2021-05-26 16:15:35,074 - 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 16:15:35,075 - mmaction - INFO - Distributed training: True 2021-05-26 16:15:35,391 - 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='joint_space_time', 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=7, 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=0.004375, 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), '.backbone.time_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_jointST/20210526_141457' gpu_ids = range(0, 1) omnisource = False module_hooks = [] 2021-05-26 16:15:35,391 - mmaction - INFO - Set random seed to 0, deterministic: True 2021-05-26 16:15:39,191 - mmaction - INFO - load model from: https://download.openmmlab.com/mmaction/recognition/timesformer/vit_base_patch16_224.pth 2021-05-26 16:15:44,516 - mmaction - WARNING - The model and loaded state dict do not match exactly missing keys in source state_dict: time_embed 2021-05-26 16:15:47,152 - mmaction - INFO - Start running, host: huangbinkun@SH-IDC1-10-198-4-112, work_dir: /mnt/lustre/huangbinkun/mmaction2/work_dirs/timesformer_jointST/20210526_141457 2021-05-26 16:15:47,152 - mmaction - INFO - workflow: [('train', 1)], max: 15 epochs 2021-05-26 16:21:19,232 - mmaction - INFO - Epoch [1][20/4294] lr: 4.375e-03, eta: 12 days, 8:51:20, time: 16.597, data_time: 15.266, memory: 29668, top1_acc: 0.0089, top5_acc: 0.0259, loss_cls: 6.0255, loss: 6.0255, grad_norm: 4.3265 2021-05-26 16:21:42,426 - mmaction - INFO - Epoch [1][40/4294] lr: 4.375e-03, eta: 6 days, 14:44:59, time: 1.160, data_time: 0.007, memory: 29668, top1_acc: 0.0375, top5_acc: 0.1036, loss_cls: 5.7126, loss: 5.7126, grad_norm: 4.2786 2021-05-26 16:22:06,037 - mmaction - INFO - Epoch [1][60/4294] lr: 4.375e-03, eta: 4 days, 16:51:32, time: 1.185, data_time: 0.018, memory: 29668, top1_acc: 0.1116, top5_acc: 0.2304, loss_cls: 5.3710, loss: 5.3710, grad_norm: 4.2898 2021-05-26 16:22:27,212 - mmaction - INFO - Epoch [1][80/4294] lr: 4.375e-03, eta: 3 days, 17:20:13, time: 1.056, data_time: 0.002, memory: 29668, top1_acc: 0.1643, top5_acc: 0.3420, loss_cls: 4.9578, loss: 4.9578, grad_norm: 4.2693 2021-05-26 16:22:47,420 - mmaction - INFO - Epoch [1][100/4294] lr: 4.375e-03, eta: 3 days, 3:03:52, time: 1.012, data_time: 0.005, memory: 29668, top1_acc: 0.1964, top5_acc: 0.3911, loss_cls: 4.6800, loss: 4.6800, grad_norm: 4.2994 2021-05-26 16:23:10,387 - mmaction - INFO - Epoch [1][120/4294] lr: 4.375e-03, eta: 2 days, 17:56:35, time: 1.145, data_time: 0.002, memory: 29668, top1_acc: 0.2223, top5_acc: 0.4250, loss_cls: 4.3511, loss: 4.3511, grad_norm: 4.2815 2021-05-26 16:23:36,472 - mmaction - INFO - Epoch [1][140/4294] lr: 4.375e-03, eta: 2 days, 11:49:43, time: 1.303, data_time: 0.008, memory: 29668, top1_acc: 0.2705, top5_acc: 0.4813, loss_cls: 4.0800, loss: 4.0800, grad_norm: 4.3469 2021-05-26 16:23:58,717 - mmaction - INFO - Epoch [1][160/4294] lr: 4.375e-03, eta: 2 days, 6:49:09, time: 1.114, data_time: 0.011, memory: 29668, top1_acc: 0.2750, top5_acc: 0.4920, loss_cls: 3.8761, loss: 3.8761, grad_norm: 4.4124 2021-05-26 16:24:22,132 - mmaction - INFO - Epoch [1][180/4294] lr: 4.375e-03, eta: 2 days, 3:02:18, time: 1.173, data_time: 0.006, memory: 29668, top1_acc: 0.3045, top5_acc: 0.5259, loss_cls: 3.6500, loss: 3.6500, grad_norm: 4.3918 2021-05-26 16:24:43,121 - mmaction - INFO - Epoch [1][200/4294] lr: 4.375e-03, eta: 1 day, 23:47:10, time: 1.046, data_time: 0.002, memory: 29668, top1_acc: 0.3375, top5_acc: 0.5902, loss_cls: 3.4243, loss: 3.4243, grad_norm: 4.4559 2021-05-26 16:25:03,914 - mmaction - INFO - Epoch [1][220/4294] lr: 4.375e-03, eta: 1 day, 21:07:05, time: 1.042, data_time: 0.007, memory: 29668, top1_acc: 0.3571, top5_acc: 0.6098, loss_cls: 3.2777, loss: 3.2777, grad_norm: 4.4485 2021-05-26 16:25:25,349 - mmaction - INFO - Epoch [1][240/4294] lr: 4.375e-03, eta: 1 day, 18:56:09, time: 1.071, data_time: 0.003, memory: 29668, top1_acc: 0.3482, top5_acc: 0.5893, loss_cls: 3.2667, loss: 3.2667, grad_norm: 4.5144 2021-05-26 16:25:50,497 - mmaction - INFO - Epoch [1][260/4294] lr: 4.375e-03, eta: 1 day, 17:20:23, time: 1.254, data_time: 0.005, memory: 29668, top1_acc: 0.3679, top5_acc: 0.6143, loss_cls: 3.0994, loss: 3.0994, grad_norm: 4.6182 2021-05-26 16:26:12,386 - mmaction - INFO - Epoch [1][280/4294] lr: 4.375e-03, eta: 1 day, 15:46:22, time: 1.099, data_time: 0.009, memory: 29668, top1_acc: 0.4018, top5_acc: 0.6750, loss_cls: 2.9128, loss: 2.9128, grad_norm: 4.6972 2021-05-26 16:26:33,183 - mmaction - INFO - Epoch [1][300/4294] lr: 4.375e-03, eta: 1 day, 14:20:31, time: 1.038, data_time: 0.003, memory: 29668, top1_acc: 0.3866, top5_acc: 0.6554, loss_cls: 2.9220, loss: 2.9220, grad_norm: 4.6741 2021-05-26 16:26:55,323 - mmaction - INFO - Epoch [1][320/4294] lr: 4.375e-03, eta: 1 day, 13:10:07, time: 1.109, data_time: 0.007, memory: 29668, top1_acc: 0.4259, top5_acc: 0.6982, loss_cls: 2.6875, loss: 2.6875, grad_norm: 4.7742 2021-05-26 16:27:21,591 - mmaction - INFO - Epoch [1][340/4294] lr: 4.375e-03, eta: 1 day, 12:20:38, time: 1.311, data_time: 0.003, memory: 29668, top1_acc: 0.4393, top5_acc: 0.6813, loss_cls: 2.6952, loss: 2.6952, grad_norm: 4.7518 2021-05-26 16:27:42,520 - mmaction - INFO - Epoch [1][360/4294] lr: 4.375e-03, eta: 1 day, 11:21:01, time: 1.048, data_time: 0.007, memory: 29668, top1_acc: 0.4232, top5_acc: 0.6866, loss_cls: 2.6604, loss: 2.6604, grad_norm: 4.8322 2021-05-26 16:28:06,271 - mmaction - INFO - Epoch [1][380/4294] lr: 4.375e-03, eta: 1 day, 10:35:32, time: 1.189, data_time: 0.005, memory: 29668, top1_acc: 0.4393, top5_acc: 0.7143, loss_cls: 2.5418, loss: 2.5418, grad_norm: 4.7792 2021-05-26 16:28:27,616 - mmaction - INFO - Epoch [1][400/4294] lr: 4.375e-03, eta: 1 day, 9:47:31, time: 1.057, data_time: 0.002, memory: 29668, top1_acc: 0.4455, top5_acc: 0.6884, loss_cls: 2.5884, loss: 2.5884, grad_norm: 4.9285 2021-05-26 16:28:54,756 - mmaction - INFO - Epoch [1][420/4294] lr: 4.375e-03, eta: 1 day, 9:19:39, time: 1.364, data_time: 0.013, memory: 29668, top1_acc: 0.4580, top5_acc: 0.6991, loss_cls: 2.4837, loss: 2.4837, grad_norm: 5.0964 2021-05-26 16:29:15,763 - mmaction - INFO - Epoch [1][440/4294] lr: 4.375e-03, eta: 1 day, 8:39:13, time: 1.053, data_time: 0.005, memory: 29668, top1_acc: 0.4705, top5_acc: 0.7286, loss_cls: 2.4005, loss: 2.4005, grad_norm: 4.9757 2021-05-26 16:29:35,600 - mmaction - INFO - Epoch [1][460/4294] lr: 4.375e-03, eta: 1 day, 7:59:19, time: 0.990, data_time: 0.001, memory: 29668, top1_acc: 0.4670, top5_acc: 0.7402, loss_cls: 2.3998, loss: 2.3998, grad_norm: 5.1315 2021-05-26 16:30:01,912 - mmaction - INFO - Epoch [1][480/4294] lr: 4.375e-03, eta: 1 day, 7:37:05, time: 1.313, data_time: 0.004, memory: 29668, top1_acc: 0.4625, top5_acc: 0.7473, loss_cls: 2.3497, loss: 2.3497, grad_norm: 4.9618 2021-05-26 16:30:25,301 - mmaction - INFO - Epoch [1][500/4294] lr: 4.375e-03, eta: 1 day, 7:10:25, time: 1.168, data_time: 0.005, memory: 29668, top1_acc: 0.5188, top5_acc: 0.7804, loss_cls: 2.1176, loss: 2.1176, grad_norm: 4.9154 2021-05-26 16:30:47,882 - mmaction - INFO - Epoch [1][520/4294] lr: 4.375e-03, eta: 1 day, 6:44:20, time: 1.133, data_time: 0.007, memory: 29668, top1_acc: 0.4768, top5_acc: 0.7491, loss_cls: 2.2900, loss: 2.2900, grad_norm: 5.1074 2021-05-26 16:31:09,902 - mmaction - INFO - Epoch [1][540/4294] lr: 4.375e-03, eta: 1 day, 6:18:54, time: 1.102, data_time: 0.003, memory: 29668, top1_acc: 0.5304, top5_acc: 0.7750, loss_cls: 2.1140, loss: 2.1140, grad_norm: 4.9574 2021-05-26 16:31:29,817 - mmaction - INFO - Epoch [1][560/4294] lr: 4.375e-03, eta: 1 day, 5:51:11, time: 0.994, data_time: 0.002, memory: 29668, top1_acc: 0.5054, top5_acc: 0.7571, loss_cls: 2.2353, loss: 2.2353, grad_norm: 5.1044 2021-05-26 16:31:54,645 - mmaction - INFO - Epoch [1][580/4294] lr: 4.375e-03, eta: 1 day, 5:34:27, time: 1.242, data_time: 0.003, memory: 29668, top1_acc: 0.4938, top5_acc: 0.7696, loss_cls: 2.1854, loss: 2.1854, grad_norm: 5.1219 2021-05-26 16:32:14,772 - mmaction - INFO - Epoch [1][600/4294] lr: 4.375e-03, eta: 1 day, 5:10:25, time: 1.006, data_time: 0.002, memory: 29668, top1_acc: 0.5045, top5_acc: 0.7554, loss_cls: 2.1784, loss: 2.1784, grad_norm: 5.0537 2021-05-26 16:32:40,425 - mmaction - INFO - Epoch [1][620/4294] lr: 4.375e-03, eta: 1 day, 4:57:12, time: 1.276, data_time: 0.003, memory: 29668, top1_acc: 0.4848, top5_acc: 0.7482, loss_cls: 2.1999, loss: 2.1999, grad_norm: 5.3443 2021-05-26 16:33:03,731 - mmaction - INFO - Epoch [1][640/4294] lr: 4.375e-03, eta: 1 day, 4:41:10, time: 1.168, data_time: 0.008, memory: 29668, top1_acc: 0.5277, top5_acc: 0.7750, loss_cls: 2.0716, loss: 2.0716, grad_norm: 5.1779 2021-05-26 16:33:25,173 - mmaction - INFO - Epoch [1][660/4294] lr: 4.375e-03, eta: 1 day, 4:23:06, time: 1.075, data_time: 0.006, memory: 29668, top1_acc: 0.5152, top5_acc: 0.7946, loss_cls: 1.9985, loss: 1.9985, grad_norm: 5.0286 2021-05-26 16:33:53,870 - mmaction - INFO - Epoch [1][680/4294] lr: 4.375e-03, eta: 1 day, 4:17:14, time: 1.432, data_time: 0.004, memory: 29668, top1_acc: 0.5018, top5_acc: 0.7598, loss_cls: 2.1311, loss: 2.1311, grad_norm: 5.4041 2021-05-26 16:34:19,961 - mmaction - INFO - Epoch [1][700/4294] lr: 4.375e-03, eta: 1 day, 4:06:58, time: 1.277, data_time: 0.007, memory: 29668, top1_acc: 0.5518, top5_acc: 0.7804, loss_cls: 1.9765, loss: 1.9765, grad_norm: 5.1947 2021-05-26 16:34:42,423 - mmaction - INFO - Epoch [1][720/4294] lr: 4.375e-03, eta: 1 day, 3:53:32, time: 1.151, data_time: 0.033, memory: 29668, top1_acc: 0.5116, top5_acc: 0.7804, loss_cls: 2.0774, loss: 2.0774, grad_norm: 5.4846 2021-05-26 16:35:03,433 - mmaction - INFO - Epoch [1][740/4294] lr: 4.375e-03, eta: 1 day, 3:38:00, time: 1.054, data_time: 0.006, memory: 29668, top1_acc: 0.5277, top5_acc: 0.7607, loss_cls: 2.1177, loss: 2.1177, grad_norm: 5.2283 2021-05-26 16:35:31,248 - mmaction - INFO - Epoch [1][760/4294] lr: 4.375e-03, eta: 1 day, 3:32:37, time: 1.388, data_time: 0.004, memory: 29668, top1_acc: 0.5241, top5_acc: 0.8009, loss_cls: 1.9865, loss: 1.9865, grad_norm: 5.2602 2021-05-26 16:35:53,623 - mmaction - INFO - Epoch [1][780/4294] lr: 4.375e-03, eta: 1 day, 3:20:14, time: 1.121, data_time: 0.005, memory: 29668, top1_acc: 0.5134, top5_acc: 0.7812, loss_cls: 2.0256, loss: 2.0256, grad_norm: 5.3224 2021-05-26 16:36:15,430 - mmaction - INFO - Epoch [1][800/4294] lr: 4.375e-03, eta: 1 day, 3:07:32, time: 1.087, data_time: 0.002, memory: 29668, top1_acc: 0.5214, top5_acc: 0.7920, loss_cls: 1.9891, loss: 1.9891, grad_norm: 5.3718 2021-05-26 16:36:36,135 - mmaction - INFO - Epoch [1][820/4294] lr: 4.375e-03, eta: 1 day, 2:54:08, time: 1.036, data_time: 0.006, memory: 29668, top1_acc: 0.5643, top5_acc: 0.8063, loss_cls: 1.8374, loss: 1.8374, grad_norm: 5.0962 2021-05-26 16:36:56,049 - mmaction - INFO - Epoch [1][840/4294] lr: 4.375e-03, eta: 1 day, 2:40:22, time: 0.998, data_time: 0.005, memory: 29668, top1_acc: 0.5295, top5_acc: 0.8009, loss_cls: 1.9654, loss: 1.9654, grad_norm: 5.3987 2021-05-26 16:37:17,576 - mmaction - INFO - Epoch [1][860/4294] lr: 4.375e-03, eta: 1 day, 2:29:12, time: 1.077, data_time: 0.002, memory: 29668, top1_acc: 0.5339, top5_acc: 0.7937, loss_cls: 1.9309, loss: 1.9309, grad_norm: 5.4707 2021-05-26 16:37:38,295 - mmaction - INFO - Epoch [1][880/4294] lr: 4.375e-03, eta: 1 day, 2:17:29, time: 1.034, data_time: 0.001, memory: 