top1_acc: 0.7891, top5_acc: 0.9383, loss_cls: 0.8050, loss: 0.8050, grad_norm: 4.6312 2021-05-26 22:04:18,982 - mmaction - INFO - Epoch [6][2820/3757] lr: 5.000e-04, eta: 9:13:10, time: 0.895, data_time: 0.005, memory: 12750, top1_acc: 0.7984, top5_acc: 0.9508, loss_cls: 0.7390, loss: 0.7390, grad_norm: 4.7550 2021-05-26 22:04:37,085 - mmaction - INFO - Epoch [6][2840/3757] lr: 5.000e-04, eta: 9:12:49, time: 0.906, data_time: 0.002, memory: 12750, top1_acc: 0.8070, top5_acc: 0.9437, loss_cls: 0.7429, loss: 0.7429, grad_norm: 5.3338 2021-05-26 22:04:57,197 - mmaction - INFO - Epoch [6][2860/3757] lr: 5.000e-04, eta: 9:12:32, time: 1.001, data_time: 0.001, memory: 12750, top1_acc: 0.8023, top5_acc: 0.9398, loss_cls: 0.7421, loss: 0.7421, grad_norm: 4.5241 2021-05-26 22:05:14,210 - mmaction - INFO - Epoch [6][2880/3757] lr: 5.000e-04, eta: 9:12:09, time: 0.854, data_time: 0.007, memory: 12750, top1_acc: 0.7906, top5_acc: 0.9437, loss_cls: 0.7668, loss: 0.7668, grad_norm: 4.5188 2021-05-26 22:05:34,037 - mmaction - INFO - Epoch [6][2900/3757] lr: 5.000e-04, eta: 9:11:51, time: 0.974, data_time: 0.003, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9484, loss_cls: 0.7428, loss: 0.7428, grad_norm: 4.7155 2021-05-26 22:05:54,625 - mmaction - INFO - Epoch [6][2920/3757] lr: 5.000e-04, eta: 9:11:35, time: 1.045, data_time: 0.020, memory: 12750, top1_acc: 0.8063, top5_acc: 0.9422, loss_cls: 0.7341, loss: 0.7341, grad_norm: 4.5409 2021-05-26 22:06:10,735 - mmaction - INFO - Epoch [6][2940/3757] lr: 5.000e-04, eta: 9:11:11, time: 0.807, data_time: 0.005, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9477, loss_cls: 0.7194, loss: 0.7194, grad_norm: 4.5751 2021-05-26 22:06:28,703 - mmaction - INFO - Epoch [6][2960/3757] lr: 5.000e-04, eta: 9:10:50, time: 0.899, data_time: 0.005, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9508, loss_cls: 0.7175, loss: 0.7175, grad_norm: 4.4847 2021-05-26 22:06:45,767 - mmaction - INFO - Epoch [6][2980/3757] lr: 5.000e-04, eta: 9:10:27, time: 0.851, data_time: 0.003, memory: 12750, top1_acc: 0.8008, top5_acc: 0.9445, loss_cls: 0.7358, loss: 0.7358, grad_norm: 4.5895 2021-05-26 22:07:02,146 - mmaction - INFO - Epoch [6][3000/3757] lr: 5.000e-04, eta: 9:10:04, time: 0.822, data_time: 0.006, memory: 12750, top1_acc: 0.8070, top5_acc: 0.9422, loss_cls: 0.7201, loss: 0.7201, grad_norm: 4.4940 2021-05-26 22:07:21,944 - mmaction - INFO - Epoch [6][3020/3757] lr: 5.000e-04, eta: 9:09:46, time: 0.986, data_time: 0.002, memory: 12750, top1_acc: 0.7969, top5_acc: 0.9422, loss_cls: 0.7563, loss: 0.7563, grad_norm: 4.6291 2021-05-26 22:07:37,734 - mmaction - INFO - Epoch [6][3040/3757] lr: 5.000e-04, eta: 9:09:22, time: 0.788, data_time: 0.007, memory: 12750, top1_acc: 0.7828, top5_acc: 0.9383, loss_cls: 0.7906, loss: 0.7906, grad_norm: 4.7628 2021-05-26 22:07:58,171 - mmaction - INFO - Epoch [6][3060/3757] lr: 5.000e-04, eta: 9:09:05, time: 1.027, data_time: 0.008, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9391, loss_cls: 0.7454, loss: 0.7454, grad_norm: 4.6365 2021-05-26 22:08:15,587 - mmaction - INFO - Epoch [6][3080/3757] lr: 5.000e-04, eta: 9:08:43, time: 0.869, data_time: 0.002, memory: 12750, top1_acc: 0.8016, top5_acc: 0.9359, loss_cls: 0.7496, loss: 0.7496, grad_norm: 4.6626 2021-05-26 22:08:31,959 - mmaction - INFO - Epoch [6][3100/3757] lr: 5.000e-04, eta: 9:08:20, time: 0.820, data_time: 0.005, memory: 12750, top1_acc: 0.8070, top5_acc: 0.9367, loss_cls: 0.7545, loss: 0.7545, grad_norm: 4.6161 2021-05-26 22:08:48,958 - mmaction - INFO - Epoch [6][3120/3757] lr: 5.000e-04, eta: 9:07:57, time: 0.848, data_time: 0.003, memory: 12750, top1_acc: 0.7945, top5_acc: 0.9414, loss_cls: 0.7843, loss: 0.7843, grad_norm: 4.6371 2021-05-26 22:09:07,660 - mmaction - INFO - Epoch [6][3140/3757] lr: 5.000e-04, eta: 9:07:38, time: 0.933, data_time: 0.004, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9469, loss_cls: 0.6885, loss: 0.6885, grad_norm: 4.2871 2021-05-26 22:09:23,667 - mmaction - INFO - Epoch [6][3160/3757] lr: 5.000e-04, eta: 9:07:14, time: 0.805, data_time: 0.008, memory: 12750, top1_acc: 0.8031, top5_acc: 0.9430, loss_cls: 0.7520, loss: 0.7520, grad_norm: 4.4423 2021-05-26 22:09:39,554 - mmaction - INFO - Epoch [6][3180/3757] lr: 5.000e-04, eta: 9:06:50, time: 0.793, data_time: 0.001, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9477, loss_cls: 0.7322, loss: 0.7322, grad_norm: 4.5659 2021-05-26 22:09:55,573 - mmaction - INFO - Epoch [6][3200/3757] lr: 5.000e-04, eta: 9:06:26, time: 0.793, data_time: 0.002, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9461, loss_cls: 0.7434, loss: 0.7434, grad_norm: 4.5621 2021-05-26 22:10:15,153 - mmaction - INFO - Epoch [6][3220/3757] lr: 5.000e-04, eta: 9:06:07, time: 0.986, data_time: 0.011, memory: 12750, top1_acc: 0.8008, top5_acc: 0.9437, loss_cls: 0.7837, loss: 0.7837, grad_norm: 4.6710 2021-05-26 22:10:30,676 - mmaction - INFO - Epoch [6][3240/3757] lr: 5.000e-04, eta: 9:05:43, time: 0.776, data_time: 0.006, memory: 12750, top1_acc: 0.8016, top5_acc: 0.9375, loss_cls: 0.7383, loss: 0.7383, grad_norm: 4.4979 2021-05-26 22:10:47,569 - mmaction - INFO - Epoch [6][3260/3757] lr: 5.000e-04, eta: 9:05:20, time: 0.843, data_time: 0.005, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9414, loss_cls: 0.7094, loss: 0.7094, grad_norm: 4.4039 2021-05-26 22:11:03,733 - mmaction - INFO - Epoch [6][3280/3757] lr: 5.000e-04, eta: 9:04:57, time: 0.805, data_time: 0.008, memory: 12750, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 0.7138, loss: 0.7138, grad_norm: 4.5471 2021-05-26 22:11:21,687 - mmaction - INFO - Epoch [6][3300/3757] lr: 5.000e-04, eta: 9:04:36, time: 0.901, data_time: 0.009, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9500, loss_cls: 0.7267, loss: 0.7267, grad_norm: 4.4059 2021-05-26 22:11:39,984 - mmaction - INFO - Epoch [6][3320/3757] lr: 5.000e-04, eta: 9:04:16, time: 0.917, data_time: 0.007, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9516, loss_cls: 0.7280, loss: 0.7280, grad_norm: 4.5025 2021-05-26 22:12:00,179 - mmaction - INFO - Epoch [6][3340/3757] lr: 5.000e-04, eta: 9:03:58, time: 1.006, data_time: 0.004, memory: 12750, top1_acc: 0.8031, top5_acc: 0.9500, loss_cls: 0.7312, loss: 0.7312, grad_norm: 4.5627 2021-05-26 22:12:20,428 - mmaction - INFO - Epoch [6][3360/3757] lr: 5.000e-04, eta: 9:03:41, time: 1.014, data_time: 0.009, memory: 12750, top1_acc: 0.7937, top5_acc: 0.9359, loss_cls: 0.7756, loss: 0.7756, grad_norm: 4.5322 2021-05-26 22:12:38,101 - mmaction - INFO - Epoch [6][3380/3757] lr: 5.000e-04, eta: 9:03:20, time: 0.888, data_time: 0.008, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9508, loss_cls: 0.7237, loss: 0.7237, grad_norm: 4.6272 2021-05-26 22:12:57,944 - mmaction - INFO - Epoch [6][3400/3757] lr: 5.000e-04, eta: 9:03:02, time: 0.990, data_time: 0.003, memory: 12750, top1_acc: 0.8008, top5_acc: 0.9414, loss_cls: 0.7851, loss: 0.7851, grad_norm: 4.7269 2021-05-26 22:13:16,474 - mmaction - INFO - Epoch [6][3420/3757] lr: 5.000e-04, eta: 9:02:42, time: 0.930, data_time: 0.005, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9375, loss_cls: 0.6977, loss: 0.6977, grad_norm: 4.4372 2021-05-26 22:13:33,766 - mmaction - INFO - Epoch [6][3440/3757] lr: 5.000e-04, eta: 9:02:20, time: 0.862, data_time: 0.002, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9563, loss_cls: 0.6414, loss: 0.6414, grad_norm: 4.2953 2021-05-26 22:13:53,878 - mmaction - INFO - Epoch [6][3460/3757] lr: 5.000e-04, eta: 9:02:03, time: 1.007, data_time: 0.003, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9383, loss_cls: 0.7216, loss: 0.7216, grad_norm: 4.3966 2021-05-26 22:14:10,437 - mmaction - INFO - Epoch [6][3480/3757] lr: 5.000e-04, eta: 9:01:40, time: 0.828, data_time: 0.002, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9492, loss_cls: 0.6980, loss: 0.6980, grad_norm: 4.4454 2021-05-26 22:14:30,245 - mmaction - INFO - Epoch [6][3500/3757] lr: 5.000e-04, eta: 9:01:22, time: 0.990, data_time: 0.003, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9383, loss_cls: 0.7462, loss: 0.7462, grad_norm: 4.4023 2021-05-26 22:14:46,440 - mmaction - INFO - Epoch [6][3520/3757] lr: 5.000e-04, eta: 9:00:59, time: 0.810, data_time: 0.004, memory: 12750, top1_acc: 0.8070, top5_acc: 0.9422, loss_cls: 0.7015, loss: 0.7015, grad_norm: 4.5293 2021-05-26 22:15:03,855 - mmaction - INFO - Epoch [6][3540/3757] lr: 5.000e-04, eta: 9:00:37, time: 0.857, data_time: 0.002, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9609, loss_cls: 0.6626, loss: 0.6626, grad_norm: 4.5188 2021-05-26 22:15:21,305 - mmaction - INFO - Epoch [6][3560/3757] lr: 5.000e-04, eta: 9:00:15, time: 0.886, data_time: 0.016, memory: 12750, top1_acc: 0.8063, top5_acc: 0.9422, loss_cls: 0.7551, loss: 0.7551, grad_norm: 4.7125 2021-05-26 22:15:36,668 - mmaction - INFO - Epoch [6][3580/3757] lr: 5.000e-04, eta: 8:59:51, time: 0.768, data_time: 0.004, memory: 12750, top1_acc: 0.8016, top5_acc: 0.9422, loss_cls: 0.7561, loss: 0.7561, grad_norm: 4.6355 2021-05-26 22:15:55,098 - mmaction - INFO - Epoch [6][3600/3757] lr: 5.000e-04, eta: 8:59:31, time: 0.921, data_time: 0.004, memory: 12750, top1_acc: 0.7961, top5_acc: 0.9320, loss_cls: 0.7715, loss: 0.7715, grad_norm: 4.7382 2021-05-26 22:16:17,149 - mmaction - INFO - Epoch [6][3620/3757] lr: 5.000e-04, eta: 8:59:16, time: 1.103, data_time: 0.005, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9516, loss_cls: 0.7127, loss: 0.7127, grad_norm: 4.5215 2021-05-26 22:16:37,459 - mmaction - INFO - Epoch [6][3640/3757] lr: 5.000e-04, eta: 8:58:59, time: 1.016, data_time: 0.003, memory: 12750, top1_acc: 0.7969, top5_acc: 0.9437, loss_cls: 0.7462, loss: 0.7462, grad_norm: 4.5787 2021-05-26 22:16:55,053 - mmaction - INFO - Epoch [6][3660/3757] lr: 5.000e-04, eta: 8:58:38, time: 0.877, data_time: 0.003, memory: 12750, top1_acc: 0.8063, top5_acc: 0.9430, loss_cls: 0.7646, loss: 0.7646, grad_norm: 4.7659 2021-05-26 22:17:10,400 - mmaction - INFO - Epoch [6][3680/3757] lr: 5.000e-04, eta: 8:58:13, time: 0.767, data_time: 0.006, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9500, loss_cls: 0.6924, loss: 0.6924, grad_norm: 4.7068 2021-05-26 22:17:29,332 - mmaction - INFO - Epoch [6][3700/3757] lr: 5.000e-04, eta: 8:57:54, time: 0.946, data_time: 0.008, memory: 12750, top1_acc: 0.7867, top5_acc: 0.9414, loss_cls: 0.7842, loss: 0.7842, grad_norm: 4.6761 2021-05-26 22:17:49,507 - mmaction - INFO - Epoch [6][3720/3757] lr: 5.000e-04, eta: 8:57:36, time: 1.008, data_time: 0.007, memory: 12750, top1_acc: 0.7977, top5_acc: 0.9383, loss_cls: 0.8152, loss: 0.8152, grad_norm: 4.6390 2021-05-26 22:18:07,202 - mmaction - INFO - Epoch [6][3740/3757] lr: 5.000e-04, eta: 8:57:15, time: 0.890, data_time: 0.009, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9500, loss_cls: 0.7075, loss: 0.7075, grad_norm: 4.4399 2021-05-26 22:18:36,226 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-05-26 22:27:29,452 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-26 22:27:30,435 - mmaction - INFO - top1_acc 0.7508 top5_acc 0.9205 2021-05-26 22:27:30,435 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-26 22:27:30,524 - mmaction - INFO - mean_acc 0.7506 2021-05-26 22:27:32,118 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-05-26 22:27:32,119 - mmaction - INFO - Best top1_acc is 0.7508 at 6 epoch. 2021-05-26 22:27:32,131 - mmaction - INFO - Epoch(val) [6][3757] top1_acc: 0.7508, top5_acc: 0.9205, mean_class_accuracy: 0.7506 2021-05-26 22:32:57,277 - mmaction - INFO - Epoch [7][20/3757] lr: 5.000e-04, eta: 9:03:54, time: 16.251, data_time: 15.120, memory: 12750, top1_acc: 0.8008, top5_acc: 0.9477, loss_cls: 0.7656, loss: 0.7656, grad_norm: 4.5863 2021-05-26 22:33:18,177 - mmaction - INFO - Epoch [7][40/3757] lr: 5.000e-04, eta: 9:03:37, time: 1.049, data_time: 0.008, memory: 12750, top1_acc: 0.7961, top5_acc: 0.9422, loss_cls: 0.7843, loss: 0.7843, grad_norm: 4.6841 2021-05-26 22:33:37,712 - mmaction - INFO - Epoch [7][60/3757] lr: 5.000e-04, eta: 9:03:18, time: 0.974, data_time: 0.003, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9492, loss_cls: 0.7015, loss: 0.7015, grad_norm: 4.4603 2021-05-26 22:33:53,661 - mmaction - INFO - Epoch [7][80/3757] lr: 5.000e-04, eta: 9:02:54, time: 0.800, data_time: 0.006, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9586, loss_cls: 0.6512, loss: 0.6512, grad_norm: 4.4876 2021-05-26 22:34:10,867 - mmaction - INFO - Epoch [7][100/3757] lr: 5.000e-04, eta: 9:02:32, time: 0.860, data_time: 0.003, memory: 12750, top1_acc: 0.8008, top5_acc: 0.9555, loss_cls: 0.7067, loss: 0.7067, grad_norm: 4.7184 2021-05-26 22:34:29,716 - mmaction - INFO - Epoch [7][120/3757] lr: 5.000e-04, eta: 9:02:11, time: 0.939, data_time: 0.003, memory: 12750, top1_acc: 0.7937, top5_acc: 0.9383, loss_cls: 0.7719, loss: 0.7719, grad_norm: 4.7571 2021-05-26 22:34:48,200 - mmaction - INFO - Epoch [7][140/3757] lr: 5.000e-04, eta: 9:01:51, time: 0.928, data_time: 0.008, memory: 12750, top1_acc: 0.7953, top5_acc: 0.9352, loss_cls: 0.7643, loss: 0.7643, grad_norm: 4.6568 2021-05-26 22:35:04,782 - mmaction - INFO - Epoch [7][160/3757] lr: 5.000e-04, eta: 9:01:28, time: 0.827, data_time: 0.002, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9492, loss_cls: 0.6843, loss: 0.6843, grad_norm: 4.3527 2021-05-26 22:35:21,191 - mmaction - INFO - Epoch [7][180/3757] lr: 5.000e-04, eta: 9:01:04, time: 0.824, data_time: 0.005, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9414, loss_cls: 0.7027, loss: 0.7027, grad_norm: 4.3955 2021-05-26 22:35:38,417 - mmaction - INFO - Epoch [7][200/3757] lr: 5.000e-04, eta: 9:00:42, time: 0.858, data_time: 0.001, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9609, loss_cls: 0.6849, loss: 0.6849, grad_norm: 4.6004 2021-05-26 22:35:54,253 - mmaction - INFO - Epoch [7][220/3757] lr: 5.000e-04, eta: 9:00:17, time: 0.790, data_time: 0.006, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9461, loss_cls: 0.7115, loss: 0.7115, grad_norm: 4.6661 2021-05-26 22:36:11,208 - mmaction - INFO - Epoch [7][240/3757] lr: 5.000e-04, eta: 8:59:54, time: 0.851, data_time: 0.006, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9469, loss_cls: 0.7561, loss: 0.7561, grad_norm: 4.6604 2021-05-26 22:36:31,446 - mmaction - INFO - Epoch [7][260/3757] lr: 5.000e-04, eta: 8:59:37, time: 1.010, data_time: 0.012, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9422, loss_cls: 0.7135, loss: 0.7135, grad_norm: 4.6275 2021-05-26 22:36:48,801 - mmaction - INFO - Epoch [7][280/3757] lr: 5.000e-04, eta: 8:59:14, time: 0.870, data_time: 0.006, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9484, loss_cls: 0.7126, loss: 0.7126, grad_norm: 4.7523 2021-05-26 22:37:05,807 - mmaction - INFO - Epoch [7][300/3757] lr: 5.000e-04, eta: 8:58:52, time: 0.848, data_time: 0.003, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9445, loss_cls: 0.6918, loss: 0.6918, grad_norm: 4.4423 2021-05-26 22:37:21,411 - mmaction - INFO - Epoch [7][320/3757] lr: 5.000e-04, eta: 8:58:27, time: 0.782, data_time: 0.006, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9430, loss_cls: 0.7236, loss: 0.7236, grad_norm: 4.5505 2021-05-26 22:37:40,368 - mmaction - INFO - Epoch [7][340/3757] lr: 5.000e-04, eta: 8:58:07, time: 0.947, data_time: 0.003, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9547, loss_cls: 0.6578, loss: 0.6578, grad_norm: 4.2363 2021-05-26 22:37:57,591 - mmaction - INFO - Epoch [7][360/3757] lr: 5.000e-04, eta: 8:57:45, time: 0.862, data_time: 0.007, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9484, loss_cls: 0.7284, loss: 0.7284, grad_norm: 4.5338 2021-05-26 22:38:15,798 - mmaction - INFO - Epoch [7][380/3757] lr: 5.000e-04, eta: 8:57:24, time: 0.909, data_time: 0.003, memory: 12750, top1_acc: 0.7883, top5_acc: 0.9414, loss_cls: 0.7825, loss: 0.7825, grad_norm: 4.6344 2021-05-26 22:38:35,935 - mmaction - INFO - Epoch [7][400/3757] lr: 5.000e-04, eta: 8:57:06, time: 1.006, data_time: 0.004, memory: 12750, top1_acc: 0.8016, top5_acc: 0.9398, loss_cls: 0.7506, loss: 0.7506, grad_norm: 4.6778 2021-05-26 22:38:53,250 - mmaction - INFO - Epoch [7][420/3757] lr: 5.000e-04, eta: 8:56:44, time: 0.868, data_time: 0.006, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9508, loss_cls: 0.6883, loss: 0.6883, grad_norm: 4.3900 2021-05-26 22:39:09,150 - mmaction - INFO - Epoch [7][440/3757] lr: 5.000e-04, eta: 8:56:20, time: 0.793, data_time: 0.002, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9594, loss_cls: 0.6636, loss: 0.6636, grad_norm: 4.5668 2021-05-26 22:39:25,180 - mmaction - INFO - Epoch [7][460/3757] lr: 5.000e-04, eta: 8:55:56, time: 0.804, data_time: 0.006, memory: 12750, top1_acc: 0.8367, top5_acc: 0.9445, loss_cls: 0.6614, loss: 0.6614, grad_norm: 4.2469 2021-05-26 22:39:43,356 - mmaction - INFO - Epoch [7][480/3757] lr: 5.000e-04, eta: 8:55:35, time: 0.905, data_time: 0.004, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9406, loss_cls: 0.7367, loss: 0.7367, grad_norm: 4.4999 2021-05-26 22:40:01,887 - mmaction - INFO - Epoch [7][500/3757] lr: 5.000e-04, eta: 8:55:14, time: 0.909, data_time: 0.008, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9578, loss_cls: 0.6733, loss: 0.6733, grad_norm: 4.4050 2021-05-26 22:40:18,715 - mmaction - INFO - Epoch [7][520/3757] lr: 5.000e-04, eta: 8:54:52, time: 0.863, data_time: 0.024, memory: 12750, top1_acc: 0.8016, top5_acc: 0.9461, loss_cls: 0.7163, loss: 0.7163, grad_norm: 4.5836 2021-05-26 22:40:37,174 - mmaction - INFO - Epoch [7][540/3757] lr: 5.000e-04, eta: 8:54:31, time: 0.923, data_time: 0.002, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9422, loss_cls: 0.7219, loss: 0.7219, grad_norm: 4.5007 2021-05-26 22:40:57,841 - mmaction - INFO - Epoch [7][560/3757] lr: 5.000e-04, eta: 8:54:14, time: 1.033, data_time: 0.003, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9500, loss_cls: 0.7065, loss: 0.7065, grad_norm: 4.4007 2021-05-26 22:41:15,922 - mmaction - INFO - Epoch [7][580/3757] lr: 5.000e-04, eta: 8:53:53, time: 0.904, data_time: 0.003, memory: 12750, top1_acc: 0.7977, top5_acc: 0.9359, loss_cls: 0.7569, loss: 0.7569, grad_norm: 4.8378 2021-05-26 22:41:40,767 - mmaction - INFO - Epoch [7][600/3757] lr: 5.000e-04, eta: 8:53:41, time: 1.239, data_time: 0.003, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9555, loss_cls: 0.6633, loss: 0.6633, grad_norm: 4.3398 2021-05-26 22:41:57,202 - mmaction - INFO - Epoch [7][620/3757] lr: 5.000e-04, eta: 8:53:18, time: 0.825, data_time: 0.006, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9445, loss_cls: 0.7350, loss: 0.7350, grad_norm: 4.5865 2021-05-26 22:42:14,859 - mmaction - INFO - Epoch [7][640/3757] lr: 5.000e-04, eta: 8:52:57, time: 0.883, data_time: 0.002, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9406, loss_cls: 0.7622, loss: 0.7622, grad_norm: 4.5102 2021-05-26 22:42:33,611 - mmaction - INFO - Epoch [7][660/3757] lr: 5.000e-04, eta: 8:52:35, time: 0.888, data_time: 0.002, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9484, loss_cls: 0.6721, loss: 0.6721, grad_norm: 4.3480 2021-05-26 22:42:50,203 - mmaction - INFO - Epoch [7][680/3757] lr: 5.000e-04, eta: 8:52:13, time: 0.880, data_time: 0.053, memory: 12750, top1_acc: 0.7898, top5_acc: 0.9437, loss_cls: 0.7619, loss: 0.7619, grad_norm: 4.6458 2021-05-26 22:43:06,480 - mmaction - INFO - Epoch [7][700/3757] lr: 5.000e-04, eta: 8:51:50, time: 0.813, data_time: 0.002, memory: 12750, top1_acc: 0.7937, top5_acc: 0.9422, loss_cls: 0.7604, loss: 0.7604, grad_norm: 4.7324 2021-05-26 22:43:28,163 - mmaction - INFO - Epoch [7][720/3757] lr: 5.000e-04, eta: 8:51:34, time: 1.081, data_time: 0.002, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9469, loss_cls: 0.6561, loss: 0.6561, grad_norm: 4.3019 2021-05-26 22:43:46,033 - mmaction - INFO - Epoch [7][740/3757] lr: 5.000e-04, eta: 8:51:13, time: 0.897, data_time: 0.005, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9430, loss_cls: 0.7246, loss: 0.7246, grad_norm: 4.5885 2021-05-26 22:44:07,626 - mmaction - INFO - Epoch [7][760/3757] lr: 5.000e-04, eta: 8:50:57, time: 1.078, data_time: 0.004, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9469, loss_cls: 0.6992, loss: 0.6992, grad_norm: 4.2974 2021-05-26 22:44:24,875 - mmaction - INFO - Epoch [7][780/3757] lr: 5.000e-04, eta: 8:50:35, time: 0.860, data_time: 0.005, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9508, loss_cls: 0.6728, loss: 0.6728, grad_norm: 4.4285 2021-05-26 22:44:44,240 - mmaction - INFO - Epoch [7][800/3757] lr: 5.000e-04, eta: 8:50:15, time: 0.970, data_time: 0.010, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9570, loss_cls: 0.6804, loss: 0.6804, grad_norm: 4.4179 2021-05-26 22:45:02,003 - mmaction - INFO - Epoch [7][820/3757] lr: 5.000e-04, eta: 8:49:54, time: 0.888, data_time: 0.004, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9461, loss_cls: 0.7329, loss: 0.7329, grad_norm: 4.8189 2021-05-26 22:45:17,613 - mmaction - INFO - Epoch [7][840/3757] lr: 5.000e-04, eta: 8:49:30, time: 0.781, data_time: 0.005, memory: 12750, top1_acc: 0.7977, top5_acc: 0.9453, loss_cls: 0.7243, loss: 0.7243, grad_norm: 4.5588 2021-05-26 22:45:35,358 - mmaction - INFO - Epoch [7][860/3757] lr: 5.000e-04, eta: 8:49:08, time: 0.887, data_time: 0.003, memory: 12750, top1_acc: 0.7937, top5_acc: 0.9430, loss_cls: 0.7391, loss: 0.7391, grad_norm: 4.6945 2021-05-26 22:45:51,437 - mmaction - INFO - Epoch [7][880/3757] lr: 5.000e-04, eta: 8:48:44, time: 0.805, data_time: 0.005, memory: 12750, top1_acc: 0.7953, top5_acc: 0.9500, loss_cls: 0.7307, loss: 0.7307, grad_norm: 4.7982 2021-05-26 22:46:08,920 - mmaction - INFO - Epoch [7][900/3757] lr: 5.000e-04, eta: 8:48:23, time: 0.874, data_time: 0.002, memory: 12750, top1_acc: 0.7984, top5_acc: 0.9422, loss_cls: 0.7174, loss: 0.7174, grad_norm: 4.6746 2021-05-26 22:46:25,993 - mmaction - INFO - Epoch [7][920/3757] lr: 5.000e-04, eta: 8:48:00, time: 0.850, data_time: 0.003, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9469, loss_cls: 0.7173, loss: 0.7173, grad_norm: 4.3641 2021-05-26 22:46:43,056 - mmaction - INFO - Epoch [7][940/3757] lr: 5.000e-04, eta: 8:47:38, time: 0.854, data_time: 0.006, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9500, loss_cls: 0.7198, loss: 0.7198, grad_norm: 4.5762 2021-05-26 22:46:59,078 - mmaction - INFO - Epoch [7][960/3757] lr: 5.000e-04, eta: 8:47:14, time: 0.796, data_time: 0.005, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9422, loss_cls: 0.7339, loss: 0.7339, grad_norm: 4.5578 2021-05-26 22:47:16,849 - mmaction - INFO - Epoch [7][980/3757] lr: 5.000e-04, eta: 8:46:53, time: 0.895, data_time: 0.010, memory: 12750, top1_acc: 0.8031, top5_acc: 0.9437, loss_cls: 0.7241, loss: 0.7241, grad_norm: 4.6713 2021-05-26 22:47:34,305 - mmaction - INFO - Epoch [7][1000/3757] lr: 5.000e-04, eta: 8:46:31, time: 0.874, data_time: 0.003, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9609, loss_cls: 0.6620, loss: 0.6620, grad_norm: 4.5233 2021-05-26 22:47:51,735 - mmaction - INFO - Epoch [7][1020/3757] lr: 5.000e-04, eta: 8:46:09, time: 0.872, data_time: 0.002, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9563, loss_cls: 0.6552, loss: 0.6552, grad_norm: 4.5399 2021-05-26 22:48:10,667 - mmaction - INFO - Epoch [7][1040/3757] lr: 5.000e-04, eta: 8:45:49, time: 0.938, data_time: 0.002, memory: 12750, top1_acc: 0.7812, top5_acc: 0.9359, loss_cls: 0.7675, loss: 0.7675, grad_norm: 4.7857 2021-05-26 22:48:28,704 - mmaction - INFO - Epoch [7][1060/3757] lr: 5.000e-04, eta: 8:45:29, time: 0.911, data_time: 0.010, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9508, loss_cls: 0.6813, loss: 0.6813, grad_norm: 4.4850 2021-05-26 22:48:46,332 - mmaction - INFO - Epoch [7][1080/3757] lr: 5.000e-04, eta: 8:45:07, time: 0.879, data_time: 0.002, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9406, loss_cls: 0.7269, loss: 0.7269, grad_norm: 4.5501 2021-05-26 22:49:03,414 - mmaction - INFO - Epoch [7][1100/3757] lr: 5.000e-04, eta: 8:44:45, time: 0.853, data_time: 0.004, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9469, loss_cls: 0.6951, loss: 0.6951, grad_norm: 4.6588 2021-05-26 22:49:23,047 - mmaction - INFO - Epoch [7][1120/3757] lr: 5.000e-04, eta: 8:44:26, time: 0.984, data_time: 0.004, memory: 12750, top1_acc: 0.8023, top5_acc: 0.9430, loss_cls: 0.7520, loss: 0.7520, grad_norm: 4.7369 2021-05-26 22:49:40,359 - mmaction - INFO - Epoch [7][1140/3757] lr: 5.000e-04, eta: 8:44:04, time: 0.861, data_time: 0.007, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9391, loss_cls: 0.7137, loss: 0.7137, grad_norm: 4.6814 2021-05-26 22:49:58,634 - mmaction - INFO - Epoch [7][1160/3757] lr: 5.000e-04, eta: 8:43:44, time: 0.912, data_time: 0.009, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9539, loss_cls: 0.7008, loss: 0.7008, grad_norm: 4.3843 2021-05-26 22:50:18,994 - mmaction - INFO - Epoch [7][1180/3757] lr: 5.000e-04, eta: 8:43:26, time: 1.021, data_time: 0.010, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9547, loss_cls: 0.6511, loss: 0.6511, grad_norm: 4.8976 2021-05-26 22:50:36,389 - mmaction - INFO - Epoch [7][1200/3757] lr: 5.000e-04, eta: 8:43:04, time: 0.875, data_time: 0.008, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9531, loss_cls: 0.7264, loss: 0.7264, grad_norm: 4.7452 2021-05-26 22:50:58,296 - mmaction - INFO - Epoch [7][1220/3757] lr: 5.000e-04, eta: 8:42:49, time: 1.093, data_time: 0.003, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9523, loss_cls: 0.6888, loss: 0.6888, grad_norm: 4.3262 2021-05-26 22:51:15,416 - mmaction - INFO - Epoch [7][1240/3757] lr: 5.000e-04, eta: 8:42:26, time: 0.857, data_time: 0.004, memory: 12750, top1_acc: 0.7883, top5_acc: 0.9383, loss_cls: 0.8029, loss: 0.8029, grad_norm: 4.7004 2021-05-26 22:51:31,077 - mmaction - INFO - Epoch [7][1260/3757] lr: 5.000e-04, eta: 8:42:02, time: 0.784, data_time: 0.004, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9477, loss_cls: 0.7116, loss: 0.7116, grad_norm: 4.5362 2021-05-26 22:51:47,131 - mmaction - INFO - Epoch [7][1280/3757] lr: 5.000e-04, eta: 8:41:39, time: 0.802, data_time: 0.005, memory: 12750, top1_acc: 0.8023, top5_acc: 0.9445, loss_cls: 0.7476, loss: 0.7476, grad_norm: 4.7745 2021-05-26 22:52:07,092 - mmaction - INFO - Epoch [7][1300/3757] lr: 5.000e-04, eta: 8:41:20, time: 0.999, data_time: 0.003, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9453, loss_cls: 0.7264, loss: 0.7264, grad_norm: 4.6381 2021-05-26 22:52:25,439 - mmaction - INFO - Epoch [7][1320/3757] lr: 5.000e-04, eta: 8:41:00, time: 0.917, data_time: 0.003, memory: 12750, top1_acc: 0.8000, top5_acc: 0.9461, loss_cls: 0.7348, loss: 0.7348, grad_norm: 4.7698 2021-05-26 22:52:41,262 - mmaction - INFO - Epoch [7][1340/3757] lr: 5.000e-04, eta: 8:40:36, time: 0.788, data_time: 0.002, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9383, loss_cls: 0.7390, loss: 0.7390, grad_norm: 4.8607 2021-05-26 22:52:58,739 - mmaction - INFO - Epoch [7][1360/3757] lr: 5.000e-04, eta: 8:40:14, time: 0.877, data_time: 0.007, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9516, loss_cls: 0.6830, loss: 0.6830, grad_norm: 4.5115 2021-05-26 22:53:15,822 - mmaction - INFO - Epoch [7][1380/3757] lr: 5.000e-04, eta: 8:39:52, time: 0.854, data_time: 0.005, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9555, loss_cls: 0.6786, loss: 0.6786, grad_norm: 4.5174 2021-05-26 22:53:33,107 - mmaction - INFO - Epoch [7][1400/3757] lr: 5.000e-04, eta: 8:39:30, time: 0.863, data_time: 0.006, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9391, loss_cls: 0.6990, loss: 0.6990, grad_norm: 4.2942 2021-05-26 22:53:49,064 - mmaction - INFO - Epoch [7][1420/3757] lr: 5.000e-04, eta: 8:39:07, time: 0.800, data_time: 0.004, memory: 12750, top1_acc: 0.8031, top5_acc: 0.9492, loss_cls: 0.7529, loss: 0.7529, grad_norm: 4.6150 2021-05-26 22:54:05,153 - mmaction - INFO - Epoch [7][1440/3757] lr: 5.000e-04, eta: 8:38:43, time: 0.803, data_time: 0.002, memory: 12750, top1_acc: 0.7781, top5_acc: 0.9414, loss_cls: 0.8186, loss: 0.8186, grad_norm: 5.1523 2021-05-26 22:54:21,105 - mmaction - INFO - Epoch [7][1460/3757] lr: 5.000e-04, eta: 8:38:20, time: 0.798, data_time: 0.005, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9586, loss_cls: 0.6597, loss: 0.6597, grad_norm: 4.4764 2021-05-26 22:54:37,114 - mmaction - INFO - Epoch [7][1480/3757] lr: 5.000e-04, eta: 8:37:56, time: 0.801, data_time: 0.003, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9437, loss_cls: 0.7264, loss: 0.7264, grad_norm: 4.6278 2021-05-26 22:54:53,433 - mmaction - INFO - Epoch [7][1500/3757] lr: 5.000e-04, eta: 8:37:33, time: 0.817, data_time: 0.002, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9555, loss_cls: 0.7059, loss: 0.7059, grad_norm: 4.5521 2021-05-26 22:55:09,123 - mmaction - INFO - Epoch [7][1520/3757] lr: 5.000e-04, eta: 8:37:09, time: 0.784, data_time: 0.001, memory: 12750, top1_acc: 0.7906, top5_acc: 0.9492, loss_cls: 0.7674, loss: 0.7674, grad_norm: 4.9523 2021-05-26 22:55:25,247 - mmaction - INFO - Epoch [7][1540/3757] lr: 5.000e-04, eta: 8:36:46, time: 0.806, data_time: 0.012, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9547, loss_cls: 0.6856, loss: 0.6856, grad_norm: 4.5352 2021-05-26 22:55:41,241 - mmaction - INFO - Epoch [7][1560/3757] lr: 5.000e-04, eta: 8:36:22, time: 0.798, data_time: 0.002, memory: 12750, top1_acc: 0.8000, top5_acc: 0.9477, loss_cls: 0.7633, loss: 0.7633, grad_norm: 4.7867 2021-05-26 22:55:58,863 - mmaction - INFO - Epoch [7][1580/3757] lr: 5.000e-04, eta: 8:36:01, time: 0.883, data_time: 0.005, memory: 12750, top1_acc: 0.8023, top5_acc: 0.9453, loss_cls: 0.7245, loss: 0.7245, grad_norm: 4.5206 2021-05-26 22:56:17,533 - mmaction - INFO - Epoch [7][1600/3757] lr: 5.000e-04, eta: 8:35:41, time: 0.932, data_time: 0.002, memory: 12750, top1_acc: 0.7945, top5_acc: 0.9516, loss_cls: 0.7344, loss: 0.7344, grad_norm: 4.6360 2021-05-26 22:56:37,423 - mmaction - INFO - Epoch [7][1620/3757] lr: 5.000e-04, eta: 8:35:22, time: 0.995, data_time: 0.007, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9523, loss_cls: 0.6446, loss: 0.6446, grad_norm: 4.2865 2021-05-26 22:56:54,864 - mmaction - INFO - Epoch [7][1640/3757] lr: 5.000e-04, eta: 8:35:01, time: 0.874, data_time: 0.004, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9437, loss_cls: 0.7198, loss: 0.7198, grad_norm: 4.6259 2021-05-26 22:57:10,603 - mmaction - INFO - Epoch [7][1660/3757] lr: 5.000e-04, eta: 8:34:37, time: 0.786, data_time: 0.004, memory: 12750, top1_acc: 0.7852, top5_acc: 0.9508, loss_cls: 0.7527, loss: 0.7527, grad_norm: 4.7491 2021-05-26 22:57:27,319 - mmaction - INFO - Epoch [7][1680/3757] lr: 5.000e-04, eta: 8:34:15, time: 0.835, data_time: 0.003, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9531, loss_cls: 0.7118, loss: 0.7118, grad_norm: 4.5685 2021-05-26 22:57:46,259 - mmaction - INFO - Epoch [7][1700/3757] lr: 5.000e-04, eta: 8:33:55, time: 0.943, data_time: 0.003, memory: 12750, top1_acc: 0.7883, top5_acc: 0.9297, loss_cls: 0.8099, loss: 0.8099, grad_norm: 4.8131 2021-05-26 22:58:02,517 - mmaction - INFO - Epoch [7][1720/3757] lr: 5.000e-04, eta: 8:33:32, time: 0.818, data_time: 0.008, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9523, loss_cls: 0.6940, loss: 0.6940, grad_norm: 4.5533 2021-05-26 22:58:18,680 - mmaction - INFO - Epoch [7][1740/3757] lr: 5.000e-04, eta: 8:33:09, time: 0.808, data_time: 0.002, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9484, loss_cls: 0.6904, loss: 0.6904, grad_norm: 4.5032 2021-05-26 22:58:35,935 - mmaction - INFO - Epoch [7][1760/3757] lr: 5.000e-04, eta: 8:32:47, time: 0.862, data_time: 0.004, memory: 12750, top1_acc: 0.7961, top5_acc: 0.9539, loss_cls: 0.7134, loss: 0.7134, grad_norm: 4.6738 2021-05-26 22:58:54,099 - mmaction - INFO - Epoch [7][1780/3757] lr: 5.000e-04, eta: 8:32:26, time: 0.909, data_time: 0.003, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9492, loss_cls: 0.7342, loss: 0.7342, grad_norm: 4.6309 2021-05-26 22:59:14,179 - mmaction - INFO - Epoch [7][1800/3757] lr: 5.000e-04, eta: 8:32:08, time: 1.002, data_time: 0.002, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9547, loss_cls: 0.7182, loss: 0.7182, grad_norm: 4.7601 2021-05-26 22:59:29,829 - mmaction - INFO - Epoch [7][1820/3757] lr: 5.000e-04, eta: 8:31:45, time: 0.785, data_time: 0.005, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9656, loss_cls: 0.6599, loss: 0.6599, grad_norm: 4.5924 2021-05-26 22:59:47,961 - mmaction - INFO - Epoch [7][1840/3757] lr: 5.000e-04, eta: 8:31:24, time: 0.907, data_time: 0.003, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9547, loss_cls: 0.6511, loss: 0.6511, grad_norm: 4.3142 2021-05-26 23:00:06,943 - mmaction - INFO - Epoch [7][1860/3757] lr: 5.000e-04, eta: 8:31:04, time: 0.946, data_time: 0.002, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9555, loss_cls: 0.6725, loss: 0.6725, grad_norm: 4.3659 2021-05-26 23:00:22,973 - mmaction - INFO - Epoch [7][1880/3757] lr: 5.000e-04, eta: 8:30:41, time: 0.802, data_time: 0.005, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9305, loss_cls: 0.7195, loss: 0.7195, grad_norm: 4.5031 2021-05-26 23:00:38,741 - mmaction - INFO - Epoch [7][1900/3757] lr: 5.000e-04, eta: 8:30:17, time: 0.790, data_time: 0.007, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9398, loss_cls: 0.7259, loss: 0.7259, grad_norm: 4.4087 2021-05-26 23:00:54,928 - mmaction - INFO - Epoch [7][1920/3757] lr: 5.000e-04, eta: 8:29:54, time: 0.809, data_time: 0.002, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9500, loss_cls: 0.6967, loss: 0.6967, grad_norm: 4.5075 2021-05-26 23:01:16,204 - mmaction - INFO - Epoch [7][1940/3757] lr: 5.000e-04, eta: 8:29:38, time: 1.064, data_time: 0.003, memory: 12750, top1_acc: 0.8023, top5_acc: 0.9367, loss_cls: 0.7614, loss: 0.7614, grad_norm: 4.8084 2021-05-26 23:01:35,702 - mmaction - INFO - Epoch [7][1960/3757] lr: 5.000e-04, eta: 8:29:19, time: 0.976, data_time: 0.004, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9547, loss_cls: 0.6778, loss: 0.6778, grad_norm: 4.4089 2021-05-26 23:01:56,528 - mmaction - INFO - Epoch [7][1980/3757] lr: 5.000e-04, eta: 8:29:02, time: 1.040, data_time: 0.003, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9484, loss_cls: 0.7012, loss: 0.7012, grad_norm: 4.4278 2021-05-26 23:02:14,987 - mmaction - INFO - Epoch [7][2000/3757] lr: 5.000e-04, eta: 8:28:42, time: 0.925, data_time: 0.004, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9539, loss_cls: 0.6881, loss: 0.6881, grad_norm: 4.4472 2021-05-26 23:02:32,382 - mmaction - INFO - Epoch [7][2020/3757] lr: 5.000e-04, eta: 8:28:20, time: 0.864, data_time: 0.001, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9461, loss_cls: 0.7473, loss: 0.7473, grad_norm: 4.5368 2021-05-26 23:02:48,209 - mmaction - INFO - Epoch [7][2040/3757] lr: 5.000e-04, eta: 8:27:57, time: 0.794, data_time: 0.007, memory: 12750, top1_acc: 0.8000, top5_acc: 0.9484, loss_cls: 0.7364, loss: 0.7364, grad_norm: 4.6216 2021-05-26 23:03:05,149 - mmaction - INFO - Epoch [7][2060/3757] lr: 5.000e-04, eta: 8:27:35, time: 0.849, data_time: 0.004, memory: 12750, top1_acc: 0.7914, top5_acc: 0.9484, loss_cls: 0.7453, loss: 0.7453, grad_norm: 4.6460 2021-05-26 23:03:21,759 - mmaction - INFO - Epoch [7][2080/3757] lr: 5.000e-04, eta: 8:27:12, time: 0.820, data_time: 0.003, memory: 12750, top1_acc: 0.7836, top5_acc: 0.9453, loss_cls: 0.7660, loss: 0.7660, grad_norm: 4.7652 2021-05-26 23:03:37,611 - mmaction - INFO - Epoch [7][2100/3757] lr: 5.000e-04, eta: 8:26:49, time: 0.804, data_time: 0.013, memory: 12750, top1_acc: 0.7922, top5_acc: 0.9352, loss_cls: 0.7730, loss: 0.7730, grad_norm: 4.7931 2021-05-26 23:03:55,036 - mmaction - INFO - Epoch [7][2120/3757] lr: 5.000e-04, eta: 8:26:27, time: 0.867, data_time: 0.002, memory: 12750, top1_acc: 0.7883, top5_acc: 0.9500, loss_cls: 0.7550, loss: 0.7550, grad_norm: 4.7030 2021-05-26 23:04:12,857 - mmaction - INFO - Epoch [7][2140/3757] lr: 5.000e-04, eta: 8:26:06, time: 0.895, data_time: 0.006, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9523, loss_cls: 0.6562, loss: 0.6562, grad_norm: 4.3799 2021-05-26 23:04:31,997 - mmaction - INFO - Epoch [7][2160/3757] lr: 5.000e-04, eta: 8:25:47, time: 0.957, data_time: 0.002, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9477, loss_cls: 0.7022, loss: 0.7022, grad_norm: 4.6388 2021-05-26 23:04:47,603 - mmaction - INFO - Epoch [7][2180/3757] lr: 5.000e-04, eta: 8:25:23, time: 0.780, data_time: 0.004, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9437, loss_cls: 0.7224, loss: 0.7224, grad_norm: 4.5506 2021-05-26 23:05:03,385 - mmaction - INFO - Epoch [7][2200/3757] lr: 5.000e-04, eta: 8:25:00, time: 0.790, data_time: 0.003, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9500, loss_cls: 0.7166, loss: 0.7166, grad_norm: 4.6031 2021-05-26 23:05:21,401 - mmaction - INFO - Epoch [7][2220/3757] lr: 5.000e-04, eta: 8:24:39, time: 0.900, data_time: 0.002, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9523, loss_cls: 0.7078, loss: 0.7078, grad_norm: 4.7500 2021-05-26 23:05:39,760 - mmaction - INFO - Epoch [7][2240/3757] lr: 5.000e-04, eta: 8:24:19, time: 0.919, data_time: 0.007, memory: 12750, top1_acc: 0.8031, top5_acc: 0.9453, loss_cls: 0.7372, loss: 0.7372, grad_norm: 4.6841 2021-05-26 23:05:57,630 - mmaction - INFO - Epoch [7][2260/3757] lr: 5.000e-04, eta: 8:23:58, time: 0.890, data_time: 0.002, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9445, loss_cls: 0.7158, loss: 0.7158, grad_norm: 4.7789 2021-05-26 23:06:15,940 - mmaction - INFO - Epoch [7][2280/3757] lr: 5.000e-04, eta: 8:23:38, time: 0.919, data_time: 0.005, memory: 12750, top1_acc: 0.8070, top5_acc: 0.9437, loss_cls: 0.7612, loss: 0.7612, grad_norm: 4.7076 2021-05-26 23:06:33,998 - mmaction - INFO - Epoch [7][2300/3757] lr: 5.000e-04, eta: 8:23:17, time: 0.902, data_time: 0.003, memory: 12750, top1_acc: 0.8375, top5_acc: 0.9547, loss_cls: 0.6332, loss: 0.6332, grad_norm: 4.2885 2021-05-26 23:06:50,114 - mmaction - INFO - Epoch [7][2320/3757] lr: 5.000e-04, eta: 8:22:54, time: 0.807, data_time: 0.004, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9508, loss_cls: 0.6713, loss: 0.6713, grad_norm: 4.4105 2021-05-26 23:07:05,669 - mmaction - INFO - Epoch [7][2340/3757] lr: 5.000e-04, eta: 8:22:31, time: 0.779, data_time: 0.002, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9352, loss_cls: 0.7370, loss: 0.7370, grad_norm: 4.6618 2021-05-26 23:07:21,363 - mmaction - INFO - Epoch [7][2360/3757] lr: 5.000e-04, eta: 8:22:07, time: 0.784, data_time: 0.001, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9492, loss_cls: 0.6913, loss: 0.6913, grad_norm: 4.5717 2021-05-26 23:07:36,939 - mmaction - INFO - Epoch [7][2380/3757] lr: 5.000e-04, eta: 8:21:44, time: 0.779, data_time: 0.002, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9578, loss_cls: 0.6387, loss: 0.6387, grad_norm: 4.3392 2021-05-26 23:07:53,369 - mmaction - INFO - Epoch [7][2400/3757] lr: 5.000e-04, eta: 8:21:21, time: 0.819, data_time: 0.008, memory: 12750, top1_acc: 0.7961, top5_acc: 0.9445, loss_cls: 0.7497, loss: 0.7497, grad_norm: 4.6653 2021-05-26 23:08:09,802 - mmaction - INFO - Epoch [7][2420/3757] lr: 5.000e-04, eta: 8:20:58, time: 0.822, data_time: 0.006, memory: 12750, top1_acc: 0.7906, top5_acc: 0.9406, loss_cls: 0.7590, loss: 0.7590, grad_norm: 4.6877 2021-05-26 23:08:30,926 - mmaction - INFO - Epoch [7][2440/3757] lr: 5.000e-04, eta: 8:20:41, time: 1.010, data_time: 0.004, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9445, loss_cls: 0.6833, loss: 0.6833, grad_norm: 4.5747 2021-05-26 23:08:47,881 - mmaction - INFO - Epoch [7][2460/3757] lr: 5.000e-04, eta: 8:20:20, time: 0.895, data_time: 0.057, memory: 12750, top1_acc: 0.7977, top5_acc: 0.9484, loss_cls: 0.7291, loss: 0.7291, grad_norm: 4.6022 2021-05-26 23:09:05,194 - mmaction - INFO - Epoch [7][2480/3757] lr: 5.000e-04, eta: 8:19:58, time: 0.865, data_time: 0.002, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9453, loss_cls: 0.7106, loss: 0.7106, grad_norm: 4.5553 2021-05-26 23:09:21,315 - mmaction - INFO - Epoch [7][2500/3757] lr: 5.000e-04, eta: 8:19:35, time: 0.806, data_time: 0.003, memory: 12750, top1_acc: 0.8016, top5_acc: 0.9430, loss_cls: 0.7438, loss: 0.7438, grad_norm: 4.6628 2021-05-26 23:09:36,696 - mmaction - INFO - Epoch [7][2520/3757] lr: 5.000e-04, eta: 8:19:12, time: 0.770, data_time: 0.004, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9469, loss_cls: 0.7275, loss: 0.7275, grad_norm: 4.5161 2021-05-26 23:09:55,433 - mmaction - INFO - Epoch [7][2540/3757] lr: 5.000e-04, eta: 8:18:52, time: 0.937, data_time: 0.005, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9430, loss_cls: 0.6854, loss: 0.6854, grad_norm: 4.4485 2021-05-26 23:10:13,054 - mmaction - INFO - Epoch [7][2560/3757] lr: 5.000e-04, eta: 8:18:31, time: 0.882, data_time: 0.010, memory: 12750, top1_acc: 0.8063, top5_acc: 0.9453, loss_cls: 0.7272, loss: 0.7272, grad_norm: 4.6794 2021-05-26 23:10:32,436 - mmaction - INFO - Epoch [7][2580/3757] lr: 5.000e-04, eta: 8:18:12, time: 0.965, data_time: 0.002, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9469, loss_cls: 0.7049, loss: 0.7049, grad_norm: 4.6537 2021-05-26 23:10:50,835 - mmaction - INFO - Epoch [7][2600/3757] lr: 5.000e-04, eta: 8:17:52, time: 0.923, data_time: 0.006, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9453, loss_cls: 0.7152, loss: 0.7152, grad_norm: 4.6377 2021-05-26 23:11:08,745 - mmaction - INFO - Epoch [7][2620/3757] lr: 5.000e-04, eta: 8:17:31, time: 0.896, data_time: 0.003, memory: 12750, top1_acc: 0.8000, top5_acc: 0.9508, loss_cls: 0.7106, loss: 0.7106, grad_norm: 4.6363 2021-05-26 23:11:27,259 - mmaction - INFO - Epoch [7][2640/3757] lr: 5.000e-04, eta: 8:17:11, time: 0.924, data_time: 0.003, memory: 12750, top1_acc: 0.7844, top5_acc: 0.9430, loss_cls: 0.7529, loss: 0.7529, grad_norm: 4.7733 2021-05-26 23:11:47,377 - mmaction - INFO - Epoch [7][2660/3757] lr: 5.000e-04, eta: 8:16:53, time: 1.002, data_time: 0.007, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9531, loss_cls: 0.7183, loss: 0.7183, grad_norm: 4.6800 2021-05-26 23:12:05,483 - mmaction - INFO - Epoch [7][2680/3757] lr: 5.000e-04, eta: 8:16:33, time: 0.910, data_time: 0.009, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9469, loss_cls: 0.6977, loss: 0.6977, grad_norm: 4.4774 2021-05-26 23:12:21,049 - mmaction - INFO - Epoch [7][2700/3757] lr: 5.000e-04, eta: 8:16:10, time: 0.778, data_time: 0.003, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9547, loss_cls: 0.6522, loss: 0.6522, grad_norm: 4.4957 2021-05-26 23:12:38,007 - mmaction - INFO - Epoch [7][2720/3757] lr: 5.000e-04, eta: 8:15:48, time: 0.845, data_time: 0.002, memory: 12750, top1_acc: 0.8070, top5_acc: 0.9469, loss_cls: 0.7250, loss: 0.7250, grad_norm: 4.7604 2021-05-26 23:12:53,787 - mmaction - INFO - Epoch [7][2740/3757] lr: 5.000e-04, eta: 8:15:24, time: 0.792, data_time: 0.005, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9437, loss_cls: 0.7035, loss: 0.7035, grad_norm: 4.4853 2021-05-26 23:13:10,817 - mmaction - INFO - Epoch [7][2760/3757] lr: 5.000e-04, eta: 8:15:03, time: 0.849, data_time: 0.004, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9625, loss_cls: 0.6133, loss: 0.6133, grad_norm: 4.3973 2021-05-26 23:13:26,728 - mmaction - INFO - Epoch [7][2780/3757] lr: 5.000e-04, eta: 8:14:40, time: 0.796, data_time: 0.005, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9461, loss_cls: 0.7098, loss: 0.7098, grad_norm: 4.6753 2021-05-26 23:13:47,753 - mmaction - INFO - Epoch [7][2800/3757] lr: 5.000e-04, eta: 8:14:23, time: 1.052, data_time: 0.005, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9516, loss_cls: 0.7134, loss: 0.7134, grad_norm: 4.6278 2021-05-26 23:14:04,435 - mmaction - INFO - Epoch [7][2820/3757] lr: 5.000e-04, eta: 8:14:01, time: 0.835, data_time: 0.004, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9391, loss_cls: 0.7150, loss: 0.7150, grad_norm: 4.5350 2021-05-26 23:14:22,386 - mmaction - INFO - Epoch [7][2840/3757] lr: 5.000e-04, eta: 8:13:40, time: 0.889, data_time: 0.003, memory: 12750, top1_acc: 0.8000, top5_acc: 0.9422, loss_cls: 0.7293, loss: 0.7293, grad_norm: 4.6293 2021-05-26 23:14:43,383 - mmaction - INFO - Epoch [7][2860/3757] lr: 5.000e-04, eta: 8:13:23, time: 1.055, data_time: 0.011, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9477, loss_cls: 0.7369, loss: 0.7369, grad_norm: 4.8602 2021-05-26 23:14:59,454 - mmaction - INFO - Epoch [7][2880/3757] lr: 5.000e-04, eta: 8:13:00, time: 0.806, data_time: 0.006, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9508, loss_cls: 0.6465, loss: 0.6465, grad_norm: 4.4296 2021-05-26 23:15:15,892 - mmaction - INFO - Epoch [7][2900/3757] lr: 5.000e-04, eta: 8:12:38, time: 0.823, data_time: 0.004, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9398, loss_cls: 0.7298, loss: 0.7298, grad_norm: 4.8330 2021-05-26 23:15:33,645 - mmaction - INFO - Epoch [7][2920/3757] lr: 5.000e-04, eta: 8:12:17, time: 0.883, data_time: 0.003, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9453, loss_cls: 0.7375, loss: 0.7375, grad_norm: 4.5929 2021-05-26 23:15:51,850 - mmaction - INFO - Epoch [7][2940/3757] lr: 5.000e-04, eta: 8:11:57, time: 0.915, data_time: 0.008, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9453, loss_cls: 0.7068, loss: 0.7068, grad_norm: 4.9325 2021-05-26 23:16:11,259 - mmaction - INFO - Epoch [7][2960/3757] lr: 5.000e-04, eta: 8:11:38, time: 0.968, data_time: 0.004, memory: 12750, top1_acc: 0.7937, top5_acc: 0.9422, loss_cls: 0.7681, loss: 0.7681, grad_norm: 4.8067 2021-05-26 23:16:30,682 - mmaction - INFO - Epoch [7][2980/3757] lr: 5.000e-04, eta: 8:11:19, time: 0.968, data_time: 0.004, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9516, loss_cls: 0.7102, loss: 0.7102, grad_norm: 4.5933 2021-05-26 23:16:49,536 - mmaction - INFO - Epoch [7][3000/3757] lr: 5.000e-04, eta: 8:11:00, time: 0.944, data_time: 0.008, memory: 12750, top1_acc: 0.7961, top5_acc: 0.9477, loss_cls: 0.7079, loss: 0.7079, grad_norm: 4.5695 2021-05-26 23:17:07,306 - mmaction - INFO - Epoch [7][3020/3757] lr: 5.000e-04, eta: 8:10:39, time: 0.891, data_time: 0.008, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9594, loss_cls: 0.6657, loss: 0.6657, grad_norm: 4.5604 2021-05-26 23:17:23,445 - mmaction - INFO - Epoch [7][3040/3757] lr: 5.000e-04, eta: 8:10:17, time: 0.808, data_time: 0.004, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9609, loss_cls: 0.6539, loss: 0.6539, grad_norm: 4.6072 2021-05-26 23:17:39,651 - mmaction - INFO - Epoch [7][3060/3757] lr: 5.000e-04, eta: 8:09:54, time: 0.812, data_time: 0.006, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9461, loss_cls: 0.7017, loss: 0.7017, grad_norm: 4.5822 2021-05-26 23:17:56,819 - mmaction - INFO - Epoch [7][3080/3757] lr: 5.000e-04, eta: 8:09:33, time: 0.857, data_time: 0.004, memory: 12750, top1_acc: 0.8016, top5_acc: 0.9484, loss_cls: 0.7112, loss: 0.7112, grad_norm: 4.5134 2021-05-26 23:18:13,061 - mmaction - INFO - Epoch [7][3100/3757] lr: 5.000e-04, eta: 8:09:10, time: 0.814, data_time: 0.003, memory: 12750, top1_acc: 0.7961, top5_acc: 0.9563, loss_cls: 0.7274, loss: 0.7274, grad_norm: 4.6892 2021-05-26 23:18:30,694 - mmaction - INFO - Epoch [7][3120/3757] lr: 5.000e-04, eta: 8:08:49, time: 0.880, data_time: 0.001, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9453, loss_cls: 0.7404, loss: 0.7404, grad_norm: 4.6533 2021-05-26 23:18:53,525 - mmaction - INFO - Epoch [7][3140/3757] lr: 5.000e-04, eta: 8:08:34, time: 1.135, data_time: 0.004, memory: 12750, top1_acc: 0.8422, top5_acc: 0.9586, loss_cls: 0.6261, loss: 0.6261, grad_norm: 4.3628 2021-05-26 23:19:09,198 - mmaction - INFO - Epoch [7][3160/3757] lr: 5.000e-04, eta: 8:08:11, time: 0.789, data_time: 0.012, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9508, loss_cls: 0.6840, loss: 0.6840, grad_norm: 4.3717 2021-05-26 23:19:29,135 - mmaction - INFO - Epoch [7][3180/3757] lr: 5.000e-04, eta: 8:07:53, time: 0.993, data_time: 0.004, memory: 12750, top1_acc: 0.8070, top5_acc: 0.9500, loss_cls: 0.7091, loss: 0.7091, grad_norm: 4.7057 2021-05-26 23:19:48,537 - mmaction - INFO - Epoch [7][3200/3757] lr: 5.000e-04, eta: 8:07:34, time: 0.973, data_time: 0.007, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9445, loss_cls: 0.7635, loss: 0.7635, grad_norm: 4.7040 2021-05-26 23:20:04,051 - mmaction - INFO - Epoch [7][3220/3757] lr: 5.000e-04, eta: 8:07:11, time: 0.776, data_time: 0.004, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9422, loss_cls: 0.7213, loss: 0.7213, grad_norm: 4.5897 2021-05-26 23:20:22,016 - mmaction - INFO - Epoch [7][3240/3757] lr: 5.000e-04, eta: 8:06:50, time: 0.898, data_time: 0.003, memory: 12750, top1_acc: 0.8000, top5_acc: 0.9469, loss_cls: 0.7185, loss: 0.7185, grad_norm: 4.5834 2021-05-26 23:20:37,576 - mmaction - INFO - Epoch [7][3260/3757] lr: 5.000e-04, eta: 8:06:27, time: 0.778, data_time: 0.007, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9430, loss_cls: 0.7377, loss: 0.7377, grad_norm: 4.6726 2021-05-26 23:20:54,299 - mmaction - INFO - Epoch [7][3280/3757] lr: 5.000e-04, eta: 8:06:05, time: 0.838, data_time: 0.006, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9563, loss_cls: 0.6620, loss: 0.6620, grad_norm: 4.4686 2021-05-26 23:21:11,128 - mmaction - INFO - Epoch [7][3300/3757] lr: 5.000e-04, eta: 8:05:43, time: 0.841, data_time: 0.010, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9500, loss_cls: 0.7131, loss: 0.7131, grad_norm: 4.6792 2021-05-26 23:21:26,432 - mmaction - INFO - Epoch [7][3320/3757] lr: 5.000e-04, eta: 8:05:20, time: 0.766, data_time: 0.003, memory: 12750, top1_acc: 0.7836, top5_acc: 0.9453, loss_cls: 0.7628, loss: 0.7628, grad_norm: 4.6275 2021-05-26 23:21:42,907 - mmaction - INFO - Epoch [7][3340/3757] lr: 5.000e-04, eta: 8:04:58, time: 0.823, data_time: 0.003, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9484, loss_cls: 0.7021, loss: 0.7021, grad_norm: 4.6286 2021-05-26 23:21:58,294 - mmaction - INFO - Epoch [7][3360/3757] lr: 5.000e-04, eta: 8:04:34, time: 0.770, data_time: 0.003, memory: 12750, top1_acc: 0.8008, top5_acc: 0.9430, loss_cls: 0.7296, loss: 0.7296, grad_norm: 4.5351 2021-05-26 23:22:19,823 - mmaction - INFO - Epoch [7][3380/3757] lr: 5.000e-04, eta: 8:04:18, time: 1.072, data_time: 0.006, memory: 12750, top1_acc: 0.7914, top5_acc: 0.9437, loss_cls: 0.7547, loss: 0.7547, grad_norm: 4.6830 2021-05-26 23:22:36,068 - mmaction - INFO - Epoch [7][3400/3757] lr: 5.000e-04, eta: 8:03:56, time: 0.817, data_time: 0.009, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9445, loss_cls: 0.6992, loss: 0.6992, grad_norm: 4.5795 2021-05-26 23:22:56,951 - mmaction - INFO - Epoch [7][3420/3757] lr: 5.000e-04, eta: 8:03:38, time: 1.042, data_time: 0.003, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9391, loss_cls: 0.7608, loss: 0.7608, grad_norm: 5.0619 2021-05-26 23:23:14,889 - mmaction - INFO - Epoch [7][3440/3757] lr: 5.000e-04, eta: 8:03:18, time: 0.897, data_time: 0.005, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9461, loss_cls: 0.6682, loss: 0.6682, grad_norm: 4.3720 2021-05-26 23:23:32,488 - mmaction - INFO - Epoch [7][3460/3757] lr: 5.000e-04, eta: 8:02:57, time: 0.882, data_time: 0.005, memory: 12750, top1_acc: 0.7961, top5_acc: 0.9516, loss_cls: 0.7360, loss: 0.7360, grad_norm: 4.6773 2021-05-26 23:23:52,691 - mmaction - INFO - Epoch [7][3480/3757] lr: 5.000e-04, eta: 8:02:39, time: 1.010, data_time: 0.003, memory: 12750, top1_acc: 0.8008, top5_acc: 0.9453, loss_cls: 0.7119, loss: 0.7119, grad_norm: 4.6942 2021-05-26 23:24:08,657 - mmaction - INFO - Epoch [7][3500/3757] lr: 5.000e-04, eta: 8:02:17, time: 0.797, data_time: 0.004, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9422, loss_cls: 0.7580, loss: 0.7580, grad_norm: 4.7692 2021-05-26 23:24:24,504 - mmaction - INFO - Epoch [7][3520/3757] lr: 5.000e-04, eta: 8:01:54, time: 0.795, data_time: 0.004, memory: 12750, top1_acc: 0.8031, top5_acc: 0.9437, loss_cls: 0.7296, loss: 0.7296, grad_norm: 4.6422 2021-05-26 23:24:40,436 - mmaction - INFO - Epoch [7][3540/3757] lr: 5.000e-04, eta: 8:01:31, time: 0.795, data_time: 0.001, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9437, loss_cls: 0.7567, loss: 0.7567, grad_norm: 4.7071 2021-05-26 23:24:59,272 - mmaction - INFO - Epoch [7][3560/3757] lr: 5.000e-04, eta: 8:01:12, time: 0.942, data_time: 0.005, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9570, loss_cls: 0.6956, loss: 0.6956, grad_norm: 4.5453 2021-05-26 23:25:20,212 - mmaction - INFO - Epoch [7][3580/3757] lr: 5.000e-04, eta: 8:00:55, time: 1.047, data_time: 0.003, memory: 12750, top1_acc: 0.8023, top5_acc: 0.9563, loss_cls: 0.7206, loss: 0.7206, grad_norm: 4.6319 2021-05-26 23:25:39,015 - mmaction - INFO - Epoch [7][3600/3757] lr: 5.000e-04, eta: 8:00:35, time: 0.938, data_time: 0.002, memory: 12750, top1_acc: 0.7969, top5_acc: 0.9500, loss_cls: 0.7387, loss: 0.7387, grad_norm: 4.7181 2021-05-26 23:25:58,586 - mmaction - INFO - Epoch [7][3620/3757] lr: 5.000e-04, eta: 8:00:17, time: 0.978, data_time: 0.003, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9516, loss_cls: 0.6632, loss: 0.6632, grad_norm: 4.3144 2021-05-26 23:26:18,140 - mmaction - INFO - Epoch [7][3640/3757] lr: 5.000e-04, eta: 7:59:58, time: 0.976, data_time: 0.005, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9492, loss_cls: 0.7011, loss: 0.7011, grad_norm: 4.7596 2021-05-26 23:26:35,176 - mmaction - INFO - Epoch [7][3660/3757] lr: 5.000e-04, eta: 7:59:37, time: 0.856, data_time: 0.006, memory: 12750, top1_acc: 0.8016, top5_acc: 0.9516, loss_cls: 0.7016, loss: 0.7016, grad_norm: 4.5540 2021-05-26 23:26:52,902 - mmaction - INFO - Epoch [7][3680/3757] lr: 5.000e-04, eta: 7:59:16, time: 0.886, data_time: 0.003, memory: 12750, top1_acc: 0.7937, top5_acc: 0.9516, loss_cls: 0.7473, loss: 0.7473, grad_norm: 4.7545 2021-05-26 23:27:08,273 - mmaction - INFO - Epoch [7][3700/3757] lr: 5.000e-04, eta: 7:58:53, time: 0.768, data_time: 0.002, memory: 12750, top1_acc: 0.8023, top5_acc: 0.9359, loss_cls: 0.7477, loss: 0.7477, grad_norm: 4.6999 2021-05-26 23:27:27,562 - mmaction - INFO - Epoch [7][3720/3757] lr: 5.000e-04, eta: 7:58:34, time: 0.964, data_time: 0.004, memory: 12750, top1_acc: 0.7961, top5_acc: 0.9391, loss_cls: 0.7557, loss: 0.7557, grad_norm: 4.7038 2021-05-26 23:27:43,020 - mmaction - INFO - Epoch [7][3740/3757] lr: 5.000e-04, eta: 7:58:11, time: 0.775, data_time: 0.004, memory: 12750, top1_acc: 0.7977, top5_acc: 0.9516, loss_cls: 0.7001, loss: 0.7001, grad_norm: 4.5314 2021-05-26 23:28:10,228 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-05-26 23:36:41,503 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-26 23:36:42,302 - mmaction - INFO - top1_acc 0.7530 top5_acc 0.9212 2021-05-26 23:36:42,302 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-26 23:36:42,366 - mmaction - INFO - mean_acc 0.7528 2021-05-26 23:36:43,950 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2021-05-26 23:36:43,950 - mmaction - INFO - Best top1_acc is 0.7530 at 7 epoch. 