29668, top1_acc: 0.4938, top5_acc: 0.7759, loss_cls: 2.0482, loss: 2.0482, grad_norm: 5.2558 2021-05-26 16:37:58,915 - mmaction - INFO - Epoch [1][900/4294] lr: 4.375e-03, eta: 1 day, 2:06:12, time: 1.032, data_time: 0.005, memory: 29668, top1_acc: 0.5312, top5_acc: 0.7964, loss_cls: 1.9276, loss: 1.9276, grad_norm: 5.3827 2021-05-26 16:38:23,656 - mmaction - INFO - Epoch [1][920/4294] lr: 4.375e-03, eta: 1 day, 2:00:06, time: 1.236, data_time: 0.006, memory: 29668, top1_acc: 0.5411, top5_acc: 0.7857, loss_cls: 1.9868, loss: 1.9868, grad_norm: 5.3037 2021-05-26 16:38:45,575 - mmaction - INFO - Epoch [1][940/4294] lr: 4.375e-03, eta: 1 day, 1:51:05, time: 1.096, data_time: 0.004, memory: 29668, top1_acc: 0.5420, top5_acc: 0.7946, loss_cls: 1.9127, loss: 1.9127, grad_norm: 5.3739 2021-05-26 16:39:08,044 - mmaction - INFO - Epoch [1][960/4294] lr: 4.375e-03, eta: 1 day, 1:43:01, time: 1.122, data_time: 0.005, memory: 29668, top1_acc: 0.5509, top5_acc: 0.7955, loss_cls: 1.9251, loss: 1.9251, grad_norm: 5.1629 2021-05-26 16:39:34,683 - mmaction - INFO - Epoch [1][980/4294] lr: 4.375e-03, eta: 1 day, 1:39:41, time: 1.327, data_time: 0.006, memory: 29668, top1_acc: 0.5420, top5_acc: 0.8063, loss_cls: 1.8957, loss: 1.8957, grad_norm: 5.1165 2021-05-26 16:40:08,284 - mmaction - INFO - Epoch [1][1000/4294] lr: 4.375e-03, eta: 1 day, 1:43:33, time: 1.663, data_time: 0.011, memory: 29668, top1_acc: 0.5580, top5_acc: 0.7955, loss_cls: 1.9099, loss: 1.9099, grad_norm: 5.3567 2021-05-26 16:40:32,275 - mmaction - INFO - Epoch [1][1020/4294] lr: 4.375e-03, eta: 1 day, 1:38:03, time: 1.218, data_time: 0.036, memory: 29668, top1_acc: 0.5598, top5_acc: 0.8080, loss_cls: 1.7998, loss: 1.7998, grad_norm: 5.2331 2021-05-26 16:40:52,038 - mmaction - INFO - Epoch [1][1040/4294] lr: 4.375e-03, eta: 1 day, 1:28:12, time: 0.995, data_time: 0.010, memory: 29668, top1_acc: 0.5607, top5_acc: 0.8089, loss_cls: 1.8072, loss: 1.8072, grad_norm: 5.2650 2021-05-26 16:41:15,492 - mmaction - INFO - Epoch [1][1060/4294] lr: 4.375e-03, eta: 1 day, 1:22:10, time: 1.168, data_time: 0.002, memory: 29668, top1_acc: 0.5598, top5_acc: 0.8143, loss_cls: 1.8274, loss: 1.8274, grad_norm: 5.4762 2021-05-26 16:41:42,217 - mmaction - INFO - Epoch [1][1080/4294] lr: 4.375e-03, eta: 1 day, 1:19:35, time: 1.335, data_time: 0.007, memory: 29668, top1_acc: 0.5768, top5_acc: 0.8000, loss_cls: 1.8295, loss: 1.8295, grad_norm: 5.4512 2021-05-26 16:42:05,389 - mmaction - INFO - Epoch [1][1100/4294] lr: 4.375e-03, eta: 1 day, 1:13:49, time: 1.164, data_time: 0.009, memory: 29668, top1_acc: 0.5446, top5_acc: 0.8089, loss_cls: 1.8397, loss: 1.8397, grad_norm: 5.5285 2021-05-26 16:42:27,416 - mmaction - INFO - Epoch [1][1120/4294] lr: 4.375e-03, eta: 1 day, 1:07:04, time: 1.101, data_time: 0.003, memory: 29668, top1_acc: 0.5839, top5_acc: 0.8357, loss_cls: 1.7584, loss: 1.7584, grad_norm: 5.2852 2021-05-26 16:42:51,949 - mmaction - INFO - Epoch [1][1140/4294] lr: 4.375e-03, eta: 1 day, 1:02:47, time: 1.223, data_time: 0.004, memory: 29668, top1_acc: 0.5509, top5_acc: 0.7973, loss_cls: 1.8568, loss: 1.8568, grad_norm: 5.3683 2021-05-26 16:43:16,909 - mmaction - INFO - Epoch [1][1160/4294] lr: 4.375e-03, eta: 1 day, 0:59:06, time: 1.249, data_time: 0.007, memory: 29668, top1_acc: 0.5482, top5_acc: 0.7955, loss_cls: 1.8408, loss: 1.8408, grad_norm: 5.4565 2021-05-26 16:43:37,884 - mmaction - INFO - Epoch [1][1180/4294] lr: 4.375e-03, eta: 1 day, 0:51:58, time: 1.050, data_time: 0.006, memory: 29668, top1_acc: 0.5545, top5_acc: 0.8098, loss_cls: 1.7876, loss: 1.7876, grad_norm: 5.5446 2021-05-26 16:43:59,172 - mmaction - INFO - Epoch [1][1200/4294] lr: 4.375e-03, eta: 1 day, 0:45:23, time: 1.067, data_time: 0.005, memory: 29668, top1_acc: 0.5670, top5_acc: 0.8313, loss_cls: 1.7901, loss: 1.7901, grad_norm: 5.3871 2021-05-26 16:44:25,049 - mmaction - INFO - Epoch [1][1220/4294] lr: 4.375e-03, eta: 1 day, 0:42:47, time: 1.287, data_time: 0.003, memory: 29668, top1_acc: 0.5268, top5_acc: 0.7866, loss_cls: 1.9304, loss: 1.9304, grad_norm: 5.7721 2021-05-26 16:44:46,401 - mmaction - INFO - Epoch [1][1240/4294] lr: 4.375e-03, eta: 1 day, 0:36:39, time: 1.074, data_time: 0.011, memory: 29668, top1_acc: 0.5670, top5_acc: 0.8080, loss_cls: 1.8240, loss: 1.8240, grad_norm: 5.6249 2021-05-26 16:45:06,241 - mmaction - INFO - Epoch [1][1260/4294] lr: 4.375e-03, eta: 1 day, 0:29:19, time: 0.992, data_time: 0.003, memory: 29668, top1_acc: 0.5536, top5_acc: 0.8134, loss_cls: 1.8163, loss: 1.8163, grad_norm: 5.5468 2021-05-26 16:45:28,054 - mmaction - INFO - Epoch [1][1280/4294] lr: 4.375e-03, eta: 1 day, 0:23:39, time: 1.080, data_time: 0.002, memory: 29668, top1_acc: 0.5839, top5_acc: 0.8330, loss_cls: 1.7276, loss: 1.7276, grad_norm: 5.3262 2021-05-26 16:45:50,201 - mmaction - INFO - Epoch [1][1300/4294] lr: 4.375e-03, eta: 1 day, 0:18:47, time: 1.118, data_time: 0.014, memory: 29668, top1_acc: 0.5554, top5_acc: 0.8107, loss_cls: 1.7744, loss: 1.7744, grad_norm: 5.3485 2021-05-26 16:46:14,978 - mmaction - INFO - Epoch [1][1320/4294] lr: 4.375e-03, eta: 1 day, 0:15:57, time: 1.238, data_time: 0.003, memory: 29668, top1_acc: 0.5687, top5_acc: 0.8214, loss_cls: 1.7502, loss: 1.7502, grad_norm: 5.2202 2021-05-26 16:46:34,680 - mmaction - INFO - Epoch [1][1340/4294] lr: 4.375e-03, eta: 1 day, 0:09:06, time: 0.978, data_time: 0.004, memory: 29668, top1_acc: 0.5616, top5_acc: 0.8009, loss_cls: 1.8070, loss: 1.8070, grad_norm: 5.9099 2021-05-26 16:46:57,247 - mmaction - INFO - Epoch [1][1360/4294] lr: 4.375e-03, eta: 1 day, 0:04:50, time: 1.133, data_time: 0.012, memory: 29668, top1_acc: 0.5777, top5_acc: 0.8277, loss_cls: 1.7228, loss: 1.7228, grad_norm: 5.4377 2021-05-26 16:47:18,832 - mmaction - INFO - Epoch [1][1380/4294] lr: 4.375e-03, eta: 23:59:56, time: 1.083, data_time: 0.007, memory: 29668, top1_acc: 0.5571, top5_acc: 0.8143, loss_cls: 1.8320, loss: 1.8320, grad_norm: 5.5664 2021-05-26 16:47:42,124 - mmaction - INFO - Epoch [1][1400/4294] lr: 4.375e-03, eta: 23:56:21, time: 1.163, data_time: 0.003, memory: 29668, top1_acc: 0.5634, top5_acc: 0.8214, loss_cls: 1.7326, loss: 1.7326, grad_norm: 5.5550 2021-05-26 16:48:06,406 - mmaction - INFO - Epoch [1][1420/4294] lr: 4.375e-03, eta: 23:53:40, time: 1.217, data_time: 0.005, memory: 29668, top1_acc: 0.5741, top5_acc: 0.8125, loss_cls: 1.7996, loss: 1.7996, grad_norm: 5.5632 2021-05-26 16:48:28,083 - mmaction - INFO - Epoch [1][1440/4294] lr: 4.375e-03, eta: 23:49:06, time: 1.083, data_time: 0.003, memory: 29668, top1_acc: 0.5813, top5_acc: 0.8170, loss_cls: 1.7794, loss: 1.7794, grad_norm: 5.3701 2021-05-26 16:48:50,999 - mmaction - INFO - Epoch [1][1460/4294] lr: 4.375e-03, eta: 23:45:29, time: 1.142, data_time: 0.002, memory: 29668, top1_acc: 0.5839, top5_acc: 0.8054, loss_cls: 1.7594, loss: 1.7594, grad_norm: 5.7644 2021-05-26 16:49:11,347 - mmaction - INFO - Epoch [1][1480/4294] lr: 4.375e-03, eta: 23:40:14, time: 1.020, data_time: 0.009, memory: 29668, top1_acc: 0.5759, top5_acc: 0.8196, loss_cls: 1.7276, loss: 1.7276, grad_norm: 5.5730 2021-05-26 16:49:33,696 - mmaction - INFO - Epoch [1][1500/4294] lr: 4.375e-03, eta: 23:36:28, time: 1.117, data_time: 0.005, memory: 29668, top1_acc: 0.5848, top5_acc: 0.8429, loss_cls: 1.6476, loss: 1.6476, grad_norm: 5.5610 2021-05-26 16:49:54,836 - mmaction - INFO - Epoch [1][1520/4294] lr: 4.375e-03, eta: 23:31:48, time: 1.045, data_time: 0.004, memory: 29668, top1_acc: 0.5875, top5_acc: 0.8277, loss_cls: 1.7121, loss: 1.7121, grad_norm: 5.8080 2021-05-26 16:50:16,882 - mmaction - INFO - Epoch [1][1540/4294] lr: 4.375e-03, eta: 23:28:12, time: 1.115, data_time: 0.016, memory: 29668, top1_acc: 0.5848, top5_acc: 0.8187, loss_cls: 1.7525, loss: 1.7525, grad_norm: 5.5637 2021-05-26 16:50:38,265 - mmaction - INFO - Epoch [1][1560/4294] lr: 4.375e-03, eta: 23:23:59, time: 1.063, data_time: 0.005, memory: 29668, top1_acc: 0.5598, top5_acc: 0.8313, loss_cls: 1.6911, loss: 1.6911, grad_norm: 5.3868 2021-05-26 16:50:58,716 - mmaction - INFO - Epoch [1][1580/4294] lr: 4.375e-03, eta: 23:19:11, time: 1.013, data_time: 0.010, memory: 29668, top1_acc: 0.5786, top5_acc: 0.8080, loss_cls: 1.7225, loss: 1.7225, grad_norm: 5.3040 2021-05-26 16:51:22,503 - mmaction - INFO - Epoch [1][1600/4294] lr: 4.375e-03, eta: 23:17:02, time: 1.206, data_time: 0.019, memory: 29668, top1_acc: 0.5946, top5_acc: 0.8259, loss_cls: 1.6970, loss: 1.6970, grad_norm: 5.5738 2021-05-26 16:51:44,112 - mmaction - INFO - Epoch [1][1620/4294] lr: 4.375e-03, eta: 23:13:19, time: 1.081, data_time: 0.003, memory: 29668, top1_acc: 0.5768, top5_acc: 0.8366, loss_cls: 1.6419, loss: 1.6419, grad_norm: 5.5497 2021-05-26 16:52:08,619 - mmaction - INFO - Epoch [1][1640/4294] lr: 4.375e-03, eta: 23:11:31, time: 1.225, data_time: 0.003, memory: 29668, top1_acc: 0.6116, top5_acc: 0.8295, loss_cls: 1.6557, loss: 1.6557, grad_norm: 5.4390 2021-05-26 16:52:31,423 - mmaction - INFO - Epoch [1][1660/4294] lr: 4.375e-03, eta: 23:08:41, time: 1.141, data_time: 0.003, memory: 29668, top1_acc: 0.5848, top5_acc: 0.8268, loss_cls: 1.6864, loss: 1.6864, grad_norm: 5.4109 2021-05-26 16:52:54,927 - mmaction - INFO - Epoch [1][1680/4294] lr: 4.375e-03, eta: 23:06:17, time: 1.170, data_time: 0.001, memory: 29668, top1_acc: 0.6134, top5_acc: 0.8348, loss_cls: 1.6254, loss: 1.6254, grad_norm: 5.4313 2021-05-26 16:53:18,478 - mmaction - INFO - Epoch [1][1700/4294] lr: 4.375e-03, eta: 23:03:58, time: 1.173, data_time: 0.007, memory: 29668, top1_acc: 0.5866, top5_acc: 0.8384, loss_cls: 1.7085, loss: 1.7085, grad_norm: 5.6713 2021-05-26 16:53:41,273 - mmaction - INFO - Epoch [1][1720/4294] lr: 4.375e-03, eta: 23:01:24, time: 1.149, data_time: 0.011, memory: 29668, top1_acc: 0.5938, top5_acc: 0.8357, loss_cls: 1.6849, loss: 1.6849, grad_norm: 5.4580 2021-05-26 16:54:02,668 - mmaction - INFO - Epoch [1][1740/4294] lr: 4.375e-03, eta: 22:57:42, time: 1.051, data_time: 0.007, memory: 29668, top1_acc: 0.5893, top5_acc: 0.8277, loss_cls: 1.6572, loss: 1.6572, grad_norm: 5.3401 2021-05-26 16:54:30,110 - mmaction - INFO - Epoch [1][1760/4294] lr: 4.375e-03, eta: 22:58:03, time: 1.386, data_time: 0.023, memory: 29668, top1_acc: 0.5991, top5_acc: 0.8357, loss_cls: 1.6433, loss: 1.6433, grad_norm: 5.5796 2021-05-26 16:54:52,749 - mmaction - INFO - Epoch [1][1780/4294] lr: 4.375e-03, eta: 22:55:26, time: 1.134, data_time: 0.008, memory: 29668, top1_acc: 0.6018, top5_acc: 0.8393, loss_cls: 1.5917, loss: 1.5917, grad_norm: 5.5501 2021-05-26 16:55:24,745 - mmaction - INFO - Epoch [1][1800/4294] lr: 4.375e-03, eta: 22:58:13, time: 1.595, data_time: 0.010, memory: 29668, top1_acc: 0.5902, top5_acc: 0.8330, loss_cls: 1.6487, loss: 1.6487, grad_norm: 5.7695 2021-05-26 16:55:44,527 - mmaction - INFO - Epoch [1][1820/4294] lr: 4.375e-03, eta: 22:54:03, time: 0.995, data_time: 0.011, memory: 29668, top1_acc: 0.5893, top5_acc: 0.8152, loss_cls: 1.7593, loss: 1.7593, grad_norm: 5.5137 2021-05-26 16:56:05,229 - mmaction - INFO - Epoch [1][1840/4294] lr: 4.375e-03, eta: 22:50:25, time: 1.035, data_time: 0.003, memory: 29668, top1_acc: 0.6045, top5_acc: 0.8366, loss_cls: 1.5970, loss: 1.5970, grad_norm: 5.1655 2021-05-26 16:56:34,443 - mmaction - INFO - Epoch [1][1860/4294] lr: 4.375e-03, eta: 22:51:33, time: 1.455, data_time: 0.007, memory: 29668, top1_acc: 0.5750, top5_acc: 0.8187, loss_cls: 1.7236, loss: 1.7236, grad_norm: 5.4476 2021-05-26 16:56:57,353 - mmaction - INFO - Epoch [1][1880/4294] lr: 4.375e-03, eta: 22:49:16, time: 1.148, data_time: 0.009, memory: 29668, top1_acc: 0.5884, top5_acc: 0.8411, loss_cls: 1.6969, loss: 1.6969, grad_norm: 5.6837 2021-05-26 16:57:19,046 - mmaction - INFO - Epoch [1][1900/4294] lr: 4.375e-03, eta: 22:46:20, time: 1.087, data_time: 0.007, memory: 29668, top1_acc: 0.5982, top5_acc: 0.8366, loss_cls: 1.6178, loss: 1.6178, grad_norm: 5.3084 2021-05-26 16:57:39,306 - mmaction - INFO - Epoch [1][1920/4294] lr: 4.375e-03, eta: 22:42:40, time: 1.014, data_time: 0.002, memory: 29668, top1_acc: 0.5964, top5_acc: 0.8330, loss_cls: 1.6563, loss: 1.6563, grad_norm: 5.6453 2021-05-26 16:58:05,984 - mmaction - INFO - Epoch [1][1940/4294] lr: 4.375e-03, eta: 22:42:28, time: 1.330, data_time: 0.002, memory: 29668, top1_acc: 0.5902, top5_acc: 0.8304, loss_cls: 1.6956, loss: 1.6956, grad_norm: 5.5209 2021-05-26 16:58:29,384 - mmaction - INFO - Epoch [1][1960/4294] lr: 4.375e-03, eta: 22:40:34, time: 1.172, data_time: 0.005, memory: 29668, top1_acc: 0.5973, top5_acc: 0.8259, loss_cls: 1.6794, loss: 1.6794, grad_norm: 5.6649 2021-05-26 16:58:52,809 - mmaction - INFO - Epoch [1][1980/4294] lr: 4.375e-03, eta: 22:38:43, time: 1.172, data_time: 0.006, memory: 29668, top1_acc: 0.6116, top5_acc: 0.8446, loss_cls: 1.5373, loss: 1.5373, grad_norm: 5.2924 2021-05-26 16:59:21,641 - mmaction - INFO - Epoch [1][2000/4294] lr: 4.375e-03, eta: 22:39:37, time: 1.435, data_time: 0.004, memory: 29668, top1_acc: 0.6241, top5_acc: 0.8438, loss_cls: 1.5272, loss: 1.5272, grad_norm: 5.2149 2021-05-26 16:59:44,417 - mmaction - INFO - Epoch [1][2020/4294] lr: 4.375e-03, eta: 22:37:30, time: 1.144, data_time: 0.012, memory: 29668, top1_acc: 0.5884, top5_acc: 0.8313, loss_cls: 1.6574, loss: 1.6574, grad_norm: 5.6467 2021-05-26 17:00:06,253 - mmaction - INFO - Epoch [1][2040/4294] lr: 4.375e-03, eta: 22:34:42, time: 1.072, data_time: 0.006, memory: 29668, top1_acc: 0.6312, top5_acc: 0.8571, loss_cls: 1.4948, loss: 1.4948, grad_norm: 5.4114 2021-05-26 17:00:29,113 - mmaction - INFO - Epoch [1][2060/4294] lr: 4.375e-03, eta: 22:32:52, time: 1.165, data_time: 0.025, memory: 29668, top1_acc: 0.5920, top5_acc: 0.8232, loss_cls: 1.6489, loss: 1.6489, grad_norm: 5.5765 2021-05-26 17:00:53,189 - mmaction - INFO - Epoch [1][2080/4294] lr: 4.375e-03, eta: 22:31:26, time: 1.202, data_time: 0.002, memory: 29668, top1_acc: 0.6071, top5_acc: 0.8277, loss_cls: 1.6306, loss: 1.6306, grad_norm: 5.3670 2021-05-26 17:01:15,967 - mmaction - INFO - Epoch [1][2100/4294] lr: 4.375e-03, eta: 22:29:22, time: 1.136, data_time: 0.004, memory: 29668, top1_acc: 0.6089, top5_acc: 0.8545, loss_cls: 1.5914, loss: 1.5914, grad_norm: 5.4858 2021-05-26 17:01:35,607 - mmaction - INFO - Epoch [1][2120/4294] lr: 4.375e-03, eta: 22:25:52, time: 0.987, data_time: 0.008, memory: 29668, top1_acc: 0.6045, top5_acc: 0.8446, loss_cls: 1.6089, loss: 1.6089, grad_norm: 5.2726 2021-05-26 17:01:58,491 - mmaction - INFO - Epoch [1][2140/4294] lr: 4.375e-03, eta: 22:23:58, time: 1.145, data_time: 0.003, memory: 29668, top1_acc: 0.6036, top5_acc: 0.8357, loss_cls: 1.6413, loss: 1.6413, grad_norm: 5.3426 2021-05-26 17:02:24,616 - mmaction - INFO - Epoch [1][2160/4294] lr: 4.375e-03, eta: 22:23:26, time: 1.284, data_time: 0.003, memory: 29668, top1_acc: 0.5848, top5_acc: 0.8232, loss_cls: 1.7028, loss: 1.7028, grad_norm: 5.6024 2021-05-26 17:02:51,417 - mmaction - INFO - Epoch [1][2180/4294] lr: 4.375e-03, eta: 22:23:36, time: 1.357, data_time: 0.024, memory: 29668, top1_acc: 0.6357, top5_acc: 0.8348, loss_cls: 1.5443, loss: 1.5443, grad_norm: 5.4285 2021-05-26 17:03:12,239 - mmaction - INFO - Epoch [1][2200/4294] lr: 4.375e-03, eta: 22:20:49, time: 1.046, data_time: 0.007, memory: 29668, top1_acc: 0.6062, top5_acc: 0.8438, loss_cls: 1.5590, loss: 1.5590, grad_norm: 5.3867 2021-05-26 17:03:41,097 - mmaction - INFO - Epoch [1][2220/4294] lr: 4.375e-03, eta: 22:21:45, time: 1.439, data_time: 0.002, memory: 29668, top1_acc: 0.6402, top5_acc: 0.8482, loss_cls: 1.4924, loss: 1.4924, grad_norm: 5.3421 2021-05-26 17:04:04,709 - mmaction - INFO - Epoch [1][2240/4294] lr: 4.375e-03, eta: 22:20:15, time: 1.180, data_time: 0.005, memory: 29668, top1_acc: 0.5768, top5_acc: 0.8223, loss_cls: 1.7272, loss: 1.7272, grad_norm: 5.7082 2021-05-26 17:04:25,035 - mmaction - INFO - Epoch [1][2260/4294] lr: 4.375e-03, eta: 22:17:18, time: 1.019, data_time: 0.008, memory: 29668, top1_acc: 0.6018, top5_acc: 0.8179, loss_cls: 1.7082, loss: 1.7082, grad_norm: 5.6176 2021-05-26 17:04:52,059 - mmaction - INFO - Epoch [1][2280/4294] lr: 4.375e-03, eta: 22:17:22, time: 1.346, data_time: 0.003, memory: 29668, top1_acc: 0.5991, top5_acc: 0.8393, loss_cls: 1.5830, loss: 1.5830, grad_norm: 5.4646 2021-05-26 17:05:14,316 - mmaction - INFO - Epoch [1][2300/4294] lr: 4.375e-03, eta: 22:15:23, time: 1.118, data_time: 0.012, memory: 29668, top1_acc: 0.6045, top5_acc: 0.8375, loss_cls: 1.6433, loss: 1.6433, grad_norm: 5.4611 2021-05-26 17:05:41,158 - mmaction - INFO - Epoch [1][2320/4294] lr: 4.375e-03, eta: 22:15:24, time: 1.340, data_time: 0.005, memory: 29668, top1_acc: 0.6304, top5_acc: 0.8446, loss_cls: 1.4874, loss: 1.4874, grad_norm: 5.2947 2021-05-26 17:06:01,746 - mmaction - INFO - Epoch [1][2340/4294] lr: 4.375e-03, eta: 22:12:41, time: 1.032, data_time: 0.006, memory: 29668, top1_acc: 0.6089, top5_acc: 0.8598, loss_cls: 1.5235, loss: 1.5235, grad_norm: 5.5044 2021-05-26 17:06:27,608 - mmaction - INFO - Epoch [1][2360/4294] lr: 4.375e-03, eta: 22:12:00, time: 1.260, data_time: 0.003, memory: 29668, top1_acc: 0.6018, top5_acc: 0.8036, loss_cls: 1.6971, loss: 1.6971, grad_norm: 5.7431 2021-05-26 17:06:52,513 - mmaction - INFO - Epoch [1][2380/4294] lr: 4.375e-03, eta: 22:11:26, time: 1.271, data_time: 0.044, memory: 29668, top1_acc: 0.6241, top5_acc: 0.8643, loss_cls: 1.4563, loss: 1.4563, grad_norm: 5.4891 2021-05-26 17:07:15,757 - mmaction - INFO - Epoch [1][2400/4294] lr: 4.375e-03, eta: 22:09:59, time: 1.171, data_time: 0.012, memory: 29668, top1_acc: 0.6250, top5_acc: 0.8473, loss_cls: 1.5846, loss: 1.5846, grad_norm: 5.5324 2021-05-26 17:07:39,166 - mmaction - INFO - Epoch [1][2420/4294] lr: 4.375e-03, eta: 22:08:34, time: 1.170, data_time: 0.002, memory: 29668, top1_acc: 0.6170, top5_acc: 0.8509, loss_cls: 1.5221, loss: 1.5221, grad_norm: 5.4631 2021-05-26 17:08:05,766 - mmaction - INFO - Epoch [1][2440/4294] lr: 4.375e-03, eta: 22:08:29, time: 1.327, data_time: 0.003, memory: 29668, top1_acc: 0.6366, top5_acc: 0.8402, loss_cls: 1.5001, loss: 1.5001, grad_norm: 5.4244 2021-05-26 17:08:27,999 - mmaction - INFO - Epoch [1][2460/4294] lr: 4.375e-03, eta: 22:06:36, time: 1.114, data_time: 0.006, memory: 29668, top1_acc: 0.6009, top5_acc: 0.8473, loss_cls: 1.5946, loss: 1.5946, grad_norm: 5.9200 2021-05-26 17:08:51,737 - mmaction - INFO - Epoch [1][2480/4294] lr: 4.375e-03, eta: 22:05:19, time: 1.183, data_time: 0.003, memory: 29668, top1_acc: 0.5938, top5_acc: 0.8384, loss_cls: 1.6418, loss: 1.6418, grad_norm: 5.6467 2021-05-26 17:09:14,102 - mmaction - INFO - Epoch [1][2500/4294] lr: 4.375e-03, eta: 22:03:33, time: 1.121, data_time: 0.011, memory: 29668, top1_acc: 0.5955, top5_acc: 0.8518, loss_cls: 1.5703, loss: 1.5703, grad_norm: 5.5228 2021-05-26 17:09:43,087 - mmaction - INFO - Epoch [1][2520/4294] lr: 4.375e-03, eta: 22:04:28, time: 1.447, data_time: 0.010, memory: 29668, top1_acc: 0.6000, top5_acc: 0.8393, loss_cls: 1.5728, loss: 1.5728, grad_norm: 5.6173 2021-05-26 17:10:07,156 - mmaction - INFO - Epoch [1][2540/4294] lr: 4.375e-03, eta: 22:03:24, time: 1.205, data_time: 0.021, memory: 29668, top1_acc: 0.5991, top5_acc: 0.8562, loss_cls: 1.5903, loss: 1.5903, grad_norm: 5.5450 2021-05-26 17:10:26,964 - mmaction - INFO - Epoch [1][2560/4294] lr: 4.375e-03, eta: 22:00:39, time: 0.995, data_time: 0.006, memory: 29668, top1_acc: 0.6268, top5_acc: 0.8509, loss_cls: 1.5013, loss: 1.5013, grad_norm: 5.5348 2021-05-26 17:10:49,442 - mmaction - INFO - Epoch [1][2580/4294] lr: 4.375e-03, eta: 21:58:52, time: 1.113, data_time: 0.002, memory: 29668, top1_acc: 0.5982, top5_acc: 0.8268, loss_cls: 1.6673, loss: 1.6673, grad_norm: 5.7947 2021-05-26 17:11:13,460 - mmaction - INFO - Epoch [1][2600/4294] lr: 4.375e-03, eta: 21:57:53, time: 1.209, data_time: 0.013, memory: 29668, top1_acc: 0.6455, top5_acc: 0.8625, loss_cls: 1.4455, loss: 1.4455, grad_norm: 5.5566 2021-05-26 17:11:37,400 - mmaction - INFO - Epoch [1][2620/4294] lr: 4.375e-03, eta: 21:56:47, time: 1.194, data_time: 0.005, memory: 29668, top1_acc: 0.6268, top5_acc: 0.8545, loss_cls: 1.4896, loss: 1.4896, grad_norm: 5.4207 2021-05-26 17:11:59,325 - mmaction - INFO - Epoch [1][2640/4294] lr: 4.375e-03, eta: 21:54:59, time: 1.102, data_time: 0.009, memory: 29668, top1_acc: 0.6188, top5_acc: 0.8366, loss_cls: 1.5185, loss: 1.5185, grad_norm: 5.3382 2021-05-26 17:12:19,960 - mmaction - INFO - Epoch [1][2660/4294] lr: 4.375e-03, eta: 21:52:34, time: 1.020, data_time: 0.004, memory: 29668, top1_acc: 0.6196, top5_acc: 0.8536, loss_cls: 1.5523, loss: 1.5523, grad_norm: 5.5376 2021-05-26 17:12:42,325 - mmaction - INFO - Epoch [1][2680/4294] lr: 4.375e-03, eta: 21:51:01, time: 1.129, data_time: 0.016, memory: 29668, top1_acc: 0.5982, top5_acc: 0.8402, loss_cls: 1.5725, loss: 1.5725, grad_norm: 5.6485 2021-05-26 17:13:08,612 - mmaction - INFO - Epoch [1][2700/4294] lr: 4.375e-03, eta: 21:50:51, time: 1.309, data_time: 0.004, memory: 29668, top1_acc: 0.6232, top5_acc: 0.8420, loss_cls: 1.5378, loss: 1.5378, grad_norm: 5.4415 2021-05-26 17:13:30,520 - mmaction - INFO - Epoch [1][2720/4294] lr: 4.375e-03, eta: 21:49:07, time: 1.102, data_time: 0.011, memory: 29668, top1_acc: 0.6027, top5_acc: 0.8518, loss_cls: 1.5647, loss: 1.5647, grad_norm: 5.3972 2021-05-26 17:13:53,638 - mmaction - INFO - Epoch [1][2740/4294] lr: 4.375e-03, eta: 21:47:49, time: 1.155, data_time: 0.002, memory: 29668, top1_acc: 0.6152, top5_acc: 0.8429, loss_cls: 1.5673, loss: 1.5673, grad_norm: 5.5833 2021-05-26 17:14:15,022 - mmaction - INFO - Epoch [1][2760/4294] lr: 4.375e-03, eta: 21:45:52, time: 1.068, data_time: 0.004, memory: 29668, top1_acc: 0.6071, top5_acc: 0.8545, loss_cls: 1.4981, loss: 1.4981, grad_norm: 5.3570 2021-05-26 17:14:38,327 - mmaction - INFO - Epoch [1][2780/4294] lr: 4.375e-03, eta: 21:44:41, time: 1.167, data_time: 0.005, memory: 29668, top1_acc: 0.6268, top5_acc: 0.8473, loss_cls: 1.4724, loss: 1.4724, grad_norm: 5.3745 2021-05-26 17:15:02,777 - mmaction - INFO - Epoch [1][2800/4294] lr: 4.375e-03, eta: 21:43:54, time: 1.221, data_time: 0.002, memory: 29668, top1_acc: 0.6134, top5_acc: 0.8571, loss_cls: 1.5519, loss: 1.5519, grad_norm: 5.5479 2021-05-26 17:15:28,348 - mmaction - INFO - Epoch [1][2820/4294] lr: 4.375e-03, eta: 21:43:32, time: 1.277, data_time: 0.014, memory: 29668, top1_acc: 0.6259, top5_acc: 0.8473, loss_cls: 1.4993, loss: 1.4993, grad_norm: 5.4185 2021-05-26 17:15:51,586 - mmaction - INFO - Epoch [1][2840/4294] lr: 4.375e-03, eta: 21:42:19, time: 1.160, data_time: 0.009, memory: 29668, top1_acc: 0.6036, top5_acc: 0.8509, loss_cls: 1.5261, loss: 1.5261, grad_norm: 5.4988 2021-05-26 17:16:12,934 - mmaction - INFO - Epoch [1][2860/4294] lr: 4.375e-03, eta: 21:40:26, time: 1.067, data_time: 0.006, memory: 29668, top1_acc: 0.6393, top5_acc: 0.8357, loss_cls: 1.5019, loss: 1.5019, grad_norm: 5.3020 2021-05-26 17:16:36,129 - mmaction - INFO - Epoch [1][2880/4294] lr: 4.375e-03, eta: 21:39:16, time: 1.163, data_time: 0.008, memory: 29668, top1_acc: 0.6259, top5_acc: 0.8571, loss_cls: 1.4963, loss: 1.4963, grad_norm: 5.3975 2021-05-26 17:16:59,513 - mmaction - INFO - Epoch [1][2900/4294] lr: 4.375e-03, eta: 21:38:08, time: 1.166, data_time: 0.002, memory: 29668, top1_acc: 0.6259, top5_acc: 0.8536, loss_cls: 1.5053, loss: 1.5053, grad_norm: 5.5091 2021-05-26 17:17:26,741 - mmaction - INFO - Epoch [1][2920/4294] lr: 4.375e-03, eta: 21:38:23, time: 1.360, data_time: 0.006, memory: 29668, top1_acc: 0.6402, top5_acc: 0.8562, loss_cls: 1.4531, loss: 1.4531, grad_norm: 5.5248 2021-05-26 17:17:48,835 - mmaction - INFO - Epoch [1][2940/4294] lr: 4.375e-03, eta: 21:36:50, time: 1.106, data_time: 0.009, memory: 29668, top1_acc: 0.6321, top5_acc: 0.8652, loss_cls: 1.4786, loss: 1.4786, grad_norm: 5.4307 2021-05-26 17:18:11,148 - mmaction - INFO - Epoch [1][2960/4294] lr: 4.375e-03, eta: 21:35:21, time: 1.114, data_time: 0.008, memory: 29668, top1_acc: 0.6143, top5_acc: 0.8411, loss_cls: 1.5349, loss: 1.5349, grad_norm: 5.3159 2021-05-26 17:18:32,030 - mmaction - INFO - Epoch [1][2980/4294] lr: 4.375e-03, eta: 21:33:27, time: 1.050, data_time: 0.007, memory: 29668, top1_acc: 0.6036, top5_acc: 0.8518, loss_cls: 1.5413, loss: 1.5413, grad_norm: 5.8325 2021-05-26 17:18:53,361 - mmaction - INFO - Epoch [1][3000/4294] lr: 4.375e-03, eta: 21:31:41, time: 1.066, data_time: 0.003, memory: 29668, top1_acc: 0.6188, top5_acc: 0.8688, loss_cls: 1.4775, loss: 1.4775, grad_norm: 5.8130 2021-05-26 17:19:20,346 - mmaction - INFO - Epoch [1][3020/4294] lr: 4.375e-03, eta: 21:31:51, time: 1.350, data_time: 0.007, memory: 29668, top1_acc: 0.6375, top5_acc: 0.8554, loss_cls: 1.4548, loss: 1.4548, grad_norm: 5.4830 2021-05-26 17:19:46,106 - mmaction - INFO - Epoch [1][3040/4294] lr: 4.375e-03, eta: 21:31:35, time: 1.285, data_time: 0.003, memory: 29668, top1_acc: 0.6000, top5_acc: 0.8438, loss_cls: 1.5438, loss: 1.5438, grad_norm: 5.5311 2021-05-26 17:20:07,696 - mmaction - INFO - Epoch [1][3060/4294] lr: 4.375e-03, eta: 21:29:56, time: 1.079, data_time: 0.005, memory: 29668, top1_acc: 0.6223, top5_acc: 0.8366, loss_cls: 1.5179, loss: 1.5179, grad_norm: 5.4222 2021-05-26 17:20:30,717 - mmaction - INFO - Epoch [1][3080/4294] lr: 4.375e-03, eta: 21:28:47, time: 1.151, data_time: 0.007, memory: 29668, top1_acc: 0.6366, top5_acc: 0.8455, loss_cls: 1.4909, loss: 1.4909, grad_norm: 5.5640 2021-05-26 17:20:55,404 - mmaction - INFO - Epoch [1][3100/4294] lr: 4.375e-03, eta: 21:28:08, time: 1.225, data_time: 0.009, memory: 29668, top1_acc: 0.6241, top5_acc: 0.8393, loss_cls: 1.4911, loss: 1.4911, grad_norm: 5.5989 2021-05-26 17:21:22,192 - mmaction - INFO - Epoch [1][3120/4294] lr: 4.375e-03, eta: 21:28:18, time: 1.351, data_time: 0.018, memory: 29668, top1_acc: 0.6375, top5_acc: 0.8616, loss_cls: 1.4706, loss: 1.4706, grad_norm: 5.3466 2021-05-26 17:21:44,363 - mmaction - INFO - Epoch [1][3140/4294] lr: 4.375e-03, eta: 21:26:53, time: 1.109, data_time: 0.006, memory: 29668, top1_acc: 0.6491, top5_acc: 0.8688, loss_cls: 1.4109, loss: 1.4109, grad_norm: 5.2900 2021-05-26 17:22:05,091 - mmaction - INFO - Epoch [1][3160/4294] lr: 4.375e-03, eta: 21:25:02, time: 1.038, data_time: 0.004, memory: 29668, top1_acc: 0.6455, top5_acc: 0.8625, loss_cls: 1.4259, loss: 1.4259, grad_norm: 5.2860 2021-05-26 17:22:31,376 - mmaction - INFO - Epoch [1][3180/4294] lr: 4.375e-03, eta: 21:24:58, time: 1.313, data_time: 0.003, memory: 29668, top1_acc: 0.6125, top5_acc: 0.8536, loss_cls: 1.4772, loss: 1.4772, grad_norm: 5.4846 2021-05-26 17:22:51,358 - mmaction - INFO - Epoch [1][3200/4294] lr: 4.375e-03, eta: 21:22:52, time: 0.997, data_time: 0.007, memory: 29668, top1_acc: 0.6071, top5_acc: 0.8295, loss_cls: 1.5937, loss: 1.5937, grad_norm: 5.6460 2021-05-26 17:23:13,178 - mmaction - INFO - Epoch [1][3220/4294] lr: 4.375e-03, eta: 21:21:25, time: 1.094, data_time: 0.006, memory: 29668, top1_acc: 0.6330, top5_acc: 0.8580, loss_cls: 1.4708, loss: 1.4708, grad_norm: 5.5558 2021-05-26 17:23:36,659 - mmaction - INFO - Epoch [1][3240/4294] lr: 4.375e-03, eta: 21:20:28, time: 1.174, data_time: 0.003, memory: 29668, top1_acc: 0.6295, top5_acc: 0.8500, loss_cls: 1.5096, loss: 1.5096, grad_norm: 5.4247 2021-05-26 17:23:59,250 - mmaction - INFO - Epoch [1][3260/4294] lr: 4.375e-03, eta: 21:19:16, time: 1.130, data_time: 0.003, memory: 29668, top1_acc: 0.6205, top5_acc: 0.8509, loss_cls: 1.4643, loss: 1.4643, grad_norm: 5.6044 2021-05-26 17:24:18,576 - mmaction - INFO - Epoch [1][3280/4294] lr: 4.375e-03, eta: 21:17:04, time: 0.967, data_time: 0.003, memory: 29668, top1_acc: 0.6366, top5_acc: 0.8518, loss_cls: 1.4648, loss: 1.4648, grad_norm: 5.6313 2021-05-26 17:24:40,579 - mmaction - INFO - Epoch [1][3300/4294] lr: 4.375e-03, eta: 21:15:41, time: 1.099, data_time: 0.006, memory: 29668, top1_acc: 0.6366, top5_acc: 0.8625, loss_cls: 1.4270, loss: 1.4270, grad_norm: 5.5025 2021-05-26 17:25:01,371 - mmaction - INFO - Epoch [1][3320/4294] lr: 4.375e-03, eta: 21:13:57, time: 1.039, data_time: 0.004, memory: 29668, top1_acc: 0.6438, top5_acc: 0.8679, loss_cls: 1.4590, loss: 1.4590, grad_norm: 5.4079 2021-05-26 17:25:21,369 - mmaction - INFO - Epoch [1][3340/4294] lr: 4.375e-03, eta: 21:12:01, time: 1.002, data_time: 0.009, memory: 29668, top1_acc: 0.6366, top5_acc: 0.8473, loss_cls: 1.4697, loss: 1.4697, grad_norm: 5.5535 2021-05-26 17:25:43,713 - mmaction - INFO - Epoch [1][3360/4294] lr: 4.375e-03, eta: 21:10:48, time: 1.117, data_time: 0.002, memory: 29668, top1_acc: 0.6321, top5_acc: 0.8768, loss_cls: 1.3940, loss: 1.3940, grad_norm: 5.4072 2021-05-26 17:26:06,955 - mmaction - INFO - Epoch [1][3380/4294] lr: 4.375e-03, eta: 21:09:51, time: 1.162, data_time: 0.003, memory: 29668, top1_acc: 0.6250, top5_acc: 0.8393, loss_cls: 1.5682, loss: 1.5682, grad_norm: 5.6478 2021-05-26 17:26:28,450 - mmaction - INFO - Epoch [1][3400/4294] lr: 4.375e-03, eta: 21:08:24, time: 1.075, data_time: 0.002, memory: 29668, top1_acc: 0.6134, top5_acc: 0.8375, loss_cls: 1.5951, loss: 1.5951, grad_norm: 5.6578 2021-05-26 17:26:48,039 - mmaction - INFO - Epoch [1][3420/4294] lr: 4.375e-03, eta: 21:06:20, time: 0.970, data_time: 0.002, memory: 29668, top1_acc: 0.6098, top5_acc: 0.8491, loss_cls: 1.5469, loss: 1.5469, grad_norm: 5.5078 2021-05-26 17:27:09,792 - mmaction - INFO - Epoch [1][3440/4294] lr: 4.375e-03, eta: 21:05:03, time: 1.097, data_time: 0.014, memory: 29668, top1_acc: 0.6196, top5_acc: 0.8661, loss_cls: 1.4330, loss: 1.4330, grad_norm: 5.4740 2021-05-26 17:27:29,465 - mmaction - INFO - Epoch [1][3460/4294] lr: 4.375e-03, eta: 21:03:06, time: 0.984, data_time: 0.002, memory: 29668, top1_acc: 0.6304, top5_acc: 0.8438, loss_cls: 1.5098, loss: 1.5098, grad_norm: 5.3809 2021-05-26 17:27:58,279 - mmaction - INFO - Epoch [1][3480/4294] lr: 4.375e-03, eta: 21:03:50, time: 1.441, data_time: 0.002, memory: 29668, top1_acc: 0.6170, top5_acc: 0.8429, loss_cls: 1.5299, loss: 1.5299, grad_norm: 5.5671 2021-05-26 17:28:18,156 - mmaction - INFO - Epoch [1][3500/4294] lr: 4.375e-03, eta: 21:01:58, time: 0.992, data_time: 0.002, memory: 29668, top1_acc: 0.6375, top5_acc: 0.8732, loss_cls: 1.4315, loss: 1.4315, grad_norm: 5.4397 2021-05-26 17:28:38,596 - mmaction - INFO - Epoch [1][3520/4294] lr: 4.375e-03, eta: 21:00:16, time: 1.022, data_time: 0.003, memory: 29668, top1_acc: 0.6062, top5_acc: 0.8420, loss_cls: 1.5678, loss: 1.5678, grad_norm: 5.4465 2021-05-26 17:28:58,251 - mmaction - INFO - Epoch [1][3540/4294] lr: 4.375e-03, eta: 20:58:23, time: 0.983, data_time: 0.008, memory: 29668, top1_acc: 0.6384, top5_acc: 0.8554, loss_cls: 1.4792, loss: 1.4792, grad_norm: 5.6265 2021-05-26 17:29:17,896 - mmaction - INFO - Epoch [1][3560/4294] lr: 4.375e-03, eta: 20:56:29, time: 0.982, data_time: 0.002, memory: 29668, top1_acc: 0.6438, top5_acc: 0.8482, loss_cls: 1.4807, loss: 1.4807, grad_norm: 5.6024 2021-05-26 17:29:41,472 - mmaction - INFO - Epoch [1][3580/4294] lr: 4.375e-03, eta: 20:55:44, time: 1.180, data_time: 0.004, memory: 29668, top1_acc: 0.6339, top5_acc: 0.8562, loss_cls: 1.4486, loss: 1.4486, grad_norm: 5.6365 2021-05-26 17:30:03,393 - mmaction - INFO - Epoch [1][3600/4294] lr: 4.375e-03, eta: 20:54:31, time: 1.095, data_time: 0.004, memory: 29668, top1_acc: 0.6205, top5_acc: 0.8455, loss_cls: 1.4925, loss: 1.4925, grad_norm: 5.4364 2021-05-26 17:30:25,203 - mmaction - INFO - Epoch [1][3620/4294] lr: 4.375e-03, eta: 20:53:17, time: 1.091, data_time: 0.004, memory: 29668, top1_acc: 0.6348, top5_acc: 0.8670, loss_cls: 1.4519, loss: 1.4519, grad_norm: 5.2644 2021-05-26 17:30:47,196 - mmaction - INFO - Epoch [1][3640/4294] lr: 4.375e-03, eta: 20:52:06, time: 1.099, data_time: 0.004, memory: 29668, top1_acc: 0.6393, top5_acc: 0.8464, loss_cls: 1.4416, loss: 1.4416, grad_norm: 5.1482 2021-05-26 17:31:08,197 - mmaction - INFO - Epoch [1][3660/4294] lr: 4.375e-03, eta: 20:50:40, time: 1.051, data_time: 0.005, memory: 29668, top1_acc: 0.6286, top5_acc: 0.8607, loss_cls: 1.4846, loss: 1.4846, grad_norm: 5.3186 2021-05-26 17:31:30,480 - mmaction - INFO - Epoch [1][3680/4294] lr: 4.375e-03, eta: 20:49:35, time: 1.114, data_time: 0.004, memory: 29668, top1_acc: 0.6643, top5_acc: 0.8670, loss_cls: 1.4101, loss: 1.4101, grad_norm: 5.3801 2021-05-26 17:31:49,497 - mmaction - INFO - Epoch [1][3700/4294] lr: 4.375e-03, eta: 20:47:36, time: 0.947, data_time: 0.002, memory: 29668, top1_acc: 0.6277, top5_acc: 0.8732, loss_cls: 1.4694, loss: 1.4694, grad_norm: 5.5842 2021-05-26 17:32:15,094 - mmaction - INFO - Epoch [1][3720/4294] lr: 4.375e-03, eta: 20:47:26, time: 1.277, data_time: 0.007, memory: 29668, top1_acc: 0.6598, top5_acc: 0.8714, loss_cls: 1.3835, loss: 1.3835, grad_norm: 5.1789 2021-05-26 17:32:40,251 - mmaction - INFO - Epoch [1][3740/4294] lr: 4.375e-03, eta: 20:47:08, time: 1.254, data_time: 0.010, memory: 29668, top1_acc: 0.6420, top5_acc: 0.8634, loss_cls: 1.4474, loss: 1.4474, grad_norm: 5.0607 2021-05-26 17:33:04,308 - mmaction - INFO - Epoch [1][3760/4294] lr: 4.375e-03, eta: 20:46:37, time: 1.212, data_time: 0.013, memory: 29668, top1_acc: 0.6420, top5_acc: 0.8634, loss_cls: 1.4226, loss: 1.4226, grad_norm: 5.2651 2021-05-26 17:33:23,904 - mmaction - INFO - Epoch [1][3780/4294] lr: 4.375e-03, eta: 20:44:50, time: 0.980, data_time: 0.004, memory: 29668, top1_acc: 0.6366, top5_acc: 0.8661, loss_cls: 1.4217, loss: 1.4217, grad_norm: 5.3631 2021-05-26 17:33:44,956 - mmaction - INFO - Epoch [1][3800/4294] lr: 4.375e-03, eta: 20:43:29, time: 1.054, data_time: 0.004, memory: 29668, top1_acc: 0.6687, top5_acc: 0.8652, loss_cls: 1.3109, loss: 1.3109, grad_norm: 5.1872 2021-05-26 17:34:04,900 - mmaction - INFO - Epoch [1][3820/4294] lr: 4.375e-03, eta: 20:41:49, time: 0.995, data_time: 0.003, memory: 29668, top1_acc: 0.6491, top5_acc: 0.8554, loss_cls: 1.4669, loss: 1.4669, grad_norm: 5.3888 2021-05-26 17:34:27,342 - mmaction - INFO - Epoch [1][3840/4294] lr: 4.375e-03, eta: 20:40:50, time: 1.120, data_time: 0.005, memory: 29668, top1_acc: 0.6536, top5_acc: 0.8643, loss_cls: 1.4251, loss: 1.4251, grad_norm: 5.6188 2021-05-26 17:34:48,596 - mmaction - INFO - Epoch [1][3860/4294] lr: 4.375e-03, eta: 20:39:25, time: 1.036, data_time: 0.007, memory: 29668, top1_acc: 0.6339, top5_acc: 0.8536, loss_cls: 1.4337, loss: 1.4337, grad_norm: 5.3916 2021-05-26 17:35:09,074 - mmaction - INFO - Epoch [1][3880/4294] lr: 4.375e-03, eta: 20:38:07, time: 1.056, data_time: 0.034, memory: 29668, top1_acc: 0.6304, top5_acc: 0.8348, loss_cls: 1.4959, loss: 1.4959, grad_norm: 5.5847 2021-05-26 17:35:32,694 - mmaction - INFO - Epoch [1][3900/4294] lr: 4.375e-03, eta: 20:37:26, time: 1.176, data_time: 0.002, memory: 29668, top1_acc: 0.6438, top5_acc: 0.8670, loss_cls: 1.4209, loss: 1.4209, grad_norm: 5.3979 2021-05-26 17:35:57,778 - mmaction - INFO - Epoch [1][3920/4294] lr: 4.375e-03, eta: 20:37:12, time: 1.259, data_time: 0.010, memory: 29668, top1_acc: 0.6536, top5_acc: 0.8723, loss_cls: 1.3348, loss: 1.3348, grad_norm: 5.3562 2021-05-26 17:36:23,550 - mmaction - INFO - Epoch [1][3940/4294] lr: 4.375e-03, eta: 20:36:58, time: 1.263, data_time: 0.003, memory: 29668, top1_acc: 0.6330, top5_acc: 0.8545, loss_cls: 1.4821, loss: 1.4821, grad_norm: 5.7691 2021-05-26 17:36:44,421 - mmaction - INFO - Epoch [1][3960/4294] lr: 4.375e-03, eta: 20:35:45, time: 1.067, data_time: 0.027, memory: 29668, top1_acc: 0.6348, top5_acc: 0.8455, loss_cls: 1.5174, loss: 1.5174, grad_norm: 5.5860 2021-05-26 17:37:11,661 - mmaction - INFO - Epoch [1][3980/4294] lr: 4.375e-03, eta: 20:36:01, time: 1.361, data_time: 0.013, memory: 29668, top1_acc: 0.6482, top5_acc: 0.8670, loss_cls: 1.3652, loss: 1.3652, grad_norm: 5.1391 2021-05-26 17:37:36,543 - mmaction - INFO - Epoch [1][4000/4294] lr: 4.375e-03, eta: 20:35:41, time: 1.244, data_time: 0.004, memory: 29668, top1_acc: 0.6277, top5_acc: 0.8598, loss_cls: 1.4640, loss: 1.4640, grad_norm: 5.3058 2021-05-26 17:37:57,950 - mmaction - INFO - Epoch [1][4020/4294] lr: 4.375e-03, eta: 20:34:30, time: 1.072, data_time: 0.004, memory: 29668, top1_acc: 0.6536, top5_acc: 0.8634, loss_cls: 1.3898, loss: 1.3898, grad_norm: 5.6155 2021-05-26 17:38:20,564 - mmaction - INFO - Epoch [1][4040/4294] lr: 4.375e-03, eta: 20:33:37, time: 1.132, data_time: 0.003, memory: 29668, top1_acc: 0.6321, top5_acc: 0.8518, loss_cls: 1.4702, loss: 1.4702, grad_norm: 5.4285 2021-05-26 17:38:41,384 - mmaction - INFO - Epoch [1][4060/4294] lr: 4.375e-03, eta: 20:32:18, time: 1.040, data_time: 0.001, memory: 29668, top1_acc: 0.6357, top5_acc: 0.8634, loss_cls: 1.4640, loss: 1.4640, grad_norm: 5.3027 2021-05-26 17:39:02,585 - mmaction - INFO - Epoch [1][4080/4294] lr: 4.375e-03, eta: 20:31:03, time: 1.055, data_time: 0.002, memory: 29668, top1_acc: 0.6438, top5_acc: 0.8589, loss_cls: 1.4266, loss: 1.4266, grad_norm: 5.4933 2021-05-26 17:39:25,668 - mmaction - INFO - Epoch [1][4100/4294] lr: 4.375e-03, eta: 20:30:19, time: 1.160, data_time: 0.009, memory: 29668, top1_acc: 0.6411, top5_acc: 0.8571, loss_cls: 1.4146, loss: 1.4146, grad_norm: 5.4867 2021-05-26 17:39:50,987 - mmaction - INFO - Epoch [1][4120/4294] lr: 4.375e-03, eta: 20:30:06, time: 1.263, data_time: 0.003, memory: 29668, top1_acc: 0.6571, top5_acc: 0.8643, loss_cls: 1.3632, loss: 1.3632, grad_norm: 5.6614 2021-05-26 17:40:18,513 - mmaction - INFO - Epoch [1][4140/4294] lr: 4.375e-03, eta: 20:30:25, time: 1.373, data_time: 0.005, memory: 29668, top1_acc: 0.6196, top5_acc: 0.8527, loss_cls: 1.4851, loss: 1.4851, grad_norm: 5.6825 2021-05-26 17:40:39,216 - mmaction - INFO - Epoch [1][4160/4294] lr: 4.375e-03, eta: 20:29:07, time: 1.040, data_time: 0.013, memory: 29668, top1_acc: 0.6509, top5_acc: 0.8679, loss_cls: 1.3762, loss: 1.3762, grad_norm: 5.4988 2021-05-26 17:41:03,469 - mmaction - INFO - Epoch [1][4180/4294] lr: 4.375e-03, eta: 20:28:39, time: 1.212, data_time: 0.007, memory: 29668, top1_acc: 0.6205, top5_acc: 0.8598, loss_cls: 1.4973, loss: 1.4973, grad_norm: 5.5260 2021-05-26 17:41:29,539 - mmaction - INFO - Epoch [1][4200/4294] lr: 4.375e-03, eta: 20:28:37, time: 1.301, data_time: 0.012, memory: 29668, top1_acc: 0.6500, top5_acc: 0.8625, loss_cls: 1.4160, loss: 1.4160, grad_norm: 5.3751 2021-05-26 17:41:54,961 - mmaction - INFO - Epoch [1][4220/4294] lr: 4.375e-03, eta: 20:28:26, time: 1.272, data_time: 0.009, memory: 29668, top1_acc: 0.6375, top5_acc: 0.8634, loss_cls: 1.3983, loss: 1.3983, grad_norm: 5.2689 2021-05-26 17:42:21,217 - mmaction - INFO - Epoch [1][4240/4294] lr: 4.375e-03, eta: 20:28:27, time: 1.314, data_time: 0.007, memory: 29668, top1_acc: 0.6134, top5_acc: 0.8348, loss_cls: 1.5611, loss: 1.5611, grad_norm: 5.7387 2021-05-26 17:42:47,000 - mmaction - INFO - Epoch [1][4260/4294] lr: 4.375e-03, eta: 20:28:20, time: 1.289, data_time: 0.006, memory: 29668, top1_acc: 0.6545, top5_acc: 0.8679, loss_cls: 1.3882, loss: 1.3882, grad_norm: 5.4335 2021-05-26 17:43:12,300 - mmaction - INFO - Epoch [1][4280/4294] lr: 4.375e-03, eta: 20:28:05, time: 1.257, data_time: 0.005, memory: 29668, top1_acc: 0.6438, top5_acc: 0.8643, loss_cls: 1.3866, loss: 1.3866, grad_norm: 5.3651 2021-05-26 17:43:42,874 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-05-26 17:52:11,887 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-26 17:52:12,788 - mmaction - INFO - top1_acc 0.6680 top5_acc 0.8816 2021-05-26 17:52:12,788 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-26 17:52:12,863 - mmaction - INFO - mean_acc 0.6676 2021-05-26 17:52:14,346 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2021-05-26 17:52:14,346 - mmaction - INFO - Best top1_acc is 0.6680 at 1 epoch. 2021-05-26 17:52:14,361 - mmaction - INFO - Epoch(val) [1][4294] top1_acc: 0.6680, top5_acc: 0.8816, mean_class_accuracy: 0.6676 2021-05-26 17:57:18,626 - mmaction - INFO - Epoch [2][20/4294] lr: 4.375e-03, eta: 21:28:20, time: 15.207, data_time: 13.788, memory: 29668, top1_acc: 0.6813, top5_acc: 0.8857, loss_cls: 1.2896, loss: 1.2896, grad_norm: 5.0913 2021-05-26 17:57:46,103 - mmaction - INFO - Epoch [2][40/4294] lr: 4.375e-03, eta: 21:28:18, time: 1.373, data_time: 0.011, memory: 29668, top1_acc: 0.6589, top5_acc: 0.8589, loss_cls: 1.3596, loss: 1.3596, grad_norm: 5.2594 2021-05-26 17:58:06,551 - mmaction - INFO - Epoch [2][60/4294] lr: 4.375e-03, eta: 21:26:40, time: 1.027, data_time: 0.008, memory: 29668, top1_acc: 0.6893, top5_acc: 0.8839, loss_cls: 1.2417, loss: 1.2417, grad_norm: 5.1101 2021-05-26 17:58:30,230 - mmaction - INFO - Epoch [2][80/4294] lr: 4.375e-03, eta: 21:25:46, time: 1.180, data_time: 0.002, memory: 29668, top1_acc: 0.6732, top5_acc: 0.8946, loss_cls: 1.2449, loss: 1.2449, grad_norm: 5.0955 2021-05-26 17:58:54,195 - mmaction - INFO - Epoch [2][100/4294] lr: 4.375e-03, eta: 21:24:57, time: 1.202, data_time: 0.007, memory: 29668, top1_acc: 0.6821, top5_acc: 0.8804, loss_cls: 1.2832, loss: 1.2832, grad_norm: 5.3426 2021-05-26 17:59:14,288 - mmaction - INFO - Epoch [2][120/4294] lr: 4.375e-03, eta: 21:23:13, time: 0.995, data_time: 0.002, memory: 29668, top1_acc: 0.6670, top5_acc: 0.8741, loss_cls: 1.3226, loss: 1.3226, grad_norm: 5.3522 2021-05-26 17:59:38,554 - mmaction - INFO - Epoch [2][140/4294] lr: 4.375e-03, eta: 21:22:30, time: 1.218, data_time: 0.023, memory: 29668, top1_acc: 0.6634, top5_acc: 0.8714, loss_cls: 1.3146, loss: 1.3146, grad_norm: 5.3199 2021-05-26 18:00:03,065 - mmaction - INFO - Epoch [2][160/4294] lr: 4.375e-03, eta: 21:21:47, time: 1.221, data_time: 0.010, memory: 29668, top1_acc: 0.6732, top5_acc: 0.8732, loss_cls: 1.3008, loss: 1.3008, grad_norm: 5.1675 2021-05-26 18:00:30,951 - mmaction - INFO - Epoch [2][180/4294] lr: 4.375e-03, eta: 21:21:51, time: 1.394, data_time: 0.017, memory: 29668, top1_acc: 0.6714, top5_acc: 0.8920, loss_cls: 1.2644, loss: 1.2644, grad_norm: 5.2662 2021-05-26 18:00:51,757 - mmaction - INFO - Epoch [2][200/4294] lr: 4.375e-03, eta: 21:20:24, time: 1.050, data_time: 0.017, memory: 29668, top1_acc: 0.6661, top5_acc: 0.8616, loss_cls: 1.3400, loss: 1.3400, grad_norm: 5.3692 2021-05-26 18:01:22,866 - mmaction - INFO - Epoch [2][220/4294] lr: 4.375e-03, eta: 21:21:09, time: 1.551, data_time: 0.003, memory: 29668, top1_acc: 0.6438, top5_acc: 0.8812, loss_cls: 1.3787, loss: 1.3787, grad_norm: 5.5599 2021-05-26 18:01:44,455 - mmaction - INFO - Epoch [2][240/4294] lr: 4.375e-03, eta: 21:19:51, time: 1.085, data_time: 0.008, memory: 29668, top1_acc: 0.6759, top5_acc: 0.8768, loss_cls: 1.3156, loss: 1.3156, grad_norm: 5.3464 2021-05-26 18:02:07,824 - mmaction - INFO - Epoch [2][260/4294] lr: 4.375e-03, eta: 21:18:55, time: 1.168, data_time: 0.002, memory: 29668, top1_acc: 0.6634, top5_acc: 0.8741, loss_cls: 1.3227, loss: 1.3227, grad_norm: 5.3398 2021-05-26 18:02:31,184 - mmaction - INFO - Epoch [2][280/4294] lr: 4.375e-03, eta: 21:18:00, time: 1.167, data_time: 0.004, memory: 29668, top1_acc: 0.6982, top5_acc: 0.8920, loss_cls: 1.2123, loss: 1.2123, grad_norm: 5.1856 2021-05-26 18:02:57,292 - mmaction - INFO - Epoch [2][300/4294] lr: 4.375e-03, eta: 21:17:40, time: 1.304, data_time: 0.005, memory: 29668, top1_acc: 0.6661, top5_acc: 0.8571, loss_cls: 1.3212, loss: 1.3212, grad_norm: 5.4865 2021-05-26 18:03:18,105 - mmaction - INFO - Epoch [2][320/4294] lr: 4.375e-03, eta: 21:16:12, time: 1.043, data_time: 0.006, memory: 29668, top1_acc: 0.6705, top5_acc: 0.8821, loss_cls: 1.3113, loss: 1.3113, grad_norm: 5.3086 2021-05-26 18:03:40,496 - mmaction - INFO - Epoch [2][340/4294] lr: 4.375e-03, eta: 21:15:05, time: 1.120, data_time: 0.004, memory: 29668, top1_acc: 0.6393, top5_acc: 0.8741, loss_cls: 1.3591, loss: 1.3591, grad_norm: 5.3968 2021-05-26 18:04:05,940 - mmaction - INFO - Epoch [2][360/4294] lr: 4.375e-03, eta: 21:14:36, time: 1.264, data_time: 0.003, memory: 29668, top1_acc: 0.6759, top5_acc: 0.8830, loss_cls: 1.2712, loss: 1.2712, grad_norm: 5.1391 2021-05-26 18:04:30,759 - mmaction - INFO - Epoch [2][380/4294] lr: 4.375e-03, eta: 21:13:59, time: 1.237, data_time: 0.011, memory: 29668, top1_acc: 0.6598, top5_acc: 0.8848, loss_cls: 1.3131, loss: 1.3131, grad_norm: 5.3344 2021-05-26 18:04:51,800 - mmaction - INFO - Epoch [2][400/4294] lr: 4.375e-03, eta: 21:12:39, time: 1.063, data_time: 0.016, memory: 29668, top1_acc: 0.6455, top5_acc: 0.8848, loss_cls: 1.3428, loss: 1.3428, grad_norm: 5.4670 2021-05-26 18:05:11,010 - mmaction - INFO - Epoch [2][420/4294] lr: 4.375e-03, eta: 21:10:52, time: 0.959, data_time: 0.002, memory: 29668, top1_acc: 0.6759, top5_acc: 0.8911, loss_cls: 1.2428, loss: 1.2428, grad_norm: 5.4001 2021-05-26 18:05:37,646 - mmaction - INFO - Epoch [2][440/4294] lr: 4.375e-03, eta: 21:10:40, time: 1.330, data_time: 0.005, memory: 29668, top1_acc: 0.6661, top5_acc: 0.8696, loss_cls: 1.3645, loss: 1.3645, grad_norm: 5.5700 2021-05-26 18:05:58,897 - mmaction - INFO - Epoch [2][460/4294] lr: 4.375e-03, eta: 21:09:19, time: 1.059, data_time: 0.005, memory: 29668, top1_acc: 0.6580, top5_acc: 0.8670, loss_cls: 1.3420, loss: 1.3420, grad_norm: 5.3357 2021-05-26 18:06:22,226 - mmaction - INFO - Epoch [2][480/4294] lr: 4.375e-03, eta: 21:08:28, time: 1.174, data_time: 0.009, memory: 29668, top1_acc: 0.6571, top5_acc: 0.8589, loss_cls: 1.3859, loss: 1.3859, grad_norm: 5.4401 2021-05-26 18:06:49,441 - mmaction - INFO - Epoch [2][500/4294] lr: 4.375e-03, eta: 21:08:23, time: 1.358, data_time: 0.003, memory: 29668, top1_acc: 0.6518, top5_acc: 0.8741, loss_cls: 1.3782, loss: 1.3782, grad_norm: 5.3814 2021-05-26 18:07:12,390 - mmaction - INFO - Epoch [2][520/4294] lr: 4.375e-03, eta: 21:07:26, time: 1.150, data_time: 0.008, memory: 29668, top1_acc: 0.6741, top5_acc: 0.8661, loss_cls: 1.3196, loss: 1.3196, grad_norm: 5.5832 2021-05-26 18:07:38,710 - mmaction - INFO - Epoch [2][540/4294] lr: 4.375e-03, eta: 21:07:09, time: 1.311, data_time: 0.003, memory: 29668, top1_acc: 