2021-05-26 23:36:43,959 - mmaction - INFO - Epoch(val) [7][3757] top1_acc: 0.7530, top5_acc: 0.9212, mean_class_accuracy: 0.7528 2021-05-26 23:41:51,743 - mmaction - INFO - Epoch [8][20/3757] lr: 5.000e-04, eta: 8:02:46, time: 15.387, data_time: 14.452, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9445, loss_cls: 0.7194, loss: 0.7194, grad_norm: 4.5594 2021-05-26 23:42:07,520 - mmaction - INFO - Epoch [8][40/3757] lr: 5.000e-04, eta: 8:02:23, time: 0.788, data_time: 0.004, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9469, loss_cls: 0.7176, loss: 0.7176, grad_norm: 4.9531 2021-05-26 23:42:23,030 - mmaction - INFO - Epoch [8][60/3757] lr: 5.000e-04, eta: 8:01:59, time: 0.776, data_time: 0.004, memory: 12750, top1_acc: 0.7984, top5_acc: 0.9484, loss_cls: 0.7250, loss: 0.7250, grad_norm: 4.5982 2021-05-26 23:42:40,316 - mmaction - INFO - Epoch [8][80/3757] lr: 5.000e-04, eta: 8:01:38, time: 0.865, data_time: 0.003, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9406, loss_cls: 0.7222, loss: 0.7222, grad_norm: 4.4505 2021-05-26 23:42:56,855 - mmaction - INFO - Epoch [8][100/3757] lr: 5.000e-04, eta: 8:01:16, time: 0.827, data_time: 0.046, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9570, loss_cls: 0.7167, loss: 0.7167, grad_norm: 4.5243 2021-05-26 23:43:13,458 - mmaction - INFO - Epoch [8][120/3757] lr: 5.000e-04, eta: 8:00:53, time: 0.828, data_time: 0.003, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9445, loss_cls: 0.7328, loss: 0.7328, grad_norm: 4.5824 2021-05-26 23:43:28,977 - mmaction - INFO - Epoch [8][140/3757] lr: 5.000e-04, eta: 8:00:30, time: 0.778, data_time: 0.004, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9547, loss_cls: 0.6411, loss: 0.6411, grad_norm: 4.3844 2021-05-26 23:43:50,668 - mmaction - INFO - Epoch [8][160/3757] lr: 5.000e-04, eta: 8:00:13, time: 1.082, data_time: 0.002, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9555, loss_cls: 0.6975, loss: 0.6975, grad_norm: 4.6028 2021-05-26 23:44:08,195 - mmaction - INFO - Epoch [8][180/3757] lr: 5.000e-04, eta: 7:59:52, time: 0.878, data_time: 0.005, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9469, loss_cls: 0.7398, loss: 0.7398, grad_norm: 4.8411 2021-05-26 23:44:26,745 - mmaction - INFO - Epoch [8][200/3757] lr: 5.000e-04, eta: 7:59:32, time: 0.927, data_time: 0.003, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9437, loss_cls: 0.7395, loss: 0.7395, grad_norm: 4.5800 2021-05-26 23:44:42,727 - mmaction - INFO - Epoch [8][220/3757] lr: 5.000e-04, eta: 7:59:09, time: 0.798, data_time: 0.003, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9484, loss_cls: 0.7056, loss: 0.7056, grad_norm: 4.6089 2021-05-26 23:45:01,234 - mmaction - INFO - Epoch [8][240/3757] lr: 5.000e-04, eta: 7:58:49, time: 0.928, data_time: 0.004, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9586, loss_cls: 0.6291, loss: 0.6291, grad_norm: 4.5161 2021-05-26 23:45:19,602 - mmaction - INFO - Epoch [8][260/3757] lr: 5.000e-04, eta: 7:58:28, time: 0.918, data_time: 0.002, memory: 12750, top1_acc: 0.8070, top5_acc: 0.9555, loss_cls: 0.6788, loss: 0.6788, grad_norm: 4.6047 2021-05-26 23:45:37,641 - mmaction - INFO - Epoch [8][280/3757] lr: 5.000e-04, eta: 7:58:08, time: 0.902, data_time: 0.003, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9516, loss_cls: 0.6932, loss: 0.6932, grad_norm: 4.4942 2021-05-26 23:45:55,861 - mmaction - INFO - Epoch [8][300/3757] lr: 5.000e-04, eta: 7:57:47, time: 0.907, data_time: 0.003, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9461, loss_cls: 0.7004, loss: 0.7004, grad_norm: 4.5510 2021-05-26 23:46:14,241 - mmaction - INFO - Epoch [8][320/3757] lr: 5.000e-04, eta: 7:57:27, time: 0.924, data_time: 0.006, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9469, loss_cls: 0.7052, loss: 0.7052, grad_norm: 4.8146 2021-05-26 23:46:32,321 - mmaction - INFO - Epoch [8][340/3757] lr: 5.000e-04, eta: 7:57:06, time: 0.902, data_time: 0.001, memory: 12750, top1_acc: 0.8070, top5_acc: 0.9500, loss_cls: 0.7221, loss: 0.7221, grad_norm: 4.6379 2021-05-26 23:46:49,574 - mmaction - INFO - Epoch [8][360/3757] lr: 5.000e-04, eta: 7:56:45, time: 0.864, data_time: 0.004, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9570, loss_cls: 0.6710, loss: 0.6710, grad_norm: 4.5152 2021-05-26 23:47:06,691 - mmaction - INFO - Epoch [8][380/3757] lr: 5.000e-04, eta: 7:56:23, time: 0.856, data_time: 0.003, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9555, loss_cls: 0.7070, loss: 0.7070, grad_norm: 4.7282 2021-05-26 23:47:22,791 - mmaction - INFO - Epoch [8][400/3757] lr: 5.000e-04, eta: 7:56:01, time: 0.805, data_time: 0.003, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9484, loss_cls: 0.6629, loss: 0.6629, grad_norm: 4.5460 2021-05-26 23:47:40,400 - mmaction - INFO - Epoch [8][420/3757] lr: 5.000e-04, eta: 7:55:39, time: 0.880, data_time: 0.003, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9508, loss_cls: 0.6597, loss: 0.6597, grad_norm: 4.3821 2021-05-26 23:47:58,922 - mmaction - INFO - Epoch [8][440/3757] lr: 5.000e-04, eta: 7:55:19, time: 0.925, data_time: 0.005, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9516, loss_cls: 0.6989, loss: 0.6989, grad_norm: 4.5666 2021-05-26 23:48:16,058 - mmaction - INFO - Epoch [8][460/3757] lr: 5.000e-04, eta: 7:54:58, time: 0.858, data_time: 0.003, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9484, loss_cls: 0.7001, loss: 0.7001, grad_norm: 4.7108 2021-05-26 23:48:35,359 - mmaction - INFO - Epoch [8][480/3757] lr: 5.000e-04, eta: 7:54:38, time: 0.961, data_time: 0.003, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9555, loss_cls: 0.7011, loss: 0.7011, grad_norm: 4.7037 2021-05-26 23:48:53,242 - mmaction - INFO - Epoch [8][500/3757] lr: 5.000e-04, eta: 7:54:18, time: 0.898, data_time: 0.006, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9453, loss_cls: 0.7445, loss: 0.7445, grad_norm: 4.6293 2021-05-26 23:49:12,944 - mmaction - INFO - Epoch [8][520/3757] lr: 5.000e-04, eta: 7:53:58, time: 0.952, data_time: 0.002, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9445, loss_cls: 0.7445, loss: 0.7445, grad_norm: 4.6990 2021-05-26 23:49:31,236 - mmaction - INFO - Epoch [8][540/3757] lr: 5.000e-04, eta: 7:53:39, time: 0.948, data_time: 0.035, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9484, loss_cls: 0.6754, loss: 0.6754, grad_norm: 4.5400 2021-05-26 23:49:47,561 - mmaction - INFO - Epoch [8][560/3757] lr: 5.000e-04, eta: 7:53:16, time: 0.816, data_time: 0.002, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9469, loss_cls: 0.6870, loss: 0.6870, grad_norm: 4.4212 2021-05-26 23:50:04,093 - mmaction - INFO - Epoch [8][580/3757] lr: 5.000e-04, eta: 7:52:54, time: 0.824, data_time: 0.002, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9500, loss_cls: 0.6899, loss: 0.6899, grad_norm: 4.5371 2021-05-26 23:50:22,829 - mmaction - INFO - Epoch [8][600/3757] lr: 5.000e-04, eta: 7:52:34, time: 0.939, data_time: 0.008, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9336, loss_cls: 0.7669, loss: 0.7669, grad_norm: 4.8182 2021-05-26 23:50:38,057 - mmaction - INFO - Epoch [8][620/3757] lr: 5.000e-04, eta: 7:52:10, time: 0.762, data_time: 0.004, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9477, loss_cls: 0.6729, loss: 0.6729, grad_norm: 4.7637 2021-05-26 23:50:59,659 - mmaction - INFO - Epoch [8][640/3757] lr: 5.000e-04, eta: 7:51:54, time: 1.078, data_time: 0.002, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9563, loss_cls: 0.6610, loss: 0.6610, grad_norm: 4.5385 2021-05-26 23:51:15,662 - mmaction - INFO - Epoch [8][660/3757] lr: 5.000e-04, eta: 7:51:31, time: 0.802, data_time: 0.005, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9437, loss_cls: 0.6884, loss: 0.6884, grad_norm: 4.6015 2021-05-26 23:51:33,083 - mmaction - INFO - Epoch [8][680/3757] lr: 5.000e-04, eta: 7:51:10, time: 0.872, data_time: 0.004, memory: 12750, top1_acc: 0.7844, top5_acc: 0.9445, loss_cls: 0.7635, loss: 0.7635, grad_norm: 4.7823 2021-05-26 23:51:50,865 - mmaction - INFO - Epoch [8][700/3757] lr: 5.000e-04, eta: 7:50:49, time: 0.889, data_time: 0.002, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9586, loss_cls: 0.6701, loss: 0.6701, grad_norm: 4.6095 2021-05-26 23:52:07,662 - mmaction - INFO - Epoch [8][720/3757] lr: 5.000e-04, eta: 7:50:27, time: 0.837, data_time: 0.002, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9539, loss_cls: 0.6920, loss: 0.6920, grad_norm: 4.6000 2021-05-26 23:52:27,272 - mmaction - INFO - Epoch [8][740/3757] lr: 5.000e-04, eta: 7:50:08, time: 0.983, data_time: 0.006, memory: 12750, top1_acc: 0.8008, top5_acc: 0.9437, loss_cls: 0.7613, loss: 0.7613, grad_norm: 4.6939 2021-05-26 23:52:47,938 - mmaction - INFO - Epoch [8][760/3757] lr: 5.000e-04, eta: 7:49:50, time: 1.031, data_time: 0.002, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9523, loss_cls: 0.6953, loss: 0.6953, grad_norm: 4.7414 2021-05-26 23:53:06,176 - mmaction - INFO - Epoch [8][780/3757] lr: 5.000e-04, eta: 7:49:30, time: 0.915, data_time: 0.005, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9484, loss_cls: 0.7095, loss: 0.7095, grad_norm: 4.6689 2021-05-26 23:53:24,263 - mmaction - INFO - Epoch [8][800/3757] lr: 5.000e-04, eta: 7:49:10, time: 0.904, data_time: 0.002, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9414, loss_cls: 0.7348, loss: 0.7348, grad_norm: 4.7312 2021-05-26 23:53:42,150 - mmaction - INFO - Epoch [8][820/3757] lr: 5.000e-04, eta: 7:48:49, time: 0.895, data_time: 0.005, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9461, loss_cls: 0.7105, loss: 0.7105, grad_norm: 4.8286 2021-05-26 23:53:58,052 - mmaction - INFO - Epoch [8][840/3757] lr: 5.000e-04, eta: 7:48:26, time: 0.795, data_time: 0.002, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9484, loss_cls: 0.6901, loss: 0.6901, grad_norm: 4.7278 2021-05-26 23:54:14,471 - mmaction - INFO - Epoch [8][860/3757] lr: 5.000e-04, eta: 7:48:04, time: 0.821, data_time: 0.003, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9508, loss_cls: 0.6970, loss: 0.6970, grad_norm: 4.7160 2021-05-26 23:54:29,872 - mmaction - INFO - Epoch [8][880/3757] lr: 5.000e-04, eta: 7:47:40, time: 0.770, data_time: 0.002, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9586, loss_cls: 0.6399, loss: 0.6399, grad_norm: 4.4535 2021-05-26 23:54:47,247 - mmaction - INFO - Epoch [8][900/3757] lr: 5.000e-04, eta: 7:47:19, time: 0.868, data_time: 0.002, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9563, loss_cls: 0.6827, loss: 0.6827, grad_norm: 4.5096 2021-05-26 23:55:06,995 - mmaction - INFO - Epoch [8][920/3757] lr: 5.000e-04, eta: 7:47:00, time: 0.984, data_time: 0.003, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9523, loss_cls: 0.6690, loss: 0.6690, grad_norm: 4.5932 2021-05-26 23:55:26,112 - mmaction - INFO - Epoch [8][940/3757] lr: 5.000e-04, eta: 7:46:41, time: 0.958, data_time: 0.007, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9469, loss_cls: 0.7201, loss: 0.7201, grad_norm: 4.8412 2021-05-26 23:55:42,924 - mmaction - INFO - Epoch [8][960/3757] lr: 5.000e-04, eta: 7:46:19, time: 0.842, data_time: 0.006, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9523, loss_cls: 0.6601, loss: 0.6601, grad_norm: 4.4975 2021-05-26 23:55:59,404 - mmaction - INFO - Epoch [8][980/3757] lr: 5.000e-04, eta: 7:45:57, time: 0.825, data_time: 0.005, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9445, loss_cls: 0.7050, loss: 0.7050, grad_norm: 4.6634 2021-05-26 23:56:17,227 - mmaction - INFO - Epoch [8][1000/3757] lr: 5.000e-04, eta: 7:45:36, time: 0.890, data_time: 0.002, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9477, loss_cls: 0.6939, loss: 0.6939, grad_norm: 4.6876 2021-05-26 23:56:37,584 - mmaction - INFO - Epoch [8][1020/3757] lr: 5.000e-04, eta: 7:45:18, time: 1.018, data_time: 0.004, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9469, loss_cls: 0.7043, loss: 0.7043, grad_norm: 4.5684 2021-05-26 23:56:55,621 - mmaction - INFO - Epoch [8][1040/3757] lr: 5.000e-04, eta: 7:44:58, time: 0.902, data_time: 0.002, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9523, loss_cls: 0.7262, loss: 0.7262, grad_norm: 4.6862 2021-05-26 23:57:11,058 - mmaction - INFO - Epoch [8][1060/3757] lr: 5.000e-04, eta: 7:44:35, time: 0.772, data_time: 0.002, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9570, loss_cls: 0.6673, loss: 0.6673, grad_norm: 4.4344 2021-05-26 23:57:29,097 - mmaction - INFO - Epoch [8][1080/3757] lr: 5.000e-04, eta: 7:44:14, time: 0.902, data_time: 0.004, memory: 12750, top1_acc: 0.8031, top5_acc: 0.9453, loss_cls: 0.7255, loss: 0.7255, grad_norm: 4.8452 2021-05-26 23:57:48,955 - mmaction - INFO - Epoch [8][1100/3757] lr: 5.000e-04, eta: 7:43:56, time: 0.990, data_time: 0.002, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9477, loss_cls: 0.7136, loss: 0.7136, grad_norm: 4.7093 2021-05-26 23:58:05,059 - mmaction - INFO - Epoch [8][1120/3757] lr: 5.000e-04, eta: 7:43:33, time: 0.807, data_time: 0.007, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9523, loss_cls: 0.6739, loss: 0.6739, grad_norm: 4.6042 2021-05-26 23:58:21,352 - mmaction - INFO - Epoch [8][1140/3757] lr: 5.000e-04, eta: 7:43:11, time: 0.814, data_time: 0.005, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9437, loss_cls: 0.7384, loss: 0.7384, grad_norm: 4.8447 2021-05-26 23:58:37,402 - mmaction - INFO - Epoch [8][1160/3757] lr: 5.000e-04, eta: 7:42:48, time: 0.804, data_time: 0.003, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9570, loss_cls: 0.6759, loss: 0.6759, grad_norm: 4.6004 2021-05-26 23:58:53,853 - mmaction - INFO - Epoch [8][1180/3757] lr: 5.000e-04, eta: 7:42:26, time: 0.822, data_time: 0.002, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9344, loss_cls: 0.7551, loss: 0.7551, grad_norm: 4.6785 2021-05-26 23:59:09,325 - mmaction - INFO - Epoch [8][1200/3757] lr: 5.000e-04, eta: 7:42:03, time: 0.774, data_time: 0.002, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9539, loss_cls: 0.7026, loss: 0.7026, grad_norm: 4.6644 2021-05-26 23:59:28,486 - mmaction - INFO - Epoch [8][1220/3757] lr: 5.000e-04, eta: 7:41:43, time: 0.945, data_time: 0.002, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9367, loss_cls: 0.7263, loss: 0.7263, grad_norm: 4.6693 2021-05-26 23:59:46,240 - mmaction - INFO - Epoch [8][1240/3757] lr: 5.000e-04, eta: 7:41:23, time: 0.897, data_time: 0.015, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9523, loss_cls: 0.7000, loss: 0.7000, grad_norm: 4.6831 2021-05-27 00:00:01,886 - mmaction - INFO - Epoch [8][1260/3757] lr: 5.000e-04, eta: 7:41:00, time: 0.783, data_time: 0.005, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9477, loss_cls: 0.6770, loss: 0.6770, grad_norm: 4.6148 2021-05-27 00:00:30,834 - mmaction - INFO - Epoch [8][1280/3757] lr: 5.000e-04, eta: 7:40:51, time: 1.440, data_time: 0.009, memory: 12750, top1_acc: 0.8063, top5_acc: 0.9445, loss_cls: 0.7416, loss: 0.7416, grad_norm: 4.7183 2021-05-27 00:00:48,511 - mmaction - INFO - Epoch [8][1300/3757] lr: 5.000e-04, eta: 7:40:30, time: 0.889, data_time: 0.016, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9523, loss_cls: 0.7058, loss: 0.7058, grad_norm: 4.4764 2021-05-27 00:01:06,256 - mmaction - INFO - Epoch [8][1320/3757] lr: 5.000e-04, eta: 7:40:09, time: 0.888, data_time: 0.007, memory: 12750, top1_acc: 0.7859, top5_acc: 0.9461, loss_cls: 0.7894, loss: 0.7894, grad_norm: 4.8883 2021-05-27 00:01:26,758 - mmaction - INFO - Epoch [8][1340/3757] lr: 5.000e-04, eta: 7:39:51, time: 1.020, data_time: 0.005, memory: 12750, top1_acc: 0.8008, top5_acc: 0.9461, loss_cls: 0.7272, loss: 0.7272, grad_norm: 4.8746 2021-05-27 00:01:44,396 - mmaction - INFO - Epoch [8][1360/3757] lr: 5.000e-04, eta: 7:39:31, time: 0.888, data_time: 0.011, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9484, loss_cls: 0.7199, loss: 0.7199, grad_norm: 4.7348 2021-05-27 00:02:01,644 - mmaction - INFO - Epoch [8][1380/3757] lr: 5.000e-04, eta: 7:39:09, time: 0.861, data_time: 0.011, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9555, loss_cls: 0.6635, loss: 0.6635, grad_norm: 4.4529 2021-05-27 00:02:20,312 - mmaction - INFO - Epoch [8][1400/3757] lr: 5.000e-04, eta: 7:38:50, time: 0.935, data_time: 0.006, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9594, loss_cls: 0.6295, loss: 0.6295, grad_norm: 4.9419 2021-05-27 00:02:37,943 - mmaction - INFO - Epoch [8][1420/3757] lr: 5.000e-04, eta: 7:38:29, time: 0.880, data_time: 0.003, memory: 12750, top1_acc: 0.8406, top5_acc: 0.9469, loss_cls: 0.6649, loss: 0.6649, grad_norm: 4.4951 2021-05-27 00:02:53,803 - mmaction - INFO - Epoch [8][1440/3757] lr: 5.000e-04, eta: 7:38:06, time: 0.795, data_time: 0.006, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9430, loss_cls: 0.7117, loss: 0.7117, grad_norm: 4.4546 2021-05-27 00:03:12,179 - mmaction - INFO - Epoch [8][1460/3757] lr: 5.000e-04, eta: 7:37:46, time: 0.919, data_time: 0.004, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9477, loss_cls: 0.7106, loss: 0.7106, grad_norm: 4.5836 2021-05-27 00:03:29,083 - mmaction - INFO - Epoch [8][1480/3757] lr: 5.000e-04, eta: 7:37:24, time: 0.845, data_time: 0.003, memory: 12750, top1_acc: 0.7945, top5_acc: 0.9477, loss_cls: 0.7375, loss: 0.7375, grad_norm: 4.6049 2021-05-27 00:03:45,712 - mmaction - INFO - Epoch [8][1500/3757] lr: 5.000e-04, eta: 7:37:03, time: 0.831, data_time: 0.003, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9422, loss_cls: 0.7299, loss: 0.7299, grad_norm: 4.6743 2021-05-27 00:04:05,260 - mmaction - INFO - Epoch [8][1520/3757] lr: 5.000e-04, eta: 7:36:44, time: 0.974, data_time: 0.012, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9555, loss_cls: 0.6345, loss: 0.6345, grad_norm: 4.5220 2021-05-27 00:04:22,607 - mmaction - INFO - Epoch [8][1540/3757] lr: 5.000e-04, eta: 7:36:23, time: 0.870, data_time: 0.007, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9516, loss_cls: 0.7038, loss: 0.7038, grad_norm: 4.6681 2021-05-27 00:04:39,073 - mmaction - INFO - Epoch [8][1560/3757] lr: 5.000e-04, eta: 7:36:01, time: 0.824, data_time: 0.003, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9547, loss_cls: 0.6642, loss: 0.6642, grad_norm: 4.5518 2021-05-27 00:04:57,851 - mmaction - INFO - Epoch [8][1580/3757] lr: 5.000e-04, eta: 7:35:41, time: 0.939, data_time: 0.003, memory: 12750, top1_acc: 0.8070, top5_acc: 0.9539, loss_cls: 0.6959, loss: 0.6959, grad_norm: 4.8576 2021-05-27 00:05:14,331 - mmaction - INFO - Epoch [8][1600/3757] lr: 5.000e-04, eta: 7:35:19, time: 0.823, data_time: 0.003, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9563, loss_cls: 0.6785, loss: 0.6785, grad_norm: 4.6095 2021-05-27 00:05:30,465 - mmaction - INFO - Epoch [8][1620/3757] lr: 5.000e-04, eta: 7:34:57, time: 0.808, data_time: 0.002, memory: 12750, top1_acc: 0.8344, top5_acc: 0.9516, loss_cls: 0.6186, loss: 0.6186, grad_norm: 4.2310 2021-05-27 00:05:49,496 - mmaction - INFO - Epoch [8][1640/3757] lr: 5.000e-04, eta: 7:34:37, time: 0.950, data_time: 0.001, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9508, loss_cls: 0.6945, loss: 0.6945, grad_norm: 4.5128 2021-05-27 00:06:07,290 - mmaction - INFO - Epoch [8][1660/3757] lr: 5.000e-04, eta: 7:34:17, time: 0.891, data_time: 0.003, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9609, loss_cls: 0.6549, loss: 0.6549, grad_norm: 4.4614 2021-05-27 00:06:23,762 - mmaction - INFO - Epoch [8][1680/3757] lr: 5.000e-04, eta: 7:33:55, time: 0.823, data_time: 0.002, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9391, loss_cls: 0.7114, loss: 0.7114, grad_norm: 4.5439 2021-05-27 00:06:39,399 - mmaction - INFO - Epoch [8][1700/3757] lr: 5.000e-04, eta: 7:33:32, time: 0.782, data_time: 0.002, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9563, loss_cls: 0.6486, loss: 0.6486, grad_norm: 4.6486 2021-05-27 00:06:56,066 - mmaction - INFO - Epoch [8][1720/3757] lr: 5.000e-04, eta: 7:33:10, time: 0.831, data_time: 0.002, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9523, loss_cls: 0.7213, loss: 0.7213, grad_norm: 4.6499 2021-05-27 00:07:15,070 - mmaction - INFO - Epoch [8][1740/3757] lr: 5.000e-04, eta: 7:32:51, time: 0.953, data_time: 0.006, memory: 12750, top1_acc: 0.7937, top5_acc: 0.9422, loss_cls: 0.7615, loss: 0.7615, grad_norm: 4.8449 2021-05-27 00:07:35,373 - mmaction - INFO - Epoch [8][1760/3757] lr: 5.000e-04, eta: 7:32:33, time: 1.013, data_time: 0.001, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9539, loss_cls: 0.6815, loss: 0.6815, grad_norm: 4.6785 2021-05-27 00:07:50,891 - mmaction - INFO - Epoch [8][1780/3757] lr: 5.000e-04, eta: 7:32:10, time: 0.777, data_time: 0.005, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9531, loss_cls: 0.6914, loss: 0.6914, grad_norm: 4.4682 2021-05-27 00:08:07,332 - mmaction - INFO - Epoch [8][1800/3757] lr: 5.000e-04, eta: 7:31:48, time: 0.821, data_time: 0.006, memory: 12750, top1_acc: 0.8070, top5_acc: 0.9406, loss_cls: 0.7239, loss: 0.7239, grad_norm: 4.6130 2021-05-27 00:08:23,090 - mmaction - INFO - Epoch [8][1820/3757] lr: 5.000e-04, eta: 7:31:25, time: 0.789, data_time: 0.003, memory: 12750, top1_acc: 0.7937, top5_acc: 0.9398, loss_cls: 0.7621, loss: 0.7621, grad_norm: 4.6606 2021-05-27 00:08:39,076 - mmaction - INFO - Epoch [8][1840/3757] lr: 5.000e-04, eta: 7:31:03, time: 0.799, data_time: 0.003, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9406, loss_cls: 0.7239, loss: 0.7239, grad_norm: 4.4781 2021-05-27 00:08:54,553 - mmaction - INFO - Epoch [8][1860/3757] lr: 5.000e-04, eta: 7:30:40, time: 0.773, data_time: 0.007, memory: 12750, top1_acc: 0.8000, top5_acc: 0.9414, loss_cls: 0.7427, loss: 0.7427, grad_norm: 4.5287 2021-05-27 00:09:10,311 - mmaction - INFO - Epoch [8][1880/3757] lr: 5.000e-04, eta: 7:30:17, time: 0.788, data_time: 0.003, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9586, loss_cls: 0.6547, loss: 0.6547, grad_norm: 4.7353 2021-05-27 00:09:27,193 - mmaction - INFO - Epoch [8][1900/3757] lr: 5.000e-04, eta: 7:29:56, time: 0.845, data_time: 0.004, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9531, loss_cls: 0.6845, loss: 0.6845, grad_norm: 4.5558 2021-05-27 00:09:43,456 - mmaction - INFO - Epoch [8][1920/3757] lr: 5.000e-04, eta: 7:29:34, time: 0.814, data_time: 0.003, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9578, loss_cls: 0.6411, loss: 0.6411, grad_norm: 4.4405 2021-05-27 00:10:04,544 - mmaction - INFO - Epoch [8][1940/3757] lr: 5.000e-04, eta: 7:29:17, time: 1.053, data_time: 0.002, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9437, loss_cls: 0.7299, loss: 0.7299, grad_norm: 5.4557 2021-05-27 00:10:21,784 - mmaction - INFO - Epoch [8][1960/3757] lr: 5.000e-04, eta: 7:28:55, time: 0.862, data_time: 0.003, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9539, loss_cls: 0.6519, loss: 0.6519, grad_norm: 4.3388 2021-05-27 00:10:44,512 - mmaction - INFO - Epoch [8][1980/3757] lr: 5.000e-04, eta: 7:28:40, time: 1.133, data_time: 0.004, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9469, loss_cls: 0.7200, loss: 0.7200, grad_norm: 5.1003 2021-05-27 00:11:00,572 - mmaction - INFO - Epoch [8][2000/3757] lr: 5.000e-04, eta: 7:28:17, time: 0.806, data_time: 0.008, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9406, loss_cls: 0.7412, loss: 0.7412, grad_norm: 4.7547 2021-05-27 00:11:16,225 - mmaction - INFO - Epoch [8][2020/3757] lr: 5.000e-04, eta: 7:27:55, time: 0.784, data_time: 0.006, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9461, loss_cls: 0.6910, loss: 0.6910, grad_norm: 4.5093 2021-05-27 00:11:33,285 - mmaction - INFO - Epoch [8][2040/3757] lr: 5.000e-04, eta: 7:27:34, time: 0.852, data_time: 0.001, memory: 12750, top1_acc: 0.7875, top5_acc: 0.9352, loss_cls: 0.7689, loss: 0.7689, grad_norm: 4.7416 2021-05-27 00:11:51,629 - mmaction - INFO - Epoch [8][2060/3757] lr: 5.000e-04, eta: 7:27:14, time: 0.917, data_time: 0.005, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9461, loss_cls: 0.7626, loss: 0.7626, grad_norm: 4.9550 2021-05-27 00:12:09,409 - mmaction - INFO - Epoch [8][2080/3757] lr: 5.000e-04, eta: 7:26:53, time: 0.889, data_time: 0.002, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9484, loss_cls: 0.6868, loss: 0.6868, grad_norm: 4.5762 2021-05-27 00:12:27,989 - mmaction - INFO - Epoch [8][2100/3757] lr: 5.000e-04, eta: 7:26:33, time: 0.926, data_time: 0.004, memory: 12750, top1_acc: 0.8000, top5_acc: 0.9398, loss_cls: 0.7291, loss: 0.7291, grad_norm: 4.6957 2021-05-27 00:12:43,694 - mmaction - INFO - Epoch [8][2120/3757] lr: 5.000e-04, eta: 7:26:11, time: 0.787, data_time: 0.007, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9516, loss_cls: 0.6626, loss: 0.6626, grad_norm: 4.3811 2021-05-27 00:13:01,471 - mmaction - INFO - Epoch [8][2140/3757] lr: 5.000e-04, eta: 7:25:50, time: 0.888, data_time: 0.004, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9578, loss_cls: 0.6686, loss: 0.6686, grad_norm: 4.6080 2021-05-27 00:13:18,773 - mmaction - INFO - Epoch [8][2160/3757] lr: 5.000e-04, eta: 7:25:29, time: 0.867, data_time: 0.006, memory: 12750, top1_acc: 0.8023, top5_acc: 0.9469, loss_cls: 0.7054, loss: 0.7054, grad_norm: 4.7331 2021-05-27 00:13:35,460 - mmaction - INFO - Epoch [8][2180/3757] lr: 5.000e-04, eta: 7:25:08, time: 0.835, data_time: 0.002, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9453, loss_cls: 0.6890, loss: 0.6890, grad_norm: 4.8700 2021-05-27 00:13:50,988 - mmaction - INFO - Epoch [8][2200/3757] lr: 5.000e-04, eta: 7:24:45, time: 0.775, data_time: 0.001, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9469, loss_cls: 0.7414, loss: 0.7414, grad_norm: 4.6574 2021-05-27 00:14:07,917 - mmaction - INFO - Epoch [8][2220/3757] lr: 5.000e-04, eta: 7:24:23, time: 0.836, data_time: 0.003, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9406, loss_cls: 0.7090, loss: 0.7090, grad_norm: 4.7236 2021-05-27 00:14:26,266 - mmaction - INFO - Epoch [8][2240/3757] lr: 5.000e-04, eta: 7:24:04, time: 0.925, data_time: 0.013, memory: 12750, top1_acc: 0.7797, top5_acc: 0.9469, loss_cls: 0.7831, loss: 0.7831, grad_norm: 4.8882 2021-05-27 00:14:45,333 - mmaction - INFO - Epoch [8][2260/3757] lr: 5.000e-04, eta: 7:23:44, time: 0.955, data_time: 0.006, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9609, loss_cls: 0.6715, loss: 0.6715, grad_norm: 4.4297 2021-05-27 00:15:03,152 - mmaction - INFO - Epoch [8][2280/3757] lr: 5.000e-04, eta: 7:23:24, time: 0.893, data_time: 0.005, memory: 12750, top1_acc: 0.7977, top5_acc: 0.9461, loss_cls: 0.7320, loss: 0.7320, grad_norm: 4.6867 2021-05-27 00:15:23,706 - mmaction - INFO - Epoch [8][2300/3757] lr: 5.000e-04, eta: 7:23:06, time: 1.024, data_time: 0.006, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9500, loss_cls: 0.6680, loss: 0.6680, grad_norm: 4.6758 2021-05-27 00:15:38,848 - mmaction - INFO - Epoch [8][2320/3757] lr: 5.000e-04, eta: 7:22:43, time: 0.759, data_time: 0.007, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9602, loss_cls: 0.6427, loss: 0.6427, grad_norm: 4.6842 2021-05-27 00:15:56,706 - mmaction - INFO - Epoch [8][2340/3757] lr: 5.000e-04, eta: 7:22:23, time: 0.895, data_time: 0.005, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9516, loss_cls: 0.6713, loss: 0.6713, grad_norm: 4.6422 2021-05-27 00:16:13,975 - mmaction - INFO - Epoch [8][2360/3757] lr: 5.000e-04, eta: 7:22:02, time: 0.862, data_time: 0.004, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9469, loss_cls: 0.6645, loss: 0.6645, grad_norm: 4.3935 2021-05-27 00:16:30,561 - mmaction - INFO - Epoch [8][2380/3757] lr: 5.000e-04, eta: 7:21:40, time: 0.831, data_time: 0.005, memory: 12750, top1_acc: 0.7969, top5_acc: 0.9516, loss_cls: 0.7253, loss: 0.7253, grad_norm: 4.8348 2021-05-27 00:16:47,343 - mmaction - INFO - Epoch [8][2400/3757] lr: 5.000e-04, eta: 7:21:18, time: 0.832, data_time: 0.003, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9523, loss_cls: 0.6868, loss: 0.6868, grad_norm: 4.7928 2021-05-27 00:17:06,088 - mmaction - INFO - Epoch [8][2420/3757] lr: 5.000e-04, eta: 7:20:59, time: 0.940, data_time: 0.010, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9578, loss_cls: 0.6559, loss: 0.6559, grad_norm: 4.7106 2021-05-27 00:17:22,651 - mmaction - INFO - Epoch [8][2440/3757] lr: 5.000e-04, eta: 7:20:37, time: 0.831, data_time: 0.008, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9508, loss_cls: 0.6965, loss: 0.6965, grad_norm: 4.5124 2021-05-27 00:17:42,339 - mmaction - INFO - Epoch [8][2460/3757] lr: 5.000e-04, eta: 7:20:19, time: 0.985, data_time: 0.004, memory: 12750, top1_acc: 0.8438, top5_acc: 0.9539, loss_cls: 0.6183, loss: 0.6183, grad_norm: 4.3422 2021-05-27 00:17:59,730 - mmaction - INFO - Epoch [8][2480/3757] lr: 5.000e-04, eta: 7:19:58, time: 0.869, data_time: 0.003, memory: 12750, top1_acc: 0.8031, top5_acc: 0.9445, loss_cls: 0.7396, loss: 0.7396, grad_norm: 4.8047 2021-05-27 00:18:16,026 - mmaction - INFO - Epoch [8][2500/3757] lr: 5.000e-04, eta: 7:19:36, time: 0.816, data_time: 0.007, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9398, loss_cls: 0.7827, loss: 0.7827, grad_norm: 4.9491 2021-05-27 00:18:34,628 - mmaction - INFO - Epoch [8][2520/3757] lr: 5.000e-04, eta: 7:19:16, time: 0.929, data_time: 0.002, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9492, loss_cls: 0.6813, loss: 0.6813, grad_norm: 4.4513 2021-05-27 00:18:51,454 - mmaction - INFO - Epoch [8][2540/3757] lr: 5.000e-04, eta: 7:18:55, time: 0.841, data_time: 0.004, memory: 12750, top1_acc: 0.7836, top5_acc: 0.9492, loss_cls: 0.7761, loss: 0.7761, grad_norm: 4.9211 2021-05-27 00:19:07,481 - mmaction - INFO - Epoch [8][2560/3757] lr: 5.000e-04, eta: 7:18:33, time: 0.801, data_time: 0.005, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9445, loss_cls: 0.7425, loss: 0.7425, grad_norm: 4.6511 2021-05-27 00:19:26,840 - mmaction - INFO - Epoch [8][2580/3757] lr: 5.000e-04, eta: 7:18:14, time: 0.967, data_time: 0.003, memory: 12750, top1_acc: 0.8063, top5_acc: 0.9453, loss_cls: 0.7270, loss: 0.7270, grad_norm: 4.7090 2021-05-27 00:19:43,092 - mmaction - INFO - Epoch [8][2600/3757] lr: 5.000e-04, eta: 7:17:52, time: 0.814, data_time: 0.003, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9531, loss_cls: 0.6767, loss: 0.6767, grad_norm: 4.5479 2021-05-27 00:20:05,355 - mmaction - INFO - Epoch [8][2620/3757] lr: 5.000e-04, eta: 7:17:36, time: 1.111, data_time: 0.003, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9500, loss_cls: 0.6802, loss: 0.6802, grad_norm: 4.5686 2021-05-27 00:20:27,490 - mmaction - INFO - Epoch [8][2640/3757] lr: 5.000e-04, eta: 7:17:20, time: 1.107, data_time: 0.007, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9547, loss_cls: 0.6769, loss: 0.6769, grad_norm: 4.6379 2021-05-27 00:20:48,996 - mmaction - INFO - Epoch [8][2660/3757] lr: 5.000e-04, eta: 7:17:03, time: 1.075, data_time: 0.006, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9492, loss_cls: 0.6775, loss: 0.6775, grad_norm: 4.5880 2021-05-27 00:21:07,521 - mmaction - INFO - Epoch [8][2680/3757] lr: 5.000e-04, eta: 7:16:43, time: 0.929, data_time: 0.005, memory: 12750, top1_acc: 0.8023, top5_acc: 0.9469, loss_cls: 0.7132, loss: 0.7132, grad_norm: 4.8078 2021-05-27 00:21:23,971 - mmaction - INFO - Epoch [8][2700/3757] lr: 5.000e-04, eta: 7:16:21, time: 0.820, data_time: 0.003, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9570, loss_cls: 0.6889, loss: 0.6889, grad_norm: 4.5633 2021-05-27 00:21:40,768 - mmaction - INFO - Epoch [8][2720/3757] lr: 5.000e-04, eta: 7:16:00, time: 0.841, data_time: 0.006, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9484, loss_cls: 0.6933, loss: 0.6933, grad_norm: 4.9415 2021-05-27 00:21:58,819 - mmaction - INFO - Epoch [8][2740/3757] lr: 5.000e-04, eta: 7:15:40, time: 0.902, data_time: 0.003, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9508, loss_cls: 0.6829, loss: 0.6829, grad_norm: 4.7364 2021-05-27 00:22:14,049 - mmaction - INFO - Epoch [8][2760/3757] lr: 5.000e-04, eta: 7:15:17, time: 0.763, data_time: 0.004, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9398, loss_cls: 0.7428, loss: 0.7428, grad_norm: 4.7725 2021-05-27 00:22:33,021 - mmaction - INFO - Epoch [8][2780/3757] lr: 5.000e-04, eta: 7:14:58, time: 0.942, data_time: 0.003, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9500, loss_cls: 0.6930, loss: 0.6930, grad_norm: 4.6525 2021-05-27 00:22:50,723 - mmaction - INFO - Epoch [8][2800/3757] lr: 5.000e-04, eta: 7:14:37, time: 0.891, data_time: 0.008, memory: 12750, top1_acc: 0.7984, top5_acc: 0.9437, loss_cls: 0.7241, loss: 0.7241, grad_norm: 4.8167 2021-05-27 00:23:08,158 - mmaction - INFO - Epoch [8][2820/3757] lr: 5.000e-04, eta: 7:14:17, time: 0.871, data_time: 0.002, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9477, loss_cls: 0.7093, loss: 0.7093, grad_norm: 4.7008 2021-05-27 00:23:26,341 - mmaction - INFO - Epoch [8][2840/3757] lr: 5.000e-04, eta: 7:13:56, time: 0.907, data_time: 0.003, memory: 12750, top1_acc: 0.7820, top5_acc: 0.9422, loss_cls: 0.7607, loss: 0.7607, grad_norm: 5.0179 2021-05-27 00:23:43,126 - mmaction - INFO - Epoch [8][2860/3757] lr: 5.000e-04, eta: 7:13:35, time: 0.842, data_time: 0.006, memory: 12750, top1_acc: 0.8070, top5_acc: 0.9516, loss_cls: 0.7175, loss: 0.7175, grad_norm: 4.7704 2021-05-27 00:24:01,343 - mmaction - INFO - Epoch [8][2880/3757] lr: 5.000e-04, eta: 7:13:15, time: 0.910, data_time: 0.003, memory: 12750, top1_acc: 0.8023, top5_acc: 0.9367, loss_cls: 0.7999, loss: 0.7999, grad_norm: 5.0134 2021-05-27 00:24:19,853 - mmaction - INFO - Epoch [8][2900/3757] lr: 5.000e-04, eta: 7:12:56, time: 0.927, data_time: 0.002, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9508, loss_cls: 0.6709, loss: 0.6709, grad_norm: 4.5511 2021-05-27 00:24:36,551 - mmaction - INFO - Epoch [8][2920/3757] lr: 5.000e-04, eta: 7:12:34, time: 0.833, data_time: 0.001, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9531, loss_cls: 0.6613, loss: 0.6613, grad_norm: 4.4378 2021-05-27 00:24:53,241 - mmaction - INFO - Epoch [8][2940/3757] lr: 5.000e-04, eta: 7:12:13, time: 0.836, data_time: 0.004, memory: 12750, top1_acc: 0.8367, top5_acc: 0.9625, loss_cls: 0.6202, loss: 0.6202, grad_norm: 4.4216 2021-05-27 00:25:08,910 - mmaction - INFO - Epoch [8][2960/3757] lr: 5.000e-04, eta: 7:11:50, time: 0.782, data_time: 0.004, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9531, loss_cls: 0.6782, loss: 0.6782, grad_norm: 4.9918 2021-05-27 00:25:23,859 - mmaction - INFO - Epoch [8][2980/3757] lr: 5.000e-04, eta: 7:11:27, time: 0.749, data_time: 0.003, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9453, loss_cls: 0.6904, loss: 0.6904, grad_norm: 4.4851 2021-05-27 00:25:42,326 - mmaction - INFO - Epoch [8][3000/3757] lr: 5.000e-04, eta: 7:11:07, time: 0.887, data_time: 0.002, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9516, loss_cls: 0.6985, loss: 0.6985, grad_norm: 4.6800 2021-05-27 00:26:06,172 - mmaction - INFO - Epoch [8][3020/3757] lr: 5.000e-04, eta: 7:10:53, time: 1.227, data_time: 0.038, memory: 12750, top1_acc: 0.8031, top5_acc: 0.9430, loss_cls: 0.7149, loss: 0.7149, grad_norm: 5.1091 2021-05-27 00:26:24,143 - mmaction - INFO - Epoch [8][3040/3757] lr: 5.000e-04, eta: 7:10:33, time: 0.895, data_time: 0.006, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9469, loss_cls: 0.6738, loss: 0.6738, grad_norm: 4.6502 2021-05-27 00:26:40,383 - mmaction - INFO - Epoch [8][3060/3757] lr: 5.000e-04, eta: 7:10:11, time: 0.817, data_time: 0.007, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9500, loss_cls: 0.6759, loss: 0.6759, grad_norm: 4.5389 2021-05-27 00:26:55,865 - mmaction - INFO - Epoch [8][3080/3757] lr: 5.000e-04, eta: 7:09:48, time: 0.774, data_time: 0.005, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9609, loss_cls: 0.6562, loss: 0.6562, grad_norm: 4.4815 2021-05-27 00:27:19,472 - mmaction - INFO - Epoch [8][3100/3757] lr: 5.000e-04, eta: 7:09:33, time: 1.178, data_time: 0.003, memory: 12750, top1_acc: 0.7969, top5_acc: 0.9281, loss_cls: 0.7878, loss: 0.7878, grad_norm: 5.0062 2021-05-27 00:27:35,429 - mmaction - INFO - Epoch [8][3120/3757] lr: 5.000e-04, eta: 7:09:11, time: 0.800, data_time: 0.006, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9531, loss_cls: 0.6641, loss: 0.6641, grad_norm: 4.4176 2021-05-27 00:27:56,909 - mmaction - INFO - Epoch [8][3140/3757] lr: 5.000e-04, eta: 7:08:54, time: 1.075, data_time: 0.004, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9508, loss_cls: 0.6864, loss: 0.6864, grad_norm: 4.6652 2021-05-27 00:28:12,525 - mmaction - INFO - Epoch [8][3160/3757] lr: 5.000e-04, eta: 7:08:32, time: 0.779, data_time: 0.004, memory: 12750, top1_acc: 0.8070, top5_acc: 0.9508, loss_cls: 0.6912, loss: 0.6912, grad_norm: 4.7673 2021-05-27 00:28:29,772 - mmaction - INFO - Epoch [8][3180/3757] lr: 5.000e-04, eta: 7:08:11, time: 0.859, data_time: 0.005, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9414, loss_cls: 0.7087, loss: 0.7087, grad_norm: 4.7842 2021-05-27 00:28:49,718 - mmaction - INFO - Epoch [8][3200/3757] lr: 5.000e-04, eta: 7:07:53, time: 0.999, data_time: 0.008, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9477, loss_cls: 0.7111, loss: 0.7111, grad_norm: 4.7310 2021-05-27 00:29:11,569 - mmaction - INFO - Epoch [8][3220/3757] lr: 5.000e-04, eta: 7:07:36, time: 1.093, data_time: 0.007, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9414, loss_cls: 0.7246, loss: 0.7246, grad_norm: 4.7301 2021-05-27 00:29:27,773 - mmaction - INFO - Epoch [8][3240/3757] lr: 5.000e-04, eta: 7:07:15, time: 0.814, data_time: 0.006, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9398, loss_cls: 0.7535, loss: 0.7535, grad_norm: 4.6402 2021-05-27 00:29:46,825 - mmaction - INFO - Epoch [8][3260/3757] lr: 5.000e-04, eta: 7:06:55, time: 0.952, data_time: 0.002, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9539, loss_cls: 0.6487, loss: 0.6487, grad_norm: 4.5681 2021-05-27 00:30:02,202 - mmaction - INFO - Epoch [8][3280/3757] lr: 5.000e-04, eta: 7:06:33, time: 0.766, data_time: 0.004, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9578, loss_cls: 0.6963, loss: 0.6963, grad_norm: 4.6747 2021-05-27 00:30:20,062 - mmaction - INFO - Epoch [8][3300/3757] lr: 5.000e-04, eta: 7:06:13, time: 0.893, data_time: 0.006, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9539, loss_cls: 0.6327, loss: 0.6327, grad_norm: 4.4539 2021-05-27 00:30:38,603 - mmaction - INFO - Epoch [8][3320/3757] lr: 5.000e-04, eta: 7:05:53, time: 0.927, data_time: 0.006, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9453, loss_cls: 0.7029, loss: 0.7029, grad_norm: 4.6158 2021-05-27 00:30:55,308 - mmaction - INFO - Epoch [8][3340/3757] lr: 5.000e-04, eta: 7:05:32, time: 0.837, data_time: 0.005, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9531, loss_cls: 0.6986, loss: 0.6986, grad_norm: 4.4711 2021-05-27 00:31:12,843 - mmaction - INFO - Epoch [8][3360/3757] lr: 5.000e-04, eta: 7:05:11, time: 0.878, data_time: 0.004, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9484, loss_cls: 0.6769, loss: 0.6769, grad_norm: 4.8463 2021-05-27 00:31:29,679 - mmaction - INFO - Epoch [8][3380/3757] lr: 5.000e-04, eta: 7:04:50, time: 0.843, data_time: 0.002, memory: 12750, top1_acc: 0.7977, top5_acc: 0.9445, loss_cls: 0.7602, loss: 0.7602, grad_norm: 4.9958 2021-05-27 00:31:46,382 - mmaction - INFO - Epoch [8][3400/3757] lr: 5.000e-04, eta: 7:04:29, time: 0.833, data_time: 0.001, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9477, loss_cls: 0.7129, loss: 0.7129, grad_norm: 4.7054 2021-05-27 00:32:05,527 - mmaction - INFO - Epoch [8][3420/3757] lr: 5.000e-04, eta: 7:04:10, time: 0.956, data_time: 0.004, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9477, loss_cls: 0.7153, loss: 0.7153, grad_norm: 4.7058 2021-05-27 00:32:23,846 - mmaction - INFO - Epoch [8][3440/3757] lr: 5.000e-04, eta: 7:03:50, time: 0.914, data_time: 0.005, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9484, loss_cls: 0.6771, loss: 0.6771, grad_norm: 4.6612 2021-05-27 00:32:39,475 - mmaction - INFO - Epoch [8][3460/3757] lr: 5.000e-04, eta: 7:03:28, time: 0.786, data_time: 0.008, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9492, loss_cls: 0.7002, loss: 0.7002, grad_norm: 4.7997 2021-05-27 00:32:54,423 - mmaction - INFO - Epoch [8][3480/3757] lr: 5.000e-04, eta: 7:03:05, time: 0.747, data_time: 0.003, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9484, loss_cls: 0.6878, loss: 0.6878, grad_norm: 4.5825 2021-05-27 00:33:12,894 - mmaction - INFO - Epoch [8][3500/3757] lr: 5.000e-04, eta: 7:02:45, time: 0.916, data_time: 0.003, memory: 12750, top1_acc: 0.7836, top5_acc: 0.9477, loss_cls: 0.7390, loss: 0.7390, grad_norm: 4.8653 2021-05-27 00:33:30,801 - mmaction - INFO - Epoch [8][3520/3757] lr: 5.000e-04, eta: 7:02:25, time: 0.902, data_time: 0.010, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9516, loss_cls: 0.6978, loss: 0.6978, grad_norm: 4.6408 2021-05-27 00:33:48,633 - mmaction - INFO - Epoch [8][3540/3757] lr: 5.000e-04, eta: 7:02:05, time: 0.892, data_time: 0.004, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9484, loss_cls: 0.6531, loss: 0.6531, grad_norm: 4.5753 2021-05-27 00:34:09,378 - mmaction - INFO - Epoch [8][3560/3757] lr: 5.000e-04, eta: 7:01:47, time: 1.034, data_time: 0.003, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9547, loss_cls: 0.6927, loss: 0.6927, grad_norm: 4.6965 2021-05-27 00:34:25,721 - mmaction - INFO - Epoch [8][3580/3757] lr: 5.000e-04, eta: 7:01:26, time: 0.822, data_time: 0.008, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9578, loss_cls: 0.6824, loss: 0.6824, grad_norm: 4.7109 2021-05-27 00:34:45,018 - mmaction - INFO - Epoch [8][3600/3757] lr: 5.000e-04, eta: 7:01:07, time: 0.963, data_time: 0.004, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9516, loss_cls: 0.7200, loss: 0.7200, grad_norm: 4.7353 2021-05-27 00:35:04,680 - mmaction - INFO - Epoch [8][3620/3757] lr: 5.000e-04, eta: 7:00:48, time: 0.983, data_time: 0.004, memory: 12750, top1_acc: 0.7969, top5_acc: 0.9383, loss_cls: 0.7745, loss: 0.7745, grad_norm: 4.7374 2021-05-27 00:35:22,618 - mmaction - INFO - Epoch [8][3640/3757] lr: 5.000e-04, eta: 7:00:28, time: 0.891, data_time: 0.004, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9375, loss_cls: 0.7594, loss: 0.7594, grad_norm: 4.6517 2021-05-27 00:35:39,895 - mmaction - INFO - Epoch [8][3660/3757] lr: 5.000e-04, eta: 7:00:07, time: 0.872, data_time: 0.010, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9508, loss_cls: 0.7015, loss: 0.7015, grad_norm: 4.7436 2021-05-27 00:35:57,979 - mmaction - INFO - Epoch [8][3680/3757] lr: 5.000e-04, eta: 6:59:47, time: 0.900, data_time: 0.003, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9484, loss_cls: 0.7245, loss: 0.7245, grad_norm: 4.7574 2021-05-27 00:36:14,271 - mmaction - INFO - Epoch [8][3700/3757] lr: 5.000e-04, eta: 6:59:26, time: 0.819, data_time: 0.006, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9492, loss_cls: 0.6781, loss: 0.6781, grad_norm: 4.6892 2021-05-27 00:36:30,362 - mmaction - INFO - Epoch [8][3720/3757] lr: 5.000e-04, eta: 6:59:04, time: 0.805, data_time: 0.003, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9578, loss_cls: 0.6474, loss: 0.6474, grad_norm: 4.4736 2021-05-27 00:36:49,774 - mmaction - INFO - Epoch [8][3740/3757] lr: 5.000e-04, eta: 6:58:45, time: 0.949, data_time: 0.002, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9516, loss_cls: 0.7102, loss: 0.7102, grad_norm: 4.7914 2021-05-27 00:37:17,980 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-05-27 00:45:50,030 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 00:45:50,778 - mmaction - INFO - top1_acc 0.7560 top5_acc 0.9225 2021-05-27 00:45:50,778 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 00:45:50,815 - mmaction - INFO - mean_acc 0.7558 2021-05-27 00:45:52,342 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2021-05-27 00:45:52,342 - mmaction - INFO - Best top1_acc is 0.7560 at 8 epoch. 2021-05-27 00:45:52,350 - mmaction - INFO - Epoch(val) [8][3757] top1_acc: 0.7560, top5_acc: 0.9225, mean_class_accuracy: 0.7558 2021-05-27 00:51:10,637 - mmaction - INFO - Epoch [9][20/3757] lr: 5.000e-04, eta: 7:02:17, time: 15.908, data_time: 14.824, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9547, loss_cls: 0.6686, loss: 0.6686, grad_norm: 4.5679 2021-05-27 00:51:26,972 - mmaction - INFO - Epoch [9][40/3757] lr: 5.000e-04, eta: 7:01:55, time: 0.821, data_time: 0.008, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9539, loss_cls: 0.6778, loss: 0.6778, grad_norm: 4.6109 2021-05-27 00:51:43,133 - mmaction - INFO - Epoch [9][60/3757] lr: 5.000e-04, eta: 7:01:33, time: 0.803, data_time: 0.003, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9578, loss_cls: 0.6648, loss: 0.6648, grad_norm: 4.6928 2021-05-27 00:52:02,348 - mmaction - INFO - Epoch [9][80/3757] lr: 5.000e-04, eta: 7:01:13, time: 0.963, data_time: 0.008, memory: 12750, top1_acc: 0.8367, top5_acc: 0.9578, loss_cls: 0.6215, loss: 0.6215, grad_norm: 4.4100 2021-05-27 00:52:20,998 - mmaction - INFO - Epoch [9][100/3757] lr: 5.000e-04, eta: 7:00:53, time: 0.880, data_time: 0.005, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9477, loss_cls: 0.7183, loss: 0.7183, grad_norm: 4.5202 2021-05-27 00:52:36,708 - mmaction - INFO - Epoch [9][120/3757] lr: 5.000e-04, eta: 7:00:31, time: 0.842, data_time: 0.063, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9656, loss_cls: 0.6331, loss: 0.6331, grad_norm: 4.4639 2021-05-27 00:52:53,521 - mmaction - INFO - Epoch [9][140/3757] lr: 5.000e-04, eta: 7:00:10, time: 0.839, data_time: 0.002, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9539, loss_cls: 0.6141, loss: 0.6141, grad_norm: 4.3066 2021-05-27 00:53:11,706 - mmaction - INFO - Epoch [9][160/3757] lr: 5.000e-04, eta: 6:59:50, time: 0.909, data_time: 0.005, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9445, loss_cls: 0.6934, loss: 0.6934, grad_norm: 4.6395 2021-05-27 00:53:27,860 - mmaction - INFO - Epoch [9][180/3757] lr: 5.000e-04, eta: 6:59:28, time: 0.809, data_time: 0.005, memory: 12750, top1_acc: 0.8070, top5_acc: 0.9453, loss_cls: 0.7126, loss: 0.7126, grad_norm: 4.6825 2021-05-27 00:53:43,087 - mmaction - INFO - Epoch [9][200/3757] lr: 5.000e-04, eta: 6:59:05, time: 0.759, data_time: 0.002, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9422, loss_cls: 0.6834, loss: 0.6834, grad_norm: 4.4303 2021-05-27 00:54:04,133 - mmaction - INFO - Epoch [9][220/3757] lr: 5.000e-04, eta: 6:58:47, time: 1.052, data_time: 0.003, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9586, loss_cls: 0.6460, loss: 0.6460, grad_norm: 4.5446 2021-05-27 00:54:19,699 - mmaction - INFO - Epoch [9][240/3757] lr: 5.000e-04, eta: 6:58:25, time: 0.780, data_time: 0.004, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9578, loss_cls: 0.6700, loss: 0.6700, grad_norm: 4.7767 2021-05-27 00:54:37,708 - mmaction - INFO - Epoch [9][260/3757] lr: 5.000e-04, eta: 6:58:04, time: 0.900, data_time: 0.003, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9563, loss_cls: 0.6816, loss: 0.6816, grad_norm: 4.6998 2021-05-27 00:54:53,973 - mmaction - INFO - Epoch [9][280/3757] lr: 5.000e-04, eta: 6:57:42, time: 0.814, data_time: 0.002, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9531, loss_cls: 0.6544, loss: 0.6544, grad_norm: 4.5188 2021-05-27 00:55:12,435 - mmaction - INFO - Epoch [9][300/3757] lr: 5.000e-04, eta: 6:57:22, time: 0.922, data_time: 0.002, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9563, loss_cls: 0.6384, loss: 0.6384, grad_norm: 4.3948 2021-05-27 00:55:30,323 - mmaction - INFO - Epoch [9][320/3757] lr: 5.000e-04, eta: 6:57:02, time: 0.894, data_time: 0.003, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9523, loss_cls: 0.6926, loss: 0.6926, grad_norm: 4.6586 2021-05-27 00:55:47,000 - mmaction - INFO - Epoch [9][340/3757] lr: 5.000e-04, eta: 6:56:40, time: 0.829, data_time: 0.004, memory: 12750, top1_acc: 0.8070, top5_acc: 0.9445, loss_cls: 0.7332, loss: 0.7332, grad_norm: 4.7333 2021-05-27 00:56:02,698 - mmaction - INFO - Epoch [9][360/3757] lr: 5.000e-04, eta: 6:56:18, time: 0.791, data_time: 0.009, memory: 12750, top1_acc: 0.8031, top5_acc: 0.9375, loss_cls: 0.7508, loss: 0.7508, grad_norm: 4.6219 2021-05-27 00:56:18,153 - mmaction - INFO - Epoch [9][380/3757] lr: 5.000e-04, eta: 6:55:56, time: 0.773, data_time: 0.003, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9508, loss_cls: 0.6627, loss: 0.6627, grad_norm: 4.6830 2021-05-27 00:56:37,515 - mmaction - INFO - Epoch [9][400/3757] lr: 5.000e-04, eta: 6:55:37, time: 0.968, data_time: 0.003, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9547, loss_cls: 0.6744, loss: 0.6744, grad_norm: 4.6099 2021-05-27 00:56:55,673 - mmaction - INFO - Epoch [9][420/3757] lr: 5.000e-04, eta: 6:55:16, time: 0.907, data_time: 0.004, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9469, loss_cls: 0.6819, loss: 0.6819, grad_norm: 4.6498 2021-05-27 00:57:11,379 - mmaction - INFO - Epoch [9][440/3757] lr: 5.000e-04, eta: 6:54:54, time: 0.786, data_time: 0.003, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9500, loss_cls: 0.6747, loss: 0.6747, grad_norm: 4.6800 2021-05-27 00:57:28,806 - mmaction - INFO - Epoch [9][460/3757] lr: 5.000e-04, eta: 6:54:33, time: 0.871, data_time: 0.003, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9422, loss_cls: 0.7253, loss: 0.7253, grad_norm: 4.7875 2021-05-27 00:57:46,834 - mmaction - INFO - Epoch [9][480/3757] lr: 5.000e-04, eta: 6:54:13, time: 0.901, data_time: 0.004, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9633, loss_cls: 0.6185, loss: 0.6185, grad_norm: 4.3760 2021-05-27 00:58:06,005 - mmaction - INFO - Epoch [9][500/3757] lr: 5.000e-04, eta: 6:53:54, time: 0.958, data_time: 0.004, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9617, loss_cls: 0.6656, loss: 0.6656, grad_norm: 4.7899 2021-05-27 00:58:23,487 - mmaction - INFO - Epoch [9][520/3757] lr: 5.000e-04, eta: 6:53:33, time: 0.875, data_time: 0.004, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9469, loss_cls: 0.7103, loss: 0.7103, grad_norm: 4.7136 2021-05-27 00:58:41,769 - mmaction - INFO - Epoch [9][540/3757] lr: 5.000e-04, eta: 6:53:13, time: 0.913, data_time: 0.004, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9555, loss_cls: 0.6473, loss: 0.6473, grad_norm: 4.5178 2021-05-27 00:59:00,904 - mmaction - INFO - Epoch [9][560/3757] lr: 5.000e-04, eta: 6:52:54, time: 0.954, data_time: 0.007, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9484, loss_cls: 0.6797, loss: 0.6797, grad_norm: 4.8236 2021-05-27 00:59:20,478 - mmaction - INFO - Epoch [9][580/3757] lr: 5.000e-04, eta: 6:52:35, time: 0.979, data_time: 0.018, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9492, loss_cls: 0.7161, loss: 0.7161, grad_norm: 4.9056 2021-05-27 00:59:39,222 - mmaction - INFO - Epoch [9][600/3757] lr: 5.000e-04, eta: 6:52:15, time: 0.940, data_time: 0.010, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9539, loss_cls: 0.6787, loss: 0.6787, grad_norm: 4.6429 2021-05-27 00:59:58,657 - mmaction - INFO - Epoch [9][620/3757] lr: 5.000e-04, eta: 6:51:56, time: 0.971, data_time: 0.004, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9461, loss_cls: 0.7039, loss: 0.7039, grad_norm: 4.5876 2021-05-27 01:00:16,185 - mmaction - INFO - Epoch [9][640/3757] lr: 5.000e-04, eta: 6:51:35, time: 0.874, data_time: 0.004, memory: 12750, top1_acc: 0.8070, top5_acc: 0.9469, loss_cls: 0.7245, loss: 0.7245, grad_norm: 4.6518 2021-05-27 01:00:32,582 - mmaction - INFO - Epoch [9][660/3757] lr: 5.000e-04, eta: 6:51:13, time: 0.817, data_time: 0.007, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9508, loss_cls: 0.6965, loss: 0.6965, grad_norm: 4.7047 2021-05-27 01:00:51,326 - mmaction - INFO - Epoch [9][680/3757] lr: 5.000e-04, eta: 6:50:54, time: 0.938, data_time: 0.009, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9469, loss_cls: 0.7224, loss: 0.7224, grad_norm: 4.6732 2021-05-27 01:01:09,038 - mmaction - INFO - Epoch [9][700/3757] lr: 5.000e-04, eta: 6:50:33, time: 0.891, data_time: 0.008, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9523, loss_cls: 0.6633, loss: 0.6633, grad_norm: 4.5100 2021-05-27 01:01:27,557 - mmaction - INFO - Epoch [9][720/3757] lr: 5.000e-04, eta: 6:50:13, time: 0.921, data_time: 0.004, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9555, loss_cls: 0.6631, loss: 0.6631, grad_norm: 4.4548 2021-05-27 01:01:45,125 - mmaction - INFO - Epoch [9][740/3757] lr: 5.000e-04, eta: 6:49:53, time: 0.882, data_time: 0.008, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9422, loss_cls: 0.7234, loss: 0.7234, grad_norm: 4.8764 2021-05-27 01:02:02,878 - mmaction - INFO - Epoch [9][760/3757] lr: 5.000e-04, eta: 6:49:32, time: 0.888, data_time: 0.003, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9563, loss_cls: 0.6937, loss: 0.6937, grad_norm: 4.6994 2021-05-27 01:02:20,491 - mmaction - INFO - Epoch [9][780/3757] lr: 5.000e-04, eta: 6:49:12, time: 0.880, data_time: 0.004, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9602, loss_cls: 0.6578, loss: 0.6578, grad_norm: 6.5078 2021-05-27 01:02:37,811 - mmaction - INFO - Epoch [9][800/3757] lr: 5.000e-04, eta: 6:48:51, time: 0.866, data_time: 0.003, memory: 12750, top1_acc: 0.8031, top5_acc: 0.9445, loss_cls: 0.7329, loss: 0.7329, grad_norm: 4.7646 2021-05-27 01:02:56,197 - mmaction - INFO - Epoch [9][820/3757] lr: 5.000e-04, eta: 6:48:31, time: 0.919, data_time: 0.003, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9492, loss_cls: 0.7354, loss: 0.7354, grad_norm: 4.7133 2021-05-27 01:03:14,803 - mmaction - INFO - Epoch [9][840/3757] lr: 5.000e-04, eta: 6:48:11, time: 0.928, data_time: 0.003, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9586, loss_cls: 0.6271, loss: 0.6271, grad_norm: 4.4792 2021-05-27 01:03:30,729 - mmaction - INFO - Epoch [9][860/3757] lr: 5.000e-04, eta: 6:47:49, time: 0.799, data_time: 0.005, memory: 12750, top1_acc: 0.7937, top5_acc: 0.9516, loss_cls: 0.7152, loss: 0.7152, grad_norm: 4.6872 2021-05-27 01:03:46,053 - mmaction - INFO - Epoch [9][880/3757] lr: 5.000e-04, eta: 6:47:27, time: 0.767, data_time: 0.003, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9289, loss_cls: 0.7535, loss: 0.7535, grad_norm: 4.9032 2021-05-27 01:04:02,900 - mmaction - INFO - Epoch [9][900/3757] lr: 5.000e-04, eta: 6:47:06, time: 0.842, data_time: 0.002, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9484, loss_cls: 0.6958, loss: 0.6958, grad_norm: 4.5628 2021-05-27 01:04:20,006 - mmaction - INFO - Epoch [9][920/3757] lr: 5.000e-04, eta: 6:46:45, time: 0.853, data_time: 0.002, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9516, loss_cls: 0.6663, loss: 0.6663, grad_norm: 4.7623 2021-05-27 01:04:39,669 - mmaction - INFO - Epoch [9][940/3757] lr: 5.000e-04, eta: 6:46:26, time: 0.984, data_time: 0.007, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9523, loss_cls: 0.6940, loss: 0.6940, grad_norm: 4.6676 2021-05-27 01:04:57,249 - mmaction - INFO - Epoch [9][960/3757] lr: 5.000e-04, eta: 6:46:05, time: 0.880, data_time: 0.004, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9555, loss_cls: 0.6791, loss: 0.6791, grad_norm: 4.6537 2021-05-27 01:05:14,638 - mmaction - INFO - Epoch [9][980/3757] lr: 5.000e-04, eta: 6:45:44, time: 0.870, data_time: 0.003, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9656, loss_cls: 0.6430, loss: 0.6430, grad_norm: 4.5587 2021-05-27 01:05:32,320 - mmaction - INFO - Epoch [9][1000/3757] lr: 5.000e-04, eta: 6:45:24, time: 0.881, data_time: 0.003, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9508, loss_cls: 0.6863, loss: 0.6863, grad_norm: 4.6236 2021-05-27 01:05:50,408 - mmaction - INFO - Epoch [9][1020/3757] lr: 5.000e-04, eta: 6:45:04, time: 0.906, data_time: 0.007, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9492, loss_cls: 0.6867, loss: 0.6867, grad_norm: 4.6298 2021-05-27 01:06:10,724 - mmaction - INFO - Epoch [9][1040/3757] lr: 5.000e-04, eta: 6:44:45, time: 1.015, data_time: 0.005, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9523, loss_cls: 0.6722, loss: 0.6722, grad_norm: 4.7687 2021-05-27 01:06:32,495 - mmaction - INFO - Epoch [9][1060/3757] lr: 5.000e-04, eta: 6:44:28, time: 1.088, data_time: 0.004, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9586, loss_cls: 0.6509, loss: 0.6509, grad_norm: 4.7463 2021-05-27 01:06:49,468 - mmaction - INFO - Epoch [9][1080/3757] lr: 5.000e-04, eta: 6:44:07, time: 0.849, data_time: 0.006, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9578, loss_cls: 0.6445, loss: 0.6445, grad_norm: 4.5633 2021-05-27 01:07:08,395 - mmaction - INFO - Epoch [9][1100/3757] lr: 5.000e-04, eta: 6:43:48, time: 0.947, data_time: 0.006, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9500, loss_cls: 0.7090, loss: 0.7090, grad_norm: 4.6844 2021-05-27 01:07:27,994 - mmaction - INFO - Epoch [9][1120/3757] lr: 5.000e-04, eta: 6:43:29, time: 0.979, data_time: 0.003, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9563, loss_cls: 0.6380, loss: 0.6380, grad_norm: 4.4981 2021-05-27 01:07:43,898 - mmaction - INFO - Epoch [9][1140/3757] lr: 5.000e-04, eta: 6:43:07, time: 0.795, data_time: 0.004, memory: 12750, top1_acc: 0.8344, top5_acc: 0.9625, loss_cls: 0.6066, loss: 0.6066, grad_norm: 4.4610 2021-05-27 01:08:02,439 - mmaction - INFO - Epoch [9][1160/3757] lr: 5.000e-04, eta: 6:42:47, time: 0.928, data_time: 0.005, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9602, loss_cls: 0.6210, loss: 0.6210, grad_norm: 4.3105 2021-05-27 01:08:24,586 - mmaction - INFO - Epoch [9][1180/3757] lr: 5.000e-04, eta: 6:42:30, time: 1.107, data_time: 0.004, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9461, loss_cls: 0.7159, loss: 0.7159, grad_norm: 5.0065 2021-05-27 01:08:42,078 - mmaction - INFO - Epoch [9][1200/3757] lr: 5.000e-04, eta: 6:42:10, time: 0.876, data_time: 0.005, memory: 12750, top1_acc: 0.8367, top5_acc: 0.9531, loss_cls: 0.6279, loss: 0.6279, grad_norm: 4.4714 2021-05-27 01:09:03,471 - mmaction - INFO - Epoch [9][1220/3757] lr: 5.000e-04, eta: 6:41:52, time: 1.064, data_time: 0.003, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9477, loss_cls: 0.7070, loss: 0.7070, grad_norm: 4.6613 2021-05-27 01:09:21,219 - mmaction - INFO - Epoch [9][1240/3757] lr: 5.000e-04, eta: 6:41:32, time: 0.894, data_time: 0.008, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9578, loss_cls: 0.6743, loss: 0.6743, grad_norm: 4.5826 2021-05-27 01:09:39,086 - mmaction - INFO - Epoch [9][1260/3757] lr: 5.000e-04, eta: 6:41:11, time: 0.891, data_time: 0.002, memory: 12750, top1_acc: 0.8406, top5_acc: 0.9516, loss_cls: 0.6359, loss: 0.6359, grad_norm: 4.5990 2021-05-27 01:10:00,184 - mmaction - INFO - Epoch [9][1280/3757] lr: 5.000e-04, eta: 6:40:54, time: 1.055, data_time: 0.005, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9445, loss_cls: 0.7283, loss: 0.7283, grad_norm: 4.6774 2021-05-27 01:10:16,664 - mmaction - INFO - Epoch [9][1300/3757] lr: 5.000e-04, eta: 6:40:32, time: 0.824, data_time: 0.005, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9516, loss_cls: 0.7269, loss: 0.7269, grad_norm: 4.5766 2021-05-27 01:10:32,735 - mmaction - INFO - Epoch [9][1320/3757] lr: 5.000e-04, eta: 6:40:10, time: 0.805, data_time: 0.005, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9500, loss_cls: 0.6664, loss: 0.6664, grad_norm: 4.5545 2021-05-27 01:10:55,231 - mmaction - INFO - Epoch [9][1340/3757] lr: 5.000e-04, eta: 6:39:54, time: 1.125, data_time: 0.003, memory: 12750, top1_acc: 0.8367, top5_acc: 0.9469, loss_cls: 0.6577, loss: 0.6577, grad_norm: 4.8798 2021-05-27 01:11:10,631 - mmaction - INFO - Epoch [9][1360/3757] lr: 5.000e-04, eta: 6:39:32, time: 0.771, data_time: 0.004, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9484, loss_cls: 0.6769, loss: 0.6769, grad_norm: 4.8120 2021-05-27 01:11:28,062 - mmaction - INFO - Epoch [9][1380/3757] lr: 5.000e-04, eta: 6:39:11, time: 0.871, data_time: 0.003, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9531, loss_cls: 0.7285, loss: 0.7285, grad_norm: 4.8860 2021-05-27 01:11:44,943 - mmaction - INFO - Epoch [9][1400/3757] lr: 5.000e-04, eta: 6:38:50, time: 0.845, data_time: 0.004, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9461, loss_cls: 0.6954, loss: 0.6954, grad_norm: 4.5155 2021-05-27 01:12:07,446 - mmaction - INFO - Epoch [9][1420/3757] lr: 5.000e-04, eta: 6:38:33, time: 1.125, data_time: 0.002, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9430, loss_cls: 0.7129, loss: 0.7129, grad_norm: 4.7686 2021-05-27 01:12:25,457 - mmaction - INFO - Epoch [9][1440/3757] lr: 5.000e-04, eta: 6:38:13, time: 0.901, data_time: 0.004, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9547, loss_cls: 0.6467, loss: 0.6467, grad_norm: 4.6314 2021-05-27 01:12:41,249 - mmaction - INFO - Epoch [9][1460/3757] lr: 5.000e-04, eta: 6:37:51, time: 0.790, data_time: 0.003, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9594, loss_cls: 0.6504, loss: 0.6504, grad_norm: 4.4363 2021-05-27 01:12:59,061 - mmaction - INFO - Epoch [9][1480/3757] lr: 5.000e-04, eta: 6:37:31, time: 0.888, data_time: 0.003, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9430, loss_cls: 0.7114, loss: 0.7114, grad_norm: 4.6666 2021-05-27 01:13:17,251 - mmaction - INFO - Epoch [9][1500/3757] lr: 5.000e-04, eta: 6:37:11, time: 0.910, data_time: 0.005, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9523, loss_cls: 0.6749, loss: 0.6749, grad_norm: 4.8341 2021-05-27 01:13:35,772 - mmaction - INFO - Epoch [9][1520/3757] lr: 5.000e-04, eta: 6:36:51, time: 0.928, data_time: 0.004, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9469, loss_cls: 0.7172, loss: 0.7172, grad_norm: 4.9286 2021-05-27 01:13:57,482 - mmaction - INFO - Epoch [9][1540/3757] lr: 5.000e-04, eta: 6:36:34, time: 1.084, data_time: 0.004, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9437, loss_cls: 0.6855, loss: 0.6855, grad_norm: 4.7564 2021-05-27 01:14:14,768 - mmaction - INFO - Epoch [9][1560/3757] lr: 5.000e-04, eta: 6:36:13, time: 0.864, data_time: 0.003, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9406, loss_cls: 0.6943, loss: 0.6943, grad_norm: 4.8043 2021-05-27 01:14:31,779 - mmaction - INFO - Epoch [9][1580/3757] lr: 5.000e-04, eta: 6:35:52, time: 0.850, data_time: 0.005, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9617, loss_cls: 0.6035, loss: 0.6035, grad_norm: 4.3489 2021-05-27 01:14:54,498 - mmaction - INFO - Epoch [9][1600/3757] lr: 5.000e-04, eta: 6:35:36, time: 1.135, data_time: 0.006, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9523, loss_cls: 0.6884, loss: 0.6884, grad_norm: 4.7649 2021-05-27 01:15:10,687 - mmaction - INFO - Epoch [9][1620/3757] lr: 5.000e-04, eta: 6:35:14, time: 0.812, data_time: 0.005, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9477, loss_cls: 0.6820, loss: 0.6820, grad_norm: 4.6097 2021-05-27 01:15:26,730 - mmaction - INFO - Epoch [9][1640/3757] lr: 5.000e-04, eta: 6:34:52, time: 0.802, data_time: 0.003, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9516, loss_cls: 0.6658, loss: 0.6658, grad_norm: 4.5379 2021-05-27 01:15:45,054 - mmaction - INFO - Epoch [9][1660/3757] lr: 5.000e-04, eta: 6:34:32, time: 0.917, data_time: 0.003, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9523, loss_cls: 0.6783, loss: 0.6783, grad_norm: 4.6393 2021-05-27 01:16:05,491 - mmaction - INFO - Epoch [9][1680/3757] lr: 5.000e-04, eta: 6:34:14, time: 1.021, data_time: 0.003, memory: 12750, top1_acc: 0.8063, top5_acc: 0.9430, loss_cls: 0.7216, loss: 0.7216, grad_norm: 4.7397 2021-05-27 01:16:24,639 - mmaction - INFO - Epoch [9][1700/3757] lr: 5.000e-04, eta: 6:33:55, time: 0.955, data_time: 0.004, memory: 12750, top1_acc: 0.8344, top5_acc: 0.9539, loss_cls: 0.6386, loss: 0.6386, grad_norm: 4.3876 2021-05-27 01:16:40,570 - mmaction - INFO - Epoch [9][1720/3757] lr: 5.000e-04, eta: 6:33:33, time: 0.801, data_time: 0.006, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9555, loss_cls: 0.6728, loss: 0.6728, grad_norm: 4.6522 2021-05-27 01:16:58,565 - mmaction - INFO - Epoch [9][1740/3757] lr: 5.000e-04, eta: 6:33:13, time: 0.899, data_time: 0.001, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9484, loss_cls: 0.6974, loss: 0.6974, grad_norm: 4.7026 2021-05-27 01:17:14,066 - mmaction - INFO - Epoch [9][1760/3757] lr: 5.000e-04, eta: 6:32:51, time: 0.775, data_time: 0.005, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9445, loss_cls: 0.6905, loss: 0.6905, grad_norm: 4.6819 2021-05-27 01:17:30,699 - mmaction - INFO - Epoch [9][1780/3757] lr: 5.000e-04, eta: 6:32:30, time: 0.832, data_time: 0.002, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9586, loss_cls: 0.6559, loss: 0.6559, grad_norm: 4.5727 2021-05-27 01:17:46,911 - mmaction - INFO - Epoch [9][1800/3757] lr: 5.000e-04, eta: 6:32:08, time: 0.811, data_time: 0.002, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9578, loss_cls: 0.6125, loss: 0.6125, grad_norm: 4.4756 2021-05-27 01:18:03,110 - mmaction - INFO - Epoch [9][1820/3757] lr: 5.000e-04, eta: 6:31:47, time: 0.810, data_time: 0.002, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9594, loss_cls: 0.6398, loss: 0.6398, grad_norm: 4.6001 2021-05-27 01:18:19,040 - mmaction - INFO - Epoch [9][1840/3757] lr: 5.000e-04, eta: 6:31:25, time: 0.797, data_time: 0.003, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9594, loss_cls: 0.6537, loss: 0.6537, grad_norm: 4.5369 2021-05-27 01:18:36,112 - mmaction - INFO - Epoch [9][1860/3757] lr: 5.000e-04, eta: 6:31:04, time: 0.853, data_time: 0.002, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9570, loss_cls: 0.6477, loss: 0.6477, grad_norm: 4.4969 2021-05-27 01:18:56,708 - mmaction - INFO - Epoch [9][1880/3757] lr: 5.000e-04, eta: 6:30:46, time: 1.029, data_time: 0.003, memory: 12750, top1_acc: 0.8000, top5_acc: 0.9523, loss_cls: 0.7346, loss: 0.7346, grad_norm: 5.0066 2021-05-27 01:19:14,440 - mmaction - INFO - Epoch [9][1900/3757] lr: 5.000e-04, eta: 6:30:26, time: 0.887, data_time: 0.003, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9609, loss_cls: 0.6517, loss: 0.6517, grad_norm: 4.7047 2021-05-27 01:19:29,992 - mmaction - INFO - Epoch [9][1920/3757] lr: 5.000e-04, eta: 6:30:04, time: 0.778, data_time: 0.005, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9523, loss_cls: 0.6635, loss: 0.6635, grad_norm: 4.6149 2021-05-27 01:19:47,106 - mmaction - INFO - Epoch [9][1940/3757] lr: 5.000e-04, eta: 6:29:43, time: 0.856, data_time: 0.002, memory: 12750, top1_acc: 0.8344, top5_acc: 0.9594, loss_cls: 0.6186, loss: 0.6186, grad_norm: 4.4331 2021-05-27 01:20:02,944 - mmaction - INFO - Epoch [9][1960/3757] lr: 5.000e-04, eta: 6:29:21, time: 0.790, data_time: 0.002, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9391, loss_cls: 0.7821, loss: 0.7821, grad_norm: 4.9217 2021-05-27 01:20:19,248 - mmaction - INFO - Epoch [9][1980/3757] lr: 5.000e-04, eta: 6:29:00, time: 0.815, data_time: 0.004, memory: 12750, top1_acc: 0.8398, top5_acc: 0.9602, loss_cls: 0.5996, loss: 0.5996, grad_norm: 4.3570 2021-05-27 01:20:34,981 - mmaction - INFO - Epoch [9][2000/3757] lr: 5.000e-04, eta: 6:28:38, time: 0.788, data_time: 0.005, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9516, loss_cls: 0.6902, loss: 0.6902, grad_norm: 4.7118 2021-05-27 01:20:51,145 - mmaction - INFO - Epoch [9][2020/3757] lr: 5.000e-04, eta: 6:28:16, time: 0.808, data_time: 0.003, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9500, loss_cls: 0.7256, loss: 0.7256, grad_norm: 4.9440 2021-05-27 01:21:08,355 - mmaction - INFO - Epoch [9][2040/3757] lr: 5.000e-04, eta: 6:27:56, time: 0.860, data_time: 0.003, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9523, loss_cls: 0.6955, loss: 0.6955, grad_norm: 4.6453 2021-05-27 01:21:28,143 - mmaction - INFO - Epoch [9][2060/3757] lr: 5.000e-04, eta: 6:27:37, time: 0.987, data_time: 0.003, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9555, loss_cls: 0.6352, loss: 0.6352, grad_norm: 4.5208 2021-05-27 01:21:46,256 - mmaction - INFO - Epoch [9][2080/3757] lr: 5.000e-04, eta: 6:27:17, time: 0.904, data_time: 0.008, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9406, loss_cls: 0.7085, loss: 0.7085, grad_norm: 4.4757 2021-05-27 01:22:01,491 - mmaction - INFO - Epoch [9][2100/3757] lr: 5.000e-04, eta: 6:26:55, time: 0.765, data_time: 0.010, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9500, loss_cls: 0.6831, loss: 0.6831, grad_norm: 4.8122 2021-05-27 01:22:17,881 - mmaction - INFO - Epoch [9][2120/3757] lr: 5.000e-04, eta: 6:26:33, time: 0.819, data_time: 0.004, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9555, loss_cls: 0.6550, loss: 0.6550, grad_norm: 4.5879 2021-05-27 01:22:34,597 - mmaction - INFO - Epoch [9][2140/3757] lr: 5.000e-04, eta: 6:26:12, time: 0.831, data_time: 0.004, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9500, loss_cls: 0.6699, loss: 0.6699, grad_norm: 4.7216 2021-05-27 01:22:51,137 - mmaction - INFO - Epoch [9][2160/3757] lr: 5.000e-04, eta: 6:25:51, time: 0.833, data_time: 0.009, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9398, loss_cls: 0.7257, loss: 0.7257, grad_norm: 4.6821 2021-05-27 01:23:08,079 - mmaction - INFO - Epoch [9][2180/3757] lr: 5.000e-04, eta: 6:25:30, time: 0.846, data_time: 0.002, memory: 12750, top1_acc: 0.8398, top5_acc: 0.9641, loss_cls: 0.5931, loss: 0.5931, grad_norm: 4.4615 2021-05-27 01:23:25,198 - mmaction - INFO - Epoch [9][2200/3757] lr: 5.000e-04, eta: 6:25:10, time: 0.856, data_time: 0.003, memory: 12750, top1_acc: 0.8031, top5_acc: 0.9453, loss_cls: 0.7226, loss: 0.7226, grad_norm: 4.9262 2021-05-27 01:23:41,575 - mmaction - INFO - Epoch [9][2220/3757] lr: 5.000e-04, eta: 6:24:48, time: 0.818, data_time: 0.003, memory: 12750, top1_acc: 0.8023, top5_acc: 0.9367, loss_cls: 0.7500, loss: 0.7500, grad_norm: 4.7594 2021-05-27 01:24:02,146 - mmaction - INFO - Epoch [9][2240/3757] lr: 5.000e-04, eta: 6:24:30, time: 1.030, data_time: 0.003, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9563, loss_cls: 0.6507, loss: 0.6507, grad_norm: 4.6162 2021-05-27 01:24:20,675 - mmaction - INFO - Epoch [9][2260/3757] lr: 5.000e-04, eta: 6:24:11, time: 0.925, data_time: 0.004, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9453, loss_cls: 0.7068, loss: 0.7068, grad_norm: 4.8255 2021-05-27 01:24:38,938 - mmaction - INFO - Epoch [9][2280/3757] lr: 5.000e-04, eta: 6:23:51, time: 0.912, data_time: 0.006, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9547, loss_cls: 0.6630, loss: 0.6630, grad_norm: 4.6213 2021-05-27 01:24:56,757 - mmaction - INFO - Epoch [9][2300/3757] lr: 5.000e-04, eta: 6:23:31, time: 0.894, data_time: 0.005, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9477, loss_cls: 0.7100, loss: 0.7100, grad_norm: 4.7959 2021-05-27 01:25:12,855 - mmaction - INFO - Epoch [9][2320/3757] lr: 5.000e-04, eta: 6:23:09, time: 0.805, data_time: 0.003, memory: 12750, top1_acc: 0.7969, top5_acc: 0.9469, loss_cls: 0.7155, loss: 0.7155, grad_norm: 4.7308 2021-05-27 01:25:30,720 - mmaction - INFO - Epoch [9][2340/3757] lr: 5.000e-04, eta: 6:22:49, time: 0.893, data_time: 0.004, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9484, loss_cls: 0.7226, loss: 0.7226, grad_norm: 4.7415 2021-05-27 01:25:46,265 - mmaction - INFO - Epoch [9][2360/3757] lr: 5.000e-04, eta: 6:22:27, time: 0.777, data_time: 0.002, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9609, loss_cls: 0.6291, loss: 0.6291, grad_norm: 4.5044 2021-05-27 01:26:02,174 - mmaction - INFO - Epoch [9][2380/3757] lr: 5.000e-04, eta: 6:22:06, time: 0.794, data_time: 0.002, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9586, loss_cls: 0.6584, loss: 0.6584, grad_norm: 4.6230 2021-05-27 01:26:20,360 - mmaction - INFO - Epoch [9][2400/3757] lr: 5.000e-04, eta: 6:21:46, time: 0.907, data_time: 0.005, memory: 12750, top1_acc: 0.8000, top5_acc: 0.9375, loss_cls: 0.7749, loss: 0.7749, grad_norm: 4.9357 2021-05-27 01:26:37,321 - mmaction - INFO - Epoch [9][2420/3757] lr: 5.000e-04, eta: 6:21:25, time: 0.851, data_time: 0.006, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9500, loss_cls: 0.6860, loss: 0.6860, grad_norm: 4.5576 2021-05-27 01:26:56,567 - mmaction - INFO - Epoch [9][2440/3757] lr: 5.000e-04, eta: 6:21:06, time: 0.959, data_time: 0.003, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9508, loss_cls: 0.6543, loss: 0.6543, grad_norm: 5.8207 2021-05-27 01:27:14,127 - mmaction - INFO - Epoch [9][2460/3757] lr: 5.000e-04, eta: 6:20:45, time: 0.882, data_time: 0.007, memory: 12750, top1_acc: 0.7805, top5_acc: 0.9359, loss_cls: 0.7991, loss: 0.7991, grad_norm: 5.1084 2021-05-27 01:27:30,712 - mmaction - INFO - Epoch [9][2480/3757] lr: 5.000e-04, eta: 6:20:24, time: 0.829, data_time: 0.002, memory: 12750, top1_acc: 0.7984, top5_acc: 0.9398, loss_cls: 0.7809, loss: 0.7809, grad_norm: 4.8467 2021-05-27 01:27:46,250 - mmaction - INFO - Epoch [9][2500/3757] lr: 5.000e-04, eta: 6:20:03, time: 0.777, data_time: 0.002, memory: 12750, top1_acc: 0.7914, top5_acc: 0.9469, loss_cls: 0.7364, loss: 0.7364, grad_norm: 4.7896 2021-05-27 01:28:05,384 - mmaction - INFO - Epoch [9][2520/3757] lr: 5.000e-04, eta: 6:19:43, time: 0.952, data_time: 0.002, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9508, loss_cls: 0.6712, loss: 0.6712, grad_norm: 4.5598 2021-05-27 01:28:20,664 - mmaction - INFO - Epoch [9][2540/3757] lr: 5.000e-04, eta: 6:19:21, time: 0.769, data_time: 0.008, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9594, loss_cls: 0.6623, loss: 0.6623, grad_norm: 4.7064 2021-05-27 01:28:39,115 - mmaction - INFO - Epoch [9][2560/3757] lr: 5.000e-04, eta: 6:19:02, time: 0.920, data_time: 0.002, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9563, loss_cls: 0.6423, loss: 0.6423, grad_norm: 4.4943 2021-05-27 01:28:54,421 - mmaction - INFO - Epoch [9][2580/3757] lr: 5.000e-04, eta: 6:18:40, time: 0.767, data_time: 0.006, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9563, loss_cls: 0.6361, loss: 0.6361, grad_norm: 4.4748 2021-05-27 01:29:10,411 - mmaction - INFO - Epoch [9][2600/3757] lr: 5.000e-04, eta: 6:18:18, time: 0.797, data_time: 0.004, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9477, loss_cls: 0.6760, loss: 0.6760, grad_norm: 4.4912 2021-05-27 01:29:26,011 - mmaction - INFO - Epoch [9][2620/3757] lr: 5.000e-04, eta: 6:17:57, time: 0.784, data_time: 0.009, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9547, loss_cls: 0.6811, loss: 0.6811, grad_norm: 4.5833 2021-05-27 01:29:43,271 - mmaction - INFO - Epoch [9][2640/3757] lr: 5.000e-04, eta: 6:17:36, time: 0.861, data_time: 0.003, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9477, loss_cls: 0.6785, loss: 0.6785, grad_norm: 4.6803 2021-05-27 01:30:02,419 - mmaction - INFO - Epoch [9][2660/3757] lr: 5.000e-04, eta: 6:17:17, time: 0.956, data_time: 0.004, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9523, loss_cls: 0.6857, loss: 0.6857, grad_norm: 4.7945 2021-05-27 01:30:22,387 - mmaction - INFO - Epoch [9][2680/3757] lr: 5.000e-04, eta: 6:16:58, time: 0.997, data_time: 0.008, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9516, loss_cls: 0.6787, loss: 0.6787, grad_norm: 4.6296 2021-05-27 01:30:39,910 - mmaction - INFO - Epoch [9][2700/3757] lr: 5.000e-04, eta: 6:16:38, time: 0.881, data_time: 0.008, memory: 12750, top1_acc: 0.7961, top5_acc: 0.9375, loss_cls: 0.7460, loss: 0.7460, grad_norm: 4.9224 2021-05-27 01:30:58,241 - mmaction - INFO - Epoch [9][2720/3757] lr: 5.000e-04, eta: 6:16:18, time: 0.912, data_time: 0.002, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9523, loss_cls: 0.6627, loss: 0.6627, grad_norm: 4.4811 2021-05-27 01:31:13,853 - mmaction - INFO - Epoch [9][2740/3757] lr: 5.000e-04, eta: 6:15:57, time: 0.784, data_time: 0.006, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9594, loss_cls: 0.6607, loss: 0.6607, grad_norm: 4.5712 2021-05-27 01:31:29,484 - mmaction - INFO - Epoch [9][2760/3757] lr: 5.000e-04, eta: 6:15:35, time: 0.782, data_time: 0.005, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9594, loss_cls: 0.6559, loss: 0.6559, grad_norm: 4.5643 2021-05-27 01:31:45,344 - mmaction - INFO - Epoch [9][2780/3757] lr: 5.000e-04, eta: 6:15:13, time: 0.793, data_time: 0.003, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9531, loss_cls: 0.6777, loss: 0.6777, grad_norm: 4.7114 2021-05-27 01:32:02,262 - mmaction - INFO - Epoch [9][2800/3757] lr: 5.000e-04, eta: 6:14:53, time: 0.846, data_time: 0.003, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9570, loss_cls: 0.6877, loss: 0.6877, grad_norm: 4.6787 2021-05-27 01:32:17,669 - mmaction - INFO - Epoch [9][2820/3757] lr: 5.000e-04, eta: 6:14:31, time: 0.771, data_time: 0.003, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9547, loss_cls: 0.6620, loss: 0.6620, grad_norm: 4.6069 2021-05-27 01:32:35,395 - mmaction - INFO - Epoch [9][2840/3757] lr: 5.000e-04, eta: 6:14:11, time: 0.886, data_time: 0.005, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9500, loss_cls: 0.6796, loss: 0.6796, grad_norm: 4.5615 2021-05-27 01:32:50,512 - mmaction - INFO - Epoch [9][2860/3757] lr: 5.000e-04, eta: 6:13:49, time: 0.756, data_time: 0.003, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9414, loss_cls: 0.7077, loss: 0.7077, grad_norm: 4.8956 2021-05-27 01:33:06,343 - mmaction - INFO - Epoch [9][2880/3757] lr: 5.000e-04, eta: 6:13:27, time: 0.782, data_time: 0.002, memory: 12750, top1_acc: 0.8008, top5_acc: 0.9422, loss_cls: 0.7107, loss: 0.7107, grad_norm: 4.7134 2021-05-27 01:33:22,175 - mmaction - INFO - Epoch [9][2900/3757] lr: 5.000e-04, eta: 6:13:06, time: 0.801, data_time: 0.012, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9547, loss_cls: 0.7022, loss: 0.7022, grad_norm: 4.8214 2021-05-27 01:33:40,168 - mmaction - INFO - Epoch [9][2920/3757] lr: 5.000e-04, eta: 6:12:46, time: 0.899, data_time: 0.002, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9563, loss_cls: 0.6741, loss: 0.6741, grad_norm: 4.6421 2021-05-27 01:33:55,165 - mmaction - INFO - Epoch [9][2940/3757] lr: 5.000e-04, eta: 6:12:24, time: 0.750, data_time: 0.003, memory: 12750, top1_acc: 0.8375, top5_acc: 0.9602, loss_cls: 0.6241, loss: 0.6241, grad_norm: 4.4098 2021-05-27 01:34:10,421 - mmaction - INFO - Epoch [9][2960/3757] lr: 5.000e-04, eta: 6:12:02, time: 0.762, data_time: 0.003, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9375, loss_cls: 0.7545, loss: 0.7545, grad_norm: 4.8275 2021-05-27 01:34:27,310 - mmaction - INFO - Epoch [9][2980/3757] lr: 5.000e-04, eta: 6:11:41, time: 0.844, data_time: 0.058, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9508, loss_cls: 0.6878, loss: 0.6878, grad_norm: 4.7400 2021-05-27 01:34:44,470 - mmaction - INFO - Epoch [9][3000/3757] lr: 5.000e-04, eta: 6:11:21, time: 0.858, data_time: 0.004, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9477, loss_cls: 0.6893, loss: 0.6893, grad_norm: 4.5041 2021-05-27 01:35:00,001 - mmaction - INFO - Epoch [9][3020/3757] lr: 5.000e-04, eta: 6:10:59, time: 0.778, data_time: 0.006, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9391, loss_cls: 0.6678, loss: 0.6678, grad_norm: 4.4875 2021-05-27 01:35:17,063 - mmaction - INFO - Epoch [9][3040/3757] lr: 5.000e-04, eta: 6:10:38, time: 0.849, data_time: 0.002, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9492, loss_cls: 0.6671, loss: 0.6671, grad_norm: 4.5354 2021-05-27 01:35:32,299 - mmaction - INFO - Epoch [9][3060/3757] lr: 5.000e-04, eta: 6:10:16, time: 0.765, data_time: 0.006, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9531, loss_cls: 0.6438, loss: 0.6438, grad_norm: 4.6213 2021-05-27 01:35:48,940 - mmaction - INFO - Epoch [9][3080/3757] lr: 5.000e-04, eta: 6:09:56, time: 0.832, data_time: 0.003, memory: 12750, top1_acc: 0.7977, top5_acc: 0.9500, loss_cls: 0.6802, loss: 0.6802, grad_norm: 4.8175 2021-05-27 01:36:06,209 - mmaction - INFO - Epoch [9][3100/3757] lr: 5.000e-04, eta: 6:09:35, time: 0.864, data_time: 0.004, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9539, loss_cls: 0.6612, loss: 0.6612, grad_norm: 4.7298 2021-05-27 01:36:21,326 - mmaction - INFO - Epoch [9][3120/3757] lr: 5.000e-04, eta: 6:09:13, time: 0.754, data_time: 0.002, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9469, loss_cls: 0.6995, loss: 0.6995, grad_norm: 4.7917 2021-05-27 01:36:39,364 - mmaction - INFO - Epoch [9][3140/3757] lr: 5.000e-04, eta: 6:08:53, time: 0.904, data_time: 0.005, memory: 12750, top1_acc: 0.8070, top5_acc: 0.9453, loss_cls: 0.7035, loss: 0.7035, grad_norm: 4.8432 2021-05-27 01:36:56,104 - mmaction - INFO - Epoch [9][3160/3757] lr: 5.000e-04, eta: 6:08:33, time: 0.837, data_time: 0.001, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9469, loss_cls: 0.6996, loss: 0.6996, grad_norm: 4.6883 2021-05-27 01:37:11,913 - mmaction - INFO - Epoch [9][3180/3757] lr: 5.000e-04, eta: 6:08:11, time: 0.789, data_time: 0.002, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9391, loss_cls: 0.7700, loss: 0.7700, grad_norm: 4.9669 2021-05-27 01:37:27,659 - mmaction - INFO - Epoch [9][3200/3757] lr: 5.000e-04, eta: 6:07:50, time: 0.788, data_time: 0.003, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9477, loss_cls: 0.6832, loss: 0.6832, grad_norm: 4.8377 2021-05-27 01:37:46,935 - mmaction - INFO - Epoch [9][3220/3757] lr: 5.000e-04, eta: 6:07:31, time: 0.959, data_time: 0.003, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9422, loss_cls: 0.6666, loss: 0.6666, grad_norm: 4.6449 2021-05-27 01:38:06,339 - mmaction - INFO - Epoch [9][3240/3757] lr: 5.000e-04, eta: 6:07:12, time: 0.971, data_time: 0.008, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9383, loss_cls: 0.7087, loss: 0.7087, grad_norm: 4.7422 2021-05-27 01:38:22,546 - mmaction - INFO - Epoch [9][3260/3757] lr: 5.000e-04, eta: 6:06:51, time: 0.812, data_time: 0.005, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9586, loss_cls: 0.6201, loss: 0.6201, grad_norm: 4.3875 2021-05-27 01:38:41,567 - mmaction - INFO - Epoch [9][3280/3757] lr: 5.000e-04, eta: 6:06:31, time: 0.941, data_time: 0.005, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9430, loss_cls: 0.7293, loss: 0.7293, grad_norm: 4.6745 2021-05-27 01:38:58,944 - mmaction - INFO - Epoch [9][3300/3757] lr: 5.000e-04, eta: 6:06:11, time: 0.880, data_time: 0.014, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9477, loss_cls: 0.6499, loss: 0.6499, grad_norm: 4.5684 2021-05-27 01:39:14,704 - mmaction - INFO - Epoch [9][3320/3757] lr: 5.000e-04, eta: 6:05:50, time: 0.788, data_time: 0.003, memory: 12750, top1_acc: 0.8000, top5_acc: 0.9469, loss_cls: 0.7737, loss: 0.7737, grad_norm: 5.0502 2021-05-27 01:39:30,770 - mmaction - INFO - Epoch [9][3340/3757] lr: 5.000e-04, eta: 6:05:29, time: 0.802, data_time: 0.002, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9492, loss_cls: 0.7241, loss: 0.7241, grad_norm: 5.3590 2021-05-27 01:39:49,172 - mmaction - INFO - Epoch [9][3360/3757] lr: 5.000e-04, eta: 6:05:09, time: 0.921, data_time: 0.004, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9445, loss_cls: 0.7214, loss: 0.7214, grad_norm: 4.7248 2021-05-27 01:40:07,052 - mmaction - INFO - Epoch [9][3380/3757] lr: 5.000e-04, eta: 6:04:49, time: 0.895, data_time: 0.006, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9578, loss_cls: 0.6459, loss: 0.6459, grad_norm: 4.6404 2021-05-27 01:40:22,941 - mmaction - INFO - Epoch [9][3400/3757] lr: 5.000e-04, eta: 6:04:28, time: 0.788, data_time: 0.004, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9492, loss_cls: 0.6992, loss: 0.6992, grad_norm: 4.9602 2021-05-27 01:40:39,606 - mmaction - INFO - Epoch [9][3420/3757] lr: 5.000e-04, eta: 6:04:07, time: 0.840, data_time: 0.009, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9609, loss_cls: 0.5887, loss: 0.5887, grad_norm: 4.3443 2021-05-27 01:40:59,941 - mmaction - INFO - Epoch [9][3440/3757] lr: 5.000e-04, eta: 6:03:49, time: 1.015, data_time: 0.002, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9516, loss_cls: 0.7157, loss: 0.7157, grad_norm: 4.7046 2021-05-27 01:41:15,820 - mmaction - INFO - Epoch [9][3460/3757] lr: 5.000e-04, eta: 6:03:28, time: 0.796, data_time: 0.004, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9430, loss_cls: 0.7447, loss: 0.7447, grad_norm: 4.7634 2021-05-27 01:41:37,456 - mmaction - INFO - Epoch [9][3480/3757] lr: 5.000e-04, eta: 6:03:10, time: 1.078, data_time: 0.002, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9500, loss_cls: 0.6785, loss: 0.6785, grad_norm: 4.7819 2021-05-27 01:41:53,490 - mmaction - INFO - Epoch [9][3500/3757] lr: 5.000e-04, eta: 6:02:49, time: 0.805, data_time: 0.007, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9328, loss_cls: 0.7703, loss: 0.7703, grad_norm: 4.8896 2021-05-27 01:42:10,815 - mmaction - INFO - Epoch [9][3520/3757] lr: 5.000e-04, eta: 6:02:29, time: 0.865, data_time: 0.002, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9453, loss_cls: 0.7291, loss: 0.7291, grad_norm: 4.7882 2021-05-27 01:42:27,879 - mmaction - INFO - Epoch [9][3540/3757] lr: 5.000e-04, eta: 6:02:08, time: 0.855, data_time: 0.004, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9523, loss_cls: 0.6650, loss: 0.6650, grad_norm: 4.6629 2021-05-27 01:42:52,463 - mmaction - INFO - Epoch [9][3560/3757] lr: 5.000e-04, eta: 6:01:53, time: 1.223, data_time: 0.002, memory: 12750, top1_acc: 0.7906, top5_acc: 0.9461, loss_cls: 0.7630, loss: 0.7630, grad_norm: 5.0190 2021-05-27 01:43:17,155 - mmaction - INFO - Epoch [9][3580/3757] lr: 5.000e-04, eta: 6:01:38, time: 1.239, data_time: 0.009, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9469, loss_cls: 0.7165, loss: 0.7165, grad_norm: 4.7244 2021-05-27 01:43:40,596 - mmaction - INFO - Epoch [9][3600/3757] lr: 5.000e-04, eta: 6:01:21, time: 1.173, data_time: 0.068, memory: 12750, top1_acc: 0.7969, top5_acc: 0.9422, loss_cls: 0.7465, loss: 0.7465, grad_norm: 4.7617 2021-05-27 01:44:00,583 - mmaction - INFO - Epoch [9][3620/3757] lr: 5.000e-04, eta: 6:01:03, time: 1.000, data_time: 0.004, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9469, loss_cls: 0.7312, loss: 0.7312, grad_norm: 4.9031 2021-05-27 01:44:15,842 - mmaction - INFO - Epoch [9][3640/3757] lr: 5.000e-04, eta: 6:00:41, time: 0.763, data_time: 0.005, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9539, loss_cls: 0.6775, loss: 0.6775, grad_norm: 4.6377 2021-05-27 01:44:31,618 - mmaction - INFO - Epoch [9][3660/3757] lr: 5.000e-04, eta: 6:00:20, time: 0.789, data_time: 0.003, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9516, loss_cls: 0.6741, loss: 0.6741, grad_norm: 4.8855 2021-05-27 01:44:50,716 - mmaction - INFO - Epoch [9][3680/3757] lr: 5.000e-04, eta: 6:00:01, time: 0.955, data_time: 0.003, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9516, loss_cls: 0.7002, loss: 0.7002, grad_norm: 4.7009 2021-05-27 01:45:12,222 - mmaction - INFO - Epoch [9][3700/3757] lr: 5.000e-04, eta: 5:59:43, time: 1.075, data_time: 0.004, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9500, loss_cls: 0.7039, loss: 0.7039, grad_norm: 4.7784 2021-05-27 01:45:27,881 - mmaction - INFO - Epoch [9][3720/3757] lr: 5.000e-04, eta: 5:59:22, time: 0.784, data_time: 0.007, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9547, loss_cls: 0.6489, loss: 0.6489, grad_norm: 4.5069 2021-05-27 01:45:47,559 - mmaction - INFO - Epoch [9][3740/3757] lr: 5.000e-04, eta: 5:59:03, time: 0.981, data_time: 0.004, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9516, loss_cls: 0.6629, loss: 0.6629, grad_norm: 4.6291 2021-05-27 01:46:17,552 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-05-27 01:54:49,250 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 01:54:50,003 - mmaction - INFO - top1_acc 0.7575 top5_acc 0.9223 2021-05-27 01:54:50,003 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 01:54:50,037 - mmaction - INFO - mean_acc 0.7573 2021-05-27 01:54:51,552 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. 2021-05-27 01:54:51,552 - mmaction - INFO - Best top1_acc is 0.7575 at 9 epoch. 2021-05-27 01:54:51,567 - mmaction - INFO - Epoch(val) [9][3757] top1_acc: 0.7575, top5_acc: 0.9223, mean_class_accuracy: 0.7573 2021-05-27 01:59:36,463 - mmaction - INFO - Epoch [10][20/3757] lr: 5.000e-04, eta: 6:01:14, time: 14.224, data_time: 13.186, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9508, loss_cls: 0.6943, loss: 0.6943, grad_norm: 4.8067 2021-05-27 01:59:56,099 - mmaction - INFO - Epoch [10][40/3757] lr: 5.000e-04, eta: 6:00:55, time: 0.999, data_time: 0.021, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9492, loss_cls: 0.6962, loss: 0.6962, grad_norm: 4.5681 2021-05-27 02:00:14,138 - mmaction - INFO - Epoch [10][60/3757] lr: 5.000e-04, eta: 6:00:35, time: 0.903, data_time: 0.004, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9406, loss_cls: 0.7113, loss: 0.7113, grad_norm: 4.8751 2021-05-27 02:00:31,713 - mmaction - INFO - Epoch [10][80/3757] lr: 5.000e-04, eta: 6:00:14, time: 0.876, data_time: 0.008, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9602, loss_cls: 0.6439, loss: 0.6439, grad_norm: 4.5072 2021-05-27 02:00:52,750 - mmaction - INFO - Epoch [10][100/3757] lr: 5.000e-04, eta: 5:59:56, time: 1.026, data_time: 0.005, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9625, loss_cls: 0.6721, loss: 0.6721, grad_norm: 4.7284 2021-05-27 02:01:08,329 - mmaction - INFO - Epoch [10][120/3757] lr: 5.000e-04, eta: 5:59:35, time: 0.807, data_time: 0.030, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9617, loss_cls: 0.6428, loss: 0.6428, grad_norm: 4.5139 2021-05-27 02:01:24,389 - mmaction - INFO - Epoch [10][140/3757] lr: 5.000e-04, eta: 5:59:13, time: 0.802, data_time: 0.003, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9531, loss_cls: 0.6675, loss: 0.6675, grad_norm: 4.5522 2021-05-27 02:01:40,360 - mmaction - INFO - Epoch [10][160/3757] lr: 5.000e-04, eta: 5:58:52, time: 0.799, data_time: 0.003, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9523, loss_cls: 0.6773, loss: 0.6773, grad_norm: 4.6694 2021-05-27 02:01:56,275 - mmaction - INFO - Epoch [10][180/3757] lr: 5.000e-04, eta: 5:58:31, time: 0.796, data_time: 0.002, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9594, loss_cls: 0.6259, loss: 0.6259, grad_norm: 4.6026 2021-05-27 02:02:13,869 - mmaction - INFO - Epoch [10][200/3757] lr: 5.000e-04, eta: 5:58:10, time: 0.880, data_time: 0.003, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9477, loss_cls: 0.6836, loss: 0.6836, grad_norm: 4.4541 2021-05-27 02:02:32,515 - mmaction - INFO - Epoch [10][220/3757] lr: 5.000e-04, eta: 5:57:51, time: 0.932, data_time: 0.003, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9508, loss_cls: 0.6673, loss: 0.6673, grad_norm: 4.6427 2021-05-27 02:02:50,363 - mmaction - INFO - Epoch [10][240/3757] lr: 5.000e-04, eta: 5:57:30, time: 0.894, data_time: 0.003, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9563, loss_cls: 0.6522, loss: 0.6522, grad_norm: 4.7326 2021-05-27 02:03:08,172 - mmaction - INFO - Epoch [10][260/3757] lr: 5.000e-04, eta: 5:57:10, time: 0.888, data_time: 0.001, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9563, loss_cls: 0.6933, loss: 0.6933, grad_norm: 4.7658 2021-05-27 02:03:23,604 - mmaction - INFO - Epoch [10][280/3757] lr: 5.000e-04, eta: 5:56:49, time: 0.772, data_time: 0.004, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9437, loss_cls: 0.7059, loss: 0.7059, grad_norm: 4.6334 2021-05-27 02:03:41,733 - mmaction - INFO - Epoch [10][300/3757] lr: 5.000e-04, eta: 5:56:29, time: 0.906, data_time: 0.003, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9477, loss_cls: 0.6895, loss: 0.6895, grad_norm: 4.6463 2021-05-27 02:03:57,444 - mmaction - INFO - Epoch [10][320/3757] lr: 5.000e-04, eta: 5:56:07, time: 0.786, data_time: 0.004, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9508, loss_cls: 0.6488, loss: 0.6488, grad_norm: 4.5419 2021-05-27 02:04:15,459 - mmaction - INFO - Epoch [10][340/3757] lr: 5.000e-04, eta: 5:55:47, time: 0.900, data_time: 0.006, memory: 12750, top1_acc: 0.8359, top5_acc: 0.9563, loss_cls: 0.6403, loss: 0.6403, grad_norm: 4.5037 2021-05-27 02:04:32,257 - mmaction - INFO - Epoch [10][360/3757] lr: 5.000e-04, eta: 5:55:26, time: 0.841, data_time: 0.006, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9609, loss_cls: 0.5939, loss: 0.5939, grad_norm: 4.5905 2021-05-27 02:04:49,806 - mmaction - INFO - Epoch [10][380/3757] lr: 5.000e-04, eta: 5:55:06, time: 0.878, data_time: 0.003, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9453, loss_cls: 0.7039, loss: 0.7039, grad_norm: 4.7585 2021-05-27 02:05:08,110 - mmaction - INFO - Epoch [10][400/3757] lr: 5.000e-04, eta: 5:54:46, time: 0.916, data_time: 0.004, memory: 12750, top1_acc: 0.7984, top5_acc: 0.9531, loss_cls: 0.7084, loss: 0.7084, grad_norm: 4.9862 2021-05-27 02:05:25,310 - mmaction - INFO - Epoch [10][420/3757] lr: 5.000e-04, eta: 5:54:26, time: 0.856, data_time: 0.003, memory: 12750, top1_acc: 0.8344, top5_acc: 0.9547, loss_cls: 0.6391, loss: 0.6391, grad_norm: 4.7844 2021-05-27 02:05:41,163 - mmaction - INFO - Epoch [10][440/3757] lr: 5.000e-04, eta: 5:54:04, time: 0.794, data_time: 0.006, memory: 12750, top1_acc: 0.7906, top5_acc: 0.9461, loss_cls: 0.7435, loss: 0.7435, grad_norm: 4.9641 2021-05-27 02:05:57,719 - mmaction - INFO - Epoch [10][460/3757] lr: 5.000e-04, eta: 5:53:43, time: 0.828, data_time: 0.006, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9492, loss_cls: 0.6757, loss: 0.6757, grad_norm: 4.6506 2021-05-27 02:06:15,410 - mmaction - INFO - Epoch [10][480/3757] lr: 5.000e-04, eta: 5:53:23, time: 0.886, data_time: 0.005, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9523, loss_cls: 0.7010, loss: 0.7010, grad_norm: 4.7198 2021-05-27 02:06:32,704 - mmaction - INFO - Epoch [10][500/3757] lr: 5.000e-04, eta: 5:53:02, time: 0.857, data_time: 0.003, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9477, loss_cls: 0.6743, loss: 0.6743, grad_norm: 4.5547 2021-05-27 02:06:48,957 - mmaction - INFO - Epoch [10][520/3757] lr: 5.000e-04, eta: 5:52:41, time: 0.821, data_time: 0.010, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9523, loss_cls: 0.6583, loss: 0.6583, grad_norm: 4.6254 2021-05-27 02:07:05,194 - mmaction - INFO - Epoch [10][540/3757] lr: 5.000e-04, eta: 5:52:20, time: 0.811, data_time: 0.002, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9523, loss_cls: 0.6819, loss: 0.6819, grad_norm: 4.6978 2021-05-27 02:07:26,063 - mmaction - INFO - Epoch [10][560/3757] lr: 5.000e-04, eta: 5:52:02, time: 1.042, data_time: 0.002, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9539, loss_cls: 0.6743, loss: 0.6743, grad_norm: 4.7340 2021-05-27 02:07:41,918 - mmaction - INFO - Epoch [10][580/3757] lr: 5.000e-04, eta: 5:51:41, time: 0.793, data_time: 0.005, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9508, loss_cls: 0.6744, loss: 0.6744, grad_norm: 4.6742 2021-05-27 02:07:58,530 - mmaction - INFO - Epoch [10][600/3757] lr: 5.000e-04, eta: 5:51:20, time: 0.831, data_time: 0.004, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9508, loss_cls: 0.6735, loss: 0.6735, grad_norm: 4.6080 2021-05-27 02:08:17,916 - mmaction - INFO - Epoch [10][620/3757] lr: 5.000e-04, eta: 5:51:01, time: 0.969, data_time: 0.006, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9508, loss_cls: 0.6952, loss: 0.6952, grad_norm: 4.9048 2021-05-27 02:08:36,297 - mmaction - INFO - Epoch [10][640/3757] lr: 5.000e-04, eta: 5:50:41, time: 0.920, data_time: 0.002, memory: 12750, top1_acc: 0.8063, top5_acc: 0.9477, loss_cls: 0.7042, loss: 0.7042, grad_norm: 4.8543 2021-05-27 02:08:52,263 - mmaction - INFO - Epoch [10][660/3757] lr: 5.000e-04, eta: 5:50:20, time: 0.793, data_time: 0.002, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9500, loss_cls: 0.6816, loss: 0.6816, grad_norm: 4.9481 2021-05-27 02:09:07,625 - mmaction - INFO - Epoch [10][680/3757] lr: 5.000e-04, eta: 5:49:58, time: 0.772, data_time: 0.009, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9437, loss_cls: 0.7105, loss: 0.7105, grad_norm: 4.8650 2021-05-27 02:09:23,071 - mmaction - INFO - Epoch [10][700/3757] lr: 5.000e-04, eta: 5:49:37, time: 0.772, data_time: 0.004, memory: 12750, top1_acc: 0.8000, top5_acc: 0.9445, loss_cls: 0.7218, loss: 0.7218, grad_norm: 5.1251 2021-05-27 02:09:39,657 - mmaction - INFO - Epoch [10][720/3757] lr: 5.000e-04, eta: 5:49:16, time: 0.831, data_time: 0.005, memory: 12750, top1_acc: 0.7961, top5_acc: 0.9414, loss_cls: 0.7658, loss: 0.7658, grad_norm: 4.8957 2021-05-27 02:09:58,921 - mmaction - INFO - Epoch [10][740/3757] lr: 5.000e-04, eta: 5:48:56, time: 0.959, data_time: 0.004, memory: 12750, top1_acc: 0.8406, top5_acc: 0.9516, loss_cls: 0.6257, loss: 0.6257, grad_norm: 4.4151 2021-05-27 02:10:15,032 - mmaction - INFO - Epoch [10][760/3757] lr: 5.000e-04, eta: 5:48:35, time: 0.810, data_time: 0.007, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9539, loss_cls: 0.6650, loss: 0.6650, grad_norm: 4.7722 2021-05-27 02:10:30,831 - mmaction - INFO - Epoch [10][780/3757] lr: 5.000e-04, eta: 5:48:14, time: 0.789, data_time: 0.003, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9547, loss_cls: 0.6462, loss: 0.6462, grad_norm: 4.6840 2021-05-27 02:10:47,901 - mmaction - INFO - Epoch [10][800/3757] lr: 5.000e-04, eta: 5:47:53, time: 0.854, data_time: 0.004, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9555, loss_cls: 0.6610, loss: 0.6610, grad_norm: 4.7714 2021-05-27 02:11:03,530 - mmaction - INFO - Epoch [10][820/3757] lr: 5.000e-04, eta: 5:47:32, time: 0.781, data_time: 0.003, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9586, loss_cls: 0.6209, loss: 0.6209, grad_norm: 4.8138 2021-05-27 02:11:19,488 - mmaction - INFO - Epoch [10][840/3757] lr: 5.000e-04, eta: 