0.6964, top5_acc: 0.8830, loss_cls: 1.2746, loss: 1.2746, grad_norm: 5.1427 2021-05-26 18:08:03,256 - mmaction - INFO - Epoch [2][560/4294] lr: 4.375e-03, eta: 21:06:32, time: 1.228, data_time: 0.007, memory: 29668, top1_acc: 0.6786, top5_acc: 0.8670, loss_cls: 1.3343, loss: 1.3343, grad_norm: 5.4085 2021-05-26 18:08:24,913 - mmaction - INFO - Epoch [2][580/4294] lr: 4.375e-03, eta: 21:05:13, time: 1.059, data_time: 0.008, memory: 29668, top1_acc: 0.6420, top5_acc: 0.8598, loss_cls: 1.3967, loss: 1.3967, grad_norm: 5.4591 2021-05-26 18:08:47,516 - mmaction - INFO - Epoch [2][600/4294] lr: 4.375e-03, eta: 21:04:18, time: 1.154, data_time: 0.031, memory: 29668, top1_acc: 0.6804, top5_acc: 0.8866, loss_cls: 1.2716, loss: 1.2716, grad_norm: 5.1746 2021-05-26 18:09:09,355 - mmaction - INFO - Epoch [2][620/4294] lr: 4.375e-03, eta: 21:03:09, time: 1.095, data_time: 0.006, memory: 29668, top1_acc: 0.6473, top5_acc: 0.8634, loss_cls: 1.4114, loss: 1.4114, grad_norm: 5.6127 2021-05-26 18:09:32,501 - mmaction - INFO - Epoch [2][640/4294] lr: 4.375e-03, eta: 21:02:15, time: 1.152, data_time: 0.003, memory: 29668, top1_acc: 0.6571, top5_acc: 0.8732, loss_cls: 1.3345, loss: 1.3345, grad_norm: 5.3541 2021-05-26 18:09:56,580 - mmaction - INFO - Epoch [2][660/4294] lr: 4.375e-03, eta: 21:01:33, time: 1.204, data_time: 0.009, memory: 29668, top1_acc: 0.6750, top5_acc: 0.8741, loss_cls: 1.3095, loss: 1.3095, grad_norm: 5.3664 2021-05-26 18:10:20,392 - mmaction - INFO - Epoch [2][680/4294] lr: 4.375e-03, eta: 21:00:47, time: 1.190, data_time: 0.009, memory: 29668, top1_acc: 0.6696, top5_acc: 0.8696, loss_cls: 1.3098, loss: 1.3098, grad_norm: 5.4815 2021-05-26 18:10:40,386 - mmaction - INFO - Epoch [2][700/4294] lr: 4.375e-03, eta: 20:59:18, time: 1.006, data_time: 0.012, memory: 29668, top1_acc: 0.6527, top5_acc: 0.8679, loss_cls: 1.3585, loss: 1.3585, grad_norm: 5.4322 2021-05-26 18:11:02,782 - mmaction - INFO - Epoch [2][720/4294] lr: 4.375e-03, eta: 20:58:17, time: 1.119, data_time: 0.003, memory: 29668, top1_acc: 0.7036, top5_acc: 0.8893, loss_cls: 1.2135, loss: 1.2135, grad_norm: 5.2295 2021-05-26 18:11:28,026 - mmaction - INFO - Epoch [2][740/4294] lr: 4.375e-03, eta: 20:57:48, time: 1.258, data_time: 0.004, memory: 29668, top1_acc: 0.6634, top5_acc: 0.8714, loss_cls: 1.3802, loss: 1.3802, grad_norm: 5.5790 2021-05-26 18:11:52,131 - mmaction - INFO - Epoch [2][760/4294] lr: 4.375e-03, eta: 20:57:07, time: 1.204, data_time: 0.009, memory: 29668, top1_acc: 0.6482, top5_acc: 0.8571, loss_cls: 1.3900, loss: 1.3900, grad_norm: 5.4389 2021-05-26 18:12:16,893 - mmaction - INFO - Epoch [2][780/4294] lr: 4.375e-03, eta: 20:56:35, time: 1.242, data_time: 0.010, memory: 29668, top1_acc: 0.6562, top5_acc: 0.8679, loss_cls: 1.3526, loss: 1.3526, grad_norm: 5.3851 2021-05-26 18:12:38,897 - mmaction - INFO - Epoch [2][800/4294] lr: 4.375e-03, eta: 20:55:30, time: 1.104, data_time: 0.006, memory: 29668, top1_acc: 0.6598, top5_acc: 0.8634, loss_cls: 1.3813, loss: 1.3813, grad_norm: 5.4998 2021-05-26 18:13:00,627 - mmaction - INFO - Epoch [2][820/4294] lr: 4.375e-03, eta: 20:54:22, time: 1.085, data_time: 0.003, memory: 29668, top1_acc: 0.6634, top5_acc: 0.8732, loss_cls: 1.3203, loss: 1.3203, grad_norm: 5.4089 2021-05-26 18:13:21,057 - mmaction - INFO - Epoch [2][840/4294] lr: 4.375e-03, eta: 20:53:00, time: 1.023, data_time: 0.004, memory: 29668, top1_acc: 0.6929, top5_acc: 0.8821, loss_cls: 1.2427, loss: 1.2427, grad_norm: 5.1160 2021-05-26 18:13:48,606 - mmaction - INFO - Epoch [2][860/4294] lr: 4.375e-03, eta: 20:52:59, time: 1.377, data_time: 0.006, memory: 29668, top1_acc: 0.6795, top5_acc: 0.8723, loss_cls: 1.2919, loss: 1.2919, grad_norm: 5.2175 2021-05-26 18:14:10,715 - mmaction - INFO - Epoch [2][880/4294] lr: 4.375e-03, eta: 20:51:55, time: 1.101, data_time: 0.005, memory: 29668, top1_acc: 0.6411, top5_acc: 0.8732, loss_cls: 1.3625, loss: 1.3625, grad_norm: 5.5381 2021-05-26 18:14:33,762 - mmaction - INFO - Epoch [2][900/4294] lr: 4.375e-03, eta: 20:51:04, time: 1.155, data_time: 0.008, memory: 29668, top1_acc: 0.6598, top5_acc: 0.8661, loss_cls: 1.3544, loss: 1.3544, grad_norm: 5.3745 2021-05-26 18:14:57,336 - mmaction - INFO - Epoch [2][920/4294] lr: 4.375e-03, eta: 20:50:19, time: 1.182, data_time: 0.008, memory: 29668, top1_acc: 0.6911, top5_acc: 0.8946, loss_cls: 1.2205, loss: 1.2205, grad_norm: 5.1825 2021-05-26 18:15:16,886 - mmaction - INFO - Epoch [2][940/4294] lr: 4.375e-03, eta: 20:48:48, time: 0.977, data_time: 0.003, memory: 29668, top1_acc: 0.6804, top5_acc: 0.8679, loss_cls: 1.2958, loss: 1.2958, grad_norm: 5.2811 2021-05-26 18:15:39,458 - mmaction - INFO - Epoch [2][960/4294] lr: 4.375e-03, eta: 20:47:52, time: 1.129, data_time: 0.003, memory: 29668, top1_acc: 0.6625, top5_acc: 0.8661, loss_cls: 1.3329, loss: 1.3329, grad_norm: 5.3228 2021-05-26 18:16:00,487 - mmaction - INFO - Epoch [2][980/4294] lr: 4.375e-03, eta: 20:46:38, time: 1.049, data_time: 0.006, memory: 29668, top1_acc: 0.6804, top5_acc: 0.8902, loss_cls: 1.2777, loss: 1.2777, grad_norm: 5.3351 2021-05-26 18:16:20,742 - mmaction - INFO - Epoch [2][1000/4294] lr: 4.375e-03, eta: 20:45:17, time: 1.013, data_time: 0.005, memory: 29668, top1_acc: 0.6670, top5_acc: 0.8804, loss_cls: 1.3112, loss: 1.3112, grad_norm: 5.3570 2021-05-26 18:16:43,209 - mmaction - INFO - Epoch [2][1020/4294] lr: 4.375e-03, eta: 20:44:19, time: 1.120, data_time: 0.007, memory: 29668, top1_acc: 0.6741, top5_acc: 0.8955, loss_cls: 1.2564, loss: 1.2564, grad_norm: 5.4196 2021-05-26 18:17:04,937 - mmaction - INFO - Epoch [2][1040/4294] lr: 4.375e-03, eta: 20:43:15, time: 1.089, data_time: 0.009, memory: 29668, top1_acc: 0.6500, top5_acc: 0.8848, loss_cls: 1.3553, loss: 1.3553, grad_norm: 5.5114 2021-05-26 18:17:26,817 - mmaction - INFO - Epoch [2][1060/4294] lr: 4.375e-03, eta: 20:42:14, time: 1.097, data_time: 0.005, memory: 29668, top1_acc: 0.6536, top5_acc: 0.8696, loss_cls: 1.3256, loss: 1.3256, grad_norm: 5.4467 2021-05-26 18:17:53,871 - mmaction - INFO - Epoch [2][1080/4294] lr: 4.375e-03, eta: 20:42:08, time: 1.349, data_time: 0.010, memory: 29668, top1_acc: 0.6937, top5_acc: 0.8911, loss_cls: 1.1892, loss: 1.1892, grad_norm: 5.3282 2021-05-26 18:18:17,554 - mmaction - INFO - Epoch [2][1100/4294] lr: 4.375e-03, eta: 20:41:26, time: 1.186, data_time: 0.006, memory: 29668, top1_acc: 0.6634, top5_acc: 0.8875, loss_cls: 1.2812, loss: 1.2812, grad_norm: 5.5690 2021-05-26 18:18:42,406 - mmaction - INFO - Epoch [2][1120/4294] lr: 4.375e-03, eta: 20:40:55, time: 1.238, data_time: 0.003, memory: 29668, top1_acc: 0.6750, top5_acc: 0.8821, loss_cls: 1.2819, loss: 1.2819, grad_norm: 5.1589 2021-05-26 18:19:12,546 - mmaction - INFO - Epoch [2][1140/4294] lr: 4.375e-03, eta: 20:41:23, time: 1.508, data_time: 0.010, memory: 29668, top1_acc: 0.6866, top5_acc: 0.8812, loss_cls: 1.2061, loss: 1.2061, grad_norm: 5.1358 2021-05-26 18:19:38,734 - mmaction - INFO - Epoch [2][1160/4294] lr: 4.375e-03, eta: 20:41:09, time: 1.313, data_time: 0.008, memory: 29668, top1_acc: 0.6875, top5_acc: 0.8884, loss_cls: 1.2392, loss: 1.2392, grad_norm: 5.2494 2021-05-26 18:20:04,736 - mmaction - INFO - Epoch [2][1180/4294] lr: 4.375e-03, eta: 20:40:52, time: 1.300, data_time: 0.004, memory: 29668, top1_acc: 0.6518, top5_acc: 0.8670, loss_cls: 1.3791, loss: 1.3791, grad_norm: 5.6906 2021-05-26 18:20:29,954 - mmaction - INFO - Epoch [2][1200/4294] lr: 4.375e-03, eta: 20:40:25, time: 1.255, data_time: 0.010, memory: 29668, top1_acc: 0.6536, top5_acc: 0.8795, loss_cls: 1.3296, loss: 1.3296, grad_norm: 5.5420 2021-05-26 18:20:54,537 - mmaction - INFO - Epoch [2][1220/4294] lr: 4.375e-03, eta: 20:39:53, time: 1.233, data_time: 0.009, memory: 29668, top1_acc: 0.6411, top5_acc: 0.8616, loss_cls: 1.3795, loss: 1.3795, grad_norm: 5.6311 2021-05-26 18:21:15,932 - mmaction - INFO - Epoch [2][1240/4294] lr: 4.375e-03, eta: 20:38:47, time: 1.072, data_time: 0.006, memory: 29668, top1_acc: 0.6509, top5_acc: 0.8705, loss_cls: 1.3911, loss: 1.3911, grad_norm: 5.5158 2021-05-26 18:21:40,744 - mmaction - INFO - Epoch [2][1260/4294] lr: 4.375e-03, eta: 20:38:17, time: 1.237, data_time: 0.003, memory: 29668, top1_acc: 0.6625, top5_acc: 0.8795, loss_cls: 1.3280, loss: 1.3280, grad_norm: 5.4659 2021-05-26 18:22:03,300 - mmaction - INFO - Epoch [2][1280/4294] lr: 4.375e-03, eta: 20:37:23, time: 1.129, data_time: 0.006, memory: 29668, top1_acc: 0.6616, top5_acc: 0.8679, loss_cls: 1.3341, loss: 1.3341, grad_norm: 5.1957 2021-05-26 18:22:25,740 - mmaction - INFO - Epoch [2][1300/4294] lr: 4.375e-03, eta: 20:36:28, time: 1.122, data_time: 0.004, memory: 29668, top1_acc: 0.6732, top5_acc: 0.8875, loss_cls: 1.2797, loss: 1.2797, grad_norm: 5.3068 2021-05-26 18:22:49,254 - mmaction - INFO - Epoch [2][1320/4294] lr: 4.375e-03, eta: 20:35:45, time: 1.176, data_time: 0.005, memory: 29668, top1_acc: 0.6821, top5_acc: 0.8723, loss_cls: 1.2388, loss: 1.2388, grad_norm: 5.1611 2021-05-26 18:23:11,278 - mmaction - INFO - Epoch [2][1340/4294] lr: 4.375e-03, eta: 20:34:47, time: 1.104, data_time: 0.013, memory: 29668, top1_acc: 0.6839, top5_acc: 0.8848, loss_cls: 1.2457, loss: 1.2457, grad_norm: 5.0847 2021-05-26 18:23:37,290 - mmaction - INFO - Epoch [2][1360/4294] lr: 4.375e-03, eta: 20:34:29, time: 1.295, data_time: 0.002, memory: 29668, top1_acc: 0.6598, top5_acc: 0.8714, loss_cls: 1.3475, loss: 1.3475, grad_norm: 5.5877 2021-05-26 18:24:02,151 - mmaction - INFO - Epoch [2][1380/4294] lr: 4.375e-03, eta: 20:33:57, time: 1.225, data_time: 0.008, memory: 29668, top1_acc: 0.6571, top5_acc: 0.8848, loss_cls: 1.2714, loss: 1.2714, grad_norm: 5.3360 2021-05-26 18:24:32,787 - mmaction - INFO - Epoch [2][1400/4294] lr: 4.375e-03, eta: 20:34:31, time: 1.550, data_time: 0.029, memory: 29668, top1_acc: 0.6821, top5_acc: 0.8884, loss_cls: 1.2653, loss: 1.2653, grad_norm: 5.2393 2021-05-26 18:24:54,715 - mmaction - INFO - Epoch [2][1420/4294] lr: 4.375e-03, eta: 20:33:32, time: 1.097, data_time: 0.009, memory: 29668, top1_acc: 0.6741, top5_acc: 0.8652, loss_cls: 1.3013, loss: 1.3013, grad_norm: 5.3058 2021-05-26 18:25:21,350 - mmaction - INFO - Epoch [2][1440/4294] lr: 4.375e-03, eta: 20:33:22, time: 1.332, data_time: 0.006, memory: 29668, top1_acc: 0.6679, top5_acc: 0.8982, loss_cls: 1.2090, loss: 1.2090, grad_norm: 5.5793 2021-05-26 18:25:44,860 - mmaction - INFO - Epoch [2][1460/4294] lr: 4.375e-03, eta: 20:32:39, time: 1.177, data_time: 0.008, memory: 29668, top1_acc: 0.7009, top5_acc: 0.8777, loss_cls: 1.2297, loss: 1.2297, grad_norm: 5.2949 2021-05-26 18:26:04,865 - mmaction - INFO - Epoch [2][1480/4294] lr: 4.375e-03, eta: 20:31:21, time: 1.003, data_time: 0.005, memory: 29668, top1_acc: 0.6866, top5_acc: 0.8732, loss_cls: 1.2722, loss: 1.2722, grad_norm: 5.4413 2021-05-26 18:26:28,251 - mmaction - INFO - Epoch [2][1500/4294] lr: 4.375e-03, eta: 20:30:37, time: 1.164, data_time: 0.002, memory: 29668, top1_acc: 0.6518, top5_acc: 0.8786, loss_cls: 1.3054, loss: 1.3054, grad_norm: 5.2782 2021-05-26 18:26:55,836 - mmaction - INFO - Epoch [2][1520/4294] lr: 4.375e-03, eta: 20:30:35, time: 1.378, data_time: 0.010, memory: 29668, top1_acc: 0.6804, top5_acc: 0.8911, loss_cls: 1.2584, loss: 1.2584, grad_norm: 5.3890 2021-05-26 18:27:21,453 - mmaction - INFO - Epoch [2][1540/4294] lr: 4.375e-03, eta: 20:30:15, time: 1.286, data_time: 0.012, memory: 29668, top1_acc: 0.6491, top5_acc: 0.8777, loss_cls: 