5:47:11, time: 0.797, data_time: 0.004, memory: 12750, top1_acc: 0.8375, top5_acc: 0.9563, loss_cls: 0.6300, loss: 0.6300, grad_norm: 4.7003 2021-05-27 02:11:39,321 - mmaction - INFO - Epoch [10][860/3757] lr: 5.000e-04, eta: 5:46:52, time: 0.986, data_time: 0.003, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9516, loss_cls: 0.7024, loss: 0.7024, grad_norm: 4.8499 2021-05-27 02:11:58,571 - mmaction - INFO - Epoch [10][880/3757] lr: 5.000e-04, eta: 5:46:33, time: 0.965, data_time: 0.012, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9461, loss_cls: 0.6792, loss: 0.6792, grad_norm: 4.8381 2021-05-27 02:12:14,534 - mmaction - INFO - Epoch [10][900/3757] lr: 5.000e-04, eta: 5:46:12, time: 0.802, data_time: 0.006, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9430, loss_cls: 0.7106, loss: 0.7106, grad_norm: 4.6195 2021-05-27 02:12:31,197 - mmaction - INFO - Epoch [10][920/3757] lr: 5.000e-04, eta: 5:45:51, time: 0.832, data_time: 0.003, memory: 12750, top1_acc: 0.8375, top5_acc: 0.9539, loss_cls: 0.6181, loss: 0.6181, grad_norm: 4.4099 2021-05-27 02:12:48,874 - mmaction - INFO - Epoch [10][940/3757] lr: 5.000e-04, eta: 5:45:31, time: 0.885, data_time: 0.005, memory: 12750, top1_acc: 0.8375, top5_acc: 0.9484, loss_cls: 0.6254, loss: 0.6254, grad_norm: 4.4041 2021-05-27 02:13:04,591 - mmaction - INFO - Epoch [10][960/3757] lr: 5.000e-04, eta: 5:45:09, time: 0.785, data_time: 0.002, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9500, loss_cls: 0.6701, loss: 0.6701, grad_norm: 4.8308 2021-05-27 02:13:22,690 - mmaction - INFO - Epoch [10][980/3757] lr: 5.000e-04, eta: 5:44:49, time: 0.904, data_time: 0.004, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9570, loss_cls: 0.6723, loss: 0.6723, grad_norm: 4.6039 2021-05-27 02:13:45,321 - mmaction - INFO - Epoch [10][1000/3757] lr: 5.000e-04, eta: 5:44:32, time: 1.128, data_time: 0.005, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9547, loss_cls: 0.6850, loss: 0.6850, grad_norm: 4.6941 2021-05-27 02:14:01,584 - mmaction - INFO - Epoch [10][1020/3757] lr: 5.000e-04, eta: 5:44:11, time: 0.817, data_time: 0.011, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9414, loss_cls: 0.7231, loss: 0.7231, grad_norm: 4.8200 2021-05-27 02:14:18,157 - mmaction - INFO - Epoch [10][1040/3757] lr: 5.000e-04, eta: 5:43:51, time: 0.830, data_time: 0.004, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9555, loss_cls: 0.6771, loss: 0.6771, grad_norm: 4.6223 2021-05-27 02:14:37,366 - mmaction - INFO - Epoch [10][1060/3757] lr: 5.000e-04, eta: 5:43:31, time: 0.957, data_time: 0.002, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9531, loss_cls: 0.6622, loss: 0.6622, grad_norm: 4.5708 2021-05-27 02:14:53,398 - mmaction - INFO - Epoch [10][1080/3757] lr: 5.000e-04, eta: 5:43:10, time: 0.804, data_time: 0.005, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9500, loss_cls: 0.6743, loss: 0.6743, grad_norm: 4.7469 2021-05-27 02:15:09,396 - mmaction - INFO - Epoch [10][1100/3757] lr: 5.000e-04, eta: 5:42:49, time: 0.799, data_time: 0.003, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9523, loss_cls: 0.6475, loss: 0.6475, grad_norm: 4.5905 2021-05-27 02:15:31,509 - mmaction - INFO - Epoch [10][1120/3757] lr: 5.000e-04, eta: 5:42:32, time: 1.102, data_time: 0.006, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9641, loss_cls: 0.6365, loss: 0.6365, grad_norm: 4.7939 2021-05-27 02:15:49,583 - mmaction - INFO - Epoch [10][1140/3757] lr: 5.000e-04, eta: 5:42:12, time: 0.907, data_time: 0.007, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9477, loss_cls: 0.6584, loss: 0.6584, grad_norm: 4.5758 2021-05-27 02:16:07,328 - mmaction - INFO - Epoch [10][1160/3757] lr: 5.000e-04, eta: 5:41:52, time: 0.889, data_time: 0.004, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9477, loss_cls: 0.7184, loss: 0.7184, grad_norm: 4.6079 2021-05-27 02:16:22,854 - mmaction - INFO - Epoch [10][1180/3757] lr: 5.000e-04, eta: 5:41:30, time: 0.776, data_time: 0.001, memory: 12750, top1_acc: 0.7945, top5_acc: 0.9531, loss_cls: 0.7111, loss: 0.7111, grad_norm: 5.0303 2021-05-27 02:16:41,502 - mmaction - INFO - Epoch [10][1200/3757] lr: 5.000e-04, eta: 5:41:11, time: 0.928, data_time: 0.005, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9422, loss_cls: 0.6800, loss: 0.6800, grad_norm: 4.4917 2021-05-27 02:17:04,034 - mmaction - INFO - Epoch [10][1220/3757] lr: 5.000e-04, eta: 5:40:54, time: 1.126, data_time: 0.010, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9539, loss_cls: 0.6595, loss: 0.6595, grad_norm: 4.5597 2021-05-27 02:17:22,907 - mmaction - INFO - Epoch [10][1240/3757] lr: 5.000e-04, eta: 5:40:34, time: 0.948, data_time: 0.009, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9578, loss_cls: 0.6496, loss: 0.6496, grad_norm: 4.7017 2021-05-27 02:17:40,466 - mmaction - INFO - Epoch [10][1260/3757] lr: 5.000e-04, eta: 5:40:14, time: 0.877, data_time: 0.005, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9492, loss_cls: 0.7050, loss: 0.7050, grad_norm: 4.7994 2021-05-27 02:18:01,279 - mmaction - INFO - Epoch [10][1280/3757] lr: 5.000e-04, eta: 5:39:56, time: 1.039, data_time: 0.004, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9484, loss_cls: 0.6847, loss: 0.6847, grad_norm: 4.6701 2021-05-27 02:18:19,594 - mmaction - INFO - Epoch [10][1300/3757] lr: 5.000e-04, eta: 5:39:36, time: 0.919, data_time: 0.007, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9523, loss_cls: 0.6990, loss: 0.6990, grad_norm: 4.9731 2021-05-27 02:18:35,200 - mmaction - INFO - Epoch [10][1320/3757] lr: 5.000e-04, eta: 5:39:15, time: 0.781, data_time: 0.003, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9570, loss_cls: 0.6114, loss: 0.6114, grad_norm: 4.6112 2021-05-27 02:18:51,968 - mmaction - INFO - Epoch [10][1340/3757] lr: 5.000e-04, eta: 5:38:54, time: 0.837, data_time: 0.003, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9508, loss_cls: 0.6840, loss: 0.6840, grad_norm: 4.7501 2021-05-27 02:19:11,200 - mmaction - INFO - Epoch [10][1360/3757] lr: 5.000e-04, eta: 5:38:35, time: 0.960, data_time: 0.004, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9547, loss_cls: 0.6849, loss: 0.6849, grad_norm: 4.6630 2021-05-27 02:19:29,485 - mmaction - INFO - Epoch [10][1380/3757] lr: 5.000e-04, eta: 5:38:15, time: 0.917, data_time: 0.007, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9508, loss_cls: 0.6339, loss: 0.6339, grad_norm: 4.4908 2021-05-27 02:19:47,262 - mmaction - INFO - Epoch [10][1400/3757] lr: 5.000e-04, eta: 5:37:55, time: 0.886, data_time: 0.002, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9516, loss_cls: 0.6823, loss: 0.6823, grad_norm: 4.8865 2021-05-27 02:20:05,076 - mmaction - INFO - Epoch [10][1420/3757] lr: 5.000e-04, eta: 5:37:35, time: 0.893, data_time: 0.006, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9344, loss_cls: 0.7185, loss: 0.7185, grad_norm: 4.5615 2021-05-27 02:20:22,994 - mmaction - INFO - Epoch [10][1440/3757] lr: 5.000e-04, eta: 5:37:15, time: 0.897, data_time: 0.004, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9617, loss_cls: 0.6613, loss: 0.6613, grad_norm: 4.7150 2021-05-27 02:20:39,149 - mmaction - INFO - Epoch [10][1460/3757] lr: 5.000e-04, eta: 5:36:54, time: 0.806, data_time: 0.002, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9578, loss_cls: 0.6665, loss: 0.6665, grad_norm: 4.6305 2021-05-27 02:20:54,742 - mmaction - INFO - Epoch [10][1480/3757] lr: 5.000e-04, eta: 5:36:33, time: 0.780, data_time: 0.005, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9523, loss_cls: 0.6783, loss: 0.6783, grad_norm: 4.7006 2021-05-27 02:21:14,851 - mmaction - INFO - Epoch [10][1500/3757] lr: 5.000e-04, eta: 5:36:14, time: 1.001, data_time: 0.003, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9453, loss_cls: 0.6998, loss: 0.6998, grad_norm: 4.6759 2021-05-27 02:21:31,989 - mmaction - INFO - Epoch [10][1520/3757] lr: 5.000e-04, eta: 5:35:54, time: 0.863, data_time: 0.007, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9563, loss_cls: 0.6359, loss: 0.6359, grad_norm: 4.7856 2021-05-27 02:21:48,967 - mmaction - INFO - Epoch [10][1540/3757] lr: 5.000e-04, eta: 5:35:34, time: 0.848, data_time: 0.001, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9477, loss_cls: 0.6525, loss: 0.6525, grad_norm: 4.6325 2021-05-27 02:22:06,342 - mmaction - INFO - Epoch [10][1560/3757] lr: 5.000e-04, eta: 5:35:13, time: 0.862, data_time: 0.003, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9531, loss_cls: 0.6739, loss: 0.6739, grad_norm: 4.6791 2021-05-27 02:22:22,868 - mmaction - INFO - Epoch [10][1580/3757] lr: 5.000e-04, eta: 5:34:53, time: 0.831, data_time: 0.010, memory: 12750, top1_acc: 0.8398, top5_acc: 0.9656, loss_cls: 0.5686, loss: 0.5686, grad_norm: 4.5168 2021-05-27 02:22:39,068 - mmaction - INFO - Epoch [10][1600/3757] lr: 5.000e-04, eta: 5:34:32, time: 0.811, data_time: 0.003, memory: 12750, top1_acc: 0.8063, top5_acc: 0.9469, loss_cls: 0.7334, loss: 0.7334, grad_norm: 4.8538 2021-05-27 02:22:55,652 - mmaction - INFO - Epoch [10][1620/3757] lr: 5.000e-04, eta: 5:34:11, time: 0.830, data_time: 0.003, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9586, loss_cls: 0.6719, loss: 0.6719, grad_norm: 4.6988 2021-05-27 02:23:11,794 - mmaction - INFO - Epoch [10][1640/3757] lr: 5.000e-04, eta: 5:33:50, time: 0.807, data_time: 0.003, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9555, loss_cls: 0.6263, loss: 0.6263, grad_norm: 4.6091 2021-05-27 02:23:29,759 - mmaction - INFO - Epoch [10][1660/3757] lr: 5.000e-04, eta: 5:33:30, time: 0.898, data_time: 0.004, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9383, loss_cls: 0.7529, loss: 0.7529, grad_norm: 5.0429 2021-05-27 02:23:50,416 - mmaction - INFO - Epoch [10][1680/3757] lr: 5.000e-04, eta: 5:33:12, time: 1.033, data_time: 0.003, memory: 12750, top1_acc: 0.8063, top5_acc: 0.9469, loss_cls: 0.7288, loss: 0.7288, grad_norm: 4.7720 2021-05-27 02:24:06,488 - mmaction - INFO - Epoch [10][1700/3757] lr: 5.000e-04, eta: 5:32:51, time: 0.803, data_time: 0.002, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9383, loss_cls: 0.7356, loss: 0.7356, grad_norm: 4.8873 2021-05-27 02:24:22,295 - mmaction - INFO - Epoch [10][1720/3757] lr: 5.000e-04, eta: 5:32:30, time: 0.791, data_time: 0.002, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9477, loss_cls: 0.6705, loss: 0.6705, grad_norm: 4.9447 2021-05-27 02:24:38,139 - mmaction - INFO - Epoch [10][1740/3757] lr: 5.000e-04, eta: 5:32:09, time: 0.791, data_time: 0.002, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9500, loss_cls: 0.6785, loss: 0.6785, grad_norm: 4.6883 2021-05-27 02:24:53,668 - mmaction - INFO - Epoch [10][1760/3757] lr: 5.000e-04, eta: 5:31:47, time: 0.776, data_time: 0.004, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9469, loss_cls: 0.6656, loss: 0.6656, grad_norm: 4.7802 2021-05-27 02:25:10,306 - mmaction - INFO - Epoch [10][1780/3757] lr: 5.000e-04, eta: 5:31:27, time: 0.823, data_time: 0.003, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9602, loss_cls: 0.6335, loss: 0.6335, grad_norm: 4.5863 2021-05-27 02:25:31,680 - mmaction - INFO - Epoch [10][1800/3757] lr: 5.000e-04, eta: 5:31:09, time: 1.078, data_time: 0.013, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9539, loss_cls: 0.6451, loss: 0.6451, grad_norm: 4.5767 2021-05-27 02:25:48,090 - mmaction - INFO - Epoch [10][1820/3757] lr: 5.000e-04, eta: 5:30:48, time: 0.817, data_time: 0.004, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9484, loss_cls: 0.7395, loss: 0.7395, grad_norm: 4.9609 2021-05-27 02:26:06,975 - mmaction - INFO - Epoch [10][1840/3757] lr: 5.000e-04, eta: 5:30:29, time: 0.947, data_time: 0.005, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9484, loss_cls: 0.7113, loss: 0.7113, grad_norm: 4.7853 2021-05-27 02:26:28,430 - mmaction - INFO - Epoch [10][1860/3757] lr: 5.000e-04, eta: 5:30:11, time: 1.070, data_time: 0.003, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9531, loss_cls: 0.6729, loss: 0.6729, grad_norm: 4.6797 2021-05-27 02:26:45,756 - mmaction - INFO - Epoch [10][1880/3757] lr: 5.000e-04, eta: 5:29:51, time: 0.867, data_time: 0.005, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9469, loss_cls: 0.7218, loss: 0.7218, grad_norm: 4.9753 2021-05-27 02:27:04,461 - mmaction - INFO - Epoch [10][1900/3757] lr: 5.000e-04, eta: 5:29:31, time: 0.936, data_time: 0.004, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9539, loss_cls: 0.6827, loss: 0.6827, grad_norm: 4.7775 2021-05-27 02:27:19,989 - mmaction - INFO - Epoch [10][1920/3757] lr: 5.000e-04, eta: 5:29:10, time: 0.777, data_time: 0.006, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9445, loss_cls: 0.7173, loss: 0.7173, grad_norm: 4.7289 2021-05-27 02:27:36,751 - mmaction - INFO - Epoch [10][1940/3757] lr: 5.000e-04, eta: 5:28:50, time: 0.838, data_time: 0.003, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9539, loss_cls: 0.6877, loss: 0.6877, grad_norm: 4.7907 2021-05-27 02:27:56,300 - mmaction - INFO - Epoch [10][1960/3757] lr: 5.000e-04, eta: 5:28:30, time: 0.961, data_time: 0.004, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9570, loss_cls: 0.6424, loss: 0.6424, grad_norm: 4.7091 2021-05-27 02:28:14,964 - mmaction - INFO - Epoch [10][1980/3757] lr: 5.000e-04, eta: 5:28:11, time: 0.945, data_time: 0.021, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9445, loss_cls: 0.6766, loss: 0.6766, grad_norm: 4.6061 2021-05-27 02:28:33,199 - mmaction - INFO - Epoch [10][2000/3757] lr: 5.000e-04, eta: 5:27:52, time: 0.917, data_time: 0.007, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9539, loss_cls: 0.6866, loss: 0.6866, grad_norm: 4.8509 2021-05-27 02:28:49,116 - mmaction - INFO - Epoch [10][2020/3757] lr: 5.000e-04, eta: 5:27:31, time: 0.796, data_time: 0.003, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9437, loss_cls: 0.7024, loss: 0.7024, grad_norm: 4.7152 2021-05-27 02:29:07,395 - mmaction - INFO - Epoch [10][2040/3757] lr: 5.000e-04, eta: 5:27:11, time: 0.914, data_time: 0.005, memory: 12750, top1_acc: 0.7953, top5_acc: 0.9375, loss_cls: 0.7597, loss: 0.7597, grad_norm: 4.7533 2021-05-27 02:29:26,818 - mmaction - INFO - Epoch [10][2060/3757] lr: 5.000e-04, eta: 5:26:52, time: 0.971, data_time: 0.004, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9523, loss_cls: 0.7040, loss: 0.7040, grad_norm: 4.8986 2021-05-27 02:29:47,708 - mmaction - INFO - Epoch [10][2080/3757] lr: 5.000e-04, eta: 5:26:34, time: 1.043, data_time: 0.005, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9437, loss_cls: 0.6905, loss: 0.6905, grad_norm: 4.7591 2021-05-27 02:30:03,849 - mmaction - INFO - Epoch [10][2100/3757] lr: 5.000e-04, eta: 5:26:13, time: 0.778, data_time: 0.004, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9469, loss_cls: 0.7269, loss: 0.7269, grad_norm: 4.8116 2021-05-27 02:30:20,023 - mmaction - INFO - Epoch [10][2120/3757] lr: 5.000e-04, eta: 5:25:52, time: 0.839, data_time: 0.034, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9523, loss_cls: 0.6894, loss: 0.6894, grad_norm: 4.9172 2021-05-27 02:30:37,032 - mmaction - INFO - Epoch [10][2140/3757] lr: 5.000e-04, eta: 5:25:32, time: 0.850, data_time: 0.002, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9547, loss_cls: 0.6566, loss: 0.6566, grad_norm: 4.5712 2021-05-27 02:30:55,312 - mmaction - INFO - Epoch [10][2160/3757] lr: 5.000e-04, eta: 5:25:12, time: 0.878, data_time: 0.003, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9492, loss_cls: 0.7204, loss: 0.7204, grad_norm: 4.8223 2021-05-27 02:31:13,038 - mmaction - INFO - Epoch [10][2180/3757] lr: 5.000e-04, eta: 5:24:52, time: 0.923, data_time: 0.039, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9602, loss_cls: 0.6505, loss: 0.6505, grad_norm: 4.7702 2021-05-27 02:31:33,465 - mmaction - INFO - Epoch [10][2200/3757] lr: 5.000e-04, eta: 5:24:34, time: 1.016, data_time: 0.002, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9484, loss_cls: 0.6813, loss: 0.6813, grad_norm: 4.7944 2021-05-27 02:31:48,966 - mmaction - INFO - Epoch [10][2220/3757] lr: 5.000e-04, eta: 5:24:12, time: 0.778, data_time: 0.009, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9563, loss_cls: 0.6994, loss: 0.6994, grad_norm: 5.0466 2021-05-27 02:32:08,862 - mmaction - INFO - Epoch [10][2240/3757] lr: 5.000e-04, eta: 5:23:54, time: 0.995, data_time: 0.006, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9500, loss_cls: 0.6660, loss: 0.6660, grad_norm: 4.5483 2021-05-27 02:32:24,806 - mmaction - INFO - Epoch [10][2260/3757] lr: 5.000e-04, eta: 5:23:33, time: 0.799, data_time: 0.006, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9539, loss_cls: 0.6859, loss: 0.6859, grad_norm: 4.6603 2021-05-27 02:32:42,334 - mmaction - INFO - Epoch [10][2280/3757] lr: 5.000e-04, eta: 5:23:13, time: 0.877, data_time: 0.003, memory: 12750, top1_acc: 0.7977, top5_acc: 0.9414, loss_cls: 0.7834, loss: 0.7834, grad_norm: 5.3923 2021-05-27 02:33:00,984 - mmaction - INFO - Epoch [10][2300/3757] lr: 5.000e-04, eta: 5:22:53, time: 0.931, data_time: 0.002, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9602, loss_cls: 0.6142, loss: 0.6142, grad_norm: 4.4902 2021-05-27 02:33:16,600 - mmaction - INFO - Epoch [10][2320/3757] lr: 5.000e-04, eta: 5:22:32, time: 0.782, data_time: 0.004, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9539, loss_cls: 0.6737, loss: 0.6737, grad_norm: 4.5694 2021-05-27 02:33:43,101 - mmaction - INFO - Epoch [10][2340/3757] lr: 5.000e-04, eta: 5:22:17, time: 1.318, data_time: 0.003, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9437, loss_cls: 0.7052, loss: 0.7052, grad_norm: 4.7675 2021-05-27 02:34:00,735 - mmaction - INFO - Epoch [10][2360/3757] lr: 5.000e-04, eta: 5:21:57, time: 0.886, data_time: 0.010, memory: 12750, top1_acc: 0.7953, top5_acc: 0.9516, loss_cls: 0.7174, loss: 0.7174, grad_norm: 5.0021 2021-05-27 02:34:20,960 - mmaction - INFO - Epoch [10][2380/3757] lr: 5.000e-04, eta: 5:21:39, time: 1.007, data_time: 0.006, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9406, loss_cls: 0.6945, loss: 0.6945, grad_norm: 4.8213 2021-05-27 02:34:40,804 - mmaction - INFO - Epoch [10][2400/3757] lr: 5.000e-04, eta: 5:21:20, time: 0.995, data_time: 0.009, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9563, loss_cls: 0.6346, loss: 0.6346, grad_norm: 4.3492 2021-05-27 02:34:57,287 - mmaction - INFO - Epoch [10][2420/3757] lr: 5.000e-04, eta: 5:20:59, time: 0.827, data_time: 0.005, memory: 12750, top1_acc: 0.7969, top5_acc: 0.9492, loss_cls: 0.7264, loss: 0.7264, grad_norm: 5.0449 2021-05-27 02:35:13,089 - mmaction - INFO - Epoch [10][2440/3757] lr: 5.000e-04, eta: 5:20:38, time: 0.790, data_time: 0.002, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9492, loss_cls: 0.6672, loss: 0.6672, grad_norm: 4.5389 2021-05-27 02:35:28,945 - mmaction - INFO - Epoch [10][2460/3757] lr: 5.000e-04, eta: 5:20:17, time: 0.794, data_time: 0.003, memory: 12750, top1_acc: 0.8367, top5_acc: 0.9555, loss_cls: 0.6453, loss: 0.6453, grad_norm: 4.4331 2021-05-27 02:35:45,375 - mmaction - INFO - Epoch [10][2480/3757] lr: 5.000e-04, eta: 5:19:57, time: 0.821, data_time: 0.002, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9617, loss_cls: 0.6359, loss: 0.6359, grad_norm: 4.5339 2021-05-27 02:36:07,429 - mmaction - INFO - Epoch [10][2500/3757] lr: 5.000e-04, eta: 5:19:39, time: 1.099, data_time: 0.003, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9594, loss_cls: 0.6562, loss: 0.6562, grad_norm: 4.6599 2021-05-27 02:36:25,037 - mmaction - INFO - Epoch [10][2520/3757] lr: 5.000e-04, eta: 5:19:19, time: 0.884, data_time: 0.007, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9547, loss_cls: 0.6523, loss: 0.6523, grad_norm: 4.6393 2021-05-27 02:36:42,495 - mmaction - INFO - Epoch [10][2540/3757] lr: 5.000e-04, eta: 5:18:59, time: 0.872, data_time: 0.003, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9547, loss_cls: 0.7044, loss: 0.7044, grad_norm: 4.8751 2021-05-27 02:36:59,961 - mmaction - INFO - Epoch [10][2560/3757] lr: 5.000e-04, eta: 5:18:39, time: 0.875, data_time: 0.004, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9609, loss_cls: 0.6234, loss: 0.6234, grad_norm: 4.7546 2021-05-27 02:37:18,793 - mmaction - INFO - Epoch [10][2580/3757] lr: 5.000e-04, eta: 5:18:20, time: 0.942, data_time: 0.004, memory: 12750, top1_acc: 0.8438, top5_acc: 0.9641, loss_cls: 0.5817, loss: 0.5817, grad_norm: 4.3956 2021-05-27 02:37:34,983 - mmaction - INFO - Epoch [10][2600/3757] lr: 5.000e-04, eta: 5:17:59, time: 0.809, data_time: 0.003, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9570, loss_cls: 0.6643, loss: 0.6643, grad_norm: 4.6873 2021-05-27 02:37:52,309 - mmaction - INFO - Epoch [10][2620/3757] lr: 5.000e-04, eta: 5:17:39, time: 0.864, data_time: 0.003, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9547, loss_cls: 0.6296, loss: 0.6296, grad_norm: 4.5513 2021-05-27 02:38:09,755 - mmaction - INFO - Epoch [10][2640/3757] lr: 5.000e-04, eta: 5:17:19, time: 0.874, data_time: 0.005, memory: 12750, top1_acc: 0.8063, top5_acc: 0.9484, loss_cls: 0.7065, loss: 0.7065, grad_norm: 4.7081 2021-05-27 02:38:26,708 - mmaction - INFO - Epoch [10][2660/3757] lr: 5.000e-04, eta: 5:16:59, time: 0.849, data_time: 0.002, memory: 12750, top1_acc: 0.8398, top5_acc: 0.9539, loss_cls: 0.6498, loss: 0.6498, grad_norm: 4.5331 2021-05-27 02:38:44,981 - mmaction - INFO - Epoch [10][2680/3757] lr: 5.000e-04, eta: 5:16:39, time: 0.912, data_time: 0.002, memory: 12750, top1_acc: 0.8008, top5_acc: 0.9422, loss_cls: 0.7084, loss: 0.7084, grad_norm: 4.6983 2021-05-27 02:39:00,641 - mmaction - INFO - Epoch [10][2700/3757] lr: 5.000e-04, eta: 5:16:18, time: 0.782, data_time: 0.004, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9500, loss_cls: 0.6923, loss: 0.6923, grad_norm: 4.9643 2021-05-27 02:39:17,731 - mmaction - INFO - Epoch [10][2720/3757] lr: 5.000e-04, eta: 5:15:58, time: 0.854, data_time: 0.007, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9555, loss_cls: 0.6166, loss: 0.6166, grad_norm: 4.5798 2021-05-27 02:39:37,151 - mmaction - INFO - Epoch [10][2740/3757] lr: 5.000e-04, eta: 5:15:39, time: 0.969, data_time: 0.004, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9609, loss_cls: 0.7033, loss: 0.7033, grad_norm: 4.6749 2021-05-27 02:39:55,232 - mmaction - INFO - Epoch [10][2760/3757] lr: 5.000e-04, eta: 5:15:19, time: 0.907, data_time: 0.007, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9531, loss_cls: 0.6604, loss: 0.6604, grad_norm: 4.5517 2021-05-27 02:40:16,089 - mmaction - INFO - Epoch [10][2780/3757] lr: 5.000e-04, eta: 5:15:01, time: 1.041, data_time: 0.003, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9555, loss_cls: 0.6308, loss: 0.6308, grad_norm: 4.6492 2021-05-27 02:40:41,260 - mmaction - INFO - Epoch [10][2800/3757] lr: 5.000e-04, eta: 5:14:45, time: 1.258, data_time: 0.005, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9461, loss_cls: 0.6717, loss: 0.6717, grad_norm: 4.9245 2021-05-27 02:40:56,441 - mmaction - INFO - Epoch [10][2820/3757] lr: 5.000e-04, eta: 5:14:24, time: 0.760, data_time: 0.006, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9539, loss_cls: 0.6675, loss: 0.6675, grad_norm: 4.7039 2021-05-27 02:41:12,724 - mmaction - INFO - Epoch [10][2840/3757] lr: 5.000e-04, eta: 5:14:03, time: 0.817, data_time: 0.006, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9500, loss_cls: 0.6940, loss: 0.6940, grad_norm: 4.7683 2021-05-27 02:41:30,589 - mmaction - INFO - Epoch [10][2860/3757] lr: 5.000e-04, eta: 5:13:43, time: 0.893, data_time: 0.003, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9484, loss_cls: 0.6668, loss: 0.6668, grad_norm: 4.7224 2021-05-27 02:41:47,800 - mmaction - INFO - Epoch [10][2880/3757] lr: 5.000e-04, eta: 5:13:23, time: 0.860, data_time: 0.003, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9531, loss_cls: 0.6962, loss: 0.6962, grad_norm: 4.7769 2021-05-27 02:42:06,016 - mmaction - INFO - Epoch [10][2900/3757] lr: 5.000e-04, eta: 5:13:03, time: 0.910, data_time: 0.002, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9586, loss_cls: 0.6314, loss: 0.6314, grad_norm: 4.8429 2021-05-27 02:42:24,067 - mmaction - INFO - Epoch [10][2920/3757] lr: 5.000e-04, eta: 5:12:44, time: 0.903, data_time: 0.007, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9578, loss_cls: 0.6367, loss: 0.6367, grad_norm: 4.5615 2021-05-27 02:42:40,575 - mmaction - INFO - Epoch [10][2940/3757] lr: 5.000e-04, eta: 5:12:23, time: 0.825, data_time: 0.004, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9578, loss_cls: 0.6440, loss: 0.6440, grad_norm: 4.6785 2021-05-27 02:42:57,152 - mmaction - INFO - Epoch [10][2960/3757] lr: 5.000e-04, eta: 5:12:03, time: 0.830, data_time: 0.004, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9492, loss_cls: 0.6507, loss: 0.6507, grad_norm: 4.5579 2021-05-27 02:43:15,244 - mmaction - INFO - Epoch [10][2980/3757] lr: 5.000e-04, eta: 5:11:43, time: 0.902, data_time: 0.002, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9547, loss_cls: 0.6737, loss: 0.6737, grad_norm: 4.6604 2021-05-27 02:43:32,523 - mmaction - INFO - Epoch [10][3000/3757] lr: 5.000e-04, eta: 5:11:23, time: 0.864, data_time: 0.028, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9516, loss_cls: 0.6846, loss: 0.6846, grad_norm: 4.7445 2021-05-27 02:43:50,008 - mmaction - INFO - Epoch [10][3020/3757] lr: 5.000e-04, eta: 5:11:03, time: 0.877, data_time: 0.006, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9594, loss_cls: 0.6134, loss: 0.6134, grad_norm: 4.6701 2021-05-27 02:44:11,359 - mmaction - INFO - Epoch [10][3040/3757] lr: 5.000e-04, eta: 5:10:45, time: 1.061, data_time: 0.003, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9570, loss_cls: 0.6558, loss: 0.6558, grad_norm: 4.8440 2021-05-27 02:44:30,157 - mmaction - INFO - Epoch [10][3060/3757] lr: 5.000e-04, eta: 5:10:26, time: 0.946, data_time: 0.010, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9539, loss_cls: 0.6774, loss: 0.6774, grad_norm: 4.7425 2021-05-27 02:44:45,591 - mmaction - INFO - Epoch [10][3080/3757] lr: 5.000e-04, eta: 5:10:05, time: 0.771, data_time: 0.002, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9484, loss_cls: 0.6855, loss: 0.6855, grad_norm: 4.7445 2021-05-27 02:45:03,088 - mmaction - INFO - Epoch [10][3100/3757] lr: 5.000e-04, eta: 5:09:45, time: 0.873, data_time: 0.003, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9547, loss_cls: 0.6688, loss: 0.6688, grad_norm: 4.5946 2021-05-27 02:45:18,532 - mmaction - INFO - Epoch [10][3120/3757] lr: 5.000e-04, eta: 5:09:24, time: 0.775, data_time: 0.006, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9508, loss_cls: 0.6673, loss: 0.6673, grad_norm: 4.6363 2021-05-27 02:45:37,344 - mmaction - INFO - Epoch [10][3140/3757] lr: 5.000e-04, eta: 5:09:04, time: 0.939, data_time: 0.003, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9508, loss_cls: 0.6568, loss: 0.6568, grad_norm: 4.6761 2021-05-27 02:45:53,416 - mmaction - INFO - Epoch [10][3160/3757] lr: 5.000e-04, eta: 5:08:44, time: 0.802, data_time: 0.006, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9609, loss_cls: 0.6485, loss: 0.6485, grad_norm: 4.6155 2021-05-27 02:46:10,532 - mmaction - INFO - Epoch [10][3180/3757] lr: 5.000e-04, eta: 5:08:23, time: 0.858, data_time: 0.004, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9547, loss_cls: 0.6617, loss: 0.6617, grad_norm: 4.6839 2021-05-27 02:46:27,954 - mmaction - INFO - Epoch [10][3200/3757] lr: 5.000e-04, eta: 5:08:03, time: 0.868, data_time: 0.003, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9539, loss_cls: 0.6543, loss: 0.6543, grad_norm: 4.6838 2021-05-27 02:46:46,263 - mmaction - INFO - Epoch [10][3220/3757] lr: 5.000e-04, eta: 5:07:44, time: 0.919, data_time: 0.009, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9500, loss_cls: 0.6862, loss: 0.6862, grad_norm: 4.7187 2021-05-27 02:47:06,059 - mmaction - INFO - Epoch [10][3240/3757] lr: 5.000e-04, eta: 5:07:25, time: 0.989, data_time: 0.002, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9469, loss_cls: 0.7019, loss: 0.7019, grad_norm: 4.7956 2021-05-27 02:47:23,517 - mmaction - INFO - Epoch [10][3260/3757] lr: 5.000e-04, eta: 5:07:05, time: 0.872, data_time: 0.003, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9563, loss_cls: 0.6940, loss: 0.6940, grad_norm: 4.9478 2021-05-27 02:47:38,652 - mmaction - INFO - Epoch [10][3280/3757] lr: 5.000e-04, eta: 5:06:44, time: 0.759, data_time: 0.005, memory: 12750, top1_acc: 0.7906, top5_acc: 0.9383, loss_cls: 0.7714, loss: 0.7714, grad_norm: 4.7290 2021-05-27 02:47:55,676 - mmaction - INFO - Epoch [10][3300/3757] lr: 5.000e-04, eta: 5:06:24, time: 0.827, data_time: 0.002, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9547, loss_cls: 0.7140, loss: 0.7140, grad_norm: 4.7628 2021-05-27 02:48:13,733 - mmaction - INFO - Epoch [10][3320/3757] lr: 5.000e-04, eta: 5:06:04, time: 0.927, data_time: 0.029, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9398, loss_cls: 0.7191, loss: 0.7191, grad_norm: 4.7449 2021-05-27 02:48:32,225 - mmaction - INFO - Epoch [10][3340/3757] lr: 5.000e-04, eta: 5:05:45, time: 0.923, data_time: 0.002, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9563, loss_cls: 0.6123, loss: 0.6123, grad_norm: 4.5494 2021-05-27 02:48:48,976 - mmaction - INFO - Epoch [10][3360/3757] lr: 5.000e-04, eta: 5:05:24, time: 0.833, data_time: 0.003, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9531, loss_cls: 0.6721, loss: 0.6721, grad_norm: 4.6707 2021-05-27 02:49:08,196 - mmaction - INFO - Epoch [10][3380/3757] lr: 5.000e-04, eta: 5:05:05, time: 0.962, data_time: 0.007, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9492, loss_cls: 0.6671, loss: 0.6671, grad_norm: 4.5410 2021-05-27 02:49:23,462 - mmaction - INFO - Epoch [10][3400/3757] lr: 5.000e-04, eta: 5:04:44, time: 0.768, data_time: 0.007, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9484, loss_cls: 0.6917, loss: 0.6917, grad_norm: 4.8847 2021-05-27 02:49:42,141 - mmaction - INFO - Epoch [10][3420/3757] lr: 5.000e-04, eta: 5:04:25, time: 0.934, data_time: 0.004, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9445, loss_cls: 0.7220, loss: 0.7220, grad_norm: 4.8459 2021-05-27 02:50:00,605 - mmaction - INFO - Epoch [10][3440/3757] lr: 5.000e-04, eta: 5:04:06, time: 0.924, data_time: 0.003, memory: 12750, top1_acc: 0.8023, top5_acc: 0.9437, loss_cls: 0.7289, loss: 0.7289, grad_norm: 5.4138 2021-05-27 02:50:18,060 - mmaction - INFO - Epoch [10][3460/3757] lr: 5.000e-04, eta: 5:03:46, time: 0.872, data_time: 0.003, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9633, loss_cls: 0.6570, loss: 0.6570, grad_norm: 4.7230 2021-05-27 02:50:36,957 - mmaction - INFO - Epoch [10][3480/3757] lr: 5.000e-04, eta: 5:03:26, time: 0.946, data_time: 0.004, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9406, loss_cls: 0.7240, loss: 0.7240, grad_norm: 4.8183 2021-05-27 02:50:56,321 - mmaction - INFO - Epoch [10][3500/3757] lr: 5.000e-04, eta: 5:03:07, time: 0.966, data_time: 0.004, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9547, loss_cls: 0.6373, loss: 0.6373, grad_norm: 4.6180 2021-05-27 02:51:16,956 - mmaction - INFO - Epoch [10][3520/3757] lr: 5.000e-04, eta: 5:02:49, time: 1.034, data_time: 0.005, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9477, loss_cls: 0.7094, loss: 0.7094, grad_norm: 4.7233 2021-05-27 02:51:34,559 - mmaction - INFO - Epoch [10][3540/3757] lr: 5.000e-04, eta: 5:02:29, time: 0.879, data_time: 0.002, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9563, loss_cls: 0.6447, loss: 0.6447, grad_norm: 4.6453 2021-05-27 02:51:52,282 - mmaction - INFO - Epoch [10][3560/3757] lr: 5.000e-04, eta: 5:02:09, time: 0.888, data_time: 0.003, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9437, loss_cls: 0.6830, loss: 0.6830, grad_norm: 4.5927 2021-05-27 02:52:08,130 - mmaction - INFO - Epoch [10][3580/3757] lr: 5.000e-04, eta: 5:01:49, time: 0.791, data_time: 0.002, memory: 12750, top1_acc: 0.8398, top5_acc: 0.9594, loss_cls: 0.6337, loss: 0.6337, grad_norm: 4.5352 2021-05-27 02:52:26,528 - mmaction - INFO - Epoch [10][3600/3757] lr: 5.000e-04, eta: 5:01:29, time: 0.920, data_time: 0.003, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9539, loss_cls: 0.6593, loss: 0.6593, grad_norm: 4.7950 2021-05-27 02:52:44,280 - mmaction - INFO - Epoch [10][3620/3757] lr: 5.000e-04, eta: 5:01:09, time: 0.886, data_time: 0.002, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9508, loss_cls: 0.6719, loss: 0.6719, grad_norm: 4.6978 2021-05-27 02:53:03,321 - mmaction - INFO - Epoch [10][3640/3757] lr: 5.000e-04, eta: 5:00:50, time: 0.948, data_time: 0.006, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9539, loss_cls: 0.6601, loss: 0.6601, grad_norm: 4.6426 2021-05-27 02:53:19,840 - mmaction - INFO - Epoch [10][3660/3757] lr: 5.000e-04, eta: 5:00:30, time: 0.833, data_time: 0.011, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9469, loss_cls: 0.6821, loss: 0.6821, grad_norm: 5.0421 2021-05-27 02:53:35,799 - mmaction - INFO - Epoch [10][3680/3757] lr: 5.000e-04, eta: 5:00:09, time: 0.795, data_time: 0.001, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9500, loss_cls: 0.6699, loss: 0.6699, grad_norm: 4.6743 2021-05-27 02:53:52,130 - mmaction - INFO - Epoch [10][3700/3757] lr: 5.000e-04, eta: 4:59:49, time: 0.816, data_time: 0.004, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9500, loss_cls: 0.6907, loss: 0.6907, grad_norm: 4.8006 2021-05-27 02:54:07,724 - mmaction - INFO - Epoch [10][3720/3757] lr: 5.000e-04, eta: 4:59:28, time: 0.783, data_time: 0.006, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9547, loss_cls: 0.6494, loss: 0.6494, grad_norm: 4.4848 2021-05-27 02:54:25,428 - mmaction - INFO - Epoch [10][3740/3757] lr: 5.000e-04, eta: 4:59:08, time: 0.879, data_time: 0.001, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9531, loss_cls: 0.6630, loss: 0.6630, grad_norm: 4.6288 2021-05-27 02:54:56,100 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-05-27 03:03:36,241 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 03:03:37,002 - mmaction - INFO - top1_acc 0.7588 top5_acc 0.9220 2021-05-27 03:03:37,002 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 03:03:37,035 - mmaction - INFO - mean_acc 0.7586 2021-05-27 03:03:38,627 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2021-05-27 03:03:38,628 - mmaction - INFO - Best top1_acc is 0.7588 at 10 epoch. 2021-05-27 03:03:38,651 - mmaction - INFO - Epoch(val) [10][3757] top1_acc: 0.7588, top5_acc: 0.9220, mean_class_accuracy: 0.7586 2021-05-27 03:09:06,022 - mmaction - INFO - Epoch [11][20/3757] lr: 5.000e-05, eta: 5:00:59, time: 16.367, data_time: 15.408, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9586, loss_cls: 0.6337, loss: 0.6337, grad_norm: 4.5142 2021-05-27 03:09:21,757 - mmaction - INFO - Epoch [11][40/3757] lr: 5.000e-05, eta: 5:00:38, time: 0.786, data_time: 0.004, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9578, loss_cls: 0.6401, loss: 0.6401, grad_norm: 4.5674 2021-05-27 03:09:37,405 - mmaction - INFO - Epoch [11][60/3757] lr: 5.000e-05, eta: 5:00:16, time: 0.781, data_time: 0.003, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9547, loss_cls: 0.6534, loss: 0.6534, grad_norm: 4.6204 2021-05-27 03:09:59,844 - mmaction - INFO - Epoch [11][80/3757] lr: 5.000e-05, eta: 4:59:59, time: 1.119, data_time: 0.004, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9523, loss_cls: 0.6879, loss: 0.6879, grad_norm: 4.7459 2021-05-27 03:10:18,171 - mmaction - INFO - Epoch [11][100/3757] lr: 5.000e-05, eta: 4:59:39, time: 0.922, data_time: 0.009, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9500, loss_cls: 0.6622, loss: 0.6622, grad_norm: 4.5806 2021-05-27 03:10:37,350 - mmaction - INFO - Epoch [11][120/3757] lr: 5.000e-05, eta: 4:59:20, time: 0.960, data_time: 0.002, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9492, loss_cls: 0.6523, loss: 0.6523, grad_norm: 4.6969 2021-05-27 03:10:55,015 - mmaction - INFO - Epoch [11][140/3757] lr: 5.000e-05, eta: 4:59:00, time: 0.883, data_time: 0.004, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9477, loss_cls: 0.7131, loss: 0.7131, grad_norm: 4.9022 2021-05-27 03:11:10,825 - mmaction - INFO - Epoch [11][160/3757] lr: 5.000e-05, eta: 4:58:39, time: 0.790, data_time: 0.002, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9500, loss_cls: 0.6484, loss: 0.6484, grad_norm: 4.5844 2021-05-27 03:11:26,993 - mmaction - INFO - Epoch [11][180/3757] lr: 5.000e-05, eta: 4:58:18, time: 0.808, data_time: 0.003, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9516, loss_cls: 0.6391, loss: 0.6391, grad_norm: 4.4813 2021-05-27 03:11:43,613 - mmaction - INFO - Epoch [11][200/3757] lr: 5.000e-05, eta: 4:57:58, time: 0.830, data_time: 0.002, memory: 12750, top1_acc: 0.8344, top5_acc: 0.9547, loss_cls: 0.6449, loss: 0.6449, grad_norm: 4.7027 2021-05-27 03:12:01,281 - mmaction - INFO - Epoch [11][220/3757] lr: 5.000e-05, eta: 4:57:38, time: 0.885, data_time: 0.004, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9484, loss_cls: 0.7281, loss: 0.7281, grad_norm: 4.6013 2021-05-27 03:12:20,530 - mmaction - INFO - Epoch [11][240/3757] lr: 5.000e-05, eta: 4:57:18, time: 0.961, data_time: 0.003, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9477, loss_cls: 0.7091, loss: 0.7091, grad_norm: 4.7640 2021-05-27 03:12:37,342 - mmaction - INFO - Epoch [11][260/3757] lr: 5.000e-05, eta: 4:56:58, time: 0.839, data_time: 0.006, memory: 12750, top1_acc: 0.8391, top5_acc: 0.9555, loss_cls: 0.6315, loss: 0.6315, grad_norm: 4.4975 2021-05-27 03:12:57,326 - mmaction - INFO - Epoch [11][280/3757] lr: 5.000e-05, eta: 4:56:39, time: 0.999, data_time: 0.004, memory: 12750, top1_acc: 0.8523, top5_acc: 0.9641, loss_cls: 0.5644, loss: 0.5644, grad_norm: 4.1139 2021-05-27 03:13:16,758 - mmaction - INFO - Epoch [11][300/3757] lr: 5.000e-05, eta: 4:56:20, time: 0.970, data_time: 0.004, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9523, loss_cls: 0.6549, loss: 0.6549, grad_norm: 4.7207 2021-05-27 03:13:33,604 - mmaction - INFO - Epoch [11][320/3757] lr: 5.000e-05, eta: 4:55:59, time: 0.843, data_time: 0.007, memory: 12750, top1_acc: 0.8375, top5_acc: 0.9570, loss_cls: 0.6365, loss: 0.6365, grad_norm: 4.5432 2021-05-27 03:13:55,036 - mmaction - INFO - Epoch [11][340/3757] lr: 5.000e-05, eta: 4:55:41, time: 1.070, data_time: 0.005, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9523, loss_cls: 0.6651, loss: 0.6651, grad_norm: 4.6737 2021-05-27 03:14:17,792 - mmaction - INFO - Epoch [11][360/3757] lr: 5.000e-05, eta: 4:55:24, time: 1.137, data_time: 0.008, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9508, loss_cls: 0.6616, loss: 0.6616, grad_norm: 4.6053 2021-05-27 03:14:37,901 - mmaction - INFO - Epoch [11][380/3757] lr: 5.000e-05, eta: 4:55:05, time: 1.011, data_time: 0.010, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9648, loss_cls: 0.6458, loss: 0.6458, grad_norm: 4.7186 2021-05-27 03:14:57,139 - mmaction - INFO - Epoch [11][400/3757] lr: 5.000e-05, eta: 4:54:46, time: 0.962, data_time: 0.005, memory: 12750, top1_acc: 0.8430, top5_acc: 0.9656, loss_cls: 0.5893, loss: 0.5893, grad_norm: 4.4448 2021-05-27 03:15:13,877 - mmaction - INFO - Epoch [11][420/3757] lr: 5.000e-05, eta: 4:54:25, time: 0.834, data_time: 0.002, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9539, loss_cls: 0.6731, loss: 0.6731, grad_norm: 4.7892 2021-05-27 03:15:31,119 - mmaction - INFO - Epoch [11][440/3757] lr: 5.000e-05, eta: 4:54:05, time: 0.861, data_time: 0.005, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9547, loss_cls: 0.7099, loss: 0.7099, grad_norm: 4.8381 2021-05-27 03:15:46,877 - mmaction - INFO - Epoch [11][460/3757] lr: 5.000e-05, eta: 4:53:44, time: 0.792, data_time: 0.006, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9453, loss_cls: 0.6891, loss: 0.6891, grad_norm: 4.7570 2021-05-27 03:16:05,556 - mmaction - INFO - Epoch [11][480/3757] lr: 5.000e-05, eta: 4:53:25, time: 0.930, data_time: 0.002, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9648, loss_cls: 0.5796, loss: 0.5796, grad_norm: 4.5183 2021-05-27 03:16:21,375 - mmaction - INFO - Epoch [11][500/3757] lr: 5.000e-05, eta: 4:53:04, time: 0.796, data_time: 0.007, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9563, loss_cls: 0.6453, loss: 0.6453, grad_norm: 4.7286 2021-05-27 03:16:40,773 - mmaction - INFO - Epoch [11][520/3757] lr: 5.000e-05, eta: 4:52:45, time: 0.970, data_time: 0.002, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9453, loss_cls: 0.7109, loss: 0.7109, grad_norm: 4.6580 2021-05-27 03:16:58,916 - mmaction - INFO - Epoch [11][540/3757] lr: 5.000e-05, eta: 4:52:25, time: 0.902, data_time: 0.003, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9578, loss_cls: 0.6268, loss: 0.6268, grad_norm: 4.6224 2021-05-27 03:17:14,150 - mmaction - INFO - Epoch [11][560/3757] lr: 5.000e-05, eta: 4:52:04, time: 0.765, data_time: 0.006, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9500, loss_cls: 0.6596, loss: 0.6596, grad_norm: 4.7902 2021-05-27 03:17:31,613 - mmaction - INFO - Epoch [11][580/3757] lr: 5.000e-05, eta: 4:51:44, time: 0.874, data_time: 0.003, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9594, loss_cls: 0.6422, loss: 0.6422, grad_norm: 4.5125 2021-05-27 03:17:47,850 - mmaction - INFO - Epoch [11][600/3757] lr: 5.000e-05, eta: 4:51:23, time: 0.812, data_time: 0.002, memory: 12750, top1_acc: 0.8477, top5_acc: 0.9648, loss_cls: 0.5705, loss: 0.5705, grad_norm: 4.3015 2021-05-27 03:18:04,425 - mmaction - INFO - Epoch [11][620/3757] lr: 5.000e-05, eta: 4:51:03, time: 0.830, data_time: 0.002, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9547, loss_cls: 0.6411, loss: 0.6411, grad_norm: 4.5689 2021-05-27 03:18:20,945 - mmaction - INFO - Epoch [11][640/3757] lr: 5.000e-05, eta: 4:50:42, time: 0.816, data_time: 0.002, memory: 12750, top1_acc: 0.8461, top5_acc: 0.9602, loss_cls: 0.5954, loss: 0.5954, grad_norm: 4.4549 2021-05-27 03:18:38,852 - mmaction - INFO - Epoch [11][660/3757] lr: 5.000e-05, eta: 4:50:22, time: 0.904, data_time: 0.012, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9570, loss_cls: 0.6587, loss: 0.6587, grad_norm: 4.8159 2021-05-27 03:18:54,632 - mmaction - INFO - Epoch [11][680/3757] lr: 5.000e-05, eta: 4:50:01, time: 0.789, data_time: 0.004, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9563, loss_cls: 0.6867, loss: 0.6867, grad_norm: 4.8104 2021-05-27 03:19:12,383 - mmaction - INFO - Epoch [11][700/3757] lr: 5.000e-05, eta: 4:49:41, time: 0.887, data_time: 0.002, memory: 12750, top1_acc: 0.8406, top5_acc: 0.9594, loss_cls: 0.6168, loss: 0.6168, grad_norm: 4.4028 2021-05-27 03:19:29,100 - mmaction - INFO - Epoch [11][720/3757] lr: 5.000e-05, eta: 4:49:21, time: 0.835, data_time: 0.002, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9602, loss_cls: 0.6276, loss: 0.6276, grad_norm: 4.5341 2021-05-27 03:19:45,721 - mmaction - INFO - Epoch [11][740/3757] lr: 5.000e-05, eta: 4:49:01, time: 0.831, data_time: 0.005, memory: 12750, top1_acc: 0.8461, top5_acc: 0.9688, loss_cls: 0.5712, loss: 0.5712, grad_norm: 4.5374 2021-05-27 03:20:02,823 - mmaction - INFO - Epoch [11][760/3757] lr: 5.000e-05, eta: 4:48:40, time: 0.856, data_time: 0.004, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9516, loss_cls: 0.6863, loss: 0.6863, grad_norm: 4.7573 2021-05-27 03:20:18,748 - mmaction - INFO - Epoch [11][780/3757] lr: 5.000e-05, eta: 4:48:20, time: 0.795, data_time: 0.002, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9664, loss_cls: 0.6508, loss: 0.6508, grad_norm: 4.6888 2021-05-27 03:20:34,855 - mmaction - INFO - Epoch [11][800/3757] lr: 5.000e-05, eta: 4:47:59, time: 0.806, data_time: 0.003, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9570, loss_cls: 0.6258, loss: 0.6258, grad_norm: 4.6295 2021-05-27 03:20:53,855 - mmaction - INFO - Epoch [11][820/3757] lr: 5.000e-05, eta: 4:47:40, time: 0.948, data_time: 0.002, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9602, loss_cls: 0.6255, loss: 0.6255, grad_norm: 4.6965 2021-05-27 03:21:09,821 - mmaction - INFO - Epoch [11][840/3757] lr: 5.000e-05, eta: 4:47:19, time: 0.801, data_time: 0.007, memory: 12750, top1_acc: 0.8406, top5_acc: 0.9586, loss_cls: 0.6018, loss: 0.6018, grad_norm: 4.6170 2021-05-27 03:21:25,961 - mmaction - INFO - Epoch [11][860/3757] lr: 5.000e-05, eta: 4:46:58, time: 0.807, data_time: 0.002, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9602, loss_cls: 0.6721, loss: 0.6721, grad_norm: 4.8697 2021-05-27 03:21:43,032 - mmaction - INFO - Epoch [11][880/3757] lr: 5.000e-05, eta: 4:46:38, time: 0.838, data_time: 0.002, memory: 12750, top1_acc: 0.8367, top5_acc: 0.9563, loss_cls: 0.5900, loss: 0.5900, grad_norm: 4.3619 2021-05-27 03:22:00,239 - mmaction - INFO - Epoch [11][900/3757] lr: 5.000e-05, eta: 4:46:18, time: 0.876, data_time: 0.031, memory: 12750, top1_acc: 0.8422, top5_acc: 0.9563, loss_cls: 0.5991, loss: 0.5991, grad_norm: 4.4038 2021-05-27 03:22:15,947 - mmaction - INFO - Epoch [11][920/3757] lr: 5.000e-05, eta: 4:45:57, time: 0.781, data_time: 0.002, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9492, loss_cls: 0.6431, loss: 0.6431, grad_norm: 4.6516 2021-05-27 03:22:33,857 - mmaction - INFO - Epoch [11][940/3757] lr: 5.000e-05, eta: 4:45:37, time: 0.900, data_time: 0.007, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9586, loss_cls: 0.6125, loss: 0.6125, grad_norm: 4.4053 2021-05-27 03:22:49,842 - mmaction - INFO - Epoch [11][960/3757] lr: 5.000e-05, eta: 4:45:16, time: 0.799, data_time: 0.002, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9539, loss_cls: 0.7057, loss: 0.7057, grad_norm: 4.8892 2021-05-27 03:23:05,467 - mmaction - INFO - Epoch [11][980/3757] lr: 5.000e-05, eta: 4:44:56, time: 0.781, data_time: 0.002, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9539, loss_cls: 0.6549, loss: 0.6549, grad_norm: 4.5710 2021-05-27 03:23:23,788 - mmaction - INFO - Epoch [11][1000/3757] lr: 5.000e-05, eta: 4:44:36, time: 0.916, data_time: 0.003, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9602, loss_cls: 0.6426, loss: 0.6426, grad_norm: 4.7628 2021-05-27 03:23:39,472 - mmaction - INFO - Epoch [11][1020/3757] lr: 5.000e-05, eta: 4:44:15, time: 0.785, data_time: 0.003, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9523, loss_cls: 0.6538, loss: 0.6538, grad_norm: 4.6150 2021-05-27 03:23:58,752 - mmaction - INFO - Epoch [11][1040/3757] lr: 5.000e-05, eta: 4:43:56, time: 0.962, data_time: 0.002, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9555, loss_cls: 0.6614, loss: 0.6614, grad_norm: 4.5188 2021-05-27 03:24:15,134 - mmaction - INFO - Epoch [11][1060/3757] lr: 5.000e-05, eta: 4:43:36, time: 0.820, data_time: 0.004, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9570, loss_cls: 0.6392, loss: 0.6392, grad_norm: 4.6544 2021-05-27 03:24:31,018 - mmaction - INFO - Epoch [11][1080/3757] lr: 5.000e-05, eta: 4:43:15, time: 0.795, data_time: 0.003, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9547, loss_cls: 0.6645, loss: 0.6645, grad_norm: 4.7666 2021-05-27 03:24:49,979 - mmaction - INFO - Epoch [11][1100/3757] lr: 5.000e-05, eta: 4:42:55, time: 0.942, data_time: 0.002, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9523, loss_cls: 0.6776, loss: 0.6776, grad_norm: 4.7206 2021-05-27 03:25:06,247 - mmaction - INFO - Epoch [11][1120/3757] lr: 5.000e-05, eta: 4:42:35, time: 0.818, data_time: 0.008, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9508, loss_cls: 0.7257, loss: 0.7257, grad_norm: 4.9611 2021-05-27 03:25:24,453 - mmaction - INFO - Epoch [11][1140/3757] lr: 5.000e-05, eta: 4:42:15, time: 0.910, data_time: 0.003, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9531, loss_cls: 0.6857, loss: 0.6857, grad_norm: 4.7438 2021-05-27 03:25:42,996 - mmaction - INFO - Epoch [11][1160/3757] lr: 5.000e-05, eta: 4:41:56, time: 0.927, data_time: 0.004, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9656, loss_cls: 0.6237, loss: 0.6237, grad_norm: 4.5326 2021-05-27 03:26:01,818 - mmaction - INFO - Epoch [11][1180/3757] lr: 5.000e-05, eta: 4:41:36, time: 0.939, data_time: 0.003, memory: 12750, top1_acc: 0.8391, top5_acc: 0.9617, loss_cls: 0.5942, loss: 0.5942, grad_norm: 4.4165 2021-05-27 03:26:17,631 - mmaction - INFO - Epoch [11][1200/3757] lr: 5.000e-05, eta: 4:41:16, time: 0.794, data_time: 0.005, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9531, loss_cls: 0.6438, loss: 0.6438, grad_norm: 4.5648 2021-05-27 03:26:33,526 - mmaction - INFO - Epoch [11][1220/3757] lr: 5.000e-05, eta: 4:40:55, time: 0.795, data_time: 0.003, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9437, loss_cls: 0.7193, loss: 0.7193, grad_norm: 4.5847 2021-05-27 03:26:49,387 - mmaction - INFO - Epoch [11][1240/3757] lr: 5.000e-05, eta: 4:40:34, time: 0.793, data_time: 0.002, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9453, loss_cls: 0.6829, loss: 0.6829, grad_norm: 4.6833 2021-05-27 03:27:06,991 - mmaction - INFO - Epoch [11][1260/3757] lr: 5.000e-05, eta: 4:40:14, time: 0.877, data_time: 0.002, memory: 12750, top1_acc: 0.7992, top5_acc: 0.9539, loss_cls: 0.7308, loss: 0.7308, grad_norm: 4.9433 2021-05-27 03:27:22,656 - mmaction - INFO - Epoch [11][1280/3757] lr: 5.000e-05, eta: 4:39:54, time: 0.786, data_time: 0.005, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9469, loss_cls: 0.6455, loss: 0.6455, grad_norm: 4.7493 2021-05-27 03:27:43,531 - mmaction - INFO - Epoch [11][1300/3757] lr: 5.000e-05, eta: 4:39:35, time: 1.039, data_time: 0.011, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9547, loss_cls: 0.6669, loss: 0.6669, grad_norm: 4.6013 2021-05-27 03:27:59,772 - mmaction - INFO - Epoch [11][1320/3757] lr: 5.000e-05, eta: 4:39:15, time: 0.817, data_time: 0.011, memory: 12750, top1_acc: 0.8344, top5_acc: 0.9570, loss_cls: 0.6166, loss: 0.6166, grad_norm: 4.5502 2021-05-27 03:28:14,897 - mmaction - INFO - Epoch [11][1340/3757] lr: 5.000e-05, eta: 4:38:54, time: 0.756, data_time: 0.002, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9602, loss_cls: 0.6450, loss: 0.6450, grad_norm: 4.5883 2021-05-27 03:28:31,713 - mmaction - INFO - Epoch [11][1360/3757] lr: 5.000e-05, eta: 4:38:33, time: 0.839, data_time: 0.002, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9555, loss_cls: 0.6249, loss: 0.6249, grad_norm: 4.4683 2021-05-27 03:28:48,060 - mmaction - INFO - Epoch [11][1380/3757] lr: 5.000e-05, eta: 4:38:13, time: 0.819, data_time: 0.005, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9563, loss_cls: 0.6664, loss: 0.6664, grad_norm: 4.5706 2021-05-27 03:29:05,883 - mmaction - INFO - Epoch [11][1400/3757] lr: 5.000e-05, eta: 4:37:53, time: 0.885, data_time: 0.002, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9594, loss_cls: 0.6754, loss: 0.6754, grad_norm: 4.6744 2021-05-27 03:29:24,726 - mmaction - INFO - Epoch [11][1420/3757] lr: 