1.3228, loss: 1.3228, grad_norm: 5.2529 2021-05-26 18:27:43,585 - mmaction - INFO - Epoch [2][1560/4294] lr: 4.375e-03, eta: 20:29:20, time: 1.109, data_time: 0.007, memory: 29668, top1_acc: 0.6839, top5_acc: 0.8839, loss_cls: 1.2617, loss: 1.2617, grad_norm: 5.2351 2021-05-26 18:28:05,400 - mmaction - INFO - Epoch [2][1580/4294] lr: 4.375e-03, eta: 20:28:21, time: 1.090, data_time: 0.002, memory: 29668, top1_acc: 0.6384, top5_acc: 0.8714, loss_cls: 1.3525, loss: 1.3525, grad_norm: 5.5647 2021-05-26 18:28:28,484 - mmaction - INFO - Epoch [2][1600/4294] lr: 4.375e-03, eta: 20:27:29, time: 1.126, data_time: 0.003, memory: 29668, top1_acc: 0.6929, top5_acc: 0.8911, loss_cls: 1.2202, loss: 1.2202, grad_norm: 5.3574 2021-05-26 18:28:48,870 - mmaction - INFO - Epoch [2][1620/4294] lr: 4.375e-03, eta: 20:26:22, time: 1.048, data_time: 0.031, memory: 29668, top1_acc: 0.6795, top5_acc: 0.8902, loss_cls: 1.2430, loss: 1.2430, grad_norm: 5.3742 2021-05-26 18:29:14,813 - mmaction - INFO - Epoch [2][1640/4294] lr: 4.375e-03, eta: 20:26:04, time: 1.293, data_time: 0.004, memory: 29668, top1_acc: 0.6491, top5_acc: 0.8732, loss_cls: 1.3662, loss: 1.3662, grad_norm: 5.3267 2021-05-26 18:29:37,167 - mmaction - INFO - Epoch [2][1660/4294] lr: 4.375e-03, eta: 20:25:12, time: 1.119, data_time: 0.006, memory: 29668, top1_acc: 0.6687, top5_acc: 0.8670, loss_cls: 1.3315, loss: 1.3315, grad_norm: 5.4175 2021-05-26 18:30:01,383 - mmaction - INFO - Epoch [2][1680/4294] lr: 4.375e-03, eta: 20:24:38, time: 1.213, data_time: 0.005, memory: 29668, top1_acc: 0.6509, top5_acc: 0.8536, loss_cls: 1.4154, loss: 1.4154, grad_norm: 5.2951 2021-05-26 18:30:27,134 - mmaction - INFO - Epoch [2][1700/4294] lr: 4.375e-03, eta: 20:24:17, time: 1.281, data_time: 0.003, memory: 29668, top1_acc: 0.6687, top5_acc: 0.8714, loss_cls: 1.3337, loss: 1.3337, grad_norm: 5.4162 2021-05-26 18:30:48,856 - mmaction - INFO - Epoch [2][1720/4294] lr: 4.375e-03, eta: 20:23:20, time: 1.092, data_time: 0.012, memory: 29668, top1_acc: 0.6536, top5_acc: 0.8732, loss_cls: 1.3348, loss: 1.3348, grad_norm: 5.3899 2021-05-26 18:31:10,458 - mmaction - INFO - Epoch [2][1740/4294] lr: 4.375e-03, eta: 20:22:20, time: 1.078, data_time: 0.005, memory: 29668, top1_acc: 0.6670, top5_acc: 0.8643, loss_cls: 1.3514, loss: 1.3514, grad_norm: 5.5902 2021-05-26 18:31:32,473 - mmaction - INFO - Epoch [2][1760/4294] lr: 4.375e-03, eta: 20:21:25, time: 1.098, data_time: 0.005, memory: 29668, top1_acc: 0.6777, top5_acc: 0.8732, loss_cls: 1.3073, loss: 1.3073, grad_norm: 5.3019 2021-05-26 18:31:52,587 - mmaction - INFO - Epoch [2][1780/4294] lr: 4.375e-03, eta: 20:20:13, time: 1.012, data_time: 0.008, memory: 29668, top1_acc: 0.6768, top5_acc: 0.8893, loss_cls: 1.2548, loss: 1.2548, grad_norm: 5.3027 2021-05-26 18:32:14,844 - mmaction - INFO - Epoch [2][1800/4294] lr: 4.375e-03, eta: 20:19:20, time: 1.112, data_time: 0.004, memory: 29668, top1_acc: 0.6696, top5_acc: 0.8768, loss_cls: 1.2932, loss: 1.2932, grad_norm: 5.4566 2021-05-26 18:32:36,782 - mmaction - INFO - Epoch [2][1820/4294] lr: 4.375e-03, eta: 20:18:24, time: 1.093, data_time: 0.004, memory: 29668, top1_acc: 0.6786, top5_acc: 0.8732, loss_cls: 1.2580, loss: 1.2580, grad_norm: 5.1464 2021-05-26 18:32:57,707 - mmaction - INFO - Epoch [2][1840/4294] lr: 4.375e-03, eta: 20:17:21, time: 1.052, data_time: 0.009, memory: 29668, top1_acc: 0.6946, top5_acc: 0.8964, loss_cls: 1.1616, loss: 1.1616, grad_norm: 5.1034 2021-05-26 18:33:18,684 - mmaction - INFO - Epoch [2][1860/4294] lr: 4.375e-03, eta: 20:16:17, time: 1.048, data_time: 0.001, memory: 29668, top1_acc: 0.6723, top5_acc: 0.8723, loss_cls: 1.2878, loss: 1.2878, grad_norm: 5.4533 2021-05-26 18:33:49,482 - mmaction - INFO - Epoch [2][1880/4294] lr: 4.375e-03, eta: 20:16:44, time: 1.530, data_time: 0.003, memory: 29668, top1_acc: 0.6741, top5_acc: 0.8732, loss_cls: 1.3854, loss: 1.3854, grad_norm: 5.1280 2021-05-26 18:34:11,866 - mmaction - INFO - Epoch [2][1900/4294] lr: 4.375e-03, eta: 20:15:55, time: 1.129, data_time: 0.013, memory: 29668, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.2617, loss: 1.2617, grad_norm: 5.1222 2021-05-26 18:34:35,473 - mmaction - INFO - Epoch [2][1920/4294] lr: 4.375e-03, eta: 20:15:17, time: 1.180, data_time: 0.003, memory: 29668, top1_acc: 0.6705, top5_acc: 0.8893, loss_cls: 1.2852, loss: 1.2852, grad_norm: 5.4778 2021-05-26 18:35:05,365 - mmaction - INFO - Epoch [2][1940/4294] lr: 4.375e-03, eta: 20:15:36, time: 1.491, data_time: 0.006, memory: 29668, top1_acc: 0.6821, top5_acc: 0.8938, loss_cls: 1.1874, loss: 1.1874, grad_norm: 5.1824 2021-05-26 18:35:27,288 - mmaction - INFO - Epoch [2][1960/4294] lr: 4.375e-03, eta: 20:14:42, time: 1.097, data_time: 0.008, memory: 29668, top1_acc: 0.6991, top5_acc: 0.8812, loss_cls: 1.2173, loss: 1.2173, grad_norm: 5.1501 2021-05-26 18:35:51,022 - mmaction - INFO - Epoch [2][1980/4294] lr: 4.375e-03, eta: 20:14:05, time: 1.190, data_time: 0.008, memory: 29668, top1_acc: 0.6813, top5_acc: 0.8955, loss_cls: 1.1931, loss: 1.1931, grad_norm: 5.3122 2021-05-26 18:36:16,393 - mmaction - INFO - Epoch [2][2000/4294] lr: 4.375e-03, eta: 20:13:42, time: 1.266, data_time: 0.003, memory: 29668, top1_acc: 0.6509, top5_acc: 0.8607, loss_cls: 1.4392, loss: 1.4392, grad_norm: 5.5965 2021-05-26 18:36:38,604 - mmaction - INFO - Epoch [2][2020/4294] lr: 4.375e-03, eta: 20:12:51, time: 1.111, data_time: 0.006, memory: 29668, top1_acc: 0.6786, top5_acc: 0.8705, loss_cls: 1.2993, loss: 1.2993, grad_norm: 5.2708 2021-05-26 18:37:01,140 - mmaction - INFO - Epoch [2][2040/4294] lr: 4.375e-03, eta: 20:12:03, time: 1.127, data_time: 0.008, memory: 29668, top1_acc: 0.6750, top5_acc: 0.8795, loss_cls: 1.2763, loss: 1.2763, grad_norm: 5.3804 2021-05-26 18:37:21,323 - mmaction - INFO - Epoch [2][2060/4294] lr: 4.375e-03, eta: 20:10:54, time: 1.012, data_time: 0.004, memory: 29668, top1_acc: 0.6750, top5_acc: 0.8741, loss_cls: 1.2964, loss: 1.2964, grad_norm: 5.2326 2021-05-26 18:37:44,097 - mmaction - INFO - Epoch [2][2080/4294] lr: 4.375e-03, eta: 20:10:08, time: 1.139, data_time: 0.002, memory: 29668, top1_acc: 0.7027, top5_acc: 0.8893, loss_cls: 1.1564, loss: 1.1564, grad_norm: 5.1527 2021-05-26 18:38:08,757 - mmaction - INFO - Epoch [2][2100/4294] lr: 4.375e-03, eta: 20:09:40, time: 1.230, data_time: 0.002, memory: 29668, top1_acc: 0.6554, top5_acc: 0.8723, loss_cls: 1.3330, loss: 1.3330, grad_norm: 5.4770 2021-05-26 18:38:31,734 - mmaction - INFO - Epoch [2][2120/4294] lr: 4.375e-03, eta: 20:08:52, time: 1.126, data_time: 0.007, memory: 29668, top1_acc: 0.6714, top5_acc: 0.8732, loss_cls: 1.2994, loss: 1.2994, grad_norm: 5.3033 2021-05-26 18:38:54,238 - mmaction - INFO - Epoch [2][2140/4294] lr: 4.375e-03, eta: 20:08:09, time: 1.150, data_time: 0.028, memory: 29668, top1_acc: 0.6937, top5_acc: 0.8884, loss_cls: 1.1934, loss: 1.1934, grad_norm: 5.1341 2021-05-26 18:39:19,151 - mmaction - INFO - Epoch [2][2160/4294] lr: 4.375e-03, eta: 20:07:42, time: 1.241, data_time: 0.004, memory: 29668, top1_acc: 0.6661, top5_acc: 0.8696, loss_cls: 1.3265, loss: 1.3265, grad_norm: 5.3869 2021-05-26 18:39:43,448 - mmaction - INFO - Epoch [2][2180/4294] lr: 4.375e-03, eta: 20:07:12, time: 1.220, data_time: 0.007, memory: 29668, top1_acc: 0.6705, top5_acc: 0.8857, loss_cls: 1.3008, loss: 1.3008, grad_norm: 5.4036 2021-05-26 18:40:05,134 - mmaction - INFO - Epoch [2][2200/4294] lr: 4.375e-03, eta: 20:06:17, time: 1.081, data_time: 0.003, memory: 29668, top1_acc: 0.6580, top5_acc: 0.8902, loss_cls: 1.2690, loss: 1.2690, grad_norm: 5.3856 2021-05-26 18:40:26,771 - mmaction - INFO - Epoch [2][2220/4294] lr: 4.375e-03, eta: 20:05:16, time: 1.051, data_time: 0.005, memory: 29668, top1_acc: 0.6795, top5_acc: 0.8982, loss_cls: 1.2198, loss: 1.2198, grad_norm: 5.1923 2021-05-26 18:40:47,711 - mmaction - INFO - Epoch [2][2240/4294] lr: 4.375e-03, eta: 20:04:21, time: 1.078, data_time: 0.037, memory: 29668, top1_acc: 0.6634, top5_acc: 0.8795, loss_cls: 1.2858, loss: 1.2858, grad_norm: 5.1346 2021-05-26 18:41:13,839 - mmaction - INFO - Epoch [2][2260/4294] lr: 4.375e-03, eta: 20:04:06, time: 1.305, data_time: 0.010, memory: 29668, top1_acc: 0.6714, top5_acc: 0.8857, loss_cls: 1.3029, loss: 1.3029, grad_norm: 5.1965 2021-05-26 18:41:35,726 - mmaction - INFO - Epoch [2][2280/4294] lr: 4.375e-03, eta: 20:03:14, time: 1.098, data_time: 0.008, memory: 29668, top1_acc: 0.6670, top5_acc: 0.8750, loss_cls: 1.2790, loss: 1.2790, grad_norm: 5.2298 2021-05-26 18:42:00,569 - mmaction - INFO - Epoch [2][2300/4294] lr: 4.375e-03, eta: 20:02:48, time: 1.238, data_time: 0.003, memory: 29668, top1_acc: 0.6679, top5_acc: 0.8804, loss_cls: 1.3044, loss: 1.3044, grad_norm: 5.5574 2021-05-26 18:42:22,591 - mmaction - INFO - Epoch [2][2320/4294] lr: 4.375e-03, eta: 20:01:58, time: 1.105, data_time: 0.009, memory: 29668, top1_acc: 0.6616, top5_acc: 0.8714, loss_cls: 1.2988, loss: 1.2988, grad_norm: 5.4918 2021-05-26 18:42:47,537 - mmaction - INFO - Epoch [2][2340/4294] lr: 4.375e-03, eta: 20:01:32, time: 1.245, data_time: 0.002, memory: 29668, top1_acc: 0.6670, top5_acc: 0.8821, loss_cls: 1.2604, loss: 1.2604, grad_norm: 5.4847 2021-05-26 18:43:12,733 - mmaction - INFO - Epoch [2][2360/4294] lr: 4.375e-03, eta: 20:01:09, time: 1.257, data_time: 0.006, memory: 29668, top1_acc: 0.6741, top5_acc: 0.8732, loss_cls: 1.2839, loss: 1.2839, grad_norm: 5.3455 2021-05-26 18:43:42,428 - mmaction - INFO - Epoch [2][2380/4294] lr: 4.375e-03, eta: 20:01:25, time: 1.482, data_time: 0.009, memory: 29668, top1_acc: 0.6768, top5_acc: 0.8634, loss_cls: 1.3319, loss: 1.3319, grad_norm: 5.3984 2021-05-26 18:44:09,848 - mmaction - INFO - Epoch [2][2400/4294] lr: 4.375e-03, eta: 20:01:21, time: 1.373, data_time: 0.011, memory: 29668, top1_acc: 0.6545, top5_acc: 0.8652, loss_cls: 1.3420, loss: 1.3420, grad_norm: 5.3318 2021-05-26 18:44:31,788 - mmaction - INFO - Epoch [2][2420/4294] lr: 4.375e-03, eta: 20:00:29, time: 1.090, data_time: 0.011, memory: 29668, top1_acc: 0.6813, top5_acc: 0.8768, loss_cls: 1.2847, loss: 1.2847, grad_norm: 5.1825 2021-05-26 18:44:59,512 - mmaction - INFO - Epoch [2][2440/4294] lr: 4.375e-03, eta: 20:00:30, time: 1.398, data_time: 0.016, memory: 29668, top1_acc: 0.6866, top5_acc: 0.8812, loss_cls: 1.2181, loss: 1.2181, grad_norm: 5.2487 2021-05-26 18:45:26,722 - mmaction - INFO - Epoch [2][2460/4294] lr: 4.375e-03, eta: 20:00:23, time: 1.357, data_time: 0.004, memory: 29668, top1_acc: 0.6768, top5_acc: 0.8964, loss_cls: 1.2405, loss: 1.2405, grad_norm: 5.2644 2021-05-26 18:45:49,252 - mmaction - INFO - Epoch [2][2480/4294] lr: 4.375e-03, eta: 19:59:38, time: 1.130, data_time: 0.007, memory: 29668, top1_acc: 0.6670, top5_acc: 0.8768, loss_cls: 1.2947, loss: 1.2947, grad_norm: 5.3632 2021-05-26 18:46:11,230 - mmaction - INFO - Epoch [2][2500/4294] lr: 4.375e-03, eta: 19:58:47, time: 1.095, data_time: 0.006, memory: 29668, top1_acc: 0.6536, top5_acc: 0.8848, loss_cls: 1.2936, loss: 1.2936, grad_norm: 5.4532 2021-05-26 18:46:35,065 - mmaction - INFO - Epoch [2][2520/4294] lr: 4.375e-03, eta: 19:58:12, time: 1.193, data_time: 0.008, memory: 29668, top1_acc: 0.6813, top5_acc: 0.8875, loss_cls: 1.2615, loss: 1.2615, grad_norm: 5.2943 2021-05-26 18:46:57,631 - mmaction - INFO - Epoch [2][2540/4294] lr: 4.375e-03, eta: 19:57:27, time: 1.127, data_time: 0.008, memory: 29668, top1_acc: 0.7080, top5_acc: 0.9045, loss_cls: 1.1658, loss: 