5.000e-05, eta: 4:37:34, time: 0.943, data_time: 0.009, memory: 12750, top1_acc: 0.8000, top5_acc: 0.9508, loss_cls: 0.7186, loss: 0.7186, grad_norm: 4.8301 2021-05-27 03:29:42,547 - mmaction - INFO - Epoch [11][1440/3757] lr: 5.000e-05, eta: 4:37:14, time: 0.890, data_time: 0.008, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9586, loss_cls: 0.6411, loss: 0.6411, grad_norm: 4.5326 2021-05-27 03:30:00,084 - mmaction - INFO - Epoch [11][1460/3757] lr: 5.000e-05, eta: 4:36:54, time: 0.883, data_time: 0.009, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9570, loss_cls: 0.6594, loss: 0.6594, grad_norm: 4.7001 2021-05-27 03:30:17,962 - mmaction - INFO - Epoch [11][1480/3757] lr: 5.000e-05, eta: 4:36:34, time: 0.895, data_time: 0.004, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9516, loss_cls: 0.6681, loss: 0.6681, grad_norm: 4.6466 2021-05-27 03:30:36,121 - mmaction - INFO - Epoch [11][1500/3757] lr: 5.000e-05, eta: 4:36:15, time: 0.908, data_time: 0.002, memory: 12750, top1_acc: 0.8414, top5_acc: 0.9531, loss_cls: 0.6143, loss: 0.6143, grad_norm: 4.3877 2021-05-27 03:30:51,589 - mmaction - INFO - Epoch [11][1520/3757] lr: 5.000e-05, eta: 4:35:54, time: 0.772, data_time: 0.002, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9469, loss_cls: 0.6371, loss: 0.6371, grad_norm: 4.5827 2021-05-27 03:31:07,815 - mmaction - INFO - Epoch [11][1540/3757] lr: 5.000e-05, eta: 4:35:34, time: 0.813, data_time: 0.005, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9453, loss_cls: 0.7087, loss: 0.7087, grad_norm: 4.7696 2021-05-27 03:31:28,135 - mmaction - INFO - Epoch [11][1560/3757] lr: 5.000e-05, eta: 4:35:15, time: 1.016, data_time: 0.002, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9539, loss_cls: 0.6481, loss: 0.6481, grad_norm: 4.6654 2021-05-27 03:31:44,195 - mmaction - INFO - Epoch [11][1580/3757] lr: 5.000e-05, eta: 4:34:54, time: 0.803, data_time: 0.005, memory: 12750, top1_acc: 0.7961, top5_acc: 0.9430, loss_cls: 0.7305, loss: 0.7305, grad_norm: 4.8753 2021-05-27 03:32:00,308 - mmaction - INFO - Epoch [11][1600/3757] lr: 5.000e-05, eta: 4:34:34, time: 0.805, data_time: 0.003, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9453, loss_cls: 0.6771, loss: 0.6771, grad_norm: 4.6590 2021-05-27 03:32:20,506 - mmaction - INFO - Epoch [11][1620/3757] lr: 5.000e-05, eta: 4:34:15, time: 1.009, data_time: 0.004, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9516, loss_cls: 0.6467, loss: 0.6467, grad_norm: 4.6108 2021-05-27 03:32:37,839 - mmaction - INFO - Epoch [11][1640/3757] lr: 5.000e-05, eta: 4:33:55, time: 0.868, data_time: 0.004, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9586, loss_cls: 0.6471, loss: 0.6471, grad_norm: 4.5221 2021-05-27 03:32:53,752 - mmaction - INFO - Epoch [11][1660/3757] lr: 5.000e-05, eta: 4:33:34, time: 0.794, data_time: 0.005, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9555, loss_cls: 0.6525, loss: 0.6525, grad_norm: 4.5041 2021-05-27 03:33:09,907 - mmaction - INFO - Epoch [11][1680/3757] lr: 5.000e-05, eta: 4:33:14, time: 0.807, data_time: 0.004, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9570, loss_cls: 0.6037, loss: 0.6037, grad_norm: 4.5255 2021-05-27 03:33:26,143 - mmaction - INFO - Epoch [11][1700/3757] lr: 5.000e-05, eta: 4:32:54, time: 0.811, data_time: 0.005, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9617, loss_cls: 0.6687, loss: 0.6687, grad_norm: 4.9051 2021-05-27 03:33:43,258 - mmaction - INFO - Epoch [11][1720/3757] lr: 5.000e-05, eta: 4:32:33, time: 0.857, data_time: 0.004, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9570, loss_cls: 0.6084, loss: 0.6084, grad_norm: 4.3873 2021-05-27 03:34:05,313 - mmaction - INFO - Epoch [11][1740/3757] lr: 5.000e-05, eta: 4:32:15, time: 1.076, data_time: 0.004, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9539, loss_cls: 0.6734, loss: 0.6734, grad_norm: 4.7727 2021-05-27 03:34:26,128 - mmaction - INFO - Epoch [11][1760/3757] lr: 5.000e-05, eta: 4:31:57, time: 1.067, data_time: 0.031, memory: 12750, top1_acc: 0.8070, top5_acc: 0.9523, loss_cls: 0.6973, loss: 0.6973, grad_norm: 4.8449 2021-05-27 03:34:43,905 - mmaction - INFO - Epoch [11][1780/3757] lr: 5.000e-05, eta: 4:31:37, time: 0.884, data_time: 0.007, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9523, loss_cls: 0.6925, loss: 0.6925, grad_norm: 4.8091 2021-05-27 03:35:01,841 - mmaction - INFO - Epoch [11][1800/3757] lr: 5.000e-05, eta: 4:31:18, time: 0.904, data_time: 0.010, memory: 12750, top1_acc: 0.8359, top5_acc: 0.9664, loss_cls: 0.6021, loss: 0.6021, grad_norm: 4.6111 2021-05-27 03:35:17,550 - mmaction - INFO - Epoch [11][1820/3757] lr: 5.000e-05, eta: 4:30:57, time: 0.784, data_time: 0.004, memory: 12750, top1_acc: 0.8430, top5_acc: 0.9656, loss_cls: 0.5615, loss: 0.5615, grad_norm: 4.3444 2021-05-27 03:35:35,743 - mmaction - INFO - Epoch [11][1840/3757] lr: 5.000e-05, eta: 4:30:37, time: 0.898, data_time: 0.002, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9539, loss_cls: 0.6853, loss: 0.6853, grad_norm: 4.8798 2021-05-27 03:35:54,601 - mmaction - INFO - Epoch [11][1860/3757] lr: 5.000e-05, eta: 4:30:18, time: 0.952, data_time: 0.014, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9539, loss_cls: 0.6515, loss: 0.6515, grad_norm: 4.5820 2021-05-27 03:36:10,403 - mmaction - INFO - Epoch [11][1880/3757] lr: 5.000e-05, eta: 4:29:57, time: 0.790, data_time: 0.006, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9484, loss_cls: 0.6871, loss: 0.6871, grad_norm: 4.7475 2021-05-27 03:36:29,051 - mmaction - INFO - Epoch [11][1900/3757] lr: 5.000e-05, eta: 4:29:38, time: 0.934, data_time: 0.005, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9563, loss_cls: 0.6800, loss: 0.6800, grad_norm: 4.9706 2021-05-27 03:36:45,517 - mmaction - INFO - Epoch [11][1920/3757] lr: 5.000e-05, eta: 4:29:18, time: 0.819, data_time: 0.002, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9539, loss_cls: 0.6496, loss: 0.6496, grad_norm: 4.5955 2021-05-27 03:37:03,731 - mmaction - INFO - Epoch [11][1940/3757] lr: 5.000e-05, eta: 4:28:58, time: 0.906, data_time: 0.006, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9539, loss_cls: 0.6854, loss: 0.6854, grad_norm: 4.7184 2021-05-27 03:37:20,954 - mmaction - INFO - Epoch [11][1960/3757] lr: 5.000e-05, eta: 4:28:38, time: 0.869, data_time: 0.011, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9586, loss_cls: 0.6198, loss: 0.6198, grad_norm: 4.4762 2021-05-27 03:37:38,567 - mmaction - INFO - Epoch [11][1980/3757] lr: 5.000e-05, eta: 4:28:18, time: 0.880, data_time: 0.003, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9555, loss_cls: 0.6371, loss: 0.6371, grad_norm: 4.4876 2021-05-27 03:37:56,422 - mmaction - INFO - Epoch [11][2000/3757] lr: 5.000e-05, eta: 4:27:59, time: 0.893, data_time: 0.006, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9539, loss_cls: 0.6518, loss: 0.6518, grad_norm: 4.6197 2021-05-27 03:38:12,498 - mmaction - INFO - Epoch [11][2020/3757] lr: 5.000e-05, eta: 4:27:38, time: 0.802, data_time: 0.005, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9531, loss_cls: 0.6773, loss: 0.6773, grad_norm: 4.7067 2021-05-27 03:38:31,074 - mmaction - INFO - Epoch [11][2040/3757] lr: 5.000e-05, eta: 4:27:19, time: 0.928, data_time: 0.006, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9547, loss_cls: 0.6703, loss: 0.6703, grad_norm: 4.8095 2021-05-27 03:38:50,743 - mmaction - INFO - Epoch [11][2060/3757] lr: 5.000e-05, eta: 4:27:00, time: 0.984, data_time: 0.006, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9523, loss_cls: 0.7155, loss: 0.7155, grad_norm: 5.0079 2021-05-27 03:39:06,609 - mmaction - INFO - Epoch [11][2080/3757] lr: 5.000e-05, eta: 4:26:39, time: 0.796, data_time: 0.007, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9531, loss_cls: 0.6529, loss: 0.6529, grad_norm: 4.5986 2021-05-27 03:39:22,452 - mmaction - INFO - Epoch [11][2100/3757] lr: 5.000e-05, eta: 4:26:19, time: 0.794, data_time: 0.003, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9484, loss_cls: 0.6790, loss: 0.6790, grad_norm: 4.7503 2021-05-27 03:39:39,628 - mmaction - INFO - Epoch [11][2120/3757] lr: 5.000e-05, eta: 4:25:59, time: 0.856, data_time: 0.002, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9609, loss_cls: 0.6333, loss: 0.6333, grad_norm: 4.6311 2021-05-27 03:39:58,803 - mmaction - INFO - Epoch [11][2140/3757] lr: 5.000e-05, eta: 4:25:40, time: 0.958, data_time: 0.005, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9531, loss_cls: 0.6575, loss: 0.6575, grad_norm: 4.6639 2021-05-27 03:40:15,665 - mmaction - INFO - Epoch [11][2160/3757] lr: 5.000e-05, eta: 4:25:20, time: 0.845, data_time: 0.006, memory: 12750, top1_acc: 0.8398, top5_acc: 0.9602, loss_cls: 0.5977, loss: 0.5977, grad_norm: 4.4856 2021-05-27 03:40:32,367 - mmaction - INFO - Epoch [11][2180/3757] lr: 5.000e-05, eta: 4:24:59, time: 0.835, data_time: 0.004, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9516, loss_cls: 0.6718, loss: 0.6718, grad_norm: 5.0873 2021-05-27 03:40:49,412 - mmaction - INFO - Epoch [11][2200/3757] lr: 5.000e-05, eta: 4:24:39, time: 0.850, data_time: 0.004, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9500, loss_cls: 0.6683, loss: 0.6683, grad_norm: 4.6364 2021-05-27 03:41:05,259 - mmaction - INFO - Epoch [11][2220/3757] lr: 5.000e-05, eta: 4:24:19, time: 0.793, data_time: 0.006, memory: 12750, top1_acc: 0.7969, top5_acc: 0.9445, loss_cls: 0.6833, loss: 0.6833, grad_norm: 4.5782 2021-05-27 03:41:24,714 - mmaction - INFO - Epoch [11][2240/3757] lr: 5.000e-05, eta: 4:24:00, time: 0.965, data_time: 0.007, memory: 12750, top1_acc: 0.8430, top5_acc: 0.9648, loss_cls: 0.5976, loss: 0.5976, grad_norm: 4.4260 2021-05-27 03:41:42,504 - mmaction - INFO - Epoch [11][2260/3757] lr: 5.000e-05, eta: 4:23:40, time: 0.868, data_time: 0.013, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9570, loss_cls: 0.6182, loss: 0.6182, grad_norm: 4.5270 2021-05-27 03:41:58,263 - mmaction - INFO - Epoch [11][2280/3757] lr: 5.000e-05, eta: 4:23:20, time: 0.818, data_time: 0.047, memory: 12750, top1_acc: 0.8367, top5_acc: 0.9547, loss_cls: 0.6262, loss: 0.6262, grad_norm: 4.5999 2021-05-27 03:42:14,601 - mmaction - INFO - Epoch [11][2300/3757] lr: 5.000e-05, eta: 4:22:59, time: 0.818, data_time: 0.004, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9523, loss_cls: 0.6463, loss: 0.6463, grad_norm: 4.5378 2021-05-27 03:42:30,688 - mmaction - INFO - Epoch [11][2320/3757] lr: 5.000e-05, eta: 4:22:39, time: 0.805, data_time: 0.003, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9563, loss_cls: 0.6438, loss: 0.6438, grad_norm: 4.7152 2021-05-27 03:42:51,053 - mmaction - INFO - Epoch [11][2340/3757] lr: 5.000e-05, eta: 4:22:20, time: 1.015, data_time: 0.003, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9477, loss_cls: 0.6863, loss: 0.6863, grad_norm: 4.9092 2021-05-27 03:43:08,902 - mmaction - INFO - Epoch [11][2360/3757] lr: 5.000e-05, eta: 4:22:01, time: 0.897, data_time: 0.006, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9477, loss_cls: 0.6410, loss: 0.6410, grad_norm: 4.5008 2021-05-27 03:43:26,482 - mmaction - INFO - Epoch [11][2380/3757] lr: 5.000e-05, eta: 4:21:41, time: 0.878, data_time: 0.002, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9563, loss_cls: 0.6234, loss: 0.6234, grad_norm: 4.4917 2021-05-27 03:43:42,130 - mmaction - INFO - Epoch [11][2400/3757] lr: 5.000e-05, eta: 4:21:20, time: 0.780, data_time: 0.002, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9437, loss_cls: 0.6752, loss: 0.6752, grad_norm: 4.7564 2021-05-27 03:44:00,062 - mmaction - INFO - Epoch [11][2420/3757] lr: 5.000e-05, eta: 4:21:01, time: 0.898, data_time: 0.005, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9523, loss_cls: 0.6418, loss: 0.6418, grad_norm: 4.6342 2021-05-27 03:44:22,288 - mmaction - INFO - Epoch [11][2440/3757] lr: 5.000e-05, eta: 4:20:43, time: 1.108, data_time: 0.003, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9547, loss_cls: 0.6638, loss: 0.6638, grad_norm: 4.6876 2021-05-27 03:44:38,957 - mmaction - INFO - Epoch [11][2460/3757] lr: 5.000e-05, eta: 4:20:23, time: 0.838, data_time: 0.006, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9547, loss_cls: 0.6825, loss: 0.6825, grad_norm: 4.7244 2021-05-27 03:44:56,520 - mmaction - INFO - Epoch [11][2480/3757] lr: 5.000e-05, eta: 4:20:03, time: 0.878, data_time: 0.002, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9570, loss_cls: 0.6524, loss: 0.6524, grad_norm: 4.5035 2021-05-27 03:45:13,118 - mmaction - INFO - Epoch [11][2500/3757] lr: 5.000e-05, eta: 4:19:43, time: 0.829, data_time: 0.002, memory: 12750, top1_acc: 0.7969, top5_acc: 0.9422, loss_cls: 0.7440, loss: 0.7440, grad_norm: 4.9722 2021-05-27 03:45:29,084 - mmaction - INFO - Epoch [11][2520/3757] lr: 5.000e-05, eta: 4:19:22, time: 0.799, data_time: 0.011, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9508, loss_cls: 0.6681, loss: 0.6681, grad_norm: 4.6062 2021-05-27 03:45:45,329 - mmaction - INFO - Epoch [11][2540/3757] lr: 5.000e-05, eta: 4:19:02, time: 0.812, data_time: 0.002, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9586, loss_cls: 0.6543, loss: 0.6543, grad_norm: 4.4738 2021-05-27 03:46:05,420 - mmaction - INFO - Epoch [11][2560/3757] lr: 5.000e-05, eta: 4:18:43, time: 1.002, data_time: 0.003, memory: 12750, top1_acc: 0.8063, top5_acc: 0.9437, loss_cls: 0.7204, loss: 0.7204, grad_norm: 4.8099 2021-05-27 03:46:21,901 - mmaction - INFO - Epoch [11][2580/3757] lr: 5.000e-05, eta: 4:18:23, time: 0.826, data_time: 0.005, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9500, loss_cls: 0.6861, loss: 0.6861, grad_norm: 4.8001 2021-05-27 03:46:42,128 - mmaction - INFO - Epoch [11][2600/3757] lr: 5.000e-05, eta: 4:18:04, time: 1.010, data_time: 0.005, memory: 12750, top1_acc: 0.8406, top5_acc: 0.9641, loss_cls: 0.6080, loss: 0.6080, grad_norm: 4.5679 2021-05-27 03:46:57,983 - mmaction - INFO - Epoch [11][2620/3757] lr: 5.000e-05, eta: 4:17:44, time: 0.795, data_time: 0.005, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9414, loss_cls: 0.6667, loss: 0.6667, grad_norm: 4.7707 2021-05-27 03:47:15,444 - mmaction - INFO - Epoch [11][2640/3757] lr: 5.000e-05, eta: 4:17:24, time: 0.874, data_time: 0.003, memory: 12750, top1_acc: 0.8445, top5_acc: 0.9609, loss_cls: 0.5873, loss: 0.5873, grad_norm: 4.4766 2021-05-27 03:47:30,860 - mmaction - INFO - Epoch [11][2660/3757] lr: 5.000e-05, eta: 4:17:03, time: 0.769, data_time: 0.002, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9578, loss_cls: 0.6643, loss: 0.6643, grad_norm: 4.7786 2021-05-27 03:47:46,677 - mmaction - INFO - Epoch [11][2680/3757] lr: 5.000e-05, eta: 4:16:43, time: 0.792, data_time: 0.004, memory: 12750, top1_acc: 0.8391, top5_acc: 0.9516, loss_cls: 0.6429, loss: 0.6429, grad_norm: 4.5969 2021-05-27 03:48:01,943 - mmaction - INFO - Epoch [11][2700/3757] lr: 5.000e-05, eta: 4:16:22, time: 0.763, data_time: 0.002, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9586, loss_cls: 0.6327, loss: 0.6327, grad_norm: 4.6484 2021-05-27 03:48:19,865 - mmaction - INFO - Epoch [11][2720/3757] lr: 5.000e-05, eta: 4:16:03, time: 0.896, data_time: 0.003, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9609, loss_cls: 0.6170, loss: 0.6170, grad_norm: 4.7063 2021-05-27 03:48:35,832 - mmaction - INFO - Epoch [11][2740/3757] lr: 5.000e-05, eta: 4:15:42, time: 0.799, data_time: 0.003, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9523, loss_cls: 0.6739, loss: 0.6739, grad_norm: 4.8614 2021-05-27 03:48:53,373 - mmaction - INFO - Epoch [11][2760/3757] lr: 5.000e-05, eta: 4:15:22, time: 0.870, data_time: 0.002, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9609, loss_cls: 0.6546, loss: 0.6546, grad_norm: 4.6685 2021-05-27 03:49:08,887 - mmaction - INFO - Epoch [11][2780/3757] lr: 5.000e-05, eta: 4:15:02, time: 0.783, data_time: 0.011, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9609, loss_cls: 0.6553, loss: 0.6553, grad_norm: 4.7800 2021-05-27 03:49:24,891 - mmaction - INFO - Epoch [11][2800/3757] lr: 5.000e-05, eta: 4:14:41, time: 0.794, data_time: 0.003, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9578, loss_cls: 0.6428, loss: 0.6428, grad_norm: 4.5951 2021-05-27 03:49:43,490 - mmaction - INFO - Epoch [11][2820/3757] lr: 5.000e-05, eta: 4:14:22, time: 0.933, data_time: 0.008, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9586, loss_cls: 0.6493, loss: 0.6493, grad_norm: 6.3528 2021-05-27 03:49:59,899 - mmaction - INFO - Epoch [11][2840/3757] lr: 5.000e-05, eta: 4:14:02, time: 0.821, data_time: 0.005, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9414, loss_cls: 0.7370, loss: 0.7370, grad_norm: 4.9840 2021-05-27 03:50:17,091 - mmaction - INFO - Epoch [11][2860/3757] lr: 5.000e-05, eta: 4:13:42, time: 0.862, data_time: 0.005, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9437, loss_cls: 0.6897, loss: 0.6897, grad_norm: 4.6227 2021-05-27 03:50:34,768 - mmaction - INFO - Epoch [11][2880/3757] lr: 5.000e-05, eta: 4:13:22, time: 0.882, data_time: 0.004, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9531, loss_cls: 0.6802, loss: 0.6802, grad_norm: 4.8472 2021-05-27 03:50:53,347 - mmaction - INFO - Epoch [11][2900/3757] lr: 5.000e-05, eta: 4:13:03, time: 0.924, data_time: 0.004, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9492, loss_cls: 0.7193, loss: 0.7193, grad_norm: 4.6510 2021-05-27 03:51:08,609 - mmaction - INFO - Epoch [11][2920/3757] lr: 5.000e-05, eta: 4:12:42, time: 0.770, data_time: 0.009, memory: 12750, top1_acc: 0.8492, top5_acc: 0.9633, loss_cls: 0.5829, loss: 0.5829, grad_norm: 4.2805 2021-05-27 03:51:28,459 - mmaction - INFO - Epoch [11][2940/3757] lr: 5.000e-05, eta: 4:12:24, time: 0.989, data_time: 0.002, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9516, loss_cls: 0.6462, loss: 0.6462, grad_norm: 4.5067 2021-05-27 03:51:45,093 - mmaction - INFO - Epoch [11][2960/3757] lr: 5.000e-05, eta: 4:12:04, time: 0.834, data_time: 0.005, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9539, loss_cls: 0.6552, loss: 0.6552, grad_norm: 4.7872 2021-05-27 03:52:00,897 - mmaction - INFO - Epoch [11][2980/3757] lr: 5.000e-05, eta: 4:11:43, time: 0.791, data_time: 0.002, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9547, loss_cls: 0.6415, loss: 0.6415, grad_norm: 4.6406 2021-05-27 03:52:17,461 - mmaction - INFO - Epoch [11][3000/3757] lr: 5.000e-05, eta: 4:11:23, time: 0.825, data_time: 0.001, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9555, loss_cls: 0.6523, loss: 0.6523, grad_norm: 4.5874 2021-05-27 03:52:33,056 - mmaction - INFO - Epoch [11][3020/3757] lr: 5.000e-05, eta: 4:11:03, time: 0.783, data_time: 0.005, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9391, loss_cls: 0.7323, loss: 0.7323, grad_norm: 4.8484 2021-05-27 03:52:50,606 - mmaction - INFO - Epoch [11][3040/3757] lr: 5.000e-05, eta: 4:10:43, time: 0.875, data_time: 0.002, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9516, loss_cls: 0.6804, loss: 0.6804, grad_norm: 4.8266 2021-05-27 03:53:07,114 - mmaction - INFO - Epoch [11][3060/3757] lr: 5.000e-05, eta: 4:10:23, time: 0.828, data_time: 0.005, memory: 12750, top1_acc: 0.8414, top5_acc: 0.9578, loss_cls: 0.6022, loss: 0.6022, grad_norm: 4.5066 2021-05-27 03:53:22,673 - mmaction - INFO - Epoch [11][3080/3757] lr: 5.000e-05, eta: 4:10:02, time: 0.777, data_time: 0.002, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9523, loss_cls: 0.6599, loss: 0.6599, grad_norm: 4.9043 2021-05-27 03:53:38,306 - mmaction - INFO - Epoch [11][3100/3757] lr: 5.000e-05, eta: 4:09:42, time: 0.782, data_time: 0.002, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9430, loss_cls: 0.6980, loss: 0.6980, grad_norm: 4.6932 2021-05-27 03:53:55,318 - mmaction - INFO - Epoch [11][3120/3757] lr: 5.000e-05, eta: 4:09:22, time: 0.842, data_time: 0.001, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9437, loss_cls: 0.7288, loss: 0.7288, grad_norm: 4.8714 2021-05-27 03:54:12,059 - mmaction - INFO - Epoch [11][3140/3757] lr: 5.000e-05, eta: 4:09:02, time: 0.844, data_time: 0.010, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9453, loss_cls: 0.7097, loss: 0.7097, grad_norm: 5.1364 2021-05-27 03:54:31,549 - mmaction - INFO - Epoch [11][3160/3757] lr: 5.000e-05, eta: 4:08:43, time: 0.971, data_time: 0.004, memory: 12750, top1_acc: 0.8453, top5_acc: 0.9586, loss_cls: 0.6256, loss: 0.6256, grad_norm: 4.4403 2021-05-27 03:54:50,866 - mmaction - INFO - Epoch [11][3180/3757] lr: 5.000e-05, eta: 4:08:24, time: 0.964, data_time: 0.008, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9625, loss_cls: 0.6127, loss: 0.6127, grad_norm: 4.8670 2021-05-27 03:55:07,887 - mmaction - INFO - Epoch [11][3200/3757] lr: 5.000e-05, eta: 4:08:04, time: 0.855, data_time: 0.008, memory: 12750, top1_acc: 0.8430, top5_acc: 0.9570, loss_cls: 0.5974, loss: 0.5974, grad_norm: 4.3568 2021-05-27 03:55:25,594 - mmaction - INFO - Epoch [11][3220/3757] lr: 5.000e-05, eta: 4:07:44, time: 0.884, data_time: 0.004, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9547, loss_cls: 0.6483, loss: 0.6483, grad_norm: 4.6859 2021-05-27 03:55:43,047 - mmaction - INFO - Epoch [11][3240/3757] lr: 5.000e-05, eta: 4:07:25, time: 0.871, data_time: 0.005, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9547, loss_cls: 0.6374, loss: 0.6374, grad_norm: 4.6841 2021-05-27 03:55:59,026 - mmaction - INFO - Epoch [11][3260/3757] lr: 5.000e-05, eta: 4:07:04, time: 0.803, data_time: 0.007, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9437, loss_cls: 0.7263, loss: 0.7263, grad_norm: 4.9227 2021-05-27 03:56:15,058 - mmaction - INFO - Epoch [11][3280/3757] lr: 5.000e-05, eta: 4:06:44, time: 0.802, data_time: 0.004, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9523, loss_cls: 0.6622, loss: 0.6622, grad_norm: 4.7216 2021-05-27 03:56:32,882 - mmaction - INFO - Epoch [11][3300/3757] lr: 5.000e-05, eta: 4:06:25, time: 0.890, data_time: 0.002, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9508, loss_cls: 0.6817, loss: 0.6817, grad_norm: 4.6936 2021-05-27 03:56:49,064 - mmaction - INFO - Epoch [11][3320/3757] lr: 5.000e-05, eta: 4:06:04, time: 0.809, data_time: 0.004, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9594, loss_cls: 0.6425, loss: 0.6425, grad_norm: 4.5055 2021-05-27 03:57:04,530 - mmaction - INFO - Epoch [11][3340/3757] lr: 5.000e-05, eta: 4:05:44, time: 0.773, data_time: 0.004, memory: 12750, top1_acc: 0.8344, top5_acc: 0.9516, loss_cls: 0.6309, loss: 0.6309, grad_norm: 4.6343 2021-05-27 03:57:21,227 - mmaction - INFO - Epoch [11][3360/3757] lr: 5.000e-05, eta: 4:05:24, time: 0.836, data_time: 0.005, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9469, loss_cls: 0.6983, loss: 0.6983, grad_norm: 4.6911 2021-05-27 03:57:39,105 - mmaction - INFO - Epoch [11][3380/3757] lr: 5.000e-05, eta: 4:05:04, time: 0.890, data_time: 0.002, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9586, loss_cls: 0.6533, loss: 0.6533, grad_norm: 4.7144 2021-05-27 03:57:54,707 - mmaction - INFO - Epoch [11][3400/3757] lr: 5.000e-05, eta: 4:04:44, time: 0.784, data_time: 0.008, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9477, loss_cls: 0.6783, loss: 0.6783, grad_norm: 4.5856 2021-05-27 03:58:11,909 - mmaction - INFO - Epoch [11][3420/3757] lr: 5.000e-05, eta: 4:04:24, time: 0.856, data_time: 0.002, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9500, loss_cls: 0.6566, loss: 0.6566, grad_norm: 4.5774 2021-05-27 03:58:30,035 - mmaction - INFO - Epoch [11][3440/3757] lr: 5.000e-05, eta: 4:04:05, time: 0.910, data_time: 0.007, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9492, loss_cls: 0.6738, loss: 0.6738, grad_norm: 4.6445 2021-05-27 03:58:47,834 - mmaction - INFO - Epoch [11][3460/3757] lr: 5.000e-05, eta: 4:03:45, time: 0.890, data_time: 0.003, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9648, loss_cls: 0.5677, loss: 0.5677, grad_norm: 4.4100 2021-05-27 03:59:06,254 - mmaction - INFO - Epoch [11][3480/3757] lr: 5.000e-05, eta: 4:03:26, time: 0.915, data_time: 0.002, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9469, loss_cls: 0.6336, loss: 0.6336, grad_norm: 4.3465 2021-05-27 03:59:23,317 - mmaction - INFO - Epoch [11][3500/3757] lr: 5.000e-05, eta: 4:03:06, time: 0.857, data_time: 0.009, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9484, loss_cls: 0.6706, loss: 0.6706, grad_norm: 4.7298 2021-05-27 03:59:41,646 - mmaction - INFO - Epoch [11][3520/3757] lr: 5.000e-05, eta: 4:02:47, time: 0.919, data_time: 0.005, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9547, loss_cls: 0.6242, loss: 0.6242, grad_norm: 4.4992 2021-05-27 03:59:57,576 - mmaction - INFO - Epoch [11][3540/3757] lr: 5.000e-05, eta: 4:02:26, time: 0.796, data_time: 0.003, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9570, loss_cls: 0.6400, loss: 0.6400, grad_norm: 4.8501 2021-05-27 04:00:15,436 - mmaction - INFO - Epoch [11][3560/3757] lr: 5.000e-05, eta: 4:02:07, time: 0.894, data_time: 0.003, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9492, loss_cls: 0.6853, loss: 0.6853, grad_norm: 4.8715 2021-05-27 04:00:34,069 - mmaction - INFO - Epoch [11][3580/3757] lr: 5.000e-05, eta: 4:01:48, time: 0.932, data_time: 0.003, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9469, loss_cls: 0.6768, loss: 0.6768, grad_norm: 4.9420 2021-05-27 04:00:50,261 - mmaction - INFO - Epoch [11][3600/3757] lr: 5.000e-05, eta: 4:01:27, time: 0.808, data_time: 0.001, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9531, loss_cls: 0.6678, loss: 0.6678, grad_norm: 4.8362 2021-05-27 04:01:10,108 - mmaction - INFO - Epoch [11][3620/3757] lr: 5.000e-05, eta: 4:01:09, time: 0.992, data_time: 0.003, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9531, loss_cls: 0.6493, loss: 0.6493, grad_norm: 4.6592 2021-05-27 04:01:28,445 - mmaction - INFO - Epoch [11][3640/3757] lr: 5.000e-05, eta: 4:00:49, time: 0.916, data_time: 0.004, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9609, loss_cls: 0.6195, loss: 0.6195, grad_norm: 4.5488 2021-05-27 04:01:49,313 - mmaction - INFO - Epoch [11][3660/3757] lr: 5.000e-05, eta: 4:00:31, time: 1.027, data_time: 0.003, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9578, loss_cls: 0.6509, loss: 0.6509, grad_norm: 4.5760 2021-05-27 04:02:05,549 - mmaction - INFO - Epoch [11][3680/3757] lr: 5.000e-05, eta: 4:00:11, time: 0.830, data_time: 0.023, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9516, loss_cls: 0.6659, loss: 0.6659, grad_norm: 4.8355 2021-05-27 04:02:23,343 - mmaction - INFO - Epoch [11][3700/3757] lr: 5.000e-05, eta: 3:59:51, time: 0.891, data_time: 0.003, memory: 12750, top1_acc: 0.8344, top5_acc: 0.9617, loss_cls: 0.6172, loss: 0.6172, grad_norm: 4.4682 2021-05-27 04:02:38,581 - mmaction - INFO - Epoch [11][3720/3757] lr: 5.000e-05, eta: 3:59:31, time: 0.762, data_time: 0.001, memory: 12750, top1_acc: 0.8414, top5_acc: 0.9656, loss_cls: 0.5967, loss: 0.5967, grad_norm: 4.5355 2021-05-27 04:02:57,839 - mmaction - INFO - Epoch [11][3740/3757] lr: 5.000e-05, eta: 3:59:12, time: 0.958, data_time: 0.002, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9563, loss_cls: 0.6461, loss: 0.6461, grad_norm: 4.7607 2021-05-27 04:03:25,479 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-05-27 04:12:01,108 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 04:12:01,887 - mmaction - INFO - top1_acc 0.7602 top5_acc 0.9238 2021-05-27 04:12:01,887 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 04:12:01,923 - mmaction - INFO - mean_acc 0.7600 2021-05-27 04:12:03,513 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. 2021-05-27 04:12:03,513 - mmaction - INFO - Best top1_acc is 0.7602 at 11 epoch. 2021-05-27 04:12:03,531 - mmaction - INFO - Epoch(val) [11][3757] top1_acc: 0.7602, top5_acc: 0.9238, mean_class_accuracy: 0.7600 2021-05-27 04:17:27,048 - mmaction - INFO - Epoch [12][20/3757] lr: 5.000e-05, eta: 4:00:21, time: 16.171, data_time: 15.202, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9586, loss_cls: 0.6242, loss: 0.6242, grad_norm: 4.6421 2021-05-27 04:17:42,619 - mmaction - INFO - Epoch [12][40/3757] lr: 5.000e-05, eta: 4:00:00, time: 0.781, data_time: 0.006, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9437, loss_cls: 0.6898, loss: 0.6898, grad_norm: 4.9996 2021-05-27 04:18:03,590 - mmaction - INFO - Epoch [12][60/3757] lr: 5.000e-05, eta: 3:59:42, time: 1.048, data_time: 0.004, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9477, loss_cls: 0.7100, loss: 0.7100, grad_norm: 4.7068 2021-05-27 04:18:20,444 - mmaction - INFO - Epoch [12][80/3757] lr: 5.000e-05, eta: 3:59:22, time: 0.840, data_time: 0.005, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9570, loss_cls: 0.6419, loss: 0.6419, grad_norm: 4.6304 2021-05-27 04:18:37,638 - mmaction - INFO - Epoch [12][100/3757] lr: 5.000e-05, eta: 3:59:02, time: 0.859, data_time: 0.006, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9531, loss_cls: 0.6870, loss: 0.6870, grad_norm: 4.6979 2021-05-27 04:18:56,875 - mmaction - INFO - Epoch [12][120/3757] lr: 5.000e-05, eta: 3:58:43, time: 0.963, data_time: 0.006, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9625, loss_cls: 0.6136, loss: 0.6136, grad_norm: 4.6970 2021-05-27 04:19:13,597 - mmaction - INFO - Epoch [12][140/3757] lr: 5.000e-05, eta: 3:58:22, time: 0.836, data_time: 0.005, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9469, loss_cls: 0.6858, loss: 0.6858, grad_norm: 4.9007 2021-05-27 04:19:30,424 - mmaction - INFO - Epoch [12][160/3757] lr: 5.000e-05, eta: 3:58:02, time: 0.844, data_time: 0.008, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9531, loss_cls: 0.6713, loss: 0.6713, grad_norm: 4.6385 2021-05-27 04:19:48,818 - mmaction - INFO - Epoch [12][180/3757] lr: 5.000e-05, eta: 3:57:43, time: 0.889, data_time: 0.004, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9656, loss_cls: 0.6605, loss: 0.6605, grad_norm: 5.7894 2021-05-27 04:20:05,751 - mmaction - INFO - Epoch [12][200/3757] lr: 5.000e-05, eta: 3:57:23, time: 0.875, data_time: 0.033, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9578, loss_cls: 0.6478, loss: 0.6478, grad_norm: 4.7147 2021-05-27 04:20:23,706 - mmaction - INFO - Epoch [12][220/3757] lr: 5.000e-05, eta: 3:57:03, time: 0.899, data_time: 0.005, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9523, loss_cls: 0.6127, loss: 0.6127, grad_norm: 4.4328 2021-05-27 04:20:40,051 - mmaction - INFO - Epoch [12][240/3757] lr: 5.000e-05, eta: 3:56:43, time: 0.816, data_time: 0.004, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9563, loss_cls: 0.6407, loss: 0.6407, grad_norm: 4.4668 2021-05-27 04:20:56,041 - mmaction - INFO - Epoch [12][260/3757] lr: 5.000e-05, eta: 3:56:23, time: 0.798, data_time: 0.004, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9469, loss_cls: 0.7308, loss: 0.7308, grad_norm: 4.8257 2021-05-27 04:21:15,105 - mmaction - INFO - Epoch [12][280/3757] lr: 5.000e-05, eta: 3:56:03, time: 0.956, data_time: 0.007, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9570, loss_cls: 0.6389, loss: 0.6389, grad_norm: 4.7522 2021-05-27 04:21:31,079 - mmaction - INFO - Epoch [12][300/3757] lr: 5.000e-05, eta: 3:55:43, time: 0.793, data_time: 0.004, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9516, loss_cls: 0.6729, loss: 0.6729, grad_norm: 4.5861 2021-05-27 04:21:48,034 - mmaction - INFO - Epoch [12][320/3757] lr: 5.000e-05, eta: 3:55:23, time: 0.854, data_time: 0.009, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9563, loss_cls: 0.6528, loss: 0.6528, grad_norm: 4.6186 2021-05-27 04:22:05,219 - mmaction - INFO - Epoch [12][340/3757] lr: 5.000e-05, eta: 3:55:03, time: 0.859, data_time: 0.004, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9586, loss_cls: 0.6241, loss: 0.6241, grad_norm: 4.6729 2021-05-27 04:22:23,285 - mmaction - INFO - Epoch [12][360/3757] lr: 5.000e-05, eta: 3:54:43, time: 0.905, data_time: 0.005, memory: 12750, top1_acc: 0.8469, top5_acc: 0.9570, loss_cls: 0.6026, loss: 0.6026, grad_norm: 4.3426 2021-05-27 04:22:39,242 - mmaction - INFO - Epoch [12][380/3757] lr: 5.000e-05, eta: 3:54:23, time: 0.798, data_time: 0.002, memory: 12750, top1_acc: 0.8344, top5_acc: 0.9477, loss_cls: 0.6297, loss: 0.6297, grad_norm: 4.5701 2021-05-27 04:22:55,510 - mmaction - INFO - Epoch [12][400/3757] lr: 5.000e-05, eta: 3:54:03, time: 0.813, data_time: 0.002, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9547, loss_cls: 0.6868, loss: 0.6868, grad_norm: 4.7960 2021-05-27 04:23:13,809 - mmaction - INFO - Epoch [12][420/3757] lr: 5.000e-05, eta: 3:53:43, time: 0.910, data_time: 0.002, memory: 12750, top1_acc: 0.8375, top5_acc: 0.9523, loss_cls: 0.6421, loss: 0.6421, grad_norm: 4.6330 2021-05-27 04:23:29,004 - mmaction - INFO - Epoch [12][440/3757] lr: 5.000e-05, eta: 3:53:23, time: 0.765, data_time: 0.006, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9508, loss_cls: 0.6273, loss: 0.6273, grad_norm: 4.6646 2021-05-27 04:23:46,500 - mmaction - INFO - Epoch [12][460/3757] lr: 5.000e-05, eta: 3:53:03, time: 0.873, data_time: 0.002, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9719, loss_cls: 0.5955, loss: 0.5955, grad_norm: 4.6337 2021-05-27 04:24:03,810 - mmaction - INFO - Epoch [12][480/3757] lr: 5.000e-05, eta: 3:52:43, time: 0.866, data_time: 0.059, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9570, loss_cls: 0.6706, loss: 0.6706, grad_norm: 4.7224 2021-05-27 04:24:19,102 - mmaction - INFO - Epoch [12][500/3757] lr: 5.000e-05, eta: 3:52:23, time: 0.765, data_time: 0.002, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9617, loss_cls: 0.6321, loss: 0.6321, grad_norm: 5.0066 2021-05-27 04:24:35,477 - mmaction - INFO - Epoch [12][520/3757] lr: 5.000e-05, eta: 3:52:02, time: 0.818, data_time: 0.002, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9414, loss_cls: 0.7069, loss: 0.7069, grad_norm: 4.8721 2021-05-27 04:24:51,861 - mmaction - INFO - Epoch [12][540/3757] lr: 5.000e-05, eta: 3:51:42, time: 0.819, data_time: 0.003, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9563, loss_cls: 0.6146, loss: 0.6146, grad_norm: 4.6112 2021-05-27 04:25:08,580 - mmaction - INFO - Epoch [12][560/3757] lr: 5.000e-05, eta: 3:51:22, time: 0.836, data_time: 0.004, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9523, loss_cls: 0.6769, loss: 0.6769, grad_norm: 4.4619 2021-05-27 04:25:25,956 - mmaction - INFO - Epoch [12][580/3757] lr: 5.000e-05, eta: 3:51:02, time: 0.869, data_time: 0.003, memory: 12750, top1_acc: 0.8367, top5_acc: 0.9602, loss_cls: 0.6112, loss: 0.6112, grad_norm: 4.5370 2021-05-27 04:25:42,098 - mmaction - INFO - Epoch [12][600/3757] lr: 5.000e-05, eta: 3:50:42, time: 0.806, data_time: 0.004, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9656, loss_cls: 0.6008, loss: 0.6008, grad_norm: 4.7236 2021-05-27 04:25:57,876 - mmaction - INFO - Epoch [12][620/3757] lr: 5.000e-05, eta: 3:50:22, time: 0.790, data_time: 0.004, memory: 12750, top1_acc: 0.8375, top5_acc: 0.9625, loss_cls: 0.5982, loss: 0.5982, grad_norm: 4.6691 2021-05-27 04:26:15,527 - mmaction - INFO - Epoch [12][640/3757] lr: 5.000e-05, eta: 3:50:02, time: 0.882, data_time: 0.002, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9516, loss_cls: 0.6498, loss: 0.6498, grad_norm: 4.5741 2021-05-27 04:26:34,388 - mmaction - INFO - Epoch [12][660/3757] lr: 5.000e-05, eta: 3:49:43, time: 0.938, data_time: 0.002, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9609, loss_cls: 0.6363, loss: 0.6363, grad_norm: 4.6018 2021-05-27 04:26:52,127 - mmaction - INFO - Epoch [12][680/3757] lr: 5.000e-05, eta: 3:49:23, time: 0.893, data_time: 0.008, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9484, loss_cls: 0.6798, loss: 0.6798, grad_norm: 4.6735 2021-05-27 04:27:08,094 - mmaction - INFO - Epoch [12][700/3757] lr: 5.000e-05, eta: 3:49:03, time: 0.798, data_time: 0.002, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9625, loss_cls: 0.5985, loss: 0.5985, grad_norm: 4.6111 2021-05-27 04:27:25,011 - mmaction - INFO - Epoch [12][720/3757] lr: 5.000e-05, eta: 3:48:43, time: 0.846, data_time: 0.003, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9539, loss_cls: 0.6278, loss: 0.6278, grad_norm: 4.6612 2021-05-27 04:27:43,073 - mmaction - INFO - Epoch [12][740/3757] lr: 5.000e-05, eta: 3:48:23, time: 0.903, data_time: 0.004, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9484, loss_cls: 0.7349, loss: 0.7349, grad_norm: 4.8767 2021-05-27 04:28:01,238 - mmaction - INFO - Epoch [12][760/3757] lr: 5.000e-05, eta: 3:48:04, time: 0.908, data_time: 0.002, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9563, loss_cls: 0.6916, loss: 0.6916, grad_norm: 4.8651 2021-05-27 04:28:16,932 - mmaction - INFO - Epoch [12][780/3757] lr: 5.000e-05, eta: 3:47:43, time: 0.785, data_time: 0.002, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9453, loss_cls: 0.6862, loss: 0.6862, grad_norm: 4.8174 2021-05-27 04:28:34,971 - mmaction - INFO - Epoch [12][800/3757] lr: 5.000e-05, eta: 3:47:24, time: 0.901, data_time: 0.003, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9539, loss_cls: 0.6885, loss: 0.6885, grad_norm: 4.7756 2021-05-27 04:28:53,361 - mmaction - INFO - Epoch [12][820/3757] lr: 5.000e-05, eta: 3:47:04, time: 0.919, data_time: 0.005, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9477, loss_cls: 0.7102, loss: 0.7102, grad_norm: 4.6375 2021-05-27 04:29:09,035 - mmaction - INFO - Epoch [12][840/3757] lr: 5.000e-05, eta: 3:46:44, time: 0.778, data_time: 0.004, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9555, loss_cls: 0.6682, loss: 0.6682, grad_norm: 4.9835 2021-05-27 04:29:26,112 - mmaction - INFO - Epoch [12][860/3757] lr: 5.000e-05, eta: 3:46:24, time: 0.860, data_time: 0.011, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9563, loss_cls: 0.6405, loss: 0.6405, grad_norm: 4.6023 2021-05-27 04:29:43,449 - mmaction - INFO - Epoch [12][880/3757] lr: 5.000e-05, eta: 3:46:04, time: 0.867, data_time: 0.003, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9633, loss_cls: 0.6118, loss: 0.6118, grad_norm: 4.6546 2021-05-27 04:29:58,795 - mmaction - INFO - Epoch [12][900/3757] lr: 5.000e-05, eta: 3:45:44, time: 0.769, data_time: 0.003, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9539, loss_cls: 0.6982, loss: 0.6982, grad_norm: 4.9596 2021-05-27 04:30:14,855 - mmaction - INFO - Epoch [12][920/3757] lr: 5.000e-05, eta: 3:45:24, time: 0.802, data_time: 0.001, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9563, loss_cls: 0.6194, loss: 0.6194, grad_norm: 4.5425 2021-05-27 04:30:30,499 - mmaction - INFO - Epoch [12][940/3757] lr: 5.000e-05, eta: 3:45:03, time: 0.782, data_time: 0.003, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9508, loss_cls: 0.7113, loss: 0.7113, grad_norm: 4.7283 2021-05-27 04:30:48,154 - mmaction - INFO - Epoch [12][960/3757] lr: 5.000e-05, eta: 3:44:44, time: 0.882, data_time: 0.004, memory: 12750, top1_acc: 0.8367, top5_acc: 0.9508, loss_cls: 0.6264, loss: 0.6264, grad_norm: 4.5889 2021-05-27 04:31:04,713 - mmaction - INFO - Epoch [12][980/3757] lr: 5.000e-05, eta: 3:44:24, time: 0.829, data_time: 0.004, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9461, loss_cls: 0.7017, loss: 0.7017, grad_norm: 4.7308 2021-05-27 04:31:20,385 - mmaction - INFO - Epoch [12][1000/3757] lr: 5.000e-05, eta: 3:44:03, time: 0.784, data_time: 0.003, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9523, loss_cls: 0.6600, loss: 0.6600, grad_norm: 4.6561 2021-05-27 04:31:35,952 - mmaction - INFO - Epoch [12][1020/3757] lr: 5.000e-05, eta: 3:43:43, time: 0.778, data_time: 0.002, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9555, loss_cls: 0.6335, loss: 0.6335, grad_norm: 4.7152 2021-05-27 04:31:52,165 - mmaction - INFO - Epoch [12][1040/3757] lr: 5.000e-05, eta: 3:43:23, time: 0.811, data_time: 0.003, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9523, loss_cls: 0.6562, loss: 0.6562, grad_norm: 4.6080 2021-05-27 04:32:07,882 - mmaction - INFO - Epoch [12][1060/3757] lr: 5.000e-05, eta: 3:43:03, time: 0.785, data_time: 0.003, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9445, loss_cls: 0.7178, loss: 0.7178, grad_norm: 4.9215 2021-05-27 04:32:27,370 - mmaction - INFO - Epoch [12][1080/3757] lr: 5.000e-05, eta: 3:42:43, time: 0.970, data_time: 0.003, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9492, loss_cls: 0.6713, loss: 0.6713, grad_norm: 4.6236 2021-05-27 04:32:45,778 - mmaction - INFO - Epoch [12][1100/3757] lr: 5.000e-05, eta: 3:42:24, time: 0.924, data_time: 0.008, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9508, loss_cls: 0.6472, loss: 0.6472, grad_norm: 4.6524 2021-05-27 04:33:03,729 - mmaction - INFO - Epoch [12][1120/3757] lr: 5.000e-05, eta: 3:42:04, time: 0.897, data_time: 0.002, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9531, loss_cls: 0.6769, loss: 0.6769, grad_norm: 4.7100 2021-05-27 04:33:19,257 - mmaction - INFO - Epoch [12][1140/3757] lr: 5.000e-05, eta: 3:41:44, time: 0.776, data_time: 0.002, memory: 12750, top1_acc: 0.8430, top5_acc: 0.9555, loss_cls: 0.6051, loss: 0.6051, grad_norm: 4.4581 2021-05-27 04:33:37,247 - mmaction - INFO - Epoch [12][1160/3757] lr: 5.000e-05, eta: 3:41:25, time: 0.898, data_time: 0.005, memory: 12750, top1_acc: 0.8422, top5_acc: 0.9609, loss_cls: 0.6066, loss: 0.6066, grad_norm: 4.5324 2021-05-27 04:33:54,192 - mmaction - INFO - Epoch [12][1180/3757] lr: 5.000e-05, eta: 3:41:05, time: 0.845, data_time: 0.007, memory: 12750, top1_acc: 0.8359, top5_acc: 0.9633, loss_cls: 0.6121, loss: 0.6121, grad_norm: 4.6008 2021-05-27 04:34:09,661 - mmaction - INFO - Epoch [12][1200/3757] lr: 5.000e-05, eta: 3:40:44, time: 0.778, data_time: 0.007, memory: 12750, top1_acc: 0.8391, top5_acc: 0.9578, loss_cls: 0.6054, loss: 0.6054, grad_norm: 4.4255 2021-05-27 04:34:27,218 - mmaction - INFO - Epoch [12][1220/3757] lr: 5.000e-05, eta: 3:40:25, time: 0.879, data_time: 0.003, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9563, loss_cls: 0.6527, loss: 0.6527, grad_norm: 4.5490 2021-05-27 04:34:44,887 - mmaction - INFO - Epoch [12][1240/3757] lr: 5.000e-05, eta: 3:40:05, time: 0.881, data_time: 0.001, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9539, loss_cls: 0.6589, loss: 0.6589, grad_norm: 4.5687 2021-05-27 04:35:02,205 - mmaction - INFO - Epoch [12][1260/3757] lr: 5.000e-05, eta: 3:39:45, time: 0.867, data_time: 0.005, memory: 12750, top1_acc: 0.8344, top5_acc: 0.9633, loss_cls: 0.6254, loss: 0.6254, grad_norm: 4.5185 2021-05-27 04:35:18,174 - mmaction - INFO - Epoch [12][1280/3757] lr: 5.000e-05, eta: 3:39:25, time: 0.798, data_time: 0.002, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9563, loss_cls: 0.6292, loss: 0.6292, grad_norm: 4.4884 2021-05-27 04:35:33,954 - mmaction - INFO - Epoch [12][1300/3757] lr: 5.000e-05, eta: 3:39:05, time: 0.790, data_time: 0.005, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9516, loss_cls: 0.6923, loss: 0.6923, grad_norm: 4.6392 2021-05-27 04:35:49,343 - mmaction - INFO - Epoch [12][1320/3757] lr: 5.000e-05, eta: 3:38:45, time: 0.770, data_time: 0.003, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9609, loss_cls: 0.6318, loss: 0.6318, grad_norm: 4.6335 2021-05-27 04:36:04,985 - mmaction - INFO - Epoch [12][1340/3757] lr: 5.000e-05, eta: 3:38:24, time: 0.779, data_time: 0.002, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9516, loss_cls: 0.6348, loss: 0.6348, grad_norm: 4.6533 2021-05-27 04:36:21,803 - mmaction - INFO - Epoch [12][1360/3757] lr: 5.000e-05, eta: 3:38:04, time: 0.844, data_time: 0.006, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9516, loss_cls: 0.6747, loss: 0.6747, grad_norm: 4.8460 2021-05-27 04:36:38,982 - mmaction - INFO - Epoch [12][1380/3757] lr: 5.000e-05, eta: 3:37:45, time: 0.859, data_time: 0.004, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9516, loss_cls: 0.6900, loss: 0.6900, grad_norm: 4.9008 2021-05-27 04:36:55,013 - mmaction - INFO - Epoch [12][1400/3757] lr: 5.000e-05, eta: 3:37:24, time: 0.802, data_time: 0.003, memory: 12750, top1_acc: 0.8422, top5_acc: 0.9539, loss_cls: 0.6164, loss: 0.6164, grad_norm: 4.7632 2021-05-27 04:37:14,743 - mmaction - INFO - Epoch [12][1420/3757] lr: 5.000e-05, eta: 3:37:05, time: 0.981, data_time: 0.002, memory: 12750, top1_acc: 0.8461, top5_acc: 0.9570, loss_cls: 0.6124, loss: 0.6124, grad_norm: 4.4214 2021-05-27 04:37:32,308 - mmaction - INFO - Epoch [12][1440/3757] lr: 5.000e-05, eta: 3:36:46, time: 0.881, data_time: 0.007, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9563, loss_cls: 0.6441, loss: 0.6441, grad_norm: 4.6898 2021-05-27 04:37:50,306 - mmaction - INFO - Epoch [12][1460/3757] lr: 5.000e-05, eta: 3:36:26, time: 0.901, data_time: 0.005, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9477, loss_cls: 0.6928, loss: 0.6928, grad_norm: 4.8558 2021-05-27 04:38:05,463 - mmaction - INFO - Epoch [12][1480/3757] lr: 5.000e-05, eta: 3:36:06, time: 0.757, data_time: 0.003, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9578, loss_cls: 0.6226, loss: 0.6226, grad_norm: 4.7512 2021-05-27 04:38:25,699 - mmaction - INFO - Epoch [12][1500/3757] lr: 5.000e-05, eta: 3:35:47, time: 1.011, data_time: 0.004, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9523, loss_cls: 0.6720, loss: 0.6720, grad_norm: 4.7823 2021-05-27 04:38:45,477 - mmaction - INFO - Epoch [12][1520/3757] lr: 5.000e-05, eta: 3:35:28, time: 0.984, data_time: 0.004, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9523, loss_cls: 0.6520, loss: 0.6520, grad_norm: 4.5566 2021-05-27 04:39:04,758 - mmaction - INFO - Epoch [12][1540/3757] lr: 5.000e-05, eta: 3:35:09, time: 0.920, data_time: 0.009, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9578, loss_cls: 0.6170, loss: 0.6170, grad_norm: 4.6005 2021-05-27 04:39:22,596 - mmaction - INFO - Epoch [12][1560/3757] lr: 5.000e-05, eta: 3:34:50, time: 0.942, data_time: 0.054, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9555, loss_cls: 0.6283, loss: 0.6283, grad_norm: 4.5204 2021-05-27 04:39:40,282 - mmaction - INFO - Epoch [12][1580/3757] lr: 5.000e-05, eta: 3:34:30, time: 0.884, data_time: 0.004, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9367, loss_cls: 0.7306, loss: 0.7306, grad_norm: 4.7750 2021-05-27 04:39:56,255 - mmaction - INFO - Epoch [12][1600/3757] lr: 5.000e-05, eta: 3:34:10, time: 0.801, data_time: 0.006, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9555, loss_cls: 0.6493, loss: 0.6493, grad_norm: 4.6113 2021-05-27 04:40:12,150 - mmaction - INFO - Epoch [12][1620/3757] lr: 5.000e-05, eta: 3:33:50, time: 0.792, data_time: 0.001, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9477, loss_cls: 0.6685, loss: 0.6685, grad_norm: 4.7592 2021-05-27 04:40:28,366 - mmaction - INFO - Epoch [12][1640/3757] lr: 5.000e-05, eta: 3:33:30, time: 0.813, data_time: 0.004, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9539, loss_cls: 0.6586, loss: 0.6586, grad_norm: 4.6167 2021-05-27 04:40:46,275 - mmaction - INFO - Epoch [12][1660/3757] lr: 5.000e-05, eta: 3:33:10, time: 0.893, data_time: 0.001, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9531, loss_cls: 0.6513, loss: 0.6513, grad_norm: 4.6502 2021-05-27 04:41:03,964 - mmaction - INFO - Epoch [12][1680/3757] lr: 5.000e-05, eta: 3:32:50, time: 0.885, data_time: 0.004, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9539, loss_cls: 0.6351, loss: 0.6351, grad_norm: 4.6414 2021-05-27 04:41:20,326 - mmaction - INFO - Epoch [12][1700/3757] lr: 5.000e-05, eta: 3:32:30, time: 0.818, data_time: 0.003, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9477, loss_cls: 0.6894, loss: 0.6894, grad_norm: 4.7302 2021-05-27 04:41:36,411 - mmaction - INFO - Epoch [12][1720/3757] lr: 5.000e-05, eta: 3:32:10, time: 0.805, data_time: 0.007, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9492, loss_cls: 0.6242, loss: 0.6242, grad_norm: 4.5322 2021-05-27 04:41:55,345 - mmaction - INFO - Epoch [12][1740/3757] lr: 5.000e-05, eta: 3:31:51, time: 0.944, data_time: 0.002, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9500, loss_cls: 0.7004, loss: 0.7004, grad_norm: 5.3665 2021-05-27 04:42:16,735 - mmaction - INFO - Epoch [12][1760/3757] lr: 5.000e-05, eta: 3:31:33, time: 1.068, data_time: 0.006, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9469, loss_cls: 0.6709, loss: 0.6709, grad_norm: 4.7514 2021-05-27 04:42:45,509 - mmaction - INFO - Epoch [12][1780/3757] lr: 5.000e-05, eta: 3:31:17, time: 1.439, data_time: 0.007, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9492, loss_cls: 0.6931, loss: 0.6931, grad_norm: 4.7566 2021-05-27 04:43:00,564 - mmaction - INFO - Epoch [12][1800/3757] lr: 5.000e-05, eta: 3:30:56, time: 0.758, data_time: 0.008, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9609, loss_cls: 0.6814, loss: 0.6814, grad_norm: 4.8424 2021-05-27 04:43:17,521 - mmaction - INFO - Epoch [12][1820/3757] lr: 5.000e-05, eta: 3:30:36, time: 0.847, data_time: 0.001, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9508, loss_cls: 0.6591, loss: 0.6591, grad_norm: 4.6059 2021-05-27 04:43:33,210 - mmaction - INFO - Epoch [12][1840/3757] lr: 5.000e-05, eta: 3:30:16, time: 0.785, data_time: 0.005, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9539, loss_cls: 0.6402, loss: 0.6402, grad_norm: 4.4691 2021-05-27 04:43:49,432 - mmaction - INFO - Epoch [12][1860/3757] lr: 5.000e-05, eta: 3:29:56, time: 0.811, data_time: 0.003, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9516, loss_cls: 0.6739, loss: 0.6739, grad_norm: 4.6669 2021-05-27 04:44:04,532 - mmaction - INFO - Epoch [12][1880/3757] lr: 5.000e-05, eta: 3:29:36, time: 0.754, data_time: 0.003, memory: 12750, top1_acc: 0.8023, top5_acc: 0.9547, loss_cls: 0.7151, loss: 0.7151, grad_norm: 4.9090 2021-05-27 04:44:21,163 - mmaction - INFO - Epoch [12][1900/3757] lr: 5.000e-05, eta: 3:29:16, time: 0.825, data_time: 0.004, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9531, loss_cls: 0.6195, loss: 0.6195, grad_norm: 4.4755 2021-05-27 04:44:41,560 - mmaction - INFO - Epoch [12][1920/3757] lr: 5.000e-05, eta: 3:28:57, time: 1.024, data_time: 0.010, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9586, loss_cls: 0.6251, loss: 0.6251, grad_norm: 4.7002 2021-05-27 04:44:56,798 - mmaction - INFO - Epoch [12][1940/3757] lr: 5.000e-05, eta: 3:28:37, time: 0.766, data_time: 0.006, memory: 12750, top1_acc: 0.8453, top5_acc: 0.9563, loss_cls: 0.6095, loss: 0.6095, grad_norm: 4.4437 2021-05-27 04:45:15,315 - mmaction - INFO - Epoch [12][1960/3757] lr: 5.000e-05, eta: 3:28:18, time: 0.924, data_time: 0.001, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9531, loss_cls: 0.6703, loss: 0.6703, grad_norm: 4.7112 2021-05-27 04:45:31,792 - mmaction - INFO - Epoch [12][1980/3757] lr: 5.000e-05, eta: 3:27:58, time: 0.825, data_time: 0.003, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9578, loss_cls: 0.6602, loss: 0.6602, grad_norm: 4.5770 2021-05-27 04:45:48,306 - mmaction - INFO - Epoch [12][2000/3757] lr: 5.000e-05, eta: 3:27:38, time: 0.827, data_time: 0.002, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9563, loss_cls: 0.6635, loss: 0.6635, grad_norm: 4.7455 2021-05-27 04:46:05,900 - mmaction - INFO - Epoch [12][2020/3757] lr: 5.000e-05, eta: 3:27:18, time: 0.879, data_time: 0.002, memory: 12750, top1_acc: 0.8461, top5_acc: 0.9578, loss_cls: 0.5991, loss: 0.5991, grad_norm: 4.4173 2021-05-27 04:46:23,561 - mmaction - INFO - Epoch [12][2040/3757] lr: 5.000e-05, eta: 3:26:59, time: 0.883, data_time: 0.002, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9570, loss_cls: 0.6501, loss: 0.6501, grad_norm: 4.6667 2021-05-27 04:46:39,829 - mmaction - INFO - Epoch [12][2060/3757] lr: 5.000e-05, eta: 3:26:39, time: 0.813, data_time: 0.003, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9586, loss_cls: 0.6300, loss: 0.6300, grad_norm: 4.5811 2021-05-27 04:46:56,314 - mmaction - INFO - Epoch [12][2080/3757] lr: 5.000e-05, eta: 3:26:19, time: 0.824, data_time: 0.002, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9453, loss_cls: 0.6829, loss: 0.6829, grad_norm: 4.8541 2021-05-27 04:47:12,442 - mmaction - INFO - Epoch [12][2100/3757] lr: 5.000e-05, eta: 3:25:59, time: 0.807, data_time: 0.003, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9563, loss_cls: 0.6494, loss: 0.6494, grad_norm: 4.7455 2021-05-27 04:47:29,001 - mmaction - INFO - Epoch [12][2120/3757] lr: 5.000e-05, eta: 3:25:39, time: 0.826, data_time: 0.003, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9555, loss_cls: 0.6604, loss: 0.6604, grad_norm: 4.6874 2021-05-27 04:47:46,219 - mmaction - INFO - Epoch [12][2140/3757] lr: 5.000e-05, eta: 3:25:19, time: 0.860, data_time: 0.004, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9492, loss_cls: 0.6774, loss: 0.6774, grad_norm: 4.6811 2021-05-27 04:48:03,340 - mmaction - INFO - Epoch [12][2160/3757] lr: 5.000e-05, eta: 3:24:59, time: 0.857, data_time: 0.006, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9492, loss_cls: 0.6635, loss: 0.6635, grad_norm: 4.8136 2021-05-27 04:48:21,642 - mmaction - INFO - Epoch [12][2180/3757] lr: 5.000e-05, eta: 3:24:40, time: 0.912, data_time: 0.004, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9594, loss_cls: 0.6252, loss: 0.6252, grad_norm: 4.5895 2021-05-27 04:48:39,213 - mmaction - INFO - Epoch [12][2200/3757] lr: 5.000e-05, eta: 3:24:20, time: 0.876, data_time: 0.008, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9586, loss_cls: 0.6441, loss: 0.6441, grad_norm: 4.6951 2021-05-27 04:48:55,061 - mmaction - INFO - Epoch [12][2220/3757] lr: 5.000e-05, eta: 3:24:00, time: 0.801, data_time: 0.010, memory: 12750, top1_acc: 0.8398, top5_acc: 0.9609, loss_cls: 0.5834, loss: 0.5834, grad_norm: 4.3610 2021-05-27 04:49:12,423 - mmaction - INFO - Epoch [12][2240/3757] lr: 5.000e-05, eta: 3:23:41, time: 0.867, data_time: 0.001, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9477, loss_cls: 0.6887, loss: 0.6887, grad_norm: 5.1633 2021-05-27 04:49:34,108 - mmaction - INFO - Epoch [12][2260/3757] lr: 5.000e-05, eta: 3:23:22, time: 1.081, data_time: 0.003, memory: 12750, top1_acc: 0.8422, top5_acc: 0.9609, loss_cls: 0.5724, loss: 0.5724, grad_norm: 4.4286 2021-05-27 04:49:49,752 - mmaction - INFO - Epoch [12][2280/3757] lr: 5.000e-05, eta: 3:23:02, time: 0.784, data_time: 0.008, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9500, loss_cls: 0.7014, loss: 0.7014, grad_norm: 4.8546 2021-05-27 04:50:06,576 - mmaction - INFO - Epoch [12][2300/3757] lr: 5.000e-05, eta: 3:22:43, time: 0.843, data_time: 0.004, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9617, loss_cls: 0.5998, loss: 0.5998, grad_norm: 4.4303 2021-05-27 04:50:25,485 - mmaction - INFO - Epoch [12][2320/3757] lr: 5.000e-05, eta: 3:22:23, time: 0.941, data_time: 0.002, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9594, loss_cls: 0.6276, loss: 0.6276, grad_norm: 4.5491 2021-05-27 04:50:42,802 - mmaction - INFO - Epoch [12][2340/3757] lr: 5.000e-05, eta: 3:22:04, time: 0.870, data_time: 0.006, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9492, loss_cls: 0.6834, loss: 0.6834, grad_norm: 4.7509 2021-05-27 04:50:59,866 - mmaction - INFO - Epoch [12][2360/3757] lr: 5.000e-05, eta: 3:21:44, time: 0.849, data_time: 0.002, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9609, loss_cls: 0.6189, loss: 0.6189, grad_norm: 4.5843 2021-05-27 04:51:22,574 - mmaction - INFO - Epoch [12][2380/3757] lr: 5.000e-05, eta: 3:21:26, time: 1.135, data_time: 0.007, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9633, loss_cls: 0.6270, loss: 0.6270, grad_norm: 4.4301 2021-05-27 04:51:41,724 - mmaction - INFO - Epoch [12][2400/3757] lr: 5.000e-05, eta: 3:21:07, time: 0.960, data_time: 0.008, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9430, loss_cls: 0.7315, loss: 0.7315, grad_norm: 4.7761 2021-05-27 04:52:01,585 - mmaction - INFO - Epoch [12][2420/3757] lr: 5.000e-05, eta: 3:20:48, time: 0.991, data_time: 0.005, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9563, loss_cls: 0.6592, loss: 0.6592, grad_norm: 4.6742 2021-05-27 04:52:23,153 - mmaction - INFO - Epoch [12][2440/3757] lr: 5.000e-05, eta: 3:20:30, time: 1.080, data_time: 0.007, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9602, loss_cls: 0.6156, loss: 0.6156, grad_norm: 4.5841 2021-05-27 04:52:44,206 - mmaction - INFO - Epoch [12][2460/3757] lr: 5.000e-05, eta: 3:20:11, time: 1.052, data_time: 0.005, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9547, loss_cls: 0.6495, loss: 0.6495, grad_norm: 4.5663 2021-05-27 04:53:00,827 - mmaction - INFO - Epoch [12][2480/3757] lr: 5.000e-05, eta: 3:19:51, time: 0.834, data_time: 0.006, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9437, loss_cls: 0.7090, loss: 0.7090, grad_norm: 4.6650 2021-05-27 04:53:21,486 - mmaction - INFO - Epoch [12][2500/3757] lr: 5.000e-05, eta: 3:19:32, time: 0.995, data_time: 0.003, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9664, loss_cls: 0.6085, loss: 0.6085, grad_norm: 4.6810 2021-05-27 04:53:41,448 - mmaction - INFO - Epoch [12][2520/3757] lr: 5.000e-05, eta: 3:19:14, time: 1.026, data_time: 0.040, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9516, loss_cls: 0.6652, loss: 0.6652, grad_norm: 4.5762 2021-05-27 04:53:56,753 - mmaction - INFO - Epoch [12][2540/3757] lr: 5.000e-05, eta: 3:18:53, time: 0.776, data_time: 0.014, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9602, loss_cls: 0.6421, loss: 0.6421, grad_norm: 4.7515 2021-05-27 04:54:14,690 - mmaction - INFO - Epoch [12][2560/3757] lr: 5.000e-05, eta: 3:18:34, time: 0.896, data_time: 0.002, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9539, loss_cls: 0.6496, loss: 0.6496, grad_norm: 4.7768 2021-05-27 04:54:30,380 - mmaction - INFO - Epoch [12][2580/3757] lr: 5.000e-05, eta: 3:18:14, time: 0.786, data_time: 0.002, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9563, loss_cls: 0.6764, loss: 0.6764, grad_norm: 4.8079 2021-05-27 04:54:46,434 - mmaction - INFO - Epoch [12][2600/3757] lr: 5.000e-05, eta: 3:17:54, time: 0.800, data_time: 0.002, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9453, loss_cls: 0.6800, loss: 0.6800, grad_norm: 4.6874 2021-05-27 04:55:05,584 - mmaction - INFO - Epoch [12][2620/3757] lr: 5.000e-05, eta: 3:17:35, time: 0.959, data_time: 0.005, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9492, loss_cls: 0.6659, loss: 0.6659, grad_norm: 4.7292 2021-05-27 04:55:21,868 - mmaction - INFO - Epoch [12][2640/3757] lr: 5.000e-05, eta: 3:17:15, time: 0.813, data_time: 0.003, memory: 12750, top1_acc: 0.8422, top5_acc: 0.9594, loss_cls: 0.5939, loss: 0.5939, grad_norm: 4.4142 2021-05-27 04:55:40,987 - mmaction - INFO - Epoch [12][2660/3757] lr: 5.000e-05, eta: 3:16:56, time: 0.955, data_time: 0.003, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9516, loss_cls: 0.6511, loss: 0.6511, grad_norm: 4.5900 2021-05-27 04:55:57,042 - mmaction - INFO - Epoch [12][2680/3757] lr: 5.000e-05, eta: 3:16:36, time: 0.804, data_time: 0.005, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9531, loss_cls: 0.6562, loss: 0.6562, grad_norm: 4.7103 2021-05-27 04:56:15,020 - mmaction - INFO - Epoch [12][2700/3757] lr: 5.000e-05, eta: 3:16:16, time: 0.899, data_time: 0.002, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9664, loss_cls: 0.6023, loss: 0.6023, grad_norm: 4.6009 2021-05-27 04:56:33,910 - mmaction - INFO - Epoch [12][2720/3757] lr: 5.000e-05, eta: 3:15:57, time: 0.943, data_time: 0.004, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9578, loss_cls: 0.6383, loss: 0.6383, grad_norm: 4.8225 2021-05-27 04:56:50,161 - mmaction - INFO - Epoch [12][2740/3757] lr: 5.000e-05, eta: 3:15:37, time: 0.815, data_time: 0.005, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9594, loss_cls: 0.6116, loss: 0.6116, grad_norm: 4.7208 2021-05-27 04:57:05,867 - mmaction - INFO - Epoch [12][2760/3757] lr: 5.000e-05, eta: 3:15:17, time: 0.786, data_time: 0.003, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9508, loss_cls: 0.6517, loss: 0.6517, grad_norm: 4.7395 2021-05-27 04:57:23,556 - mmaction - INFO - Epoch [12][2780/3757] lr: 5.000e-05, eta: 3:14:58, time: 0.880, data_time: 0.002, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9602, loss_cls: 0.6313, loss: 0.6313, grad_norm: 4.7672 2021-05-27 04:57:44,790 - mmaction - INFO - Epoch [12][2800/3757] lr: 5.000e-05, eta: 3:14:39, time: 1.063, data_time: 0.006, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9563, loss_cls: 0.6462, loss: 0.6462, grad_norm: 4.6022 2021-05-27 04:58:00,657 - mmaction - INFO - Epoch [12][2820/3757] lr: 5.000e-05, eta: 3:14:19, time: 0.795, data_time: 0.005, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9461, loss_cls: 0.7012, loss: 0.7012, grad_norm: 4.7596 2021-05-27 04:58:20,289 - mmaction - INFO - Epoch [12][2840/3757] lr: 5.000e-05, eta: 3:14:00, time: 0.978, data_time: 0.002, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9547, loss_cls: 0.6499, loss: 0.6499, grad_norm: 4.6204 2021-05-27 04:58:38,533 - mmaction - INFO - Epoch [12][2860/3757] lr: 5.000e-05, eta: 3:13:41, time: 0.916, data_time: 0.007, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9594, loss_cls: 0.6323, loss: 0.6323, grad_norm: 4.6109 2021-05-27 04:58:55,010 - mmaction - INFO - Epoch [12][2880/3757] lr: 5.000e-05, eta: 3:13:21, time: 0.824, data_time: 0.003, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9555, loss_cls: 0.6583, loss: 0.6583, grad_norm: 4.6572 2021-05-27 04:59:10,618 - mmaction - INFO - Epoch [12][2900/3757] lr: 5.000e-05, eta: 3:13:01, time: 0.780, data_time: 0.003, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9602, loss_cls: 0.6590, loss: 0.6590, grad_norm: 4.6201 2021-05-27 04:59:26,104 - mmaction - INFO - Epoch [12][2920/3757] lr: 5.000e-05, eta: 3:12:41, time: 0.774, data_time: 0.002, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9461, loss_cls: 0.6840, loss: 0.6840, grad_norm: 4.7369 2021-05-27 04:59:42,607 - mmaction - INFO - Epoch [12][2940/3757] lr: 5.000e-05, eta: 3:12:21, time: 0.826, data_time: 0.003, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9586, loss_cls: 0.6160, loss: 0.6160, grad_norm: 4.6688 2021-05-27 05:00:00,136 - mmaction - INFO - Epoch [12][2960/3757] lr: 5.000e-05, eta: 3:12:02, time: 0.875, data_time: 0.002, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9469, loss_cls: 0.6725, loss: 0.6725, grad_norm: 4.7409 2021-05-27 05:00:16,552 - mmaction - INFO - Epoch [12][2980/3757] lr: 5.000e-05, eta: 3:11:42, time: 0.822, data_time: 0.004, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9563, loss_cls: 0.6472, loss: 0.6472, grad_norm: 4.8500 2021-05-27 05:00:32,649 - mmaction - INFO - Epoch [12][3000/3757] lr: 5.000e-05, eta: 3:11:22, time: 0.804, data_time: 0.003, memory: 12750, top1_acc: 0.8359, top5_acc: 0.9602, loss_cls: 0.6067, loss: 0.6067, grad_norm: 4.3953 2021-05-27 05:00:51,288 - mmaction - INFO - Epoch [12][3020/3757] lr: 5.000e-05, eta: 3:11:03, time: 0.931, data_time: 0.003, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9617, loss_cls: 0.6433, loss: 0.6433, grad_norm: 4.6856 2021-05-27 05:01:12,057 - mmaction - INFO - Epoch [12][3040/3757] lr: 5.000e-05, eta: 3:10:44, time: 1.037, data_time: 0.004, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9555, loss_cls: 0.6691, loss: 0.6691, grad_norm: 4.8316 2021-05-27 05:01:27,742 - mmaction - INFO - Epoch [12][3060/3757] lr: 5.000e-05, eta: 3:10:24, time: 0.786, data_time: 0.005, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9602, loss_cls: 0.6770, loss: 0.6770, grad_norm: 4.7337 2021-05-27 05:01:44,240 - mmaction - INFO - Epoch [12][3080/3757] lr: 5.000e-05, eta: 3:10:04, time: 0.826, data_time: 0.004, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9492, loss_cls: 0.7067, loss: 0.7067, grad_norm: 4.7859 2021-05-27 05:02:00,284 - mmaction - INFO - Epoch [12][3100/3757] lr: 5.000e-05, eta: 3:09:44, time: 0.801, data_time: 0.002, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9367, loss_cls: 0.7271, loss: 0.7271, grad_norm: 4.7013 2021-05-27 05:02:17,866 - mmaction - INFO - Epoch [12][3120/3757] lr: 5.000e-05, eta: 3:09:25, time: 0.882, data_time: 0.005, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9477, loss_cls: 0.6896, loss: 0.6896, grad_norm: 4.6865 2021-05-27 05:02:36,641 - mmaction - INFO - Epoch [12][3140/3757] lr: 5.000e-05, eta: 3:09:06, time: 0.934, data_time: 0.002, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9539, loss_cls: 0.6447, loss: 0.6447, grad_norm: 4.6142 2021-05-27 05:02:56,344 - mmaction - INFO - Epoch [12][3160/3757] lr: 5.000e-05, eta: 3:08:47, time: 0.988, data_time: 0.006, memory: 12750, top1_acc: 0.8367, top5_acc: 0.9594, loss_cls: 0.6005, loss: 0.6005, grad_norm: 4.4507 2021-05-27 05:03:11,970 - mmaction - INFO - Epoch [12][3180/3757] lr: 5.000e-05, eta: 3:08:27, time: 0.781, data_time: 0.003, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9547, loss_cls: 0.6802, loss: 0.6802, grad_norm: 4.8506 2021-05-27 05:03:28,544 - mmaction - INFO - Epoch [12][3200/3757] lr: 5.000e-05, eta: 3:08:07, time: 0.829, data_time: 0.004, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9492, loss_cls: 0.6670, loss: 0.6670, grad_norm: 4.8564 2021-05-27 05:03:46,144 - mmaction - INFO - Epoch [12][3220/3757] lr: 5.000e-05, eta: 3:07:48, time: 0.880, data_time: 0.003, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9625, loss_cls: 0.6151, loss: 0.6151, grad_norm: 4.4435 2021-05-27 05:04:02,720 - mmaction - INFO - Epoch [12][3240/3757] lr: 5.000e-05, eta: 3:07:28, time: 0.830, data_time: 0.003, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9508, loss_cls: 0.6679, loss: 0.6679, grad_norm: 4.6284 2021-05-27 05:04:20,221 - mmaction - INFO - Epoch [12][3260/3757] lr: 5.000e-05, eta: 3:07:08, time: 0.875, data_time: 0.003, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9516, loss_cls: 0.6479, loss: 0.6479, grad_norm: 4.6377 2021-05-27 05:04:35,739 - mmaction - INFO - Epoch [12][3280/3757] lr: 5.000e-05, eta: 3:06:48, time: 0.776, data_time: 0.003, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9539, loss_cls: 0.6666, loss: 0.6666, grad_norm: 4.7188 2021-05-27 05:04:53,023 - mmaction - INFO - Epoch [12][3300/3757] lr: 5.000e-05, eta: 3:06:29, time: 0.864, data_time: 0.002, memory: 12750, top1_acc: 0.8430, top5_acc: 0.9625, loss_cls: 0.5875, loss: 0.5875, grad_norm: 4.5235 2021-05-27 05:05:13,283 - mmaction - INFO - Epoch [12][3320/3757] lr: 5.000e-05, eta: 3:06:10, time: 1.009, data_time: 0.007, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9516, loss_cls: 0.6804, loss: 0.6804, grad_norm: 4.8326 2021-05-27 05:05:28,823 - mmaction - INFO - Epoch [12][3340/3757] lr: 5.000e-05, eta: 3:05:50, time: 0.779, data_time: 0.006, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9578, loss_cls: 0.6844, loss: 0.6844, grad_norm: 4.6387 2021-05-27 05:05:46,797 - mmaction - INFO - Epoch [12][3360/3757] lr: 5.000e-05, eta: 3:05:31, time: 0.899, data_time: 0.004, memory: 12750, top1_acc: 0.8438, top5_acc: 0.9609, loss_cls: 0.6126, loss: 0.6126, grad_norm: 4.6310 2021-05-27 05:06:03,982 - mmaction - INFO - Epoch [12][3380/3757] lr: 5.000e-05, eta: 3:05:11, time: 0.858, data_time: 0.003, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9602, loss_cls: 0.5988, loss: 0.5988, grad_norm: 4.4627 2021-05-27 05:06:20,629 - mmaction - INFO - Epoch [12][3400/3757] lr: 5.000e-05, eta: 3:04:51, time: 0.827, data_time: 0.005, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9445, loss_cls: 0.6575, loss: 0.6575, grad_norm: 4.6122 2021-05-27 05:06:40,021 - mmaction - INFO - Epoch [12][3420/3757] lr: 5.000e-05, eta: 3:04:32, time: 0.973, data_time: 0.011, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9547, loss_cls: 0.6860, loss: 0.6860, grad_norm: 4.8916 2021-05-27 05:06:56,315 - mmaction - INFO - Epoch [12][3440/3757] lr: 5.000e-05, eta: 3:04:13, time: 0.820, data_time: 0.011, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9547, loss_cls: 0.6166, loss: 0.6166, grad_norm: 4.4615 2021-05-27 05:07:15,575 - mmaction - INFO - Epoch [12][3460/3757] lr: 5.000e-05, eta: 3:03:53, time: 0.939, data_time: 0.002, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9594, loss_cls: 0.6462, loss: 0.6462, grad_norm: 4.8247 2021-05-27 05:07:38,044 - mmaction - INFO - Epoch [12][3480/3757] lr: 5.000e-05, eta: 3:03:35, time: 1.144, data_time: 0.027, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9531, loss_cls: 0.6229, loss: 0.6229, grad_norm: 4.5957 2021-05-27 05:07:55,422 - mmaction - INFO - Epoch [12][3500/3757] lr: 5.000e-05, eta: 3:03:16, time: 0.870, data_time: 0.007, memory: 12750, top1_acc: 0.8063, top5_acc: 0.9563, loss_cls: 0.6775, loss: 0.6775, grad_norm: 4.8360 2021-05-27 05:08:11,335 - mmaction - INFO - Epoch [12][3520/3757] lr: 5.000e-05, eta: 3:02:56, time: 0.796, data_time: 0.005, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9586, loss_cls: 0.6266, loss: 0.6266, grad_norm: 4.6440 2021-05-27 05:08:27,570 - mmaction - INFO - Epoch [12][3540/3757] lr: 5.000e-05, eta: 3:02:36, time: 0.812, data_time: 0.003, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9500, loss_cls: 0.6979, loss: 0.6979, grad_norm: 4.7091 2021-05-27 05:08:46,559 - mmaction - INFO - Epoch [12][3560/3757] lr: 5.000e-05, eta: 3:02:17, time: 0.942, data_time: 0.003, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9633, loss_cls: 0.6097, loss: 0.6097, grad_norm: 4.7315 2021-05-27 05:09:01,856 - mmaction - INFO - Epoch [12][3580/3757] lr: 5.000e-05, eta: 3:01:57, time: 0.773, data_time: 0.010, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9516, loss_cls: 0.6679, loss: 0.6679, grad_norm: 4.5301 2021-05-27 05:09:19,512 - mmaction - INFO - Epoch [12][3600/3757] lr: 5.000e-05, eta: 3:01:37, time: 0.883, data_time: 0.004, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9516, loss_cls: 0.6597, loss: 0.6597, grad_norm: 4.6210 2021-05-27 05:09:35,354 - mmaction - INFO - Epoch [12][3620/3757] lr: 5.000e-05, eta: 3:01:18, time: 0.792, data_time: 0.002, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9531, loss_cls: 0.6760, loss: 0.6760, grad_norm: 4.7522 2021-05-27 05:09:52,913 - mmaction - INFO - Epoch [12][3640/3757] lr: 5.000e-05, eta: 3:00:58, time: 0.877, data_time: 0.003, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9531, loss_cls: 0.6977, loss: 0.6977, grad_norm: 4.8819 2021-05-27 05:10:08,764 - mmaction - INFO - Epoch [12][3660/3757] lr: 5.000e-05, eta: 3:00:38, time: 0.794, data_time: 0.003, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9563, loss_cls: 0.6473, loss: 0.6473, grad_norm: 4.8587 2021-05-27 05:10:25,011 - mmaction - INFO - Epoch [12][3680/3757] lr: 5.000e-05, eta: 3:00:18, time: 0.812, data_time: 0.002, memory: 12750, top1_acc: 0.8398, top5_acc: 0.9656, loss_cls: 0.5831, loss: 0.5831, grad_norm: 4.7809 2021-05-27 05:10:41,091 - mmaction - INFO - Epoch [12][3700/3757] lr: 5.000e-05, eta: 2:59:59, time: 0.803, data_time: 0.003, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9523, loss_cls: 0.6402, loss: 0.6402, grad_norm: 4.7040 2021-05-27 05:10:58,822 - mmaction - INFO - Epoch [12][3720/3757] lr: 5.000e-05, eta: 2:59:39, time: 0.886, data_time: 0.002, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9523, loss_cls: 0.6444, loss: 0.6444, grad_norm: 4.7533 2021-05-27 05:11:15,003 - mmaction - INFO - Epoch [12][3740/3757] lr: 5.000e-05, eta: 2:59:19, time: 0.808, data_time: 0.003, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9547, loss_cls: 0.6554, loss: 0.6554, grad_norm: 4.6936 2021-05-27 05:11:41,166 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-05-27 05:19:53,827 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 05:19:54,746 - mmaction - INFO - top1_acc 0.7602 top5_acc 0.9242 2021-05-27 05:19:54,746 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 05:19:54,826 - mmaction - INFO - mean_acc 0.7600 2021-05-27 05:19:54,832 - mmaction - INFO - Epoch(val) [12][3757] top1_acc: 0.7602, top5_acc: 0.9242, mean_class_accuracy: 0.7600 2021-05-27 05:25:55,902 - mmaction - INFO - Epoch [13][20/3757] lr: 5.000e-05, eta: 3:00:05, time: 18.046, data_time: 16.951, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9555, loss_cls: 0.6283, loss: 0.6283, grad_norm: 4.6339 2021-05-27 05:26:11,968 - mmaction - INFO - Epoch [13][40/3757] lr: 5.000e-05, eta: 2:59:45, time: 0.806, data_time: 0.007, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9594, loss_cls: 0.6225, loss: 0.6225, grad_norm: 4.8205 2021-05-27 05:26:28,113 - mmaction - INFO - Epoch [13][60/3757] lr: 5.000e-05, eta: 2:59:25, time: 0.808, data_time: 0.005, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9594, loss_cls: 0.6266, loss: 0.6266, grad_norm: 4.7005 2021-05-27 05:26:47,361 - mmaction - INFO - Epoch [13][80/3757] lr: 5.000e-05, eta: 2:59:06, time: 0.949, data_time: 0.003, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9523, loss_cls: 0.6660, loss: 0.6660, grad_norm: 4.7047 2021-05-27 05:27:04,058 - mmaction - INFO - Epoch [13][100/3757] lr: 5.000e-05, eta: 2:58:46, time: 0.848, data_time: 0.017, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9477, loss_cls: 0.6539, loss: 0.6539, grad_norm: 4.7126 2021-05-27 05:27:19,403 - mmaction - INFO - Epoch [13][120/3757] lr: 5.000e-05, eta: 2:58:26, time: 0.768, data_time: 0.003, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9633, loss_cls: 0.6069, loss: 0.6069, grad_norm: 4.7333 2021-05-27 05:27:37,416 - mmaction - INFO - Epoch [13][140/3757] lr: 5.000e-05, eta: 2:58:07, time: 0.900, data_time: 0.003, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9477, loss_cls: 0.7186, loss: 0.7186, grad_norm: 4.8875 2021-05-27 05:27:54,461 - mmaction - INFO - Epoch [13][160/3757] lr: 5.000e-05, eta: 2:57:47, time: 0.851, data_time: 0.002, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9453, loss_cls: 0.6757, loss: 0.6757, grad_norm: 4.6891 2021-05-27 05:28:12,073 - mmaction - INFO - Epoch [13][180/3757] lr: 5.000e-05, eta: 2:57:27, time: 0.880, data_time: 0.005, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9469, loss_cls: 0.7203, loss: 0.7203, grad_norm: 5.0048 2021-05-27 05:28:31,517 - mmaction - INFO - Epoch [13][200/3757] lr: 5.000e-05, eta: 2:57:08, time: 0.972, data_time: 0.005, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9609, loss_cls: 0.6272, loss: 0.6272, grad_norm: 4.5539 2021-05-27 05:28:46,895 - mmaction - INFO - Epoch [13][220/3757] lr: 5.000e-05, eta: 2:56:48, time: 0.772, data_time: 0.005, memory: 12750, top1_acc: 0.8445, top5_acc: 0.9586, loss_cls: 0.6021, loss: 0.6021, grad_norm: 4.5409 2021-05-27 05:29:05,189 - mmaction - INFO - Epoch [13][240/3757] lr: 5.000e-05, eta: 2:56:29, time: 0.914, data_time: 0.001, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9555, loss_cls: 0.6159, loss: 0.6159, grad_norm: 4.5762 2021-05-27 05:29:25,087 - mmaction - INFO - Epoch [13][260/3757] lr: 5.000e-05, eta: 2:56:10, time: 0.989, data_time: 0.003, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9602, loss_cls: 0.6151, loss: 0.6151, grad_norm: 4.5440 2021-05-27 05:29:42,998 - mmaction - INFO - Epoch [13][280/3757] lr: 5.000e-05, eta: 2:55:50, time: 0.900, data_time: 0.008, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9547, loss_cls: 0.6776, loss: 0.6776, grad_norm: 4.7662 2021-05-27 05:30:04,742 - mmaction - INFO - Epoch [13][300/3757] lr: 5.000e-05, eta: 2:55:32, time: 1.086, data_time: 0.005, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9555, loss_cls: 0.6726, loss: 0.6726, grad_norm: 4.7974 2021-05-27 05:30:23,462 - mmaction - INFO - Epoch [13][320/3757] lr: 5.000e-05, eta: 2:55:12, time: 0.934, data_time: 0.007, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9578, loss_cls: 0.6563, loss: 0.6563, grad_norm: 4.6487 2021-05-27 05:30:40,687 - mmaction - INFO - Epoch [13][340/3757] lr: 5.000e-05, eta: 2:54:53, time: 0.867, data_time: 0.007, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9563, loss_cls: 0.6406, loss: 0.6406, grad_norm: 4.7192 2021-05-27 05:30:58,939 - mmaction - INFO - Epoch [13][360/3757] lr: 5.000e-05, eta: 2:54:33, time: 0.911, data_time: 0.005, memory: 12750, top1_acc: 0.8391, top5_acc: 0.9664, loss_cls: 0.6089, loss: 0.6089, grad_norm: 4.4745 2021-05-27 05:31:14,545 - mmaction - INFO - Epoch [13][380/3757] lr: 5.000e-05, eta: 2:54:13, time: 0.780, data_time: 0.003, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9523, loss_cls: 0.6594, loss: 0.6594, grad_norm: 4.5345 2021-05-27 05:31:33,897 - mmaction - INFO - Epoch [13][400/3757] lr: 5.000e-05, eta: 2:53:54, time: 0.966, data_time: 0.003, memory: 12750, top1_acc: 0.8398, top5_acc: 0.9609, loss_cls: 0.5966, loss: 0.5966, grad_norm: 4.5950 2021-05-27 05:31:51,666 - mmaction - INFO - Epoch [13][420/3757] lr: 5.000e-05, eta: 2:53:34, time: 0.891, data_time: 0.004, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9523, loss_cls: 0.6448, loss: 0.6448, grad_norm: 4.6025 2021-05-27 05:32:08,103 - mmaction - INFO - Epoch [13][440/3757] lr: 5.000e-05, eta: 2:53:15, time: 0.821, data_time: 0.004, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9602, loss_cls: 0.6311, loss: 0.6311, grad_norm: 4.6112 2021-05-27 05:32:24,940 - mmaction - INFO - Epoch [13][460/3757] lr: 5.000e-05, eta: 2:52:55, time: 0.842, data_time: 0.003, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9547, loss_cls: 0.6198, loss: 0.6198, grad_norm: 4.6204 2021-05-27 05:32:44,374 - mmaction - INFO - Epoch [13][480/3757] lr: 5.000e-05, eta: 2:52:36, time: 0.972, data_time: 0.003, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9539, loss_cls: 0.6427, loss: 0.6427, grad_norm: 4.6024 2021-05-27 05:33:00,169 - mmaction - INFO - Epoch [13][500/3757] lr: 5.000e-05, eta: 2:52:16, time: 0.790, data_time: 0.002, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9641, loss_cls: 0.6045, loss: 0.6045, grad_norm: 4.5740 2021-05-27 05:33:20,283 - mmaction - INFO - Epoch [13][520/3757] lr: 5.000e-05, eta: 2:51:57, time: 1.005, data_time: 0.003, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9633, loss_cls: 0.6102, loss: 0.6102, grad_norm: 4.5476 2021-05-27 05:33:42,329 - mmaction - INFO - Epoch [13][540/3757] lr: 5.000e-05, eta: 2:51:38, time: 1.100, data_time: 0.003, memory: 12750, top1_acc: 0.8391, top5_acc: 0.9461, loss_cls: 0.6602, loss: 0.6602, grad_norm: 4.5334 2021-05-27 05:33:59,149 - mmaction - INFO - Epoch [13][560/3757] lr: 5.000e-05, eta: 2:51:19, time: 0.844, data_time: 0.008, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9492, loss_cls: 0.6703, loss: 0.6703, grad_norm: 4.5924 2021-05-27 05:34:19,949 - mmaction - INFO - Epoch [13][580/3757] lr: 5.000e-05, eta: 2:51:00, time: 1.018, data_time: 0.002, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9516, loss_cls: 0.6868, loss: 0.6868, grad_norm: 5.0459 2021-05-27 05:34:35,541 - mmaction - INFO - Epoch [13][600/3757] lr: 5.000e-05, eta: 2:50:40, time: 0.801, data_time: 0.026, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9641, loss_cls: 0.6207, loss: 0.6207, grad_norm: 4.6379 2021-05-27 05:34:51,206 - mmaction - INFO - Epoch [13][620/3757] lr: 5.000e-05, eta: 2:50:20, time: 0.784, data_time: 0.004, memory: 12750, top1_acc: 0.8547, top5_acc: 0.9641, loss_cls: 0.5522, loss: 0.5522, grad_norm: 4.2936 2021-05-27 05:35:07,297 - mmaction - INFO - Epoch [13][640/3757] lr: 5.000e-05, eta: 2:50:00, time: 0.804, data_time: 0.003, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9492, loss_cls: 0.6601, loss: 0.6601, grad_norm: 4.7667 2021-05-27 05:35:23,177 - mmaction - INFO - Epoch [13][660/3757] lr: 5.000e-05, eta: 2:49:40, time: 0.784, data_time: 0.004, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9539, loss_cls: 0.6555, loss: 0.6555, grad_norm: 4.5480 2021-05-27 05:35:42,549 - mmaction - INFO - Epoch [13][680/3757] lr: 5.000e-05, eta: 2:49:21, time: 0.974, data_time: 0.016, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9523, loss_cls: 0.6681, loss: 0.6681, grad_norm: 4.7181 2021-05-27 05:36:00,179 - mmaction - INFO - Epoch [13][700/3757] lr: 5.000e-05, eta: 2:49:01, time: 0.880, data_time: 0.007, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9648, loss_cls: 0.6134, loss: 0.6134, grad_norm: 4.6935 2021-05-27 05:36:16,873 - mmaction - INFO - Epoch [13][720/3757] lr: 5.000e-05, eta: 2:48:41, time: 0.840, data_time: 0.013, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9609, loss_cls: 0.6593, loss: 0.6593, grad_norm: 4.6584 2021-05-27 05:36:34,840 - mmaction - INFO - Epoch [13][740/3757] lr: 5.000e-05, eta: 2:48:22, time: 0.899, data_time: 0.003, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9508, loss_cls: 0.6858, loss: 0.6858, grad_norm: 4.8618 2021-05-27 05:36:50,307 - mmaction - INFO - Epoch [13][760/3757] lr: 5.000e-05, eta: 2:48:02, time: 0.773, data_time: 0.002, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9578, loss_cls: 0.6129, loss: 0.6129, grad_norm: 4.4222 2021-05-27 05:37:06,026 - mmaction - INFO - Epoch [13][780/3757] lr: 5.000e-05, eta: 2:47:42, time: 0.786, data_time: 0.003, memory: 12750, top1_acc: 0.8461, top5_acc: 0.9648, loss_cls: 0.5662, loss: 0.5662, grad_norm: 4.3601 2021-05-27 05:37:25,271 - mmaction - INFO - Epoch [13][800/3757] lr: 5.000e-05, eta: 2:47:23, time: 0.960, data_time: 0.003, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9492, loss_cls: 0.6910, loss: 0.6910, grad_norm: 4.8399 2021-05-27 05:37:41,329 - mmaction - INFO - Epoch [13][820/3757] lr: 5.000e-05, eta: 2:47:03, time: 0.806, data_time: 0.006, memory: 12750, top1_acc: 0.8359, top5_acc: 0.9602, loss_cls: 0.5907, loss: 0.5907, grad_norm: 4.4769 2021-05-27 05:37:56,915 - mmaction - INFO - Epoch [13][840/3757] lr: 5.000e-05, eta: 2:46:43, time: 0.780, data_time: 0.002, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9500, loss_cls: 0.6800, loss: 0.6800, grad_norm: 4.6854 2021-05-27 05:38:19,256 - mmaction - INFO - Epoch [13][860/3757] lr: 5.000e-05, eta: 2:46:24, time: 1.116, data_time: 0.003, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9703, loss_cls: 0.5816, loss: 0.5816, grad_norm: 4.5129 2021-05-27 05:38:37,493 - mmaction - INFO - Epoch [13][880/3757] lr: 5.000e-05, eta: 2:46:05, time: 0.911, data_time: 0.003, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9508, loss_cls: 0.7164, loss: 0.7164, grad_norm: 4.9871 2021-05-27 05:38:54,768 - mmaction - INFO - Epoch [13][900/3757] lr: 5.000e-05, eta: 2:45:45, time: 0.839, data_time: 0.003, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9461, loss_cls: 0.6966, loss: 0.6966, grad_norm: 4.6220 2021-05-27 05:39:12,253 - mmaction - INFO - Epoch [13][920/3757] lr: 5.000e-05, eta: 2:45:26, time: 0.900, data_time: 0.027, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9602, loss_cls: 0.6118, loss: 0.6118, grad_norm: 4.5299 2021-05-27 05:39:27,972 - mmaction - INFO - Epoch [13][940/3757] lr: 5.000e-05, eta: 2:45:06, time: 0.787, data_time: 0.002, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9594, loss_cls: 0.6418, loss: 0.6418, grad_norm: 4.6723 2021-05-27 05:39:44,968 - mmaction - INFO - Epoch [13][960/3757] lr: 5.000e-05, eta: 2:44:46, time: 0.848, data_time: 0.002, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9578, loss_cls: 0.6929, loss: 0.6929, grad_norm: 4.7885 2021-05-27 05:40:01,532 - mmaction - INFO - Epoch [13][980/3757] lr: 5.000e-05, eta: 2:44:26, time: 0.828, data_time: 0.004, memory: 12750, top1_acc: 0.8359, top5_acc: 0.9500, loss_cls: 0.6414, loss: 0.6414, grad_norm: 4.5653 2021-05-27 05:40:19,379 - mmaction - INFO - Epoch [13][1000/3757] lr: 5.000e-05, eta: 2:44:07, time: 0.893, data_time: 0.004, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9578, loss_cls: 0.6461, loss: 0.6461, grad_norm: 4.7317 2021-05-27 05:40:39,834 - mmaction - INFO - Epoch [13][1020/3757] lr: 5.000e-05, eta: 2:43:48, time: 1.023, data_time: 0.004, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9516, loss_cls: 0.6591, loss: 0.6591, grad_norm: 4.6915 2021-05-27 05:41:00,030 - mmaction - INFO - Epoch [13][1040/3757] lr: 5.000e-05, eta: 2:43:29, time: 1.007, data_time: 0.003, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9437, loss_cls: 0.6932, loss: 0.6932, grad_norm: 4.8155 2021-05-27 05:41:16,323 - mmaction - INFO - Epoch [13][1060/3757] lr: 5.000e-05, eta: 2:43:09, time: 0.816, data_time: 0.005, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9531, loss_cls: 0.6409, loss: 0.6409, grad_norm: 4.9569 2021-05-27 05:41:36,485 - mmaction - INFO - Epoch [13][1080/3757] lr: 5.000e-05, eta: 2:42:50, time: 1.009, data_time: 0.070, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9492, loss_cls: 0.6748, loss: 0.6748, grad_norm: 4.8146 2021-05-27 05:41:54,122 - mmaction - INFO - Epoch [13][1100/3757] lr: 5.000e-05, eta: 2:42:31, time: 0.883, data_time: 0.005, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9633, loss_cls: 0.6271, loss: 0.6271, grad_norm: 4.6345 2021-05-27 05:42:11,735 - mmaction - INFO - Epoch [13][1120/3757] lr: 5.000e-05, eta: 2:42:11, time: 0.879, data_time: 0.006, memory: 12750, top1_acc: 0.8469, top5_acc: 0.9727, loss_cls: 0.5566, loss: 0.5566, grad_norm: 4.4101 2021-05-27 05:42:27,716 - mmaction - INFO - Epoch [13][1140/3757] lr: 5.000e-05, eta: 2:41:51, time: 0.802, data_time: 0.006, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9508, loss_cls: 0.6889, loss: 0.6889, grad_norm: 4.8497 2021-05-27 05:42:43,423 - mmaction - INFO - Epoch [13][1160/3757] lr: 5.000e-05, eta: 2:41:31, time: 0.785, data_time: 0.001, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9531, loss_cls: 0.6693, loss: 0.6693, grad_norm: 4.7716 2021-05-27 05:42:59,635 - mmaction - INFO - Epoch [13][1180/3757] lr: 5.000e-05, eta: 2:41:12, time: 0.807, data_time: 0.002, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9539, loss_cls: 0.6660, loss: 0.6660, grad_norm: 4.7229 2021-05-27 05:43:15,652 - mmaction - INFO - Epoch [13][1200/3757] lr: 5.000e-05, eta: 2:40:52, time: 0.804, data_time: 0.005, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9508, loss_cls: 0.6988, loss: 0.6988, grad_norm: 4.7762 2021-05-27 05:43:36,143 - mmaction - INFO - Epoch [13][1220/3757] lr: 5.000e-05, eta: 2:40:33, time: 1.024, data_time: 0.003, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9602, loss_cls: 0.6363, loss: 0.6363, grad_norm: 4.5449 2021-05-27 05:43:54,502 - mmaction - INFO - Epoch [13][1240/3757] lr: 5.000e-05, eta: 2:40:14, time: 0.918, data_time: 0.003, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9469, loss_cls: 0.7229, loss: 0.7229, grad_norm: 5.0243 2021-05-27 05:44:11,467 - mmaction - INFO - Epoch [13][1260/3757] lr: 5.000e-05, eta: 2:39:54, time: 0.847, data_time: 0.003, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9492, loss_cls: 0.6745, loss: 0.6745, grad_norm: 4.6916 2021-05-27 05:44:28,449 - mmaction - INFO - Epoch [13][1280/3757] lr: 5.000e-05, eta: 2:39:34, time: 0.850, data_time: 0.004, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9492, loss_cls: 0.6751, loss: 0.6751, grad_norm: 5.1023 2021-05-27 05:44:48,365 - mmaction - INFO - Epoch [13][1300/3757] lr: 5.000e-05, eta: 2:39:15, time: 0.995, data_time: 0.004, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9516, loss_cls: 0.6751, loss: 0.6751, grad_norm: 4.9690 2021-05-27 05:45:04,637 - mmaction - INFO - Epoch [13][1320/3757] lr: 5.000e-05, eta: 2:38:55, time: 0.814, data_time: 0.004, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9586, loss_cls: 0.6194, loss: 0.6194, grad_norm: 4.6540 2021-05-27 05:45:22,475 - mmaction - INFO - Epoch [13][1340/3757] lr: 5.000e-05, eta: 2:38:36, time: 0.891, data_time: 0.003, memory: 12750, top1_acc: 0.8367, top5_acc: 0.9625, loss_cls: 0.6237, loss: 0.6237, grad_norm: 4.4851 2021-05-27 05:45:38,979 - mmaction - INFO - Epoch [13][1360/3757] lr: 5.000e-05, eta: 2:38:16, time: 0.824, data_time: 0.004, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9508, loss_cls: 0.6598, loss: 0.6598, grad_norm: 4.6807 2021-05-27 05:45:57,673 - mmaction - INFO - Epoch [13][1380/3757] lr: 5.000e-05, eta: 2:37:57, time: 0.936, data_time: 0.004, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9516, loss_cls: 0.6671, loss: 0.6671, grad_norm: 4.6826 2021-05-27 05:46:13,897 - mmaction - INFO - Epoch [13][1400/3757] lr: 5.000e-05, eta: 2:37:37, time: 0.812, data_time: 0.003, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9539, loss_cls: 0.6224, loss: 0.6224, grad_norm: 4.4969 2021-05-27 05:46:35,535 - mmaction - INFO - Epoch [13][1420/3757] lr: 5.000e-05, eta: 2:37:19, time: 1.077, data_time: 0.003, memory: 12750, top1_acc: 0.8391, top5_acc: 0.9648, loss_cls: 0.6311, loss: 0.6311, grad_norm: 4.4468 2021-05-27 05:46:52,530 - mmaction - INFO - Epoch [13][1440/3757] lr: 5.000e-05, eta: 2:36:59, time: 0.855, data_time: 0.008, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9516, loss_cls: 0.6465, loss: 0.6465, grad_norm: 4.5913 2021-05-27 05:47:08,061 - mmaction - INFO - Epoch [13][1460/3757] lr: 5.000e-05, eta: 2:36:39, time: 0.777, data_time: 0.004, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9555, loss_cls: 0.6940, loss: 0.6940, grad_norm: 4.7582 2021-05-27 05:47:23,435 - mmaction - INFO - Epoch [13][1480/3757] lr: 5.000e-05, eta: 2:36:19, time: 0.768, data_time: 0.003, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9547, loss_cls: 0.6274, loss: 0.6274, grad_norm: 4.5094 2021-05-27 05:47:42,191 - mmaction - INFO - Epoch [13][1500/3757] lr: 5.000e-05, eta: 2:36:00, time: 0.939, data_time: 0.006, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9531, loss_cls: 0.6795, loss: 0.6795, grad_norm: 4.7559 2021-05-27 05:47:57,849 - mmaction - INFO - Epoch [13][1520/3757] lr: 5.000e-05, eta: 2:35:40, time: 0.782, data_time: 0.001, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9586, loss_cls: 0.6191, loss: 0.6191, grad_norm: 4.5894 2021-05-27 05:48:14,818 - mmaction - INFO - Epoch [13][1540/3757] lr: 5.000e-05, eta: 2:35:20, time: 0.848, data_time: 0.003, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9531, loss_cls: 0.6440, loss: 0.6440, grad_norm: 4.6368 2021-05-27 05:48:32,921 - mmaction - INFO - Epoch [13][1560/3757] lr: 5.000e-05, eta: 2:35:01, time: 0.904, data_time: 0.004, memory: 12750, top1_acc: 0.8367, top5_acc: 0.9625, loss_cls: 0.6130, loss: 0.6130, grad_norm: 4.5112 2021-05-27 05:48:52,788 - mmaction - INFO - Epoch [13][1580/3757] lr: 5.000e-05, eta: 2:34:42, time: 0.989, data_time: 0.005, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9555, loss_cls: 0.6267, loss: 0.6267, grad_norm: 4.6447 2021-05-27 05:49:13,298 - mmaction - INFO - Epoch [13][1600/3757] lr: 5.000e-05, eta: 2:34:23, time: 1.032, data_time: 0.010, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9570, loss_cls: 0.6852, loss: 0.6852, grad_norm: 4.7540 2021-05-27 05:49:33,510 - mmaction - INFO - Epoch [13][1620/3757] lr: 5.000e-05, eta: 2:34:04, time: 1.010, data_time: 0.004, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9555, loss_cls: 0.6121, loss: 0.6121, grad_norm: 4.4863 2021-05-27 05:49:52,287 - mmaction - INFO - Epoch [13][1640/3757] lr: 5.000e-05, eta: 2:33:45, time: 0.935, data_time: 0.004, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9508, loss_cls: 0.6338, loss: 0.6338, grad_norm: 4.4586 2021-05-27 05:50:10,080 - mmaction - INFO - Epoch [13][1660/3757] lr: 5.000e-05, eta: 2:33:25, time: 0.893, data_time: 0.006, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9594, loss_cls: 0.6744, loss: 0.6744, grad_norm: 5.1414 2021-05-27 05:50:29,319 - mmaction - INFO - Epoch [13][1680/3757] lr: 5.000e-05, eta: 2:33:06, time: 0.959, data_time: 0.005, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9523, loss_cls: 0.6397, loss: 0.6397, grad_norm: 4.6352 2021-05-27 05:50:45,434 - mmaction - INFO - Epoch [13][1700/3757] lr: 5.000e-05, eta: 2:32:46, time: 0.779, data_time: 0.006, memory: 12750, top1_acc: 0.8406, top5_acc: 0.9563, loss_cls: 0.6453, loss: 0.6453, grad_norm: 4.7243 2021-05-27 05:51:03,392 - mmaction - INFO - Epoch [13][1720/3757] lr: 5.000e-05, eta: 2:32:27, time: 0.928, data_time: 0.034, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9547, loss_cls: 0.6516, loss: 0.6516, grad_norm: 4.7383 2021-05-27 05:51:19,341 - mmaction - INFO - Epoch [13][1740/3757] lr: 5.000e-05, eta: 2:32:07, time: 0.792, data_time: 0.002, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9609, loss_cls: 0.6612, loss: 0.6612, grad_norm: 4.7230 2021-05-27 05:51:39,345 - mmaction - INFO - Epoch [13][1760/3757] lr: 5.000e-05, eta: 2:31:48, time: 1.007, data_time: 0.009, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9531, loss_cls: 0.6842, loss: 0.6842, grad_norm: 4.8862 2021-05-27 05:51:58,241 - mmaction - INFO - Epoch [13][1780/3757] lr: 5.000e-05, eta: 2:31:29, time: 0.943, data_time: 0.003, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9586, loss_cls: 0.6235, loss: 0.6235, grad_norm: 4.4768 2021-05-27 05:52:13,758 - mmaction - INFO - Epoch [13][1800/3757] lr: 5.000e-05, eta: 2:31:09, time: 0.776, data_time: 0.004, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9469, loss_cls: 0.6662, loss: 0.6662, grad_norm: 4.5332 2021-05-27 05:52:35,332 - mmaction - INFO - Epoch [13][1820/3757] lr: 5.000e-05, eta: 2:30:51, time: 1.077, data_time: 0.003, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9484, loss_cls: 0.6804, loss: 0.6804, grad_norm: 4.6499 2021-05-27 05:52:52,802 - mmaction - INFO - Epoch [13][1840/3757] lr: 5.000e-05, eta: 2:30:31, time: 0.874, data_time: 0.004, memory: 12750, top1_acc: 0.8398, top5_acc: 0.9547, loss_cls: 0.6342, loss: 0.6342, grad_norm: 4.5525 2021-05-27 05:53:10,463 - mmaction - INFO - Epoch [13][1860/3757] lr: 5.000e-05, eta: 2:30:12, time: 0.884, data_time: 0.004, memory: 12750, top1_acc: 0.8063, top5_acc: 0.9508, loss_cls: 0.6894, loss: 0.6894, grad_norm: 4.6326 2021-05-27 05:53:29,912 - mmaction - INFO - Epoch [13][1880/3757] lr: 5.000e-05, eta: 2:29:53, time: 0.973, data_time: 0.002, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9539, loss_cls: 0.7143, loss: 0.7143, grad_norm: 4.8184 2021-05-27 05:53:45,753 - mmaction - INFO - Epoch [13][1900/3757] lr: 5.000e-05, eta: 2:29:33, time: 0.792, data_time: 0.003, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9563, loss_cls: 0.6140, loss: 0.6140, grad_norm: 4.7675 2021-05-27 05:54:05,347 - mmaction - INFO - Epoch [13][1920/3757] lr: 5.000e-05, eta: 2:29:14, time: 0.978, data_time: 0.004, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9586, loss_cls: 0.6425, loss: 0.6425, grad_norm: 4.6260 2021-05-27 05:54:21,599 - mmaction - INFO - Epoch [13][1940/3757] lr: 5.000e-05, eta: 2:28:54, time: 0.814, data_time: 0.006, memory: 12750, top1_acc: 0.8531, top5_acc: 0.9570, loss_cls: 0.5859, loss: 0.5859, grad_norm: 4.4868 2021-05-27 05:54:40,896 - mmaction - INFO - Epoch [13][1960/3757] lr: 5.000e-05, eta: 2:28:35, time: 0.963, data_time: 0.002, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9516, loss_cls: 0.6524, loss: 0.6524, grad_norm: 4.3834 2021-05-27 05:54:57,657 - mmaction - INFO - Epoch [13][1980/3757] lr: 5.000e-05, eta: 2:28:15, time: 0.839, data_time: 0.004, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9539, loss_cls: 0.6491, loss: 0.6491, grad_norm: 4.6875 2021-05-27 05:55:15,206 - mmaction - INFO - Epoch [13][2000/3757] lr: 5.000e-05, eta: 2:27:56, time: 0.877, data_time: 0.006, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9531, loss_cls: 0.6685, loss: 0.6685, grad_norm: 4.7605 2021-05-27 05:55:32,150 - mmaction - INFO - Epoch [13][2020/3757] lr: 5.000e-05, eta: 2:27:36, time: 0.846, data_time: 0.006, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9570, loss_cls: 0.6606, loss: 0.6606, grad_norm: 4.8212 2021-05-27 05:55:48,528 - mmaction - INFO - Epoch [13][2040/3757] lr: 5.000e-05, eta: 2:27:16, time: 0.822, data_time: 0.008, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9578, loss_cls: 0.6512, loss: 0.6512, grad_norm: 4.6435 2021-05-27 05:56:03,872 - mmaction - INFO - Epoch [13][2060/3757] lr: 5.000e-05, eta: 2:26:57, time: 0.767, data_time: 0.001, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9500, loss_cls: 0.6439, loss: 0.6439, grad_norm: 4.4679 2021-05-27 05:56:20,449 - mmaction - INFO - Epoch [13][2080/3757] lr: 5.000e-05, eta: 2:26:37, time: 0.829, data_time: 0.004, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9555, loss_cls: 0.6392, loss: 0.6392, grad_norm: 4.6378 2021-05-27 05:56:41,436 - mmaction - INFO - Epoch [13][2100/3757] lr: 5.000e-05, eta: 2:26:18, time: 1.046, data_time: 0.002, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9547, loss_cls: 0.6781, loss: 0.6781, grad_norm: 4.8128 2021-05-27 05:56:56,656 - mmaction - INFO - Epoch [13][2120/3757] lr: 5.000e-05, eta: 2:25:58, time: 0.764, data_time: 0.012, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9570, loss_cls: 0.6151, loss: 0.6151, grad_norm: 4.5552 2021-05-27 05:57:14,990 - mmaction - INFO - Epoch [13][2140/3757] lr: 5.000e-05, eta: 2:25:39, time: 0.916, data_time: 0.002, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9500, loss_cls: 0.6625, loss: 0.6625, grad_norm: 4.7137 2021-05-27 05:57:34,296 - mmaction - INFO - Epoch [13][2160/3757] lr: 5.000e-05, eta: 2:25:20, time: 0.963, data_time: 0.003, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9570, loss_cls: 0.6796, loss: 0.6796, grad_norm: 4.6887 2021-05-27 05:57:54,014 - mmaction - INFO - Epoch [13][2180/3757] lr: 5.000e-05, eta: 2:25:01, time: 0.986, data_time: 0.012, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9422, loss_cls: 0.7181, loss: 0.7181, grad_norm: 4.8686 2021-05-27 05:58:13,395 - mmaction - INFO - Epoch [13][2200/3757] lr: 5.000e-05, eta: 2:24:42, time: 0.969, data_time: 0.006, memory: 12750, top1_acc: 0.8484, top5_acc: 0.9602, loss_cls: 0.5928, loss: 0.5928, grad_norm: 4.6303 2021-05-27 05:58:29,886 - mmaction - INFO - Epoch [13][2220/3757] lr: 5.000e-05, eta: 2:24:22, time: 0.819, data_time: 0.007, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9523, loss_cls: 0.6768, loss: 0.6768, grad_norm: 4.7163 2021-05-27 05:58:49,781 - mmaction - INFO - Epoch [13][2240/3757] lr: 5.000e-05, eta: 2:24:03, time: 1.003, data_time: 0.011, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9617, loss_cls: 0.6427, loss: 0.6427, grad_norm: 4.7721 2021-05-27 05:59:06,357 - mmaction - INFO - Epoch [13][2260/3757] lr: 5.000e-05, eta: 2:23:43, time: 0.823, data_time: 0.003, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9633, loss_cls: 0.6546, loss: 0.6546, grad_norm: 4.8844 2021-05-27 05:59:25,225 - mmaction - INFO - Epoch [13][2280/3757] lr: 5.000e-05, eta: 2:23:24, time: 0.948, data_time: 0.021, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9516, loss_cls: 0.6200, loss: 0.6200, grad_norm: 4.5381 2021-05-27 05:59:40,656 - mmaction - INFO - Epoch [13][2300/3757] lr: 5.000e-05, eta: 2:23:04, time: 0.774, data_time: 0.003, memory: 12750, top1_acc: 0.8359, top5_acc: 0.9555, loss_cls: 0.6277, loss: 0.6277, grad_norm: 4.4842 2021-05-27 05:59:59,433 - mmaction - INFO - Epoch [13][2320/3757] lr: 5.000e-05, eta: 2:22:45, time: 0.937, data_time: 0.002, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9563, loss_cls: 0.6786, loss: 0.6786, grad_norm: 4.8584 2021-05-27 06:00:25,680 - mmaction - INFO - Epoch [13][2340/3757] lr: 5.000e-05, eta: 2:22:27, time: 1.302, data_time: 0.006, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9617, loss_cls: 0.6428, loss: 0.6428, grad_norm: 4.5513 2021-05-27 06:00:48,264 - mmaction - INFO - Epoch [13][2360/3757] lr: 5.000e-05, eta: 2:22:09, time: 1.137, data_time: 0.020, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9531, loss_cls: 0.6603, loss: 0.6603, grad_norm: 4.8409 2021-05-27 06:01:06,252 - mmaction - INFO - Epoch [13][2380/3757] lr: 5.000e-05, eta: 2:21:50, time: 0.902, data_time: 0.007, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9516, loss_cls: 0.6538, loss: 0.6538, grad_norm: 4.6719 2021-05-27 06:01:21,417 - mmaction - INFO - Epoch [13][2400/3757] lr: 5.000e-05, eta: 2:21:30, time: 0.759, data_time: 0.003, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9398, loss_cls: 0.6940, loss: 0.6940, grad_norm: 4.7533 2021-05-27 06:01:37,970 - mmaction - INFO - Epoch [13][2420/3757] lr: 5.000e-05, eta: 2:21:10, time: 0.828, data_time: 0.003, memory: 12750, top1_acc: 0.8391, top5_acc: 0.9672, loss_cls: 0.5830, loss: 0.5830, grad_norm: 4.5278 2021-05-27 06:01:54,178 - mmaction - INFO - Epoch [13][2440/3757] lr: 5.000e-05, eta: 2:20:50, time: 0.803, data_time: 0.002, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9625, loss_cls: 0.6416, loss: 0.6416, grad_norm: 4.7968 2021-05-27 06:02:16,031 - mmaction - INFO - Epoch [13][2460/3757] lr: 5.000e-05, eta: 2:20:32, time: 1.096, data_time: 0.009, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9555, loss_cls: 0.6468, loss: 0.6468, grad_norm: 4.7226 2021-05-27 06:02:33,423 - mmaction - INFO - Epoch [13][2480/3757] lr: 5.000e-05, eta: 2:20:12, time: 0.870, data_time: 0.007, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9539, loss_cls: 0.6588, loss: 0.6588, grad_norm: 5.8531 2021-05-27 06:02:52,166 - mmaction - INFO - Epoch [13][2500/3757] lr: 5.000e-05, eta: 2:19:53, time: 0.940, data_time: 0.006, memory: 12750, top1_acc: 0.8461, top5_acc: 0.9656, loss_cls: 0.5588, loss: 0.5588, grad_norm: 4.4724 2021-05-27 06:03:09,330 - mmaction - INFO - Epoch [13][2520/3757] lr: 5.000e-05, eta: 2:19:34, time: 0.860, data_time: 0.004, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9484, loss_cls: 0.6721, loss: 0.6721, grad_norm: 4.8226 2021-05-27 06:03:25,748 - mmaction - INFO - Epoch [13][2540/3757] lr: 5.000e-05, eta: 2:19:14, time: 0.819, data_time: 0.002, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9477, loss_cls: 0.6664, loss: 0.6664, grad_norm: 4.6472 2021-05-27 06:03:42,169 - mmaction - INFO - Epoch [13][2560/3757] lr: 5.000e-05, eta: 2:18:54, time: 0.822, data_time: 0.004, memory: 12750, top1_acc: 0.8359, top5_acc: 0.9547, loss_cls: 0.6527, loss: 0.6527, grad_norm: 4.7841 2021-05-27 06:04:01,833 - mmaction - INFO - Epoch [13][2580/3757] lr: 5.000e-05, eta: 2:18:35, time: 0.982, data_time: 0.003, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9523, loss_cls: 0.6287, loss: 0.6287, grad_norm: 4.5310 2021-05-27 06:04:20,100 - mmaction - INFO - Epoch [13][2600/3757] lr: 5.000e-05, eta: 2:18:16, time: 0.915, data_time: 0.005, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9523, loss_cls: 0.6951, loss: 0.6951, grad_norm: 4.8912 2021-05-27 06:04:37,874 - mmaction - INFO - Epoch [13][2620/3757] lr: 5.000e-05, eta: 2:17:57, time: 0.888, data_time: 0.003, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9594, loss_cls: 0.6418, loss: 0.6418, grad_norm: 4.6171 2021-05-27 06:04:54,351 - mmaction - INFO - Epoch [13][2640/3757] lr: 5.000e-05, eta: 2:17:37, time: 0.824, data_time: 0.003, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9563, loss_cls: 0.6666, loss: 0.6666, grad_norm: 5.0232 2021-05-27 06:05:11,276 - mmaction - INFO - Epoch [13][2660/3757] lr: 5.000e-05, eta: 2:17:17, time: 0.846, data_time: 0.005, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9570, loss_cls: 0.6727, loss: 0.6727, grad_norm: 4.6471 2021-05-27 06:05:26,579 - mmaction - INFO - Epoch [13][2680/3757] lr: 5.000e-05, eta: 2:16:58, time: 0.765, data_time: 0.003, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9555, loss_cls: 0.6517, loss: 0.6517, grad_norm: 4.6370 2021-05-27 06:05:48,424 - mmaction - INFO - Epoch [13][2700/3757] lr: 5.000e-05, eta: 2:16:39, time: 1.090, data_time: 0.004, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9531, loss_cls: 0.6757, loss: 0.6757, grad_norm: 4.8237 2021-05-27 06:06:04,681 - mmaction - INFO - Epoch [13][2720/3757] lr: 5.000e-05, eta: 2:16:19, time: 0.816, data_time: 0.007, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9500, loss_cls: 0.6789, loss: 0.6789, grad_norm: 4.7529 2021-05-27 06:06:23,947 - mmaction - INFO - Epoch [13][2740/3757] lr: 5.000e-05, eta: 2:16:00, time: 0.960, data_time: 0.004, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9531, loss_cls: 0.6661, loss: 0.6661, grad_norm: 4.9594 2021-05-27 06:06:45,915 - mmaction - INFO - Epoch [13][2760/3757] lr: 5.000e-05, eta: 2:15:42, time: 1.100, data_time: 0.009, memory: 12750, top1_acc: 0.8406, top5_acc: 0.9523, loss_cls: 0.6242, loss: 0.6242, grad_norm: 4.6311 2021-05-27 06:07:03,116 - mmaction - INFO - Epoch [13][2780/3757] lr: 5.000e-05, eta: 2:15:22, time: 0.862, data_time: 0.005, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9531, loss_cls: 0.6825, loss: 0.6825, grad_norm: 4.7965 2021-05-27 06:07:18,897 - mmaction - INFO - Epoch [13][2800/3757] lr: 5.000e-05, eta: 2:15:02, time: 0.790, data_time: 0.003, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9508, loss_cls: 0.6475, loss: 0.6475, grad_norm: 4.5483 2021-05-27 06:07:37,346 - mmaction - INFO - Epoch [13][2820/3757] lr: 5.000e-05, eta: 2:14:43, time: 0.920, data_time: 0.002, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9516, loss_cls: 0.7336, loss: 0.7336, grad_norm: 4.8474 2021-05-27 06:07:52,984 - mmaction - INFO - Epoch [13][2840/3757] lr: 5.000e-05, eta: 2:14:23, time: 0.785, data_time: 0.005, memory: 12750, top1_acc: 0.8398, top5_acc: 0.9594, loss_cls: 0.6088, loss: 0.6088, grad_norm: 4.5650 2021-05-27 06:08:12,252 - mmaction - INFO - Epoch [13][2860/3757] lr: 5.000e-05, eta: 2:14:04, time: 0.960, data_time: 0.002, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9453, loss_cls: 0.7041, loss: 0.7041, grad_norm: 4.7736 2021-05-27 06:08:29,529 - mmaction - INFO - Epoch [13][2880/3757] lr: 5.000e-05, eta: 2:13:45, time: 0.864, data_time: 0.005, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9555, loss_cls: 0.6374, loss: 0.6374, grad_norm: 4.8330 2021-05-27 06:08:48,303 - mmaction - INFO - Epoch [13][2900/3757] lr: 5.000e-05, eta: 2:13:26, time: 0.936, data_time: 0.006, memory: 12750, top1_acc: 0.8063, top5_acc: 0.9445, loss_cls: 0.7177, loss: 0.7177, grad_norm: 4.8974 2021-05-27 06:09:05,695 - mmaction - INFO - Epoch [13][2920/3757] lr: 5.000e-05, eta: 2:13:06, time: 0.874, data_time: 0.007, memory: 12750, top1_acc: 0.8453, top5_acc: 0.9570, loss_cls: 0.6083, loss: 0.6083, grad_norm: 4.3697 2021-05-27 06:09:24,169 - mmaction - INFO - Epoch [13][2940/3757] lr: 5.000e-05, eta: 2:12:47, time: 0.919, data_time: 0.003, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9563, loss_cls: 0.6732, loss: 0.6732, grad_norm: 4.9517 2021-05-27 06:09:42,646 - mmaction - INFO - Epoch [13][2960/3757] lr: 5.000e-05, eta: 2:12:28, time: 0.929, data_time: 0.008, memory: 12750, top1_acc: 0.8375, top5_acc: 0.9516, loss_cls: 0.6270, loss: 0.6270, grad_norm: 4.6882 2021-05-27 06:09:57,928 - mmaction - INFO - Epoch [13][2980/3757] lr: 5.000e-05, eta: 2:12:08, time: 0.764, data_time: 0.004, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9570, loss_cls: 0.6408, loss: 0.6408, grad_norm: 4.7134 2021-05-27 06:10:14,117 - mmaction - INFO - Epoch [13][3000/3757] lr: 5.000e-05, eta: 2:11:48, time: 0.810, data_time: 0.003, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9492, loss_cls: 0.7265, loss: 0.7265, grad_norm: 4.7842 2021-05-27 06:10:30,844 - mmaction - INFO - Epoch [13][3020/3757] lr: 5.000e-05, eta: 2:11:29, time: 0.836, data_time: 0.002, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9516, loss_cls: 0.6615, loss: 0.6615, grad_norm: 4.6852 2021-05-27 06:10:51,796 - mmaction - INFO - Epoch [13][3040/3757] lr: 5.000e-05, eta: 2:11:10, time: 1.042, data_time: 0.003, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9453, loss_cls: 0.6817, loss: 0.6817, grad_norm: 4.8735 2021-05-27 06:11:09,214 - mmaction - INFO - Epoch [13][3060/3757] lr: 5.000e-05, eta: 2:10:50, time: 0.876, data_time: 0.007, memory: 12750, top1_acc: 0.8375, top5_acc: 0.9609, loss_cls: 0.5994, loss: 0.5994, grad_norm: 4.4092 2021-05-27 06:11:25,811 - mmaction - INFO - Epoch [13][3080/3757] lr: 5.000e-05, eta: 2:10:31, time: 0.830, data_time: 0.002, memory: 12750, top1_acc: 0.8438, top5_acc: 0.9664, loss_cls: 0.5866, loss: 0.5866, grad_norm: 4.4565 2021-05-27 06:11:43,644 - mmaction - INFO - Epoch [13][3100/3757] lr: 5.000e-05, eta: 2:10:12, time: 0.891, data_time: 0.001, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9648, loss_cls: 0.6273, loss: 0.6273, grad_norm: 4.6983 2021-05-27 06:12:02,629 - mmaction - INFO - Epoch [13][3120/3757] lr: 5.000e-05, eta: 2:09:52, time: 0.949, data_time: 0.004, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9523, loss_cls: 0.6746, loss: 0.6746, grad_norm: 4.7323 2021-05-27 06:12:23,747 - mmaction - INFO - Epoch [13][3140/3757] lr: 5.000e-05, eta: 2:09:34, time: 1.056, data_time: 0.003, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9523, loss_cls: 0.6091, loss: 0.6091, grad_norm: 4.5279 2021-05-27 06:12:39,585 - mmaction - INFO - Epoch [13][3160/3757] lr: 5.000e-05, eta: 2:09:14, time: 0.792, data_time: 0.002, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9539, loss_cls: 0.6878, loss: 0.6878, grad_norm: 4.9333 2021-05-27 06:12:55,524 - mmaction - INFO - Epoch [13][3180/3757] lr: 5.000e-05, eta: 2:08:54, time: 0.797, data_time: 0.002, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9617, loss_cls: 0.6440, loss: 0.6440, grad_norm: 5.3768 2021-05-27 06:13:13,392 - mmaction - INFO - Epoch [13][3200/3757] lr: 5.000e-05, eta: 2:08:35, time: 0.892, data_time: 0.003, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9516, loss_cls: 0.6597, loss: 0.6597, grad_norm: 4.6272 2021-05-27 06:13:30,164 - mmaction - INFO - Epoch [13][3220/3757] lr: 5.000e-05, eta: 2:08:15, time: 0.840, data_time: 0.004, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9594, loss_cls: 0.6414, loss: 0.6414, grad_norm: 4.6953 2021-05-27 06:13:47,504 - mmaction - INFO - Epoch [13][3240/3757] lr: 5.000e-05, eta: 2:07:56, time: 0.867, data_time: 0.004, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9594, loss_cls: 0.6198, loss: 0.6198, grad_norm: 4.6110 2021-05-27 06:14:03,258 - mmaction - INFO - Epoch [13][3260/3757] lr: 5.000e-05, eta: 2:07:36, time: 0.787, data_time: 0.003, memory: 12750, top1_acc: 0.8367, top5_acc: 0.9633, loss_cls: 0.6042, loss: 0.6042, grad_norm: 4.4880 2021-05-27 06:14:19,239 - mmaction - INFO - Epoch [13][3280/3757] lr: 5.000e-05, eta: 2:07:17, time: 0.793, data_time: 0.002, memory: 12750, top1_acc: 0.8398, top5_acc: 0.9555, loss_cls: 0.6100, loss: 0.6100, grad_norm: 4.5726 2021-05-27 06:14:39,503 - mmaction - INFO - Epoch [13][3300/3757] lr: 5.000e-05, eta: 2:06:58, time: 1.017, data_time: 0.009, memory: 12750, top1_acc: 0.8375, top5_acc: 0.9523, loss_cls: 0.6302, loss: 0.6302, grad_norm: 4.6446 2021-05-27 06:15:02,602 - mmaction - INFO - Epoch [13][3320/3757] lr: 5.000e-05, eta: 2:06:39, time: 1.158, data_time: 0.006, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9570, loss_cls: 0.6449, loss: 0.6449, grad_norm: 4.6997 2021-05-27 06:15:23,221 - mmaction - INFO - Epoch [13][3340/3757] lr: 5.000e-05, eta: 2:06:20, time: 1.020, data_time: 0.005, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9484, loss_cls: 0.7191, loss: 0.7191, grad_norm: 5.1064 2021-05-27 06:15:42,897 - mmaction - INFO - Epoch [13][3360/3757] lr: 5.000e-05, eta: 2:06:01, time: 0.994, data_time: 0.017, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9469, loss_cls: 0.6772, loss: 0.6772, grad_norm: 4.6762 2021-05-27 06:16:00,982 - mmaction - INFO - Epoch [13][3380/3757] lr: 5.000e-05, eta: 2:05:42, time: 0.895, data_time: 0.004, memory: 12750, top1_acc: 0.8406, top5_acc: 0.9633, loss_cls: 0.5654, loss: 0.5654, grad_norm: 4.5816 2021-05-27 06:16:20,803 - mmaction - INFO - Epoch [13][3400/3757] lr: 5.000e-05, eta: 2:05:23, time: 0.996, data_time: 0.012, memory: 12750, top1_acc: 0.8414, top5_acc: 0.9570, loss_cls: 0.6206, loss: 0.6206, grad_norm: 4.4964 2021-05-27 06:16:36,462 - mmaction - INFO - Epoch [13][3420/3757] lr: 5.000e-05, eta: 2:05:04, time: 0.789, data_time: 0.007, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9586, loss_cls: 0.6814, loss: 0.6814, grad_norm: 4.7762 2021-05-27 06:16:54,996 - mmaction - INFO - Epoch [13][3440/3757] lr: 5.000e-05, eta: 2:04:44, time: 0.926, data_time: 0.002, memory: 12750, top1_acc: 0.8477, top5_acc: 0.9648, loss_cls: 0.5806, loss: 0.5806, grad_norm: 4.5595 2021-05-27 06:17:15,624 - mmaction - INFO - Epoch [13][3460/3757] lr: 5.000e-05, eta: 2:04:25, time: 1.030, data_time: 0.002, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9586, loss_cls: 0.6041, loss: 0.6041, grad_norm: 4.5573 2021-05-27 06:17:31,445 - mmaction - INFO - Epoch [13][3480/3757] lr: 5.000e-05, eta: 2:04:06, time: 0.793, data_time: 0.004, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9602, loss_cls: 0.6723, loss: 0.6723, grad_norm: 4.8670 2021-05-27 06:17:51,707 - mmaction - INFO - Epoch [13][3500/3757] lr: 5.000e-05, eta: 2:03:47, time: 1.006, data_time: 0.002, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9578, loss_cls: 0.6472, loss: 0.6472, grad_norm: 4.7835 2021-05-27 06:18:14,092 - mmaction - INFO - Epoch [13][3520/3757] lr: 5.000e-05, eta: 2:03:28, time: 1.122, data_time: 0.010, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9484, loss_cls: 0.7029, loss: 0.7029, grad_norm: 5.0863 2021-05-27 06:18:34,335 - mmaction - INFO - Epoch [13][3540/3757] lr: 5.000e-05, eta: 2:03:09, time: 1.016, data_time: 0.006, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9523, loss_cls: 0.6313, loss: 0.6313, grad_norm: 4.6428 2021-05-27 06:18:49,960 - mmaction - INFO - Epoch [13][3560/3757] lr: 5.000e-05, eta: 2:02:50, time: 0.781, data_time: 0.002, memory: 12750, top1_acc: 0.8406, top5_acc: 0.9500, loss_cls: 0.6165, loss: 0.6165, grad_norm: 4.4915 2021-05-27 06:19:10,080 - mmaction - INFO - Epoch [13][3580/3757] lr: 5.000e-05, eta: 2:02:31, time: 1.006, data_time: 0.005, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9563, loss_cls: 0.6660, loss: 0.6660, grad_norm: 4.7928 2021-05-27 06:19:29,210 - mmaction - INFO - Epoch [13][3600/3757] lr: 5.000e-05, eta: 2:02:12, time: 0.953, data_time: 0.003, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9563, loss_cls: 0.6390, loss: 0.6390, grad_norm: 4.6611 2021-05-27 06:19:47,409 - mmaction - INFO - Epoch [13][3620/3757] lr: 5.000e-05, eta: 2:01:52, time: 0.914, data_time: 0.007, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9469, loss_cls: 0.6409, loss: 0.6409, grad_norm: 4.7511 2021-05-27 06:20:06,380 - mmaction - INFO - Epoch [13][3640/3757] lr: 5.000e-05, eta: 2:01:33, time: 0.946, data_time: 0.003, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9469, loss_cls: 0.6951, loss: 0.6951, grad_norm: 4.5859 2021-05-27 06:20:22,583 - mmaction - INFO - Epoch [13][3660/3757] lr: 5.000e-05, eta: 2:01:14, time: 0.813, data_time: 0.004, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9484, loss_cls: 0.6637, loss: 0.6637, grad_norm: 4.5399 2021-05-27 06:20:40,828 - mmaction - INFO - Epoch [13][3680/3757] lr: 5.000e-05, eta: 2:00:54, time: 0.912, data_time: 0.003, memory: 12750, top1_acc: 0.8391, top5_acc: 0.9500, loss_cls: 0.6478, loss: 0.6478, grad_norm: 4.6274 2021-05-27 06:20:57,138 - mmaction - INFO - Epoch [13][3700/3757] lr: 5.000e-05, eta: 2:00:35, time: 0.815, data_time: 0.003, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9539, loss_cls: 0.6348, loss: 0.6348, grad_norm: 4.6153 2021-05-27 06:21:15,086 - mmaction - INFO - Epoch [13][3720/3757] lr: 5.000e-05, eta: 2:00:16, time: 0.895, data_time: 0.004, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9500, loss_cls: 0.6795, loss: 0.6795, grad_norm: 4.6912 2021-05-27 06:21:31,861 - mmaction - INFO - Epoch [13][3740/3757] lr: 5.000e-05, eta: 1:59:56, time: 0.841, data_time: 0.005, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9508, loss_cls: 0.6801, loss: 0.6801, grad_norm: 4.7505 2021-05-27 06:21:57,156 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-05-27 06:29:53,058 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 06:29:53,859 - mmaction - INFO - top1_acc 0.7597 top5_acc 0.9240 2021-05-27 06:29:53,860 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 06:29:53,931 - mmaction - INFO - mean_acc 0.7596 2021-05-27 06:29:53,942 - mmaction - INFO - Epoch(val) [13][3757] top1_acc: 0.7597, top5_acc: 0.9240, mean_class_accuracy: 0.7596 2021-05-27 06:35:27,287 - mmaction - INFO - Epoch [14][20/3757] lr: 5.000e-05, eta: 2:00:06, time: 16.661, data_time: 15.556, memory: 12750, top1_acc: 0.8414, top5_acc: 0.9586, loss_cls: 0.5914, loss: 0.5914, grad_norm: 4.3914 2021-05-27 06:35:45,619 - mmaction - INFO - Epoch [14][40/3757] lr: 5.000e-05, eta: 1:59:47, time: 0.920, data_time: 0.009, memory: 12750, top1_acc: 0.8359, top5_acc: 0.9508, loss_cls: 0.6365, loss: 0.6365, grad_norm: 4.4879 2021-05-27 06:36:01,830 - mmaction - INFO - Epoch [14][60/3757] lr: 5.000e-05, eta: 1:59:27, time: 0.810, data_time: 0.002, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9523, loss_cls: 0.6752, loss: 0.6752, grad_norm: 4.7728 2021-05-27 06:36:21,148 - mmaction - INFO - Epoch [14][80/3757] lr: 5.000e-05, eta: 1:59:08, time: 0.966, data_time: 0.002, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9516, loss_cls: 0.6966, loss: 0.6966, grad_norm: 4.7246 2021-05-27 06:36:36,781 - mmaction - INFO - Epoch [14][100/3757] lr: 5.000e-05, eta: 1:58:48, time: 0.782, data_time: 0.002, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9531, loss_cls: 0.6711, loss: 0.6711, grad_norm: 4.5889 2021-05-27 06:36:54,729 - mmaction - INFO - Epoch [14][120/3757] lr: 5.000e-05, eta: 1:58:29, time: 0.897, data_time: 0.003, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9508, loss_cls: 0.6748, loss: 0.6748, grad_norm: 4.7775 2021-05-27 06:37:11,669 - mmaction - INFO - Epoch [14][140/3757] lr: 5.000e-05, eta: 1:58:09, time: 0.847, data_time: 0.003, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9555, loss_cls: 0.6323, loss: 0.6323, grad_norm: 4.6730 2021-05-27 06:37:27,216 - mmaction - INFO - Epoch [14][160/3757] lr: 5.000e-05, eta: 1:57:50, time: 0.778, data_time: 0.002, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9563, loss_cls: 0.6493, loss: 0.6493, grad_norm: 4.9074 2021-05-27 06:37:45,170 - mmaction - INFO - Epoch [14][180/3757] lr: 5.000e-05, eta: 1:57:30, time: 0.896, data_time: 0.003, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9594, loss_cls: 0.6418, loss: 0.6418, grad_norm: 4.7219 2021-05-27 06:38:03,312 - mmaction - INFO - Epoch [14][200/3757] lr: 5.000e-05, eta: 1:57:11, time: 0.898, data_time: 0.007, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9516, loss_cls: 0.6222, loss: 0.6222, grad_norm: 4.7291 2021-05-27 06:38:22,004 - mmaction - INFO - Epoch [14][220/3757] lr: 5.000e-05, eta: 1:56:51, time: 0.942, data_time: 0.018, memory: 12750, top1_acc: 0.8344, top5_acc: 0.9563, loss_cls: 0.6167, loss: 0.6167, grad_norm: 4.5645 2021-05-27 06:38:37,622 - mmaction - INFO - Epoch [14][240/3757] lr: 5.000e-05, eta: 1:56:32, time: 0.785, data_time: 0.005, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9602, loss_cls: 0.6147, loss: 0.6147, grad_norm: 4.6741 2021-05-27 06:38:53,929 - mmaction - INFO - Epoch [14][260/3757] lr: 5.000e-05, eta: 1:56:12, time: 0.815, data_time: 0.003, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9523, loss_cls: 0.6762, loss: 0.6762, grad_norm: 4.8849 2021-05-27 06:39:13,891 - mmaction - INFO - Epoch [14][280/3757] lr: 5.000e-05, eta: 1:55:53, time: 0.995, data_time: 0.012, memory: 12750, top1_acc: 0.8359, top5_acc: 0.9617, loss_cls: 0.5813, loss: 0.5813, grad_norm: 4.5704 2021-05-27 06:39:37,038 - mmaction - INFO - Epoch [14][300/3757] lr: 5.000e-05, eta: 1:55:34, time: 1.155, data_time: 0.006, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9531, loss_cls: 0.6537, loss: 0.6537, grad_norm: 4.5933 2021-05-27 06:39:55,119 - mmaction - INFO - Epoch [14][320/3757] lr: 5.000e-05, eta: 1:55:15, time: 0.907, data_time: 0.011, memory: 12750, top1_acc: 0.8063, top5_acc: 0.9461, loss_cls: 0.7086, loss: 0.7086, grad_norm: 4.7572 2021-05-27 06:40:11,377 - mmaction - INFO - Epoch [14][340/3757] lr: 5.000e-05, eta: 1:54:55, time: 0.815, data_time: 0.006, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9609, loss_cls: 0.6096, loss: 0.6096, grad_norm: 4.7735 2021-05-27 06:40:28,944 - mmaction - INFO - Epoch [14][360/3757] lr: 5.000e-05, eta: 1:54:36, time: 0.879, data_time: 0.004, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9500, loss_cls: 0.6717, loss: 0.6717, grad_norm: 4.9759 2021-05-27 06:40:45,375 - mmaction - INFO - Epoch [14][380/3757] lr: 5.000e-05, eta: 1:54:16, time: 0.820, data_time: 0.002, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9484, loss_cls: 0.7057, loss: 0.7057, grad_norm: 4.7098 2021-05-27 06:41:00,900 - mmaction - INFO - Epoch [14][400/3757] lr: 5.000e-05, eta: 1:53:56, time: 0.776, data_time: 0.004, memory: 12750, top1_acc: 0.8461, top5_acc: 0.9609, loss_cls: 0.6050, loss: 0.6050, grad_norm: 4.3292 2021-05-27 06:41:16,194 - mmaction - INFO - Epoch [14][420/3757] lr: 5.000e-05, eta: 1:53:37, time: 0.765, data_time: 0.005, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9555, loss_cls: 0.6567, loss: 0.6567, grad_norm: 4.7214 2021-05-27 06:41:31,535 - mmaction - INFO - Epoch [14][440/3757] lr: 5.000e-05, eta: 1:53:17, time: 0.768, data_time: 0.003, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9539, loss_cls: 0.6778, loss: 0.6778, grad_norm: 4.8126 2021-05-27 06:41:49,550 - mmaction - INFO - Epoch [14][460/3757] lr: 5.000e-05, eta: 1:52:57, time: 0.900, data_time: 0.002, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9563, loss_cls: 0.6502, loss: 0.6502, grad_norm: 4.8903 2021-05-27 06:42:04,901 - mmaction - INFO - Epoch [14][480/3757] lr: 5.000e-05, eta: 1:52:38, time: 0.767, data_time: 0.002, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9609, loss_cls: 0.6287, loss: 0.6287, grad_norm: 4.6185 2021-05-27 06:42:25,322 - mmaction - INFO - Epoch [14][500/3757] lr: 5.000e-05, eta: 1:52:19, time: 1.018, data_time: 0.002, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9477, loss_cls: 0.6519, loss: 0.6519, grad_norm: 4.7725 2021-05-27 06:42:48,064 - mmaction - INFO - Epoch [14][520/3757] lr: 5.000e-05, eta: 1:52:00, time: 1.138, data_time: 0.006, memory: 12750, top1_acc: 0.8031, top5_acc: 0.9484, loss_cls: 0.7143, loss: 0.7143, grad_norm: 4.8125 2021-05-27 06:43:06,364 - mmaction - INFO - Epoch [14][540/3757] lr: 5.000e-05, eta: 1:51:41, time: 0.914, data_time: 0.004, memory: 12750, top1_acc: 0.8375, top5_acc: 0.9586, loss_cls: 0.6195, loss: 0.6195, grad_norm: 4.5320 2021-05-27 06:43:23,180 - mmaction - INFO - Epoch [14][560/3757] lr: 5.000e-05, eta: 1:51:21, time: 0.843, data_time: 0.005, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9539, loss_cls: 0.6199, loss: 0.6199, grad_norm: 4.5221 2021-05-27 06:43:38,911 - mmaction - INFO - Epoch [14][580/3757] lr: 5.000e-05, eta: 1:51:01, time: 0.788, data_time: 0.003, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9594, loss_cls: 0.6206, loss: 0.6206, grad_norm: 4.7234 2021-05-27 06:43:57,943 - mmaction - INFO - Epoch [14][600/3757] lr: 5.000e-05, eta: 1:50:42, time: 0.951, data_time: 0.004, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9617, loss_cls: 0.6124, loss: 0.6124, grad_norm: 4.6495 2021-05-27 06:44:13,795 - mmaction - INFO - Epoch [14][620/3757] lr: 5.000e-05, eta: 1:50:22, time: 0.791, data_time: 0.002, memory: 12750, top1_acc: 0.8359, top5_acc: 0.9430, loss_cls: 0.6565, loss: 0.6565, grad_norm: 4.6247 2021-05-27 06:44:29,494 - mmaction - INFO - Epoch [14][640/3757] lr: 5.000e-05, eta: 1:50:03, time: 0.786, data_time: 0.006, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9414, loss_cls: 0.7006, loss: 0.7006, grad_norm: 4.9035 2021-05-27 06:44:46,007 - mmaction - INFO - Epoch [14][660/3757] lr: 5.000e-05, eta: 1:49:43, time: 0.827, data_time: 0.004, memory: 12750, top1_acc: 0.8430, top5_acc: 0.9437, loss_cls: 0.6438, loss: 0.6438, grad_norm: 4.3501 2021-05-27 06:45:02,585 - mmaction - INFO - Epoch [14][680/3757] lr: 5.000e-05, eta: 1:49:23, time: 0.827, data_time: 0.001, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9625, loss_cls: 0.6324, loss: 0.6324, grad_norm: 4.5841 2021-05-27 06:45:18,444 - mmaction - INFO - Epoch [14][700/3757] lr: 5.000e-05, eta: 1:49:04, time: 0.794, data_time: 0.005, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9602, loss_cls: 0.6472, loss: 0.6472, grad_norm: 4.7223 2021-05-27 06:45:35,280 - mmaction - INFO - Epoch [14][720/3757] lr: 5.000e-05, eta: 1:48:44, time: 0.840, data_time: 0.002, memory: 12750, top1_acc: 0.8398, top5_acc: 0.9648, loss_cls: 0.5801, loss: 0.5801, grad_norm: 4.5045 2021-05-27 06:45:52,519 - mmaction - INFO - Epoch [14][740/3757] lr: 5.000e-05, eta: 1:48:25, time: 0.862, data_time: 0.005, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9508, loss_cls: 0.6314, loss: 0.6314, grad_norm: 4.6092 2021-05-27 06:46:09,394 - mmaction - INFO - Epoch [14][760/3757] lr: 5.000e-05, eta: 1:48:05, time: 0.843, data_time: 0.003, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9539, loss_cls: 0.6565, loss: 0.6565, grad_norm: 4.8451 2021-05-27 06:46:31,727 - mmaction - INFO - Epoch [14][780/3757] lr: 5.000e-05, eta: 1:47:46, time: 1.110, data_time: 0.006, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9547, loss_cls: 0.6631, loss: 0.6631, grad_norm: 4.6588 2021-05-27 06:46:50,086 - mmaction - INFO - Epoch [14][800/3757] lr: 5.000e-05, eta: 1:47:27, time: 0.925, data_time: 0.011, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9578, loss_cls: 0.6325, loss: 0.6325, grad_norm: 4.7030 2021-05-27 06:47:06,765 - mmaction - INFO - Epoch [14][820/3757] lr: 5.000e-05, eta: 1:47:08, time: 0.836, data_time: 0.003, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9609, loss_cls: 0.6153, loss: 0.6153, grad_norm: 4.4619 2021-05-27 06:47:25,923 - mmaction - INFO - Epoch [14][840/3757] lr: 5.000e-05, eta: 1:46:48, time: 0.956, data_time: 0.002, memory: 12750, top1_acc: 0.8367, top5_acc: 0.9570, loss_cls: 0.6254, loss: 0.6254, grad_norm: 4.6870 2021-05-27 06:47:42,223 - mmaction - INFO - Epoch [14][860/3757] lr: 5.000e-05, eta: 1:46:29, time: 0.816, data_time: 0.004, memory: 12750, top1_acc: 0.8422, top5_acc: 0.9609, loss_cls: 0.5953, loss: 0.5953, grad_norm: 4.4456 2021-05-27 06:48:04,377 - mmaction - INFO - Epoch [14][880/3757] lr: 5.000e-05, eta: 1:46:10, time: 1.106, data_time: 0.003, memory: 12750, top1_acc: 0.8055, top5_acc: 0.9430, loss_cls: 0.7388, loss: 0.7388, grad_norm: 4.9737 2021-05-27 06:48:19,883 - mmaction - INFO - Epoch [14][900/3757] lr: 5.000e-05, eta: 1:45:50, time: 0.777, data_time: 0.004, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9539, loss_cls: 0.6361, loss: 0.6361, grad_norm: 4.6771 2021-05-27 06:48:35,366 - mmaction - INFO - Epoch [14][920/3757] lr: 5.000e-05, eta: 1:45:31, time: 0.775, data_time: 0.003, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9555, loss_cls: 0.6430, loss: 0.6430, grad_norm: 4.6566 2021-05-27 06:48:55,076 - mmaction - INFO - Epoch [14][940/3757] lr: 5.000e-05, eta: 1:45:11, time: 0.978, data_time: 0.001, memory: 12750, top1_acc: 0.8094, top5_acc: 0.9570, loss_cls: 0.6629, loss: 0.6629, grad_norm: 4.7547 2021-05-27 06:49:10,305 - mmaction - INFO - Epoch [14][960/3757] lr: 5.000e-05, eta: 1:44:52, time: 0.767, data_time: 0.009, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9547, loss_cls: 0.6591, loss: 0.6591, grad_norm: 4.7499 2021-05-27 06:49:26,741 - mmaction - INFO - Epoch [14][980/3757] lr: 5.000e-05, eta: 1:44:32, time: 0.821, data_time: 0.003, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9531, loss_cls: 0.6638, loss: 0.6638, grad_norm: 4.6279 2021-05-27 06:49:48,190 - mmaction - INFO - Epoch [14][1000/3757] lr: 5.000e-05, eta: 1:44:13, time: 1.072, data_time: 0.007, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9492, loss_cls: 0.7058, loss: 0.7058, grad_norm: 4.8661 2021-05-27 06:50:03,741 - mmaction - INFO - Epoch [14][1020/3757] lr: 5.000e-05, eta: 1:43:54, time: 0.780, data_time: 0.005, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9578, loss_cls: 0.6341, loss: 0.6341, grad_norm: 4.6379 2021-05-27 06:50:21,017 - mmaction - INFO - Epoch [14][1040/3757] lr: 5.000e-05, eta: 1:43:34, time: 0.862, data_time: 0.002, memory: 12750, top1_acc: 0.8391, top5_acc: 0.9578, loss_cls: 0.6126, loss: 0.6126, grad_norm: 4.5598 2021-05-27 06:50:41,141 - mmaction - INFO - Epoch [14][1060/3757] lr: 5.000e-05, eta: 1:43:15, time: 1.003, data_time: 0.005, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9523, loss_cls: 0.6972, loss: 0.6972, grad_norm: 4.7714 2021-05-27 06:50:57,755 - mmaction - INFO - Epoch [14][1080/3757] lr: 5.000e-05, eta: 1:42:56, time: 0.834, data_time: 0.008, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9453, loss_cls: 0.6764, loss: 0.6764, grad_norm: 4.6523 2021-05-27 06:51:14,479 - mmaction - INFO - Epoch [14][1100/3757] lr: 5.000e-05, eta: 1:42:36, time: 0.836, data_time: 0.004, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9594, loss_cls: 0.6271, loss: 0.6271, grad_norm: 4.7207 2021-05-27 06:51:30,264 - mmaction - INFO - Epoch [14][1120/3757] lr: 5.000e-05, eta: 1:42:16, time: 0.790, data_time: 0.003, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9484, loss_cls: 0.6372, loss: 0.6372, grad_norm: 4.4542 2021-05-27 06:51:51,154 - mmaction - INFO - Epoch [14][1140/3757] lr: 5.000e-05, eta: 1:41:57, time: 1.041, data_time: 0.005, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9445, loss_cls: 0.7164, loss: 0.7164, grad_norm: 5.1348 2021-05-27 06:52:10,446 - mmaction - INFO - Epoch [14][1160/3757] lr: 5.000e-05, eta: 1:41:38, time: 0.967, data_time: 0.008, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9547, loss_cls: 0.6741, loss: 0.6741, grad_norm: 4.9347 2021-05-27 06:52:28,274 - mmaction - INFO - Epoch [14][1180/3757] lr: 5.000e-05, eta: 1:41:19, time: 0.892, data_time: 0.006, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9539, loss_cls: 0.6303, loss: 0.6303, grad_norm: 4.7524 2021-05-27 06:52:46,327 - mmaction - INFO - Epoch [14][1200/3757] lr: 5.000e-05, eta: 1:41:00, time: 0.904, data_time: 0.006, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9516, loss_cls: 0.6494, loss: 0.6494, grad_norm: 4.6054 2021-05-27 06:53:03,649 - mmaction - INFO - Epoch [14][1220/3757] lr: 5.000e-05, eta: 1:40:40, time: 0.864, data_time: 0.002, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9594, loss_cls: 0.6860, loss: 0.6860, grad_norm: 4.9476 2021-05-27 06:53:21,131 - mmaction - INFO - Epoch [14][1240/3757] lr: 5.000e-05, eta: 1:40:21, time: 0.877, data_time: 0.004, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9563, loss_cls: 0.6811, loss: 0.6811, grad_norm: 4.6987 2021-05-27 06:53:39,598 - mmaction - INFO - Epoch [14][1260/3757] lr: 5.000e-05, eta: 1:40:01, time: 0.923, data_time: 0.002, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9578, loss_cls: 0.6514, loss: 0.6514, grad_norm: 4.6087 2021-05-27 06:53:58,030 - mmaction - INFO - Epoch [14][1280/3757] lr: 5.000e-05, eta: 1:39:42, time: 0.921, data_time: 0.002, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9492, loss_cls: 0.7226, loss: 0.7226, grad_norm: 4.8775 2021-05-27 06:54:14,065 - mmaction - INFO - Epoch [14][1300/3757] lr: 5.000e-05, eta: 1:39:23, time: 0.803, data_time: 0.003, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9625, loss_cls: 0.6455, loss: 0.6455, grad_norm: 4.7698 2021-05-27 06:54:30,340 - mmaction - INFO - Epoch [14][1320/3757] lr: 5.000e-05, eta: 1:39:03, time: 0.814, data_time: 0.004, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9570, loss_cls: 0.6255, loss: 0.6255, grad_norm: 4.7307 2021-05-27 06:54:47,768 - mmaction - INFO - Epoch [14][1340/3757] lr: 5.000e-05, eta: 1:38:44, time: 0.871, data_time: 0.002, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9594, loss_cls: 0.6856, loss: 0.6856, grad_norm: 4.7246 2021-05-27 06:55:04,465 - mmaction - INFO - Epoch [14][1360/3757] lr: 5.000e-05, eta: 1:38:24, time: 0.834, data_time: 0.002, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9508, loss_cls: 0.6613, loss: 0.6613, grad_norm: 4.7191 2021-05-27 06:55:19,968 - mmaction - INFO - Epoch [14][1380/3757] lr: 5.000e-05, eta: 1:38:04, time: 0.773, data_time: 0.003, memory: 12750, top1_acc: 0.8445, top5_acc: 0.9664, loss_cls: 0.5870, loss: 0.5870, grad_norm: 4.3504 2021-05-27 06:55:40,303 - mmaction - INFO - Epoch [14][1400/3757] lr: 5.000e-05, eta: 1:37:45, time: 1.017, data_time: 0.006, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9578, loss_cls: 0.6003, loss: 0.6003, grad_norm: 4.4288 2021-05-27 06:55:59,131 - mmaction - INFO - Epoch [14][1420/3757] lr: 5.000e-05, eta: 1:37:26, time: 0.944, data_time: 0.004, memory: 12750, top1_acc: 0.8391, top5_acc: 0.9625, loss_cls: 0.5847, loss: 0.5847, grad_norm: 4.3870 2021-05-27 06:56:16,766 - mmaction - INFO - Epoch [14][1440/3757] lr: 5.000e-05, eta: 1:37:07, time: 0.882, data_time: 0.003, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9555, loss_cls: 0.6529, loss: 0.6529, grad_norm: 4.7154 2021-05-27 06:56:32,649 - mmaction - INFO - Epoch [14][1460/3757] lr: 5.000e-05, eta: 1:36:47, time: 0.793, data_time: 0.001, memory: 12750, top1_acc: 0.8359, top5_acc: 0.9555, loss_cls: 0.6354, loss: 0.6354, grad_norm: 4.5816 2021-05-27 06:56:48,421 - mmaction - INFO - Epoch [14][1480/3757] lr: 5.000e-05, eta: 1:36:28, time: 0.789, data_time: 0.003, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9508, loss_cls: 0.6423, loss: 0.6423, grad_norm: 4.7568 2021-05-27 06:57:04,479 - mmaction - INFO - Epoch [14][1500/3757] lr: 5.000e-05, eta: 1:36:08, time: 0.804, data_time: 0.003, memory: 12750, top1_acc: 0.8367, top5_acc: 0.9461, loss_cls: 0.6612, loss: 0.6612, grad_norm: 4.5806 2021-05-27 06:57:25,055 - mmaction - INFO - Epoch [14][1520/3757] lr: 5.000e-05, eta: 1:35:49, time: 1.027, data_time: 0.002, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9531, loss_cls: 0.6371, loss: 0.6371, grad_norm: 4.5276 2021-05-27 06:57:45,558 - mmaction - INFO - Epoch [14][1540/3757] lr: 5.000e-05, eta: 1:35:30, time: 1.026, data_time: 0.004, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9531, loss_cls: 0.6777, loss: 0.6777, grad_norm: 4.8159 2021-05-27 06:58:02,862 - mmaction - INFO - Epoch [14][1560/3757] lr: 5.000e-05, eta: 1:35:11, time: 0.865, data_time: 0.002, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9555, loss_cls: 0.6321, loss: 0.6321, grad_norm: 5.1408 2021-05-27 06:58:18,696 - mmaction - INFO - Epoch [14][1580/3757] lr: 5.000e-05, eta: 1:34:51, time: 0.792, data_time: 0.003, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9586, loss_cls: 0.6174, loss: 0.6174, grad_norm: 4.4899 2021-05-27 06:58:34,691 - mmaction - INFO - Epoch [14][1600/3757] lr: 5.000e-05, eta: 1:34:31, time: 0.801, data_time: 0.003, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9523, loss_cls: 0.6609, loss: 0.6609, grad_norm: 4.5349 2021-05-27 06:58:50,860 - mmaction - INFO - Epoch [14][1620/3757] lr: 5.000e-05, eta: 1:34:12, time: 0.806, data_time: 0.001, memory: 12750, top1_acc: 0.8375, top5_acc: 0.9547, loss_cls: 0.6459, loss: 0.6459, grad_norm: 4.7489 2021-05-27 06:59:09,071 - mmaction - INFO - Epoch [14][1640/3757] lr: 5.000e-05, eta: 1:33:53, time: 0.912, data_time: 0.007, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9625, loss_cls: 0.6076, loss: 0.6076, grad_norm: 4.5597 2021-05-27 06:59:25,636 - mmaction - INFO - Epoch [14][1660/3757] lr: 5.000e-05, eta: 1:33:33, time: 0.828, data_time: 0.019, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9563, loss_cls: 0.6633, loss: 0.6633, grad_norm: 4.8999 2021-05-27 06:59:47,396 - mmaction - INFO - Epoch [14][1680/3757] lr: 5.000e-05, eta: 1:33:14, time: 1.085, data_time: 0.003, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9594, loss_cls: 0.6538, loss: 0.6538, grad_norm: 4.7592 2021-05-27 07:00:06,500 - mmaction - INFO - Epoch [14][1700/3757] lr: 5.000e-05, eta: 1:32:55, time: 0.959, data_time: 0.007, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9648, loss_cls: 0.6175, loss: 0.6175, grad_norm: 4.5350 2021-05-27 07:00:25,475 - mmaction - INFO - Epoch [14][1720/3757] lr: 5.000e-05, eta: 1:32:36, time: 0.946, data_time: 0.003, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9531, loss_cls: 0.6746, loss: 0.6746, grad_norm: 4.8423 2021-05-27 07:00:41,788 - mmaction - INFO - Epoch [14][1740/3757] lr: 5.000e-05, eta: 1:32:16, time: 0.817, data_time: 0.006, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9539, loss_cls: 0.6537, loss: 0.6537, grad_norm: 4.6870 2021-05-27 07:00:57,597 - mmaction - INFO - Epoch [14][1760/3757] lr: 5.000e-05, eta: 1:31:57, time: 0.791, data_time: 0.006, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9500, loss_cls: 0.6920, loss: 0.6920, grad_norm: 4.8571 2021-05-27 07:01:15,186 - mmaction - INFO - Epoch [14][1780/3757] lr: 5.000e-05, eta: 1:31:37, time: 0.878, data_time: 0.003, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9508, loss_cls: 0.6771, loss: 0.6771, grad_norm: 4.7199 2021-05-27 07:01:31,221 - mmaction - INFO - Epoch [14][1800/3757] lr: 5.000e-05, eta: 1:31:18, time: 0.803, data_time: 0.005, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9602, loss_cls: 0.6269, loss: 0.6269, grad_norm: 4.5312 2021-05-27 07:01:51,114 - mmaction - INFO - Epoch [14][1820/3757] lr: 5.000e-05, eta: 1:30:59, time: 0.990, data_time: 0.002, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9516, loss_cls: 0.6655, loss: 0.6655, grad_norm: 4.8823 2021-05-27 07:02:12,350 - mmaction - INFO - Epoch [14][1840/3757] lr: 5.000e-05, eta: 1:30:40, time: 1.064, data_time: 0.009, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9617, loss_cls: 0.6347, loss: 0.6347, grad_norm: 4.7837 2021-05-27 07:02:28,768 - mmaction - INFO - Epoch [14][1860/3757] lr: 5.000e-05, eta: 1:30:20, time: 0.822, data_time: 0.005, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9555, loss_cls: 0.6390, loss: 0.6390, grad_norm: 4.5894 2021-05-27 07:02:48,628 - mmaction - INFO - Epoch [14][1880/3757] lr: 5.000e-05, eta: 1:30:01, time: 0.991, data_time: 0.005, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9617, loss_cls: 0.6125, loss: 0.6125, grad_norm: 4.5239 2021-05-27 07:03:05,775 - mmaction - INFO - Epoch [14][1900/3757] lr: 5.000e-05, eta: 1:29:42, time: 0.859, data_time: 0.006, memory: 12750, top1_acc: 0.8445, top5_acc: 0.9555, loss_cls: 0.6147, loss: 0.6147, grad_norm: 4.5589 2021-05-27 07:03:28,809 - mmaction - INFO - Epoch [14][1920/3757] lr: 5.000e-05, eta: 1:29:23, time: 1.151, data_time: 0.004, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9430, loss_cls: 0.6625, loss: 0.6625, grad_norm: 4.6072 2021-05-27 07:03:44,492 - mmaction - INFO - Epoch [14][1940/3757] lr: 5.000e-05, eta: 1:29:04, time: 0.786, data_time: 0.005, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9656, loss_cls: 0.6292, loss: 0.6292, grad_norm: 4.6910 2021-05-27 07:04:03,665 - mmaction - INFO - Epoch [14][1960/3757] lr: 5.000e-05, eta: 1:28:44, time: 0.958, data_time: 0.003, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9531, loss_cls: 0.6536, loss: 0.6536, grad_norm: 4.7638 2021-05-27 07:04:19,905 - mmaction - INFO - Epoch [14][1980/3757] lr: 5.000e-05, eta: 1:28:25, time: 0.813, data_time: 0.003, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9617, loss_cls: 0.6356, loss: 0.6356, grad_norm: 4.7533 2021-05-27 07:04:36,214 - mmaction - INFO - Epoch [14][2000/3757] lr: 5.000e-05, eta: 1:28:05, time: 0.815, data_time: 0.003, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9578, loss_cls: 0.6287, loss: 0.6287, grad_norm: 4.6196 2021-05-27 07:04:53,757 - mmaction - INFO - Epoch [14][2020/3757] lr: 5.000e-05, eta: 1:27:46, time: 0.876, data_time: 0.003, memory: 12750, top1_acc: 0.8484, top5_acc: 0.9617, loss_cls: 0.5927, loss: 0.5927, grad_norm: 4.6072 2021-05-27 07:05:15,234 - mmaction - INFO - Epoch [14][2040/3757] lr: 5.000e-05, eta: 1:27:27, time: 1.072, data_time: 0.004, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9531, loss_cls: 0.6639, loss: 0.6639, grad_norm: 4.7716 2021-05-27 07:05:31,479 - mmaction - INFO - Epoch [14][2060/3757] lr: 5.000e-05, eta: 1:27:08, time: 0.816, data_time: 0.007, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9508, loss_cls: 0.7116, loss: 0.7116, grad_norm: 4.8482 2021-05-27 07:05:52,523 - mmaction - INFO - Epoch [14][2080/3757] lr: 5.000e-05, eta: 1:26:49, time: 1.051, data_time: 0.004, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9578, loss_cls: 0.6403, loss: 0.6403, grad_norm: 4.6766 2021-05-27 07:06:09,218 - mmaction - INFO - Epoch [14][2100/3757] lr: 5.000e-05, eta: 1:26:29, time: 0.836, data_time: 0.004, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9531, loss_cls: 0.6943, loss: 0.6943, grad_norm: 4.9561 2021-05-27 07:06:27,784 - mmaction - INFO - Epoch [14][2120/3757] lr: 5.000e-05, eta: 1:26:10, time: 0.920, data_time: 0.004, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9508, loss_cls: 0.6705, loss: 0.6705, grad_norm: 4.7428 2021-05-27 07:06:45,241 - mmaction - INFO - Epoch [14][2140/3757] lr: 5.000e-05, eta: 1:25:51, time: 0.881, data_time: 0.011, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9523, loss_cls: 0.6496, loss: 0.6496, grad_norm: 4.6797 2021-05-27 07:07:03,491 - mmaction - INFO - Epoch [14][2160/3757] lr: 5.000e-05, eta: 1:25:31, time: 0.912, data_time: 0.003, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9578, loss_cls: 0.6357, loss: 0.6357, grad_norm: 4.7073 2021-05-27 07:07:22,943 - mmaction - INFO - Epoch [14][2180/3757] lr: 5.000e-05, eta: 1:25:12, time: 0.969, data_time: 0.002, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9375, loss_cls: 0.7290, loss: 0.7290, grad_norm: 4.7613 2021-05-27 07:07:42,267 - mmaction - INFO - Epoch [14][2200/3757] lr: 5.000e-05, eta: 1:24:53, time: 0.970, data_time: 0.007, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9398, loss_cls: 0.6666, loss: 0.6666, grad_norm: 4.9063 2021-05-27 07:08:04,066 - mmaction - INFO - Epoch [14][2220/3757] lr: 5.000e-05, eta: 1:24:34, time: 1.079, data_time: 0.002, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9422, loss_cls: 0.7120, loss: 0.7120, grad_norm: 4.9776 2021-05-27 07:08:21,268 - mmaction - INFO - Epoch [14][2240/3757] lr: 5.000e-05, eta: 1:24:15, time: 0.871, data_time: 0.014, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9602, loss_cls: 0.6042, loss: 0.6042, grad_norm: 4.6023 2021-05-27 07:08:39,465 - mmaction - INFO - Epoch [14][2260/3757] lr: 5.000e-05, eta: 1:23:56, time: 0.908, data_time: 0.002, memory: 12750, top1_acc: 0.8406, top5_acc: 0.9516, loss_cls: 0.6146, loss: 0.6146, grad_norm: 4.5074 2021-05-27 07:08:56,591 - mmaction - INFO - Epoch [14][2280/3757] lr: 5.000e-05, eta: 1:23:36, time: 0.830, data_time: 0.006, memory: 12750, top1_acc: 0.8375, top5_acc: 0.9609, loss_cls: 0.6159, loss: 0.6159, grad_norm: 4.5604 2021-05-27 07:09:14,807 - mmaction - INFO - Epoch [14][2300/3757] lr: 5.000e-05, eta: 1:23:17, time: 0.939, data_time: 0.031, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9586, loss_cls: 0.6307, loss: 0.6307, grad_norm: 4.7563 2021-05-27 07:09:30,774 - mmaction - INFO - Epoch [14][2320/3757] lr: 5.000e-05, eta: 1:22:57, time: 0.796, data_time: 0.002, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9492, loss_cls: 0.6627, loss: 0.6627, grad_norm: 4.8096 2021-05-27 07:09:49,244 - mmaction - INFO - Epoch [14][2340/3757] lr: 5.000e-05, eta: 1:22:38, time: 0.925, data_time: 0.007, memory: 12750, top1_acc: 0.8492, top5_acc: 0.9672, loss_cls: 0.5799, loss: 0.5799, grad_norm: 4.5850 2021-05-27 07:10:07,062 - mmaction - INFO - Epoch [14][2360/3757] lr: 5.000e-05, eta: 1:22:19, time: 0.887, data_time: 0.002, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9594, loss_cls: 0.6545, loss: 0.6545, grad_norm: 4.7107 2021-05-27 07:10:23,429 - mmaction - INFO - Epoch [14][2380/3757] lr: 5.000e-05, eta: 1:21:59, time: 0.822, data_time: 0.009, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9500, loss_cls: 0.6635, loss: 0.6635, grad_norm: 4.7035 2021-05-27 07:10:40,889 - mmaction - INFO - Epoch [14][2400/3757] lr: 5.000e-05, eta: 1:21:40, time: 0.874, data_time: 0.002, memory: 12750, top1_acc: 0.8430, top5_acc: 0.9602, loss_cls: 0.5918, loss: 0.5918, grad_norm: 4.4474 2021-05-27 07:11:02,038 - mmaction - INFO - Epoch [14][2420/3757] lr: 5.000e-05, eta: 1:21:21, time: 1.055, data_time: 0.003, memory: 12750, top1_acc: 0.8008, top5_acc: 0.9500, loss_cls: 0.7082, loss: 0.7082, grad_norm: 4.8292 2021-05-27 07:11:20,335 - mmaction - INFO - Epoch [14][2440/3757] lr: 5.000e-05, eta: 1:21:02, time: 0.913, data_time: 0.005, memory: 12750, top1_acc: 0.8469, top5_acc: 0.9539, loss_cls: 0.5976, loss: 0.5976, grad_norm: 4.5294 2021-05-27 07:11:38,119 - mmaction - INFO - Epoch [14][2460/3757] lr: 5.000e-05, eta: 1:20:43, time: 0.889, data_time: 0.006, memory: 12750, top1_acc: 0.7984, top5_acc: 0.9531, loss_cls: 0.7263, loss: 0.7263, grad_norm: 5.2045 2021-05-27 07:11:56,601 - mmaction - INFO - Epoch [14][2480/3757] lr: 5.000e-05, eta: 1:20:23, time: 0.928, data_time: 0.007, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9531, loss_cls: 0.6551, loss: 0.6551, grad_norm: 4.9276 2021-05-27 07:12:17,343 - mmaction - INFO - Epoch [14][2500/3757] lr: 5.000e-05, eta: 1:20:04, time: 1.037, data_time: 0.002, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9539, loss_cls: 0.6581, loss: 0.6581, grad_norm: 4.6176 2021-05-27 07:12:35,816 - mmaction - INFO - Epoch [14][2520/3757] lr: 5.000e-05, eta: 1:19:45, time: 0.919, data_time: 0.003, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9516, loss_cls: 0.6451, loss: 0.6451, grad_norm: 4.7729 2021-05-27 07:12:58,269 - mmaction - INFO - Epoch [14][2540/3757] lr: 5.000e-05, eta: 1:19:26, time: 1.123, data_time: 0.010, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9469, loss_cls: 0.6667, loss: 0.6667, grad_norm: 4.5510 2021-05-27 07:13:17,452 - mmaction - INFO - Epoch [14][2560/3757] lr: 5.000e-05, eta: 1:19:07, time: 0.965, data_time: 0.010, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9547, loss_cls: 0.6693, loss: 0.6693, grad_norm: 4.7209 2021-05-27 07:13:37,732 - mmaction - INFO - Epoch [14][2580/3757] lr: 5.000e-05, eta: 1:18:48, time: 1.008, data_time: 0.002, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9484, loss_cls: 0.6858, loss: 0.6858, grad_norm: 4.6651 2021-05-27 07:13:57,559 - mmaction - INFO - Epoch [14][2600/3757] lr: 5.000e-05, eta: 1:18:29, time: 0.996, data_time: 0.013, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9500, loss_cls: 0.6902, loss: 0.6902, grad_norm: 4.7863 2021-05-27 07:14:17,658 - mmaction - INFO - Epoch [14][2620/3757] lr: 5.000e-05, eta: 1:18:10, time: 1.007, data_time: 0.005, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9578, loss_cls: 0.6643, loss: 0.6643, grad_norm: 4.7216 2021-05-27 07:14:33,808 - mmaction - INFO - Epoch [14][2640/3757] lr: 5.000e-05, eta: 1:17:50, time: 0.807, data_time: 0.003, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9648, loss_cls: 0.6297, loss: 0.6297, grad_norm: 4.5922 2021-05-27 07:14:49,874 - mmaction - INFO - Epoch [14][2660/3757] lr: 5.000e-05, eta: 1:17:31, time: 0.790, data_time: 0.003, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9594, loss_cls: 0.6486, loss: 0.6486, grad_norm: 4.7288 2021-05-27 07:15:11,074 - mmaction - INFO - Epoch [14][2680/3757] lr: 5.000e-05, eta: 1:17:12, time: 1.073, data_time: 0.016, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9484, loss_cls: 0.6488, loss: 0.6488, grad_norm: 4.7265 2021-05-27 07:15:33,542 - mmaction - INFO - Epoch [14][2700/3757] lr: 5.000e-05, eta: 1:16:53, time: 1.116, data_time: 0.005, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9625, loss_cls: 0.6323, loss: 0.6323, grad_norm: 4.9370 2021-05-27 07:15:52,890 - mmaction - INFO - Epoch [14][2720/3757] lr: 5.000e-05, eta: 1:16:34, time: 0.973, data_time: 0.014, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9625, loss_cls: 0.6240, loss: 0.6240, grad_norm: 4.5255 2021-05-27 07:16:09,720 - mmaction - INFO - Epoch [14][2740/3757] lr: 5.000e-05, eta: 1:16:15, time: 0.842, data_time: 0.006, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9563, loss_cls: 0.6183, loss: 0.6183, grad_norm: 4.5606 2021-05-27 07:16:26,271 - mmaction - INFO - Epoch [14][2760/3757] lr: 5.000e-05, eta: 1:15:55, time: 0.830, data_time: 0.005, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9422, loss_cls: 0.7161, loss: 0.7161, grad_norm: 4.8147 2021-05-27 07:16:41,664 - mmaction - INFO - Epoch [14][2780/3757] lr: 5.000e-05, eta: 1:15:36, time: 0.770, data_time: 0.002, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9437, loss_cls: 0.6887, loss: 0.6887, grad_norm: 4.8257 2021-05-27 07:16:58,467 - mmaction - INFO - Epoch [14][2800/3757] lr: 5.000e-05, eta: 1:15:16, time: 0.840, data_time: 0.003, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9547, loss_cls: 0.6600, loss: 0.6600, grad_norm: 4.6781 2021-05-27 07:17:17,174 - mmaction - INFO - Epoch [14][2820/3757] lr: 5.000e-05, eta: 1:14:57, time: 0.934, data_time: 0.003, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9625, loss_cls: 0.6024, loss: 0.6024, grad_norm: 4.8200 2021-05-27 07:17:33,080 - mmaction - INFO - Epoch [14][2840/3757] lr: 5.000e-05, eta: 1:14:38, time: 0.796, data_time: 0.004, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9594, loss_cls: 0.6510, loss: 0.6510, grad_norm: 4.8187 2021-05-27 07:17:53,012 - mmaction - INFO - Epoch [14][2860/3757] lr: 5.000e-05, eta: 1:14:18, time: 0.972, data_time: 0.003, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9445, loss_cls: 0.6714, loss: 0.6714, grad_norm: 4.7036 2021-05-27 07:18:10,201 - mmaction - INFO - Epoch [14][2880/3757] lr: 5.000e-05, eta: 1:13:59, time: 0.885, data_time: 0.030, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9555, loss_cls: 0.6532, loss: 0.6532, grad_norm: 4.5509 2021-05-27 07:18:31,713 - mmaction - INFO - Epoch [14][2900/3757] lr: 5.000e-05, eta: 1:13:40, time: 1.075, data_time: 0.003, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9531, loss_cls: 0.6520, loss: 0.6520, grad_norm: 4.7343 2021-05-27 07:18:51,082 - mmaction - INFO - Epoch [14][2920/3757] lr: 5.000e-05, eta: 1:13:21, time: 0.963, data_time: 0.004, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9602, loss_cls: 0.6612, loss: 0.6612, grad_norm: 5.0766 2021-05-27 07:19:07,652 - mmaction - INFO - Epoch [14][2940/3757] lr: 5.000e-05, eta: 1:13:02, time: 0.835, data_time: 0.009, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9594, loss_cls: 0.6773, loss: 0.6773, grad_norm: 5.1012 2021-05-27 07:19:29,716 - mmaction - INFO - Epoch [14][2960/3757] lr: 5.000e-05, eta: 1:12:43, time: 1.099, data_time: 0.003, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9547, loss_cls: 0.6517, loss: 0.6517, grad_norm: 4.6896 2021-05-27 07:19:53,324 - mmaction - INFO - Epoch [14][2980/3757] lr: 5.000e-05, eta: 1:12:24, time: 1.182, data_time: 0.007, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9602, loss_cls: 0.6593, loss: 0.6593, grad_norm: 4.8826 2021-05-27 07:20:10,124 - mmaction - INFO - Epoch [14][3000/3757] lr: 5.000e-05, eta: 1:12:05, time: 0.839, data_time: 0.005, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9523, loss_cls: 0.6730, loss: 0.6730, grad_norm: 4.6253 2021-05-27 07:20:27,455 - mmaction - INFO - Epoch [14][3020/3757] lr: 5.000e-05, eta: 1:11:45, time: 0.869, data_time: 0.005, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9594, loss_cls: 0.6373, loss: 0.6373, grad_norm: 4.5909 2021-05-27 07:20:43,134 - mmaction - INFO - Epoch [14][3040/3757] lr: 5.000e-05, eta: 1:11:26, time: 0.784, data_time: 0.002, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9523, loss_cls: 0.6655, loss: 0.6655, grad_norm: 4.9005 2021-05-27 07:20:58,918 - mmaction - INFO - Epoch [14][3060/3757] lr: 5.000e-05, eta: 1:11:06, time: 0.789, data_time: 0.002, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9539, loss_cls: 0.6881, loss: 0.6881, grad_norm: 4.9104 2021-05-27 07:21:16,882 - mmaction - INFO - Epoch [14][3080/3757] lr: 5.000e-05, eta: 1:10:47, time: 0.898, data_time: 0.002, memory: 12750, top1_acc: 0.8141, top5_acc: 0.9516, loss_cls: 0.6742, loss: 0.6742, grad_norm: 4.8250 2021-05-27 07:21:35,382 - mmaction - INFO - Epoch [14][3100/3757] lr: 5.000e-05, eta: 1:10:28, time: 0.923, data_time: 0.003, memory: 12750, top1_acc: 0.8422, top5_acc: 0.9648, loss_cls: 0.5969, loss: 0.5969, grad_norm: 4.5475 2021-05-27 07:21:52,684 - mmaction - INFO - Epoch [14][3120/3757] lr: 5.000e-05, eta: 1:10:09, time: 0.868, data_time: 0.004, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9602, loss_cls: 0.6280, loss: 0.6280, grad_norm: 4.5137 2021-05-27 07:22:11,628 - mmaction - INFO - Epoch [14][3140/3757] lr: 5.000e-05, eta: 1:09:49, time: 0.946, data_time: 0.002, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9531, loss_cls: 0.6345, loss: 0.6345, grad_norm: 4.5358 2021-05-27 07:22:28,688 - mmaction - INFO - Epoch [14][3160/3757] lr: 5.000e-05, eta: 1:09:30, time: 0.852, data_time: 0.003, memory: 12750, top1_acc: 0.8016, top5_acc: 0.9461, loss_cls: 0.7511, loss: 0.7511, grad_norm: 5.1246 2021-05-27 07:22:46,055 - mmaction - INFO - Epoch [14][3180/3757] lr: 5.000e-05, eta: 1:09:11, time: 0.866, data_time: 0.004, memory: 12750, top1_acc: 0.8063, top5_acc: 0.9516, loss_cls: 0.6918, loss: 0.6918, grad_norm: 4.9790 2021-05-27 07:23:01,876 - mmaction - INFO - Epoch [14][3200/3757] lr: 5.000e-05, eta: 1:08:51, time: 0.795, data_time: 0.006, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9430, loss_cls: 0.6868, loss: 0.6868, grad_norm: 4.8777 2021-05-27 07:23:18,569 - mmaction - INFO - Epoch [14][3220/3757] lr: 5.000e-05, eta: 1:08:32, time: 0.828, data_time: 0.003, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9469, loss_cls: 0.6915, loss: 0.6915, grad_norm: 4.9360 2021-05-27 07:23:34,246 - mmaction - INFO - Epoch [14][3240/3757] lr: 5.000e-05, eta: 1:08:13, time: 0.790, data_time: 0.011, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9641, loss_cls: 0.6370, loss: 0.6370, grad_norm: 4.7716 2021-05-27 07:23:53,648 - mmaction - INFO - Epoch [14][3260/3757] lr: 5.000e-05, eta: 1:07:53, time: 0.968, data_time: 0.003, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9531, loss_cls: 0.6375, loss: 0.6375, grad_norm: 4.8207 2021-05-27 07:24:13,614 - mmaction - INFO - Epoch [14][3280/3757] lr: 5.000e-05, eta: 1:07:34, time: 0.999, data_time: 0.005, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9547, loss_cls: 0.6642, loss: 0.6642, grad_norm: 4.7228 2021-05-27 07:24:30,514 - mmaction - INFO - Epoch [14][3300/3757] lr: 5.000e-05, eta: 1:07:15, time: 0.843, data_time: 0.004, memory: 12750, top1_acc: 0.8469, top5_acc: 0.9570, loss_cls: 0.6001, loss: 0.6001, grad_norm: 4.9089 2021-05-27 07:24:45,684 - mmaction - INFO - Epoch [14][3320/3757] lr: 5.000e-05, eta: 1:06:56, time: 0.762, data_time: 0.006, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9547, loss_cls: 0.6309, loss: 0.6309, grad_norm: 4.7081 2021-05-27 07:25:02,036 - mmaction - INFO - Epoch [14][3340/3757] lr: 5.000e-05, eta: 1:06:36, time: 0.818, data_time: 0.003, memory: 12750, top1_acc: 0.8406, top5_acc: 0.9656, loss_cls: 0.5837, loss: 0.5837, grad_norm: 4.3981 2021-05-27 07:25:17,444 - mmaction - INFO - Epoch [14][3360/3757] lr: 5.000e-05, eta: 1:06:17, time: 0.769, data_time: 0.003, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9500, loss_cls: 0.6733, loss: 0.6733, grad_norm: 4.7703 2021-05-27 07:25:35,494 - mmaction - INFO - Epoch [14][3380/3757] lr: 5.000e-05, eta: 1:05:57, time: 0.895, data_time: 0.004, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9555, loss_cls: 0.6614, loss: 0.6614, grad_norm: 5.0874 2021-05-27 07:25:50,977 - mmaction - INFO - Epoch [14][3400/3757] lr: 5.000e-05, eta: 1:05:38, time: 0.782, data_time: 0.012, memory: 12750, top1_acc: 0.8063, top5_acc: 0.9469, loss_cls: 0.6935, loss: 0.6935, grad_norm: 4.9166 2021-05-27 07:26:09,232 - mmaction - INFO - Epoch [14][3420/3757] lr: 5.000e-05, eta: 1:05:19, time: 0.913, data_time: 0.006, memory: 12750, top1_acc: 0.8367, top5_acc: 0.9555, loss_cls: 0.6257, loss: 0.6257, grad_norm: 4.5990 2021-05-27 07:26:27,890 - mmaction - INFO - Epoch [14][3440/3757] lr: 5.000e-05, eta: 1:05:00, time: 0.917, data_time: 0.003, memory: 12750, top1_acc: 0.8430, top5_acc: 0.9609, loss_cls: 0.6050, loss: 0.6050, grad_norm: 4.4832 2021-05-27 07:26:48,737 - mmaction - INFO - Epoch [14][3460/3757] lr: 5.000e-05, eta: 1:04:41, time: 1.054, data_time: 0.020, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9648, loss_cls: 0.6377, loss: 0.6377, grad_norm: 4.7946 2021-05-27 07:27:04,150 - mmaction - INFO - Epoch [14][3480/3757] lr: 5.000e-05, eta: 1:04:21, time: 0.776, data_time: 0.006, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9414, loss_cls: 0.7082, loss: 0.7082, grad_norm: 4.8052 2021-05-27 07:27:20,382 - mmaction - INFO - Epoch [14][3500/3757] lr: 5.000e-05, eta: 1:04:02, time: 0.810, data_time: 0.004, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9469, loss_cls: 0.6971, loss: 0.6971, grad_norm: 4.8165 2021-05-27 07:27:43,188 - mmaction - INFO - Epoch [14][3520/3757] lr: 5.000e-05, eta: 1:03:43, time: 1.130, data_time: 0.003, memory: 12750, top1_acc: 0.8000, top5_acc: 0.9500, loss_cls: 0.7039, loss: 0.7039, grad_norm: 4.9137 2021-05-27 07:28:04,379 - mmaction - INFO - Epoch [14][3540/3757] lr: 5.000e-05, eta: 1:03:24, time: 1.068, data_time: 0.015, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9516, loss_cls: 0.7152, loss: 0.7152, grad_norm: 4.8741 2021-05-27 07:28:20,566 - mmaction - INFO - Epoch [14][3560/3757] lr: 5.000e-05, eta: 1:03:05, time: 0.809, data_time: 0.004, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9484, loss_cls: 0.6809, loss: 0.6809, grad_norm: 4.8120 2021-05-27 07:28:38,208 - mmaction - INFO - Epoch [14][3580/3757] lr: 5.000e-05, eta: 1:02:45, time: 0.885, data_time: 0.009, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9602, loss_cls: 0.6329, loss: 0.6329, grad_norm: 4.7342 2021-05-27 07:28:55,828 - mmaction - INFO - Epoch [14][3600/3757] lr: 5.000e-05, eta: 1:02:26, time: 0.881, data_time: 0.003, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9375, loss_cls: 0.7338, loss: 0.7338, grad_norm: 4.8247 2021-05-27 07:29:11,656 - mmaction - INFO - Epoch [14][3620/3757] lr: 5.000e-05, eta: 1:02:07, time: 0.791, data_time: 0.003, memory: 12750, top1_acc: 0.8367, top5_acc: 0.9602, loss_cls: 0.5996, loss: 0.5996, grad_norm: 4.4586 2021-05-27 07:29:29,440 - mmaction - INFO - Epoch [14][3640/3757] lr: 5.000e-05, eta: 1:01:47, time: 0.889, data_time: 0.003, memory: 12750, top1_acc: 0.8516, top5_acc: 0.9633, loss_cls: 0.5998, loss: 0.5998, grad_norm: 4.4452 2021-05-27 07:29:48,649 - mmaction - INFO - Epoch [14][3660/3757] lr: 5.000e-05, eta: 1:01:28, time: 0.951, data_time: 0.005, memory: 12750, top1_acc: 0.8398, top5_acc: 0.9555, loss_cls: 0.6047, loss: 0.6047, grad_norm: 4.3795 2021-05-27 07:30:06,563 - mmaction - INFO - Epoch [14][3680/3757] lr: 5.000e-05, eta: 1:01:09, time: 0.903, data_time: 0.013, memory: 12750, top1_acc: 0.8375, top5_acc: 0.9555, loss_cls: 0.6419, loss: 0.6419, grad_norm: 4.8942 2021-05-27 07:30:24,691 - mmaction - INFO - Epoch [14][3700/3757] lr: 5.000e-05, eta: 1:00:50, time: 0.908, data_time: 0.005, memory: 12750, top1_acc: 0.8133, top5_acc: 0.9523, loss_cls: 0.6633, loss: 0.6633, grad_norm: 4.9897 2021-05-27 07:30:41,211 - mmaction - INFO - Epoch [14][3720/3757] lr: 5.000e-05, eta: 1:00:31, time: 0.826, data_time: 0.004, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9469, loss_cls: 0.6629, loss: 0.6629, grad_norm: 4.6298 2021-05-27 07:30:59,245 - mmaction - INFO - Epoch [14][3740/3757] lr: 5.000e-05, eta: 1:00:11, time: 0.902, data_time: 0.003, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9594, loss_cls: 0.6318, loss: 0.6318, grad_norm: 4.7283 2021-05-27 07:31:28,023 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-05-27 07:40:13,705 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 07:40:14,673 - mmaction - INFO - top1_acc 0.7610 top5_acc 0.9237 2021-05-27 07:40:14,673 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 07:40:14,758 - mmaction - INFO - mean_acc 0.7608 2021-05-27 07:40:16,421 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2021-05-27 07:40:16,421 - mmaction - INFO - Best top1_acc is 0.7610 at 14 epoch. 2021-05-27 07:40:16,438 - mmaction - INFO - Epoch(val) [14][3757] top1_acc: 0.7610, top5_acc: 0.9237, mean_class_accuracy: 0.7608 2021-05-27 07:45:19,917 - mmaction - INFO - Epoch [15][20/3757] lr: 5.000e-05, eta: 0:59:55, time: 15.170, data_time: 14.209, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9570, loss_cls: 0.6535, loss: 0.6535, grad_norm: 4.7775 2021-05-27 07:45:37,755 - mmaction - INFO - Epoch [15][40/3757] lr: 5.000e-05, eta: 0:59:36, time: 0.891, data_time: 0.006, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9617, loss_cls: 0.6219, loss: 0.6219, grad_norm: 4.6241 2021-05-27 07:45:56,815 - mmaction - INFO - Epoch [15][60/3757] lr: 5.000e-05, eta: 0:59:16, time: 0.955, data_time: 0.006, memory: 12750, top1_acc: 0.8422, top5_acc: 0.9555, loss_cls: 0.6133, loss: 0.6133, grad_norm: 4.4149 2021-05-27 07:46:14,838 - mmaction - INFO - Epoch [15][80/3757] lr: 5.000e-05, eta: 0:58:57, time: 0.901, data_time: 0.002, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9500, loss_cls: 0.6587, loss: 0.6587, grad_norm: 4.5876 2021-05-27 07:46:31,933 - mmaction - INFO - Epoch [15][100/3757] lr: 5.000e-05, eta: 0:58:38, time: 0.854, data_time: 0.003, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9586, loss_cls: 0.6183, loss: 0.6183, grad_norm: 4.7737 2021-05-27 07:46:48,170 - mmaction - INFO - Epoch [15][120/3757] lr: 5.000e-05, eta: 0:58:18, time: 0.812, data_time: 0.003, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9609, loss_cls: 0.6421, loss: 0.6421, grad_norm: 4.7942 2021-05-27 07:47:04,720 - mmaction - INFO - Epoch [15][140/3757] lr: 5.000e-05, eta: 0:57:59, time: 0.828, data_time: 0.003, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9508, loss_cls: 0.6348, loss: 0.6348, grad_norm: 4.5739 2021-05-27 07:47:20,517 - mmaction - INFO - Epoch [15][160/3757] lr: 5.000e-05, eta: 0:57:39, time: 0.785, data_time: 0.003, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9555, loss_cls: 0.6649, loss: 0.6649, grad_norm: 4.8494 2021-05-27 07:47:36,008 - mmaction - INFO - Epoch [15][180/3757] lr: 5.000e-05, eta: 0:57:20, time: 0.779, data_time: 0.009, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9609, loss_cls: 0.6467, loss: 0.6467, grad_norm: 4.8222 2021-05-27 07:47:54,060 - mmaction - INFO - Epoch [15][200/3757] lr: 5.000e-05, eta: 0:57:00, time: 0.902, data_time: 0.004, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9516, loss_cls: 0.6440, loss: 0.6440, grad_norm: 4.6399 2021-05-27 07:48:11,869 - mmaction - INFO - Epoch [15][220/3757] lr: 5.000e-05, eta: 0:56:41, time: 0.884, data_time: 0.002, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9602, loss_cls: 0.6684, loss: 0.6684, grad_norm: 4.6955 2021-05-27 07:48:29,096 - mmaction - INFO - Epoch [15][240/3757] lr: 5.000e-05, eta: 0:56:22, time: 0.866, data_time: 0.010, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9547, loss_cls: 0.6461, loss: 0.6461, grad_norm: 4.5781 2021-05-27 07:48:44,356 - mmaction - INFO - Epoch [15][260/3757] lr: 5.000e-05, eta: 0:56:02, time: 0.763, data_time: 0.005, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9492, loss_cls: 0.6959, loss: 0.6959, grad_norm: 4.7744 2021-05-27 07:49:02,032 - mmaction - INFO - Epoch [15][280/3757] lr: 5.000e-05, eta: 0:55:43, time: 0.886, data_time: 0.004, memory: 12750, top1_acc: 0.8359, top5_acc: 0.9688, loss_cls: 0.5804, loss: 0.5804, grad_norm: 4.5974 2021-05-27 07:49:19,742 - mmaction - INFO - Epoch [15][300/3757] lr: 5.000e-05, eta: 0:55:24, time: 0.884, data_time: 0.003, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9547, loss_cls: 0.6967, loss: 0.6967, grad_norm: 4.8582 2021-05-27 07:49:38,985 - mmaction - INFO - Epoch [15][320/3757] lr: 5.000e-05, eta: 0:55:04, time: 0.960, data_time: 0.005, memory: 12750, top1_acc: 0.8430, top5_acc: 0.9688, loss_cls: 0.5900, loss: 0.5900, grad_norm: 4.6027 2021-05-27 07:49:56,256 - mmaction - INFO - Epoch [15][340/3757] lr: 5.000e-05, eta: 0:54:45, time: 0.860, data_time: 0.007, memory: 12750, top1_acc: 0.8406, top5_acc: 0.9602, loss_cls: 0.5569, loss: 0.5569, grad_norm: 4.4407 2021-05-27 07:50:13,372 - mmaction - INFO - Epoch [15][360/3757] lr: 5.000e-05, eta: 0:54:26, time: 0.864, data_time: 0.011, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9586, loss_cls: 0.6376, loss: 0.6376, grad_norm: 4.6970 2021-05-27 07:50:29,243 - mmaction - INFO - Epoch [15][380/3757] lr: 5.000e-05, eta: 0:54:06, time: 0.792, data_time: 0.002, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9469, loss_cls: 0.6356, loss: 0.6356, grad_norm: 4.7523 2021-05-27 07:50:46,783 - mmaction - INFO - Epoch [15][400/3757] lr: 5.000e-05, eta: 0:53:47, time: 0.878, data_time: 0.005, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9563, loss_cls: 0.6749, loss: 0.6749, grad_norm: 4.7425 2021-05-27 07:51:05,544 - mmaction - INFO - Epoch [15][420/3757] lr: 5.000e-05, eta: 0:53:28, time: 0.934, data_time: 0.003, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9453, loss_cls: 0.6753, loss: 0.6753, grad_norm: 4.7808 2021-05-27 07:51:23,570 - mmaction - INFO - Epoch [15][440/3757] lr: 5.000e-05, eta: 0:53:08, time: 0.904, data_time: 0.008, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9523, loss_cls: 0.6508, loss: 0.6508, grad_norm: 4.6479 2021-05-27 07:51:41,884 - mmaction - INFO - Epoch [15][460/3757] lr: 5.000e-05, eta: 0:52:49, time: 0.918, data_time: 0.004, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9516, loss_cls: 0.6459, loss: 0.6459, grad_norm: 4.6976 2021-05-27 07:51:57,488 - mmaction - INFO - Epoch [15][480/3757] lr: 5.000e-05, eta: 0:52:30, time: 0.778, data_time: 0.001, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9594, loss_cls: 0.6153, loss: 0.6153, grad_norm: 4.6874 2021-05-27 07:52:17,981 - mmaction - INFO - Epoch [15][500/3757] lr: 5.000e-05, eta: 0:52:10, time: 1.023, data_time: 0.004, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9461, loss_cls: 0.6806, loss: 0.6806, grad_norm: 4.6850 2021-05-27 07:52:37,629 - mmaction - INFO - Epoch [15][520/3757] lr: 5.000e-05, eta: 0:51:51, time: 0.985, data_time: 0.006, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9531, loss_cls: 0.6548, loss: 0.6548, grad_norm: 4.6341 2021-05-27 07:52:53,532 - mmaction - INFO - Epoch [15][540/3757] lr: 5.000e-05, eta: 0:51:32, time: 0.794, data_time: 0.002, memory: 12750, top1_acc: 0.8391, top5_acc: 0.9547, loss_cls: 0.6252, loss: 0.6252, grad_norm: 4.5750 2021-05-27 07:53:10,002 - mmaction - INFO - Epoch [15][560/3757] lr: 5.000e-05, eta: 0:51:12, time: 0.815, data_time: 0.003, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9594, loss_cls: 0.6281, loss: 0.6281, grad_norm: 4.5220 2021-05-27 07:53:29,068 - mmaction - INFO - Epoch [15][580/3757] lr: 5.000e-05, eta: 0:50:53, time: 0.958, data_time: 0.012, memory: 12750, top1_acc: 0.8398, top5_acc: 0.9508, loss_cls: 0.6491, loss: 0.6491, grad_norm: 4.6023 2021-05-27 07:53:45,855 - mmaction - INFO - Epoch [15][600/3757] lr: 5.000e-05, eta: 0:50:34, time: 0.842, data_time: 0.007, memory: 12750, top1_acc: 0.8461, top5_acc: 0.9641, loss_cls: 0.5873, loss: 0.5873, grad_norm: 4.4595 2021-05-27 07:54:01,216 - mmaction - INFO - Epoch [15][620/3757] lr: 5.000e-05, eta: 0:50:14, time: 0.770, data_time: 0.004, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9609, loss_cls: 0.6202, loss: 0.6202, grad_norm: 4.6794 2021-05-27 07:54:18,726 - mmaction - INFO - Epoch [15][640/3757] lr: 5.000e-05, eta: 0:49:55, time: 0.876, data_time: 0.003, memory: 12750, top1_acc: 0.8414, top5_acc: 0.9641, loss_cls: 0.6043, loss: 0.6043, grad_norm: 4.6137 2021-05-27 07:54:35,957 - mmaction - INFO - Epoch [15][660/3757] lr: 5.000e-05, eta: 0:49:36, time: 0.860, data_time: 0.001, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9586, loss_cls: 0.6485, loss: 0.6485, grad_norm: 4.6897 2021-05-27 07:54:51,354 - mmaction - INFO - Epoch [15][680/3757] lr: 5.000e-05, eta: 0:49:16, time: 0.770, data_time: 0.003, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9523, loss_cls: 0.6862, loss: 0.6862, grad_norm: 4.8358 2021-05-27 07:55:07,070 - mmaction - INFO - Epoch [15][700/3757] lr: 5.000e-05, eta: 0:48:57, time: 0.786, data_time: 0.003, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9492, loss_cls: 0.6772, loss: 0.6772, grad_norm: 4.9489 2021-05-27 07:55:24,402 - mmaction - INFO - Epoch [15][720/3757] lr: 5.000e-05, eta: 0:48:37, time: 0.863, data_time: 0.003, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9570, loss_cls: 0.6426, loss: 0.6426, grad_norm: 4.5581 2021-05-27 07:55:43,681 - mmaction - INFO - Epoch [15][740/3757] lr: 5.000e-05, eta: 0:48:18, time: 0.943, data_time: 0.009, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9563, loss_cls: 0.6599, loss: 0.6599, grad_norm: 5.0976 2021-05-27 07:56:00,423 - mmaction - INFO - Epoch [15][760/3757] lr: 5.000e-05, eta: 0:47:59, time: 0.862, data_time: 0.027, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9516, loss_cls: 0.6816, loss: 0.6816, grad_norm: 4.7718 2021-05-27 07:56:15,622 - mmaction - INFO - Epoch [15][780/3757] lr: 5.000e-05, eta: 0:47:39, time: 0.759, data_time: 0.002, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9539, loss_cls: 0.6529, loss: 0.6529, grad_norm: 4.6573 2021-05-27 07:56:32,038 - mmaction - INFO - Epoch [15][800/3757] lr: 5.000e-05, eta: 0:47:20, time: 0.821, data_time: 0.004, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9531, loss_cls: 0.6651, loss: 0.6651, grad_norm: 4.8234 2021-05-27 07:56:47,144 - mmaction - INFO - Epoch [15][820/3757] lr: 5.000e-05, eta: 0:47:01, time: 0.755, data_time: 0.003, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9500, loss_cls: 0.6415, loss: 0.6415, grad_norm: 4.6694 2021-05-27 07:57:07,653 - mmaction - INFO - Epoch [15][840/3757] lr: 5.000e-05, eta: 0:46:42, time: 1.023, data_time: 0.004, memory: 12750, top1_acc: 0.8039, top5_acc: 0.9563, loss_cls: 0.6599, loss: 0.6599, grad_norm: 5.0415 2021-05-27 07:57:24,698 - mmaction - INFO - Epoch [15][860/3757] lr: 5.000e-05, eta: 0:46:22, time: 0.855, data_time: 0.006, memory: 12750, top1_acc: 0.8375, top5_acc: 0.9531, loss_cls: 0.6247, loss: 0.6247, grad_norm: 4.6044 2021-05-27 07:57:44,910 - mmaction - INFO - Epoch [15][880/3757] lr: 5.000e-05, eta: 0:46:03, time: 1.008, data_time: 0.004, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9477, loss_cls: 0.6722, loss: 0.6722, grad_norm: 4.9571 2021-05-27 07:58:03,017 - mmaction - INFO - Epoch [15][900/3757] lr: 5.000e-05, eta: 0:45:44, time: 0.908, data_time: 0.010, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9625, loss_cls: 0.6324, loss: 0.6324, grad_norm: 4.6209 2021-05-27 07:58:18,701 - mmaction - INFO - Epoch [15][920/3757] lr: 5.000e-05, eta: 0:45:24, time: 0.785, data_time: 0.002, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9570, loss_cls: 0.6539, loss: 0.6539, grad_norm: 4.7687 2021-05-27 07:58:36,564 - mmaction - INFO - Epoch [15][940/3757] lr: 5.000e-05, eta: 0:45:05, time: 0.886, data_time: 0.001, memory: 12750, top1_acc: 0.8375, top5_acc: 0.9586, loss_cls: 0.6130, loss: 0.6130, grad_norm: 4.6030 2021-05-27 07:58:55,827 - mmaction - INFO - Epoch [15][960/3757] lr: 5.000e-05, eta: 0:44:46, time: 0.970, data_time: 0.008, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9570, loss_cls: 0.6315, loss: 0.6315, grad_norm: 4.7324 2021-05-27 07:59:13,631 - mmaction - INFO - Epoch [15][980/3757] lr: 5.000e-05, eta: 0:44:27, time: 0.889, data_time: 0.002, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9477, loss_cls: 0.6725, loss: 0.6725, grad_norm: 4.7777 2021-05-27 07:59:35,359 - mmaction - INFO - Epoch [15][1000/3757] lr: 5.000e-05, eta: 0:44:08, time: 1.086, data_time: 0.003, memory: 12750, top1_acc: 0.8125, top5_acc: 0.9547, loss_cls: 0.6882, loss: 0.6882, grad_norm: 4.8391 2021-05-27 07:59:51,915 - mmaction - INFO - Epoch [15][1020/3757] lr: 5.000e-05, eta: 0:43:48, time: 0.829, data_time: 0.004, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9523, loss_cls: 0.6873, loss: 0.6873, grad_norm: 4.8698 2021-05-27 08:00:07,960 - mmaction - INFO - Epoch [15][1040/3757] lr: 5.000e-05, eta: 0:43:29, time: 0.800, data_time: 0.003, memory: 12750, top1_acc: 0.8359, top5_acc: 0.9617, loss_cls: 0.5943, loss: 0.5943, grad_norm: 4.3655 2021-05-27 08:00:25,672 - mmaction - INFO - Epoch [15][1060/3757] lr: 5.000e-05, eta: 0:43:10, time: 0.887, data_time: 0.004, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9563, loss_cls: 0.6287, loss: 0.6287, grad_norm: 4.6532 2021-05-27 08:00:42,248 - mmaction - INFO - Epoch [15][1080/3757] lr: 5.000e-05, eta: 0:42:50, time: 0.827, data_time: 0.003, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9492, loss_cls: 0.6639, loss: 0.6639, grad_norm: 4.6460 2021-05-27 08:00:57,816 - mmaction - INFO - Epoch [15][1100/3757] lr: 5.000e-05, eta: 0:42:31, time: 0.781, data_time: 0.004, memory: 12750, top1_acc: 0.8344, top5_acc: 0.9523, loss_cls: 0.6423, loss: 0.6423, grad_norm: 4.5352 2021-05-27 08:01:15,632 - mmaction - INFO - Epoch [15][1120/3757] lr: 5.000e-05, eta: 0:42:12, time: 0.891, data_time: 0.002, memory: 12750, top1_acc: 0.8453, top5_acc: 0.9617, loss_cls: 0.5870, loss: 0.5870, grad_norm: 4.6262 2021-05-27 08:01:32,472 - mmaction - INFO - Epoch [15][1140/3757] lr: 5.000e-05, eta: 0:41:52, time: 0.841, data_time: 0.002, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9547, loss_cls: 0.6227, loss: 0.6227, grad_norm: 4.5558 2021-05-27 08:01:51,896 - mmaction - INFO - Epoch [15][1160/3757] lr: 5.000e-05, eta: 0:41:33, time: 0.968, data_time: 0.004, memory: 12750, top1_acc: 0.8398, top5_acc: 0.9555, loss_cls: 0.6143, loss: 0.6143, grad_norm: 4.5946 2021-05-27 08:02:09,171 - mmaction - INFO - Epoch [15][1180/3757] lr: 5.000e-05, eta: 0:41:14, time: 0.867, data_time: 0.008, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9508, loss_cls: 0.6829, loss: 0.6829, grad_norm: 4.7265 2021-05-27 08:02:25,447 - mmaction - INFO - Epoch [15][1200/3757] lr: 5.000e-05, eta: 0:40:54, time: 0.814, data_time: 0.003, memory: 12750, top1_acc: 0.8344, top5_acc: 0.9625, loss_cls: 0.6116, loss: 0.6116, grad_norm: 4.6527 2021-05-27 08:02:42,039 - mmaction - INFO - Epoch [15][1220/3757] lr: 5.000e-05, eta: 0:40:35, time: 0.830, data_time: 0.004, memory: 12750, top1_acc: 0.8445, top5_acc: 0.9617, loss_cls: 0.5973, loss: 0.5973, grad_norm: 4.7005 2021-05-27 08:02:57,768 - mmaction - INFO - Epoch [15][1240/3757] lr: 5.000e-05, eta: 0:40:16, time: 0.786, data_time: 0.002, memory: 12750, top1_acc: 0.8063, top5_acc: 0.9523, loss_cls: 0.7132, loss: 0.7132, grad_norm: 4.9082 2021-05-27 08:03:16,430 - mmaction - INFO - Epoch [15][1260/3757] lr: 5.000e-05, eta: 0:39:56, time: 0.932, data_time: 0.003, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9500, loss_cls: 0.6097, loss: 0.6097, grad_norm: 4.5042 2021-05-27 08:03:32,356 - mmaction - INFO - Epoch [15][1280/3757] lr: 5.000e-05, eta: 0:39:37, time: 0.798, data_time: 0.005, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9523, loss_cls: 0.6506, loss: 0.6506, grad_norm: 4.5035 2021-05-27 08:03:49,330 - mmaction - INFO - Epoch [15][1300/3757] lr: 5.000e-05, eta: 0:39:18, time: 0.840, data_time: 0.002, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9602, loss_cls: 0.6381, loss: 0.6381, grad_norm: 4.9161 2021-05-27 08:04:06,576 - mmaction - INFO - Epoch [15][1320/3757] lr: 5.000e-05, eta: 0:38:59, time: 0.872, data_time: 0.012, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9492, loss_cls: 0.6631, loss: 0.6631, grad_norm: 4.6878 2021-05-27 08:04:26,699 - mmaction - INFO - Epoch [15][1340/3757] lr: 5.000e-05, eta: 0:38:39, time: 1.002, data_time: 0.005, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9500, loss_cls: 0.7034, loss: 0.7034, grad_norm: 4.6304 2021-05-27 08:04:43,986 - mmaction - INFO - Epoch [15][1360/3757] lr: 5.000e-05, eta: 0:38:20, time: 0.869, data_time: 0.006, memory: 12750, top1_acc: 0.8461, top5_acc: 0.9563, loss_cls: 0.6011, loss: 0.6011, grad_norm: 4.4338 2021-05-27 08:05:04,258 - mmaction - INFO - Epoch [15][1380/3757] lr: 5.000e-05, eta: 0:38:01, time: 1.011, data_time: 0.003, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9531, loss_cls: 0.6532, loss: 0.6532, grad_norm: 4.6328 2021-05-27 08:05:21,812 - mmaction - INFO - Epoch [15][1400/3757] lr: 5.000e-05, eta: 0:37:42, time: 0.879, data_time: 0.006, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9609, loss_cls: 0.5985, loss: 0.5985, grad_norm: 4.5398 2021-05-27 08:05:39,361 - mmaction - INFO - Epoch [15][1420/3757] lr: 5.000e-05, eta: 0:37:22, time: 0.877, data_time: 0.002, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9492, loss_cls: 0.6959, loss: 0.6959, grad_norm: 4.8270 2021-05-27 08:06:00,451 - mmaction - INFO - Epoch [15][1440/3757] lr: 5.000e-05, eta: 0:37:03, time: 1.054, data_time: 0.003, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9500, loss_cls: 0.7061, loss: 0.7061, grad_norm: 4.9855 2021-05-27 08:06:22,665 - mmaction - INFO - Epoch [15][1460/3757] lr: 5.000e-05, eta: 0:36:44, time: 1.112, data_time: 0.004, memory: 12750, top1_acc: 0.8477, top5_acc: 0.9594, loss_cls: 0.6128, loss: 0.6128, grad_norm: 4.7115 2021-05-27 08:06:38,263 - mmaction - INFO - Epoch [15][1480/3757] lr: 5.000e-05, eta: 0:36:25, time: 0.780, data_time: 0.002, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9516, loss_cls: 0.6595, loss: 0.6595, grad_norm: 4.6777 2021-05-27 08:06:55,952 - mmaction - INFO - Epoch [15][1500/3757] lr: 5.000e-05, eta: 0:36:06, time: 0.885, data_time: 0.002, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9602, loss_cls: 0.6489, loss: 0.6489, grad_norm: 4.7254 2021-05-27 08:07:11,971 - mmaction - INFO - Epoch [15][1520/3757] lr: 5.000e-05, eta: 0:35:46, time: 0.800, data_time: 0.002, memory: 12750, top1_acc: 0.8156, top5_acc: 0.9539, loss_cls: 0.6873, loss: 0.6873, grad_norm: 5.2088 2021-05-27 08:07:27,779 - mmaction - INFO - Epoch [15][1540/3757] lr: 5.000e-05, eta: 0:35:27, time: 0.790, data_time: 0.003, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9523, loss_cls: 0.6688, loss: 0.6688, grad_norm: 4.6827 2021-05-27 08:07:44,374 - mmaction - INFO - Epoch [15][1560/3757] lr: 5.000e-05, eta: 0:35:08, time: 0.831, data_time: 0.004, memory: 12750, top1_acc: 0.8109, top5_acc: 0.9516, loss_cls: 0.6864, loss: 0.6864, grad_norm: 4.7492 2021-05-27 08:08:01,509 - mmaction - INFO - Epoch [15][1580/3757] lr: 5.000e-05, eta: 0:34:48, time: 0.853, data_time: 0.005, memory: 12750, top1_acc: 0.8180, top5_acc: 0.9531, loss_cls: 0.6774, loss: 0.6774, grad_norm: 4.6787 2021-05-27 08:08:18,266 - mmaction - INFO - Epoch [15][1600/3757] lr: 5.000e-05, eta: 0:34:29, time: 0.839, data_time: 0.010, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9602, loss_cls: 0.6091, loss: 0.6091, grad_norm: 4.6214 2021-05-27 08:08:38,431 - mmaction - INFO - Epoch [15][1620/3757] lr: 5.000e-05, eta: 0:34:10, time: 1.008, data_time: 0.005, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9469, loss_cls: 0.6699, loss: 0.6699, grad_norm: 4.7978 2021-05-27 08:08:54,633 - mmaction - INFO - Epoch [15][1640/3757] lr: 5.000e-05, eta: 0:33:51, time: 0.810, data_time: 0.006, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9516, loss_cls: 0.6703, loss: 0.6703, grad_norm: 4.9376 2021-05-27 08:09:15,980 - mmaction - INFO - Epoch [15][1660/3757] lr: 5.000e-05, eta: 0:33:32, time: 1.069, data_time: 0.006, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9539, loss_cls: 0.6471, loss: 0.6471, grad_norm: 4.8428 2021-05-27 08:09:34,156 - mmaction - INFO - Epoch [15][1680/3757] lr: 5.000e-05, eta: 0:33:12, time: 0.908, data_time: 0.005, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9508, loss_cls: 0.6554, loss: 0.6554, grad_norm: 4.9645 2021-05-27 08:09:52,623 - mmaction - INFO - Epoch [15][1700/3757] lr: 5.000e-05, eta: 0:32:53, time: 0.924, data_time: 0.008, memory: 12750, top1_acc: 0.8070, top5_acc: 0.9469, loss_cls: 0.6868, loss: 0.6868, grad_norm: 4.9653 2021-05-27 08:10:09,779 - mmaction - INFO - Epoch [15][1720/3757] lr: 5.000e-05, eta: 0:32:34, time: 0.845, data_time: 0.005, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9594, loss_cls: 0.6756, loss: 0.6756, grad_norm: 4.8242 2021-05-27 08:10:35,572 - mmaction - INFO - Epoch [15][1740/3757] lr: 5.000e-05, eta: 0:32:15, time: 1.300, data_time: 0.017, memory: 12750, top1_acc: 0.8328, top5_acc: 0.9594, loss_cls: 0.6465, loss: 0.6465, grad_norm: 4.4779 2021-05-27 08:11:01,313 - mmaction - INFO - Epoch [15][1760/3757] lr: 5.000e-05, eta: 0:31:56, time: 1.285, data_time: 0.005, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9531, loss_cls: 0.6187, loss: 0.6187, grad_norm: 4.4894 2021-05-27 08:11:18,409 - mmaction - INFO - Epoch [15][1780/3757] lr: 5.000e-05, eta: 0:31:37, time: 0.856, data_time: 0.008, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9508, loss_cls: 0.6657, loss: 0.6657, grad_norm: 4.9655 2021-05-27 08:11:35,556 - mmaction - INFO - Epoch [15][1800/3757] lr: 5.000e-05, eta: 0:31:17, time: 0.861, data_time: 0.006, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9563, loss_cls: 0.6369, loss: 0.6369, grad_norm: 4.7110 2021-05-27 08:11:51,500 - mmaction - INFO - Epoch [15][1820/3757] lr: 5.000e-05, eta: 0:30:58, time: 0.792, data_time: 0.002, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9609, loss_cls: 0.5997, loss: 0.5997, grad_norm: 4.6217 2021-05-27 08:12:08,023 - mmaction - INFO - Epoch [15][1840/3757] lr: 5.000e-05, eta: 0:30:39, time: 0.831, data_time: 0.007, memory: 12750, top1_acc: 0.8023, top5_acc: 0.9484, loss_cls: 0.6977, loss: 0.6977, grad_norm: 5.1174 2021-05-27 08:12:24,212 - mmaction - INFO - Epoch [15][1860/3757] lr: 5.000e-05, eta: 0:30:20, time: 0.810, data_time: 0.004, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9508, loss_cls: 0.6794, loss: 0.6794, grad_norm: 4.8569 2021-05-27 08:12:41,662 - mmaction - INFO - Epoch [15][1880/3757] lr: 5.000e-05, eta: 0:30:00, time: 0.872, data_time: 0.002, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9656, loss_cls: 0.6098, loss: 0.6098, grad_norm: 4.6061 2021-05-27 08:13:01,506 - mmaction - INFO - Epoch [15][1900/3757] lr: 5.000e-05, eta: 0:29:41, time: 0.985, data_time: 0.003, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9508, loss_cls: 0.6683, loss: 0.6683, grad_norm: 4.8868 2021-05-27 08:13:19,179 - mmaction - INFO - Epoch [15][1920/3757] lr: 5.000e-05, eta: 0:29:22, time: 0.891, data_time: 0.010, memory: 12750, top1_acc: 0.8414, top5_acc: 0.9500, loss_cls: 0.6673, loss: 0.6673, grad_norm: 4.6857 2021-05-27 08:13:35,855 - mmaction - INFO - Epoch [15][1940/3757] lr: 5.000e-05, eta: 0:29:03, time: 0.834, data_time: 0.004, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9563, loss_cls: 0.6596, loss: 0.6596, grad_norm: 4.8689 2021-05-27 08:13:55,895 - mmaction - INFO - Epoch [15][1960/3757] lr: 5.000e-05, eta: 0:28:43, time: 0.999, data_time: 0.003, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9492, loss_cls: 0.6761, loss: 0.6761, grad_norm: 4.6366 2021-05-27 08:14:12,861 - mmaction - INFO - Epoch [15][1980/3757] lr: 5.000e-05, eta: 0:28:24, time: 0.851, data_time: 0.008, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9609, loss_cls: 0.6483, loss: 0.6483, grad_norm: 4.8253 2021-05-27 08:14:29,815 - mmaction - INFO - Epoch [15][2000/3757] lr: 5.000e-05, eta: 0:28:05, time: 0.840, data_time: 0.003, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9453, loss_cls: 0.6412, loss: 0.6412, grad_norm: 4.6451 2021-05-27 08:14:46,106 - mmaction - INFO - Epoch [15][2020/3757] lr: 5.000e-05, eta: 0:27:46, time: 0.823, data_time: 0.012, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9539, loss_cls: 0.6631, loss: 0.6631, grad_norm: 4.7899 2021-05-27 08:15:01,942 - mmaction - INFO - Epoch [15][2040/3757] lr: 5.000e-05, eta: 0:27:26, time: 0.792, data_time: 0.002, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9469, loss_cls: 0.6591, loss: 0.6591, grad_norm: 4.6702 2021-05-27 08:15:17,356 - mmaction - INFO - Epoch [15][2060/3757] lr: 5.000e-05, eta: 0:27:07, time: 0.771, data_time: 0.004, memory: 12750, top1_acc: 0.8344, top5_acc: 0.9523, loss_cls: 0.5976, loss: 0.5976, grad_norm: 4.4911 2021-05-27 08:15:33,494 - mmaction - INFO - Epoch [15][2080/3757] lr: 5.000e-05, eta: 0:26:48, time: 0.806, data_time: 0.006, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9508, loss_cls: 0.6625, loss: 0.6625, grad_norm: 4.6097 2021-05-27 08:15:50,778 - mmaction - INFO - Epoch [15][2100/3757] lr: 5.000e-05, eta: 0:26:29, time: 0.864, data_time: 0.004, memory: 12750, top1_acc: 0.8063, top5_acc: 0.9461, loss_cls: 0.7038, loss: 0.7038, grad_norm: 4.7205 2021-05-27 08:16:12,011 - mmaction - INFO - Epoch [15][2120/3757] lr: 5.000e-05, eta: 0:26:09, time: 1.059, data_time: 0.002, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9523, loss_cls: 0.6371, loss: 0.6371, grad_norm: 4.6001 2021-05-27 08:16:29,289 - mmaction - INFO - Epoch [15][2140/3757] lr: 5.000e-05, eta: 0:25:50, time: 0.867, data_time: 0.006, memory: 12750, top1_acc: 0.8453, top5_acc: 0.9711, loss_cls: 0.5537, loss: 0.5537, grad_norm: 4.3027 2021-05-27 08:16:49,439 - mmaction - INFO - Epoch [15][2160/3757] lr: 5.000e-05, eta: 0:25:31, time: 1.006, data_time: 0.002, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9508, loss_cls: 0.6815, loss: 0.6815, grad_norm: 5.7826 2021-05-27 08:17:04,886 - mmaction - INFO - Epoch [15][2180/3757] lr: 5.000e-05, eta: 0:25:12, time: 0.773, data_time: 0.004, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9531, loss_cls: 0.6570, loss: 0.6570, grad_norm: 4.6288 2021-05-27 08:17:20,865 - mmaction - INFO - Epoch [15][2200/3757] lr: 5.000e-05, eta: 0:24:52, time: 0.798, data_time: 0.003, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9453, loss_cls: 0.6699, loss: 0.6699, grad_norm: 4.7762 2021-05-27 08:17:40,015 - mmaction - INFO - Epoch [15][2220/3757] lr: 5.000e-05, eta: 0:24:33, time: 0.958, data_time: 0.003, memory: 12750, top1_acc: 0.8195, top5_acc: 0.9578, loss_cls: 0.6777, loss: 0.6777, grad_norm: 4.8910 2021-05-27 08:18:00,881 - mmaction - INFO - Epoch [15][2240/3757] lr: 5.000e-05, eta: 0:24:14, time: 1.045, data_time: 0.004, memory: 12750, top1_acc: 0.8102, top5_acc: 0.9469, loss_cls: 0.6879, loss: 0.6879, grad_norm: 4.7699 2021-05-27 08:18:21,531 - mmaction - INFO - Epoch [15][2260/3757] lr: 5.000e-05, eta: 0:23:55, time: 1.031, data_time: 0.001, memory: 12750, top1_acc: 0.8344, top5_acc: 0.9547, loss_cls: 0.6387, loss: 0.6387, grad_norm: 4.6860 2021-05-27 08:18:39,763 - mmaction - INFO - Epoch [15][2280/3757] lr: 5.000e-05, eta: 0:23:36, time: 0.912, data_time: 0.003, memory: 12750, top1_acc: 0.8234, top5_acc: 0.9563, loss_cls: 0.6559, loss: 0.6559, grad_norm: 5.0535 2021-05-27 08:18:58,420 - mmaction - INFO - Epoch [15][2300/3757] lr: 5.000e-05, eta: 0:23:17, time: 0.932, data_time: 0.005, memory: 12750, top1_acc: 0.8438, top5_acc: 0.9641, loss_cls: 0.6003, loss: 0.6003, grad_norm: 4.5180 2021-05-27 08:19:16,872 - mmaction - INFO - Epoch [15][2320/3757] lr: 5.000e-05, eta: 0:22:57, time: 0.920, data_time: 0.004, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9641, loss_cls: 0.6255, loss: 0.6255, grad_norm: 4.7459 2021-05-27 08:19:39,375 - mmaction - INFO - Epoch [15][2340/3757] lr: 5.000e-05, eta: 0:22:38, time: 1.126, data_time: 0.006, memory: 12750, top1_acc: 0.8258, top5_acc: 0.9531, loss_cls: 0.6573, loss: 0.6573, grad_norm: 4.7747 2021-05-27 08:19:55,191 - mmaction - INFO - Epoch [15][2360/3757] lr: 5.000e-05, eta: 0:22:19, time: 0.793, data_time: 0.006, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9516, loss_cls: 0.6636, loss: 0.6636, grad_norm: 4.7115 2021-05-27 08:20:10,972 - mmaction - INFO - Epoch [15][2380/3757] lr: 5.000e-05, eta: 0:22:00, time: 0.790, data_time: 0.002, memory: 12750, top1_acc: 0.8320, top5_acc: 0.9531, loss_cls: 0.6480, loss: 0.6480, grad_norm: 4.6324 2021-05-27 08:20:28,425 - mmaction - INFO - Epoch [15][2400/3757] lr: 5.000e-05, eta: 0:21:41, time: 0.872, data_time: 0.002, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9578, loss_cls: 0.6408, loss: 0.6408, grad_norm: 4.7939 2021-05-27 08:20:47,456 - mmaction - INFO - Epoch [15][2420/3757] lr: 5.000e-05, eta: 0:21:21, time: 0.951, data_time: 0.003, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9578, loss_cls: 0.6425, loss: 0.6425, grad_norm: 4.5596 2021-05-27 08:21:05,062 - mmaction - INFO - Epoch [15][2440/3757] lr: 5.000e-05, eta: 0:21:02, time: 0.880, data_time: 0.003, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9531, loss_cls: 0.6698, loss: 0.6698, grad_norm: 4.8596 2021-05-27 08:21:23,725 - mmaction - INFO - Epoch [15][2460/3757] lr: 5.000e-05, eta: 0:20:43, time: 0.934, data_time: 0.004, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9563, loss_cls: 0.6168, loss: 0.6168, grad_norm: 4.5756 2021-05-27 08:21:43,867 - mmaction - INFO - Epoch [15][2480/3757] lr: 5.000e-05, eta: 0:20:24, time: 1.002, data_time: 0.004, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9570, loss_cls: 0.6404, loss: 0.6404, grad_norm: 4.8036 2021-05-27 08:21:59,729 - mmaction - INFO - Epoch [15][2500/3757] lr: 5.000e-05, eta: 0:20:05, time: 0.799, data_time: 0.008, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9578, loss_cls: 0.6439, loss: 0.6439, grad_norm: 4.7946 2021-05-27 08:22:15,409 - mmaction - INFO - Epoch [15][2520/3757] lr: 5.000e-05, eta: 0:19:45, time: 0.784, data_time: 0.002, memory: 12750, top1_acc: 0.8352, top5_acc: 0.9617, loss_cls: 0.6121, loss: 0.6121, grad_norm: 4.4608 2021-05-27 08:22:36,253 - mmaction - INFO - Epoch [15][2540/3757] lr: 5.000e-05, eta: 0:19:26, time: 1.040, data_time: 0.002, memory: 12750, top1_acc: 0.8367, top5_acc: 0.9633, loss_cls: 0.6067, loss: 0.6067, grad_norm: 4.4950 2021-05-27 08:22:52,715 - mmaction - INFO - Epoch [15][2560/3757] lr: 5.000e-05, eta: 0:19:07, time: 0.824, data_time: 0.004, memory: 12750, top1_acc: 0.8492, top5_acc: 0.9695, loss_cls: 0.5538, loss: 0.5538, grad_norm: 4.4775 2021-05-27 08:23:08,499 - mmaction - INFO - Epoch [15][2580/3757] lr: 5.000e-05, eta: 0:18:48, time: 0.790, data_time: 0.004, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9469, loss_cls: 0.7123, loss: 0.7123, grad_norm: 4.8100 2021-05-27 08:23:25,914 - mmaction - INFO - Epoch [15][2600/3757] lr: 5.000e-05, eta: 0:18:29, time: 0.872, data_time: 0.003, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9516, loss_cls: 0.6538, loss: 0.6538, grad_norm: 4.7374 2021-05-27 08:23:43,755 - mmaction - INFO - Epoch [15][2620/3757] lr: 5.000e-05, eta: 0:18:09, time: 0.891, data_time: 0.002, memory: 12750, top1_acc: 0.8305, top5_acc: 0.9484, loss_cls: 0.6518, loss: 0.6518, grad_norm: 4.7842 2021-05-27 08:24:05,285 - mmaction - INFO - Epoch [15][2640/3757] lr: 5.000e-05, eta: 0:17:50, time: 1.073, data_time: 0.002, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9484, loss_cls: 0.6485, loss: 0.6485, grad_norm: 4.6839 2021-05-27 08:24:22,374 - mmaction - INFO - Epoch [15][2660/3757] lr: 5.000e-05, eta: 0:17:31, time: 0.858, data_time: 0.006, memory: 12750, top1_acc: 0.8203, top5_acc: 0.9477, loss_cls: 0.7070, loss: 0.7070, grad_norm: 4.7447 2021-05-27 08:24:40,036 - mmaction - INFO - Epoch [15][2680/3757] lr: 5.000e-05, eta: 0:17:12, time: 0.871, data_time: 0.002, memory: 12750, top1_acc: 0.8242, top5_acc: 0.9539, loss_cls: 0.6699, loss: 0.6699, grad_norm: 4.7537 2021-05-27 08:24:57,952 - mmaction - INFO - Epoch [15][2700/3757] lr: 5.000e-05, eta: 0:16:53, time: 0.906, data_time: 0.014, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9547, loss_cls: 0.6547, loss: 0.6547, grad_norm: 4.7905 2021-05-27 08:25:13,850 - mmaction - INFO - Epoch [15][2720/3757] lr: 5.000e-05, eta: 0:16:33, time: 0.794, data_time: 0.003, memory: 12750, top1_acc: 0.8422, top5_acc: 0.9617, loss_cls: 0.5802, loss: 0.5802, grad_norm: 4.5483 2021-05-27 08:25:29,342 - mmaction - INFO - Epoch [15][2740/3757] lr: 5.000e-05, eta: 0:16:14, time: 0.771, data_time: 0.004, memory: 12750, top1_acc: 0.8430, top5_acc: 0.9648, loss_cls: 0.5587, loss: 0.5587, grad_norm: 4.3594 2021-05-27 08:25:49,330 - mmaction - INFO - Epoch [15][2760/3757] lr: 5.000e-05, eta: 0:15:55, time: 1.005, data_time: 0.008, memory: 12750, top1_acc: 0.8273, top5_acc: 0.9555, loss_cls: 0.6478, loss: 0.6478, grad_norm: 4.6394 2021-05-27 08:26:09,656 - mmaction - INFO - Epoch [15][2780/3757] lr: 5.000e-05, eta: 0:15:36, time: 1.015, data_time: 0.002, memory: 12750, top1_acc: 0.8367, top5_acc: 0.9586, loss_cls: 0.6309, loss: 0.6309, grad_norm: 4.6761 2021-05-27 08:26:26,972 - mmaction - INFO - Epoch [15][2800/3757] lr: 5.000e-05, eta: 0:15:17, time: 0.866, data_time: 0.005, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9531, loss_cls: 0.6615, loss: 0.6615, grad_norm: 4.7138 2021-05-27 08:26:44,665 - mmaction - INFO - Epoch [15][2820/3757] lr: 5.000e-05, eta: 0:14:57, time: 0.883, data_time: 0.010, memory: 12750, top1_acc: 0.8117, top5_acc: 0.9578, loss_cls: 0.6733, loss: 0.6733, grad_norm: 4.7702 2021-05-27 08:27:01,151 - mmaction - INFO - Epoch [15][2840/3757] lr: 5.000e-05, eta: 0:14:38, time: 0.826, data_time: 0.006, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9516, loss_cls: 0.6548, loss: 0.6548, grad_norm: 4.8278 2021-05-27 08:27:16,592 - mmaction - INFO - Epoch [15][2860/3757] lr: 5.000e-05, eta: 0:14:19, time: 0.766, data_time: 0.002, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9500, loss_cls: 0.6693, loss: 0.6693, grad_norm: 4.9321 2021-05-27 08:27:35,000 - mmaction - INFO - Epoch [15][2880/3757] lr: 5.000e-05, eta: 0:14:00, time: 0.924, data_time: 0.010, memory: 12750, top1_acc: 0.8414, top5_acc: 0.9602, loss_cls: 0.6219, loss: 0.6219, grad_norm: 4.5311 2021-05-27 08:27:51,027 - mmaction - INFO - Epoch [15][2900/3757] lr: 5.000e-05, eta: 0:13:41, time: 0.803, data_time: 0.005, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9531, loss_cls: 0.6825, loss: 0.6825, grad_norm: 4.7813 2021-05-27 08:28:06,561 - mmaction - INFO - Epoch [15][2920/3757] lr: 5.000e-05, eta: 0:13:21, time: 0.778, data_time: 0.004, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9594, loss_cls: 0.6475, loss: 0.6475, grad_norm: 4.6146 2021-05-27 08:28:26,226 - mmaction - INFO - Epoch [15][2940/3757] lr: 5.000e-05, eta: 0:13:02, time: 0.980, data_time: 0.004, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9539, loss_cls: 0.6619, loss: 0.6619, grad_norm: 4.8497 2021-05-27 08:28:45,755 - mmaction - INFO - Epoch [15][2960/3757] lr: 5.000e-05, eta: 0:12:43, time: 0.975, data_time: 0.010, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9531, loss_cls: 0.6520, loss: 0.6520, grad_norm: 4.6920 2021-05-27 08:29:01,907 - mmaction - INFO - Epoch [15][2980/3757] lr: 5.000e-05, eta: 0:12:24, time: 0.806, data_time: 0.007, memory: 12750, top1_acc: 0.8219, top5_acc: 0.9578, loss_cls: 0.6458, loss: 0.6458, grad_norm: 4.7548 2021-05-27 08:29:25,620 - mmaction - INFO - Epoch [15][3000/3757] lr: 5.000e-05, eta: 0:12:05, time: 1.192, data_time: 0.015, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9508, loss_cls: 0.6853, loss: 0.6853, grad_norm: 4.5477 2021-05-27 08:29:42,053 - mmaction - INFO - Epoch [15][3020/3757] lr: 5.000e-05, eta: 0:11:46, time: 0.820, data_time: 0.004, memory: 12750, top1_acc: 0.8313, top5_acc: 0.9625, loss_cls: 0.6173, loss: 0.6173, grad_norm: 4.7414 2021-05-27 08:30:02,546 - mmaction - INFO - Epoch [15][3040/3757] lr: 5.000e-05, eta: 0:11:26, time: 1.024, data_time: 0.003, memory: 12750, top1_acc: 0.8406, top5_acc: 0.9594, loss_cls: 0.5956, loss: 0.5956, grad_norm: 4.4155 2021-05-27 08:30:18,724 - mmaction - INFO - Epoch [15][3060/3757] lr: 5.000e-05, eta: 0:11:07, time: 0.810, data_time: 0.005, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9602, loss_cls: 0.6211, loss: 0.6211, grad_norm: 4.7083 2021-05-27 08:30:36,219 - mmaction - INFO - Epoch [15][3080/3757] lr: 5.000e-05, eta: 0:10:48, time: 0.875, data_time: 0.002, memory: 12750, top1_acc: 0.8086, top5_acc: 0.9539, loss_cls: 0.6672, loss: 0.6672, grad_norm: 4.8367 2021-05-27 08:30:53,868 - mmaction - INFO - Epoch [15][3100/3757] lr: 5.000e-05, eta: 0:10:29, time: 0.883, data_time: 0.003, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9602, loss_cls: 0.6436, loss: 0.6436, grad_norm: 4.7667 2021-05-27 08:31:09,819 - mmaction - INFO - Epoch [15][3120/3757] lr: 5.000e-05, eta: 0:10:10, time: 0.796, data_time: 0.002, memory: 12750, top1_acc: 0.8398, top5_acc: 0.9523, loss_cls: 0.6210, loss: 0.6210, grad_norm: 4.5286 2021-05-27 08:31:28,578 - mmaction - INFO - Epoch [15][3140/3757] lr: 5.000e-05, eta: 0:09:51, time: 0.938, data_time: 0.004, memory: 12750, top1_acc: 0.8422, top5_acc: 0.9570, loss_cls: 0.6061, loss: 0.6061, grad_norm: 4.5235 2021-05-27 08:31:46,096 - mmaction - INFO - Epoch [15][3160/3757] lr: 5.000e-05, eta: 0:09:31, time: 0.878, data_time: 0.005, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9563, loss_cls: 0.6879, loss: 0.6879, grad_norm: 5.1451 2021-05-27 08:32:03,385 - mmaction - INFO - Epoch [15][3180/3757] lr: 5.000e-05, eta: 0:09:12, time: 0.863, data_time: 0.001, memory: 12750, top1_acc: 0.8391, top5_acc: 0.9609, loss_cls: 0.6269, loss: 0.6269, grad_norm: 4.4866 2021-05-27 08:32:19,603 - mmaction - INFO - Epoch [15][3200/3757] lr: 5.000e-05, eta: 0:08:53, time: 0.807, data_time: 0.002, memory: 12750, top1_acc: 0.8211, top5_acc: 0.9617, loss_cls: 0.6279, loss: 0.6279, grad_norm: 4.7460 2021-05-27 08:32:38,226 - mmaction - INFO - Epoch [15][3220/3757] lr: 5.000e-05, eta: 0:08:34, time: 0.933, data_time: 0.006, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9555, loss_cls: 0.6841, loss: 0.6841, grad_norm: 4.8814 2021-05-27 08:32:55,081 - mmaction - INFO - Epoch [15][3240/3757] lr: 5.000e-05, eta: 0:08:15, time: 0.846, data_time: 0.006, memory: 12750, top1_acc: 0.8375, top5_acc: 0.9547, loss_cls: 0.6496, loss: 0.6496, grad_norm: 4.8203 2021-05-27 08:33:10,704 - mmaction - INFO - Epoch [15][3260/3757] lr: 5.000e-05, eta: 0:07:55, time: 0.780, data_time: 0.001, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9602, loss_cls: 0.6463, loss: 0.6463, grad_norm: 4.7219 2021-05-27 08:33:26,548 - mmaction - INFO - Epoch [15][3280/3757] lr: 5.000e-05, eta: 0:07:36, time: 0.792, data_time: 0.002, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9617, loss_cls: 0.6306, loss: 0.6306, grad_norm: 4.6609 2021-05-27 08:33:42,511 - mmaction - INFO - Epoch [15][3300/3757] lr: 5.000e-05, eta: 0:07:17, time: 0.798, data_time: 0.002, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9547, loss_cls: 0.6507, loss: 0.6507, grad_norm: 4.7368 2021-05-27 08:34:00,622 - mmaction - INFO - Epoch [15][3320/3757] lr: 5.000e-05, eta: 0:06:58, time: 0.906, data_time: 0.003, memory: 12750, top1_acc: 0.8266, top5_acc: 0.9516, loss_cls: 0.6535, loss: 0.6535, grad_norm: 4.6150 2021-05-27 08:34:17,324 - mmaction - INFO - Epoch [15][3340/3757] lr: 5.000e-05, eta: 0:06:39, time: 0.832, data_time: 0.002, memory: 12750, top1_acc: 0.8383, top5_acc: 0.9578, loss_cls: 0.6130, loss: 0.6130, grad_norm: 4.6962 2021-05-27 08:34:33,414 - mmaction - INFO - Epoch [15][3360/3757] lr: 5.000e-05, eta: 0:06:20, time: 0.807, data_time: 0.005, memory: 12750, top1_acc: 0.8047, top5_acc: 0.9469, loss_cls: 0.7089, loss: 0.7089, grad_norm: 5.1881 2021-05-27 08:34:48,847 - mmaction - INFO - Epoch [15][3380/3757] lr: 5.000e-05, eta: 0:06:00, time: 0.767, data_time: 0.002, memory: 12750, top1_acc: 0.8227, top5_acc: 0.9570, loss_cls: 0.6460, loss: 0.6460, grad_norm: 4.7388 2021-05-27 08:35:04,359 - mmaction - INFO - Epoch [15][3400/3757] lr: 5.000e-05, eta: 0:05:41, time: 0.779, data_time: 0.007, memory: 12750, top1_acc: 0.8523, top5_acc: 0.9602, loss_cls: 0.5795, loss: 0.5795, grad_norm: 4.4106 2021-05-27 08:35:19,894 - mmaction - INFO - Epoch [15][3420/3757] lr: 5.000e-05, eta: 0:05:22, time: 0.775, data_time: 0.004, memory: 12750, top1_acc: 0.8438, top5_acc: 0.9586, loss_cls: 0.5960, loss: 0.5960, grad_norm: 4.5231 2021-05-27 08:35:35,343 - mmaction - INFO - Epoch [15][3440/3757] lr: 5.000e-05, eta: 0:05:03, time: 0.775, data_time: 0.006, memory: 12750, top1_acc: 0.8344, top5_acc: 0.9602, loss_cls: 0.6047, loss: 0.6047, grad_norm: 4.4604 2021-05-27 08:35:53,247 - mmaction - INFO - Epoch [15][3460/3757] lr: 5.000e-05, eta: 0:04:44, time: 0.891, data_time: 0.003, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9617, loss_cls: 0.6069, loss: 0.6069, grad_norm: 4.5134 2021-05-27 08:36:08,839 - mmaction - INFO - Epoch [15][3480/3757] lr: 5.000e-05, eta: 0:04:25, time: 0.783, data_time: 0.005, memory: 12750, top1_acc: 0.8297, top5_acc: 0.9547, loss_cls: 0.6446, loss: 0.6446, grad_norm: 4.7425 2021-05-27 08:36:24,939 - mmaction - INFO - Epoch [15][3500/3757] lr: 5.000e-05, eta: 0:04:05, time: 0.807, data_time: 0.003, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9484, loss_cls: 0.6360, loss: 0.6360, grad_norm: 4.6347 2021-05-27 08:36:40,475 - mmaction - INFO - Epoch [15][3520/3757] lr: 5.000e-05, eta: 0:03:46, time: 0.776, data_time: 0.001, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9523, loss_cls: 0.6594, loss: 0.6594, grad_norm: 4.6852 2021-05-27 08:36:58,192 - mmaction - INFO - Epoch [15][3540/3757] lr: 5.000e-05, eta: 0:03:27, time: 0.886, data_time: 0.002, memory: 12750, top1_acc: 0.8172, top5_acc: 0.9531, loss_cls: 0.6561, loss: 0.6561, grad_norm: 4.5701 2021-05-27 08:37:14,111 - mmaction - INFO - Epoch [15][3560/3757] lr: 5.000e-05, eta: 0:03:08, time: 0.794, data_time: 0.003, memory: 12750, top1_acc: 0.8078, top5_acc: 0.9516, loss_cls: 0.6974, loss: 0.6974, grad_norm: 4.8832 2021-05-27 08:37:30,060 - mmaction - INFO - Epoch [15][3580/3757] lr: 5.000e-05, eta: 0:02:49, time: 0.798, data_time: 0.004, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9484, loss_cls: 0.6346, loss: 0.6346, grad_norm: 4.6784 2021-05-27 08:37:47,387 - mmaction - INFO - Epoch [15][3600/3757] lr: 5.000e-05, eta: 0:02:30, time: 0.867, data_time: 0.003, memory: 12750, top1_acc: 0.8148, top5_acc: 0.9461, loss_cls: 0.6977, loss: 0.6977, grad_norm: 4.8560 2021-05-27 08:38:03,444 - mmaction - INFO - Epoch [15][3620/3757] lr: 5.000e-05, eta: 0:02:11, time: 0.802, data_time: 0.004, memory: 12750, top1_acc: 0.8187, top5_acc: 0.9523, loss_cls: 0.6643, loss: 0.6643, grad_norm: 4.7450 2021-05-27 08:38:19,268 - mmaction - INFO - Epoch [15][3640/3757] lr: 5.000e-05, eta: 0:01:51, time: 0.791, data_time: 0.002, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9500, loss_cls: 0.6477, loss: 0.6477, grad_norm: 4.5779 2021-05-27 08:38:35,154 - mmaction - INFO - Epoch [15][3660/3757] lr: 5.000e-05, eta: 0:01:32, time: 0.795, data_time: 0.002, memory: 12750, top1_acc: 0.8289, top5_acc: 0.9570, loss_cls: 0.6316, loss: 0.6316, grad_norm: 4.5616 2021-05-27 08:38:53,206 - mmaction - INFO - Epoch [15][3680/3757] lr: 5.000e-05, eta: 0:01:13, time: 0.902, data_time: 0.002, memory: 12750, top1_acc: 0.8250, top5_acc: 0.9500, loss_cls: 0.6728, loss: 0.6728, grad_norm: 5.1561 2021-05-27 08:39:10,340 - mmaction - INFO - Epoch [15][3700/3757] lr: 5.000e-05, eta: 0:00:54, time: 0.857, data_time: 0.003, memory: 12750, top1_acc: 0.8281, top5_acc: 0.9547, loss_cls: 0.6230, loss: 0.6230, grad_norm: 4.6101 2021-05-27 08:39:29,418 - mmaction - INFO - Epoch [15][3720/3757] lr: 5.000e-05, eta: 0:00:35, time: 0.955, data_time: 0.004, memory: 12750, top1_acc: 0.8336, top5_acc: 0.9508, loss_cls: 0.6352, loss: 0.6352, grad_norm: 4.6455 2021-05-27 08:39:46,275 - mmaction - INFO - Epoch [15][3740/3757] lr: 5.000e-05, eta: 0:00:16, time: 0.839, data_time: 0.002, memory: 12750, top1_acc: 0.8164, top5_acc: 0.9594, loss_cls: 0.6684, loss: 0.6684, grad_norm: 4.9467 2021-05-27 08:40:18,241 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-05-27 08:49:04,529 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 08:49:05,490 - mmaction - INFO - top1_acc 0.7608 top5_acc 0.9235 2021-05-27 08:49:05,491 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 08:49:05,575 - mmaction - INFO - mean_acc 0.7606 2021-05-27 08:49:05,583 - mmaction - INFO - Epoch(val) [15][3757] top1_acc: 0.7608, top5_acc: 0.9235, mean_class_accuracy: 0.7606