1.1658, grad_norm: 5.1997 2021-05-26 18:47:21,227 - mmaction - INFO - Epoch [2][2560/4294] lr: 4.375e-03, eta: 19:56:51, time: 1.180, data_time: 0.007, memory: 29668, top1_acc: 0.6821, top5_acc: 0.8893, loss_cls: 1.2489, loss: 1.2489, grad_norm: 5.1558 2021-05-26 18:47:45,975 - mmaction - INFO - Epoch [2][2580/4294] lr: 4.375e-03, eta: 19:56:24, time: 1.235, data_time: 0.006, memory: 29668, top1_acc: 0.6929, top5_acc: 0.8848, loss_cls: 1.2216, loss: 1.2216, grad_norm: 5.2753 2021-05-26 18:48:05,910 - mmaction - INFO - Epoch [2][2600/4294] lr: 4.375e-03, eta: 19:55:18, time: 1.003, data_time: 0.008, memory: 29668, top1_acc: 0.6813, top5_acc: 0.8946, loss_cls: 1.2204, loss: 1.2204, grad_norm: 5.3004 2021-05-26 18:48:29,058 - mmaction - INFO - Epoch [2][2620/4294] lr: 4.375e-03, eta: 19:54:38, time: 1.157, data_time: 0.004, memory: 29668, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.2389, loss: 1.2389, grad_norm: 5.2228 2021-05-26 18:48:59,657 - mmaction - INFO - Epoch [2][2640/4294] lr: 4.375e-03, eta: 19:55:00, time: 1.527, data_time: 0.003, memory: 29668, top1_acc: 0.6696, top5_acc: 0.8830, loss_cls: 1.2714, loss: 1.2714, grad_norm: 5.3963 2021-05-26 18:49:20,243 - mmaction - INFO - Epoch [2][2660/4294] lr: 4.375e-03, eta: 19:53:49, time: 0.972, data_time: 0.006, memory: 29668, top1_acc: 0.6759, top5_acc: 0.8795, loss_cls: 1.2525, loss: 1.2525, grad_norm: 5.4266 2021-05-26 18:49:47,816 - mmaction - INFO - Epoch [2][2680/4294] lr: 4.375e-03, eta: 19:53:55, time: 1.436, data_time: 0.076, memory: 29668, top1_acc: 0.6741, top5_acc: 0.8857, loss_cls: 1.2920, loss: 1.2920, grad_norm: 5.4454 2021-05-26 18:50:15,355 - mmaction - INFO - Epoch [2][2700/4294] lr: 4.375e-03, eta: 19:53:52, time: 1.379, data_time: 0.007, memory: 29668, top1_acc: 0.6643, top5_acc: 0.8688, loss_cls: 1.3048, loss: 1.3048, grad_norm: 5.4820 2021-05-26 18:50:36,165 - mmaction - INFO - Epoch [2][2720/4294] lr: 4.375e-03, eta: 19:52:53, time: 1.041, data_time: 0.003, memory: 29668, top1_acc: 0.6893, top5_acc: 0.8830, loss_cls: 1.2098, loss: 1.2098, grad_norm: 5.3163 2021-05-26 18:50:58,334 - mmaction - INFO - Epoch [2][2740/4294] lr: 4.375e-03, eta: 19:52:05, time: 1.107, data_time: 0.004, memory: 29668, top1_acc: 0.6652, top5_acc: 0.8964, loss_cls: 1.2421, loss: 1.2421, grad_norm: 5.1468 2021-05-26 18:51:24,899 - mmaction - INFO - Epoch [2][2760/4294] lr: 4.375e-03, eta: 19:51:53, time: 1.326, data_time: 0.009, memory: 29668, top1_acc: 0.6714, top5_acc: 0.8705, loss_cls: 1.3317, loss: 1.3317, grad_norm: 5.6491 2021-05-26 18:51:45,754 - mmaction - INFO - Epoch [2][2780/4294] lr: 4.375e-03, eta: 19:50:51, time: 1.015, data_time: 0.011, memory: 29668, top1_acc: 0.7009, top5_acc: 0.8938, loss_cls: 1.1849, loss: 1.1849, grad_norm: 5.3339 2021-05-26 18:52:08,956 - mmaction - INFO - Epoch [2][2800/4294] lr: 4.375e-03, eta: 19:50:17, time: 1.190, data_time: 0.037, memory: 29668, top1_acc: 0.6634, top5_acc: 0.8795, loss_cls: 1.3308, loss: 1.3308, grad_norm: 5.4702 2021-05-26 18:52:38,421 - mmaction - INFO - Epoch [2][2820/4294] lr: 4.375e-03, eta: 19:50:28, time: 1.467, data_time: 0.005, memory: 29668, top1_acc: 0.6670, top5_acc: 0.8696, loss_cls: 1.3093, loss: 1.3093, grad_norm: 5.3477 2021-05-26 18:53:00,315 - mmaction - INFO - Epoch [2][2840/4294] lr: 4.375e-03, eta: 19:49:39, time: 1.099, data_time: 0.011, memory: 29668, top1_acc: 0.6973, top5_acc: 0.8786, loss_cls: 1.2272, loss: 1.2272, grad_norm: 5.4180 2021-05-26 18:53:26,914 - mmaction - INFO - Epoch [2][2860/4294] lr: 4.375e-03, eta: 19:49:27, time: 1.326, data_time: 0.007, memory: 29668, top1_acc: 0.6848, top5_acc: 0.8804, loss_cls: 1.2507, loss: 1.2507, grad_norm: 5.2274 2021-05-26 18:53:48,828 - mmaction - INFO - Epoch [2][2880/4294] lr: 4.375e-03, eta: 19:48:39, time: 1.102, data_time: 0.012, memory: 29668, top1_acc: 0.6705, top5_acc: 0.8786, loss_cls: 1.3365, loss: 1.3365, grad_norm: 5.3328 2021-05-26 18:54:10,404 - mmaction - INFO - Epoch [2][2900/4294] lr: 4.375e-03, eta: 19:47:47, time: 1.081, data_time: 0.006, memory: 29668, top1_acc: 0.6982, top5_acc: 0.8866, loss_cls: 1.1935, loss: 1.1935, grad_norm: 5.1793 2021-05-26 18:54:34,782 - mmaction - INFO - Epoch [2][2920/4294] lr: 4.375e-03, eta: 19:47:18, time: 1.216, data_time: 0.003, memory: 29668, top1_acc: 0.6723, top5_acc: 0.8759, loss_cls: 1.2775, loss: 1.2775, grad_norm: 5.3266 2021-05-26 18:54:56,200 - mmaction - INFO - Epoch [2][2940/4294] lr: 4.375e-03, eta: 19:46:26, time: 1.075, data_time: 0.006, memory: 29668, top1_acc: 0.6687, top5_acc: 0.8741, loss_cls: 1.3233, loss: 1.3233, grad_norm: 5.5121 2021-05-26 18:55:19,483 - mmaction - INFO - Epoch [2][2960/4294] lr: 4.375e-03, eta: 19:45:48, time: 1.160, data_time: 0.002, memory: 29668, top1_acc: 0.6714, top5_acc: 0.8777, loss_cls: 1.3013, loss: 1.3013, grad_norm: 5.5710 2021-05-26 18:55:46,941 - mmaction - INFO - Epoch [2][2980/4294] lr: 4.375e-03, eta: 19:45:43, time: 1.371, data_time: 0.009, memory: 29668, top1_acc: 0.6670, top5_acc: 0.8688, loss_cls: 1.3061, loss: 1.3061, grad_norm: 5.3707 2021-05-26 18:56:09,433 - mmaction - INFO - Epoch [2][3000/4294] lr: 4.375e-03, eta: 19:44:58, time: 1.120, data_time: 0.009, memory: 29668, top1_acc: 0.6750, top5_acc: 0.8884, loss_cls: 1.2347, loss: 1.2347, grad_norm: 5.4541 2021-05-26 18:56:35,215 - mmaction - INFO - Epoch [2][3020/4294] lr: 4.375e-03, eta: 19:44:42, time: 1.300, data_time: 0.015, memory: 29668, top1_acc: 0.6589, top5_acc: 0.8732, loss_cls: 1.3306, loss: 1.3306, grad_norm: 5.4128 2021-05-26 18:56:59,058 - mmaction - INFO - Epoch [2][3040/4294] lr: 4.375e-03, eta: 19:44:08, time: 1.192, data_time: 0.005, memory: 29668, top1_acc: 0.6813, top5_acc: 0.8964, loss_cls: 1.1968, loss: 1.1968, grad_norm: 5.0529 2021-05-26 18:57:21,668 - mmaction - INFO - Epoch [2][3060/4294] lr: 4.375e-03, eta: 19:43:25, time: 1.128, data_time: 0.004, memory: 29668, top1_acc: 0.6911, top5_acc: 0.8866, loss_cls: 1.2267, loss: 1.2267, grad_norm: 5.1621 2021-05-26 18:57:42,677 - mmaction - INFO - Epoch [2][3080/4294] lr: 4.375e-03, eta: 19:42:28, time: 1.032, data_time: 0.005, memory: 29668, top1_acc: 0.6830, top5_acc: 0.8723, loss_cls: 1.2761, loss: 1.2761, grad_norm: 5.2755 2021-05-26 18:58:12,257 - mmaction - INFO - Epoch [2][3100/4294] lr: 4.375e-03, eta: 19:42:42, time: 1.496, data_time: 0.024, memory: 29668, top1_acc: 0.6750, top5_acc: 0.8759, loss_cls: 1.2383, loss: 1.2383, grad_norm: 5.3670 2021-05-26 18:58:34,455 - mmaction - INFO - Epoch [2][3120/4294] lr: 4.375e-03, eta: 19:41:57, time: 1.113, data_time: 0.008, memory: 29668, top1_acc: 0.6911, top5_acc: 0.8902, loss_cls: 1.1712, loss: 1.1712, grad_norm: 5.6512 2021-05-26 18:59:06,444 - mmaction - INFO - Epoch [2][3140/4294] lr: 4.375e-03, eta: 19:42:26, time: 1.596, data_time: 0.006, memory: 29668, top1_acc: 0.6571, top5_acc: 0.8580, loss_cls: 1.3329, loss: 1.3329, grad_norm: 5.3707 2021-05-26 18:59:29,420 - mmaction - INFO - Epoch [2][3160/4294] lr: 4.375e-03, eta: 19:41:46, time: 1.152, data_time: 0.008, memory: 29668, top1_acc: 0.6902, top5_acc: 0.8839, loss_cls: 1.2702, loss: 1.2702, grad_norm: 5.3371 2021-05-26 18:59:59,313 - mmaction - INFO - Epoch [2][3180/4294] lr: 4.375e-03, eta: 19:41:59, time: 1.493, data_time: 0.004, memory: 29668, top1_acc: 0.6786, top5_acc: 0.8821, loss_cls: 1.2505, loss: 1.2505, grad_norm: 5.3936 2021-05-26 19:00:24,309 - mmaction - INFO - Epoch [2][3200/4294] lr: 4.375e-03, eta: 19:41:35, time: 1.251, data_time: 0.006, memory: 29668, top1_acc: 0.6821, top5_acc: 0.8955, loss_cls: 1.2239, loss: 1.2239, grad_norm: 5.4786 2021-05-26 19:00:51,106 - mmaction - INFO - Epoch [2][3220/4294] lr: 4.375e-03, eta: 19:41:23, time: 1.332, data_time: 0.012, memory: 29668, top1_acc: 0.6696, top5_acc: 0.8625, loss_cls: 1.2979, loss: 1.2979, grad_norm: 5.4354 2021-05-26 19:01:14,378 - mmaction - INFO - Epoch [2][3240/4294] lr: 4.375e-03, eta: 19:40:47, time: 1.169, data_time: 0.020, memory: 29668, top1_acc: 0.6741, top5_acc: 0.8759, loss_cls: 1.2939, loss: 1.2939, grad_norm: 5.4022 2021-05-26 19:01:34,226 - mmaction - INFO - Epoch [2][3260/4294] lr: 4.375e-03, eta: 19:39:45, time: 0.996, data_time: 0.007, memory: 29668, top1_acc: 0.6964, top5_acc: 0.8857, loss_cls: 1.2006, loss: 1.2006, grad_norm: 5.2529 2021-05-26 19:01:58,266 - mmaction - INFO - Epoch [2][3280/4294] lr: 4.375e-03, eta: 19:39:08, time: 1.169, data_time: 0.003, memory: 29668, top1_acc: 0.6661, top5_acc: 0.8741, loss_cls: 1.3039, loss: 1.3039, grad_norm: 5.3253 2021-05-26 19:02:18,991 - mmaction - INFO - Epoch [2][3300/4294] lr: 4.375e-03, eta: 19:38:17, time: 1.070, data_time: 0.038, memory: 29668, top1_acc: 0.6813, top5_acc: 0.8893, loss_cls: 1.2330, loss: 1.2330, grad_norm: 5.2442 2021-05-26 19:02:46,182 - mmaction - INFO - Epoch [2][3320/4294] lr: 4.375e-03, eta: 19:38:09, time: 1.356, data_time: 0.002, memory: 29668, top1_acc: 0.6893, top5_acc: 0.8938, loss_cls: 1.1816, loss: 1.1816, grad_norm: 5.4950 2021-05-26 19:03:07,144 - mmaction - INFO - Epoch [2][3340/4294] lr: 4.375e-03, eta: 19:37:15, time: 1.050, data_time: 0.006, memory: 29668, top1_acc: 0.6741, top5_acc: 0.8839, loss_cls: 1.2779, loss: 1.2779, grad_norm: 5.4408 2021-05-26 19:03:29,396 - mmaction - INFO - Epoch [2][3360/4294] lr: 4.375e-03, eta: 19:36:31, time: 1.113, data_time: 0.002, memory: 29668, top1_acc: 0.6804, top5_acc: 0.8661, loss_cls: 1.3368, loss: 1.3368, grad_norm: 5.3700 2021-05-26 19:03:53,606 - mmaction - INFO - Epoch [2][3380/4294] lr: 4.375e-03, eta: 19:36:00, time: 1.205, data_time: 0.003, memory: 29668, top1_acc: 0.6643, top5_acc: 0.8893, loss_cls: 1.2597, loss: 1.2597, grad_norm: 5.4184 2021-05-26 19:04:18,175 - mmaction - INFO - Epoch [2][3400/4294] lr: 4.375e-03, eta: 19:35:34, time: 1.232, data_time: 0.009, memory: 29668, top1_acc: 0.6786, top5_acc: 0.8964, loss_cls: 1.2578, loss: 1.2578, grad_norm: 5.2966 2021-05-26 19:04:40,967 - mmaction - INFO - Epoch [2][3420/4294] lr: 4.375e-03, eta: 19:34:54, time: 1.143, data_time: 0.005, memory: 29668, top1_acc: 0.6955, top5_acc: 0.8911, loss_cls: 1.1487, loss: 1.1487, grad_norm: 5.0739 2021-05-26 19:05:03,921 - mmaction - INFO - Epoch [2][3440/4294] lr: 4.375e-03, eta: 19:34:14, time: 1.143, data_time: 0.002, memory: 29668, top1_acc: 0.6804, top5_acc: 0.8759, loss_cls: 1.2875, loss: 1.2875, grad_norm: 5.3685 2021-05-26 19:05:24,298 - mmaction - INFO - Epoch [2][3460/4294] lr: 4.375e-03, eta: 19:33:17, time: 1.021, data_time: 0.006, memory: 29668, top1_acc: 0.6777, top5_acc: 0.8955, loss_cls: 1.2112, loss: 1.2112, grad_norm: 5.1269 2021-05-26 19:05:52,264 - mmaction - INFO - Epoch [2][3480/4294] lr: 4.375e-03, eta: 19:33:14, time: 1.395, data_time: 0.007, memory: 29668, top1_acc: 0.6714, top5_acc: 0.8768, loss_cls: 1.2903, loss: 1.2903, grad_norm: 5.4935 2021-05-26 19:06:16,594 - mmaction - INFO - Epoch [2][3500/4294] lr: 4.375e-03, eta: 19:32:46, time: 1.217, data_time: 0.011, memory: 29668, top1_acc: 0.6902, top5_acc: 0.8884, loss_cls: 1.2210, loss: 1.2210, grad_norm: 5.2551 2021-05-26 19:06:40,932 - mmaction - INFO - Epoch [2][3520/4294] lr: 4.375e-03, eta: 19:32:18, time: 1.222, data_time: 0.010, memory: 29668, top1_acc: 0.6830, top5_acc: 0.8750, loss_cls: 1.2750, loss: 1.2750, grad_norm: 5.4009 2021-05-26 19:07:01,262 - mmaction - INFO - Epoch [2][3540/4294] lr: 4.375e-03, eta: 19:31:20, time: 1.018, data_time: 0.003, memory: 29668, top1_acc: 0.6929, top5_acc: 0.8741, loss_cls: 1.2312, loss: 1.2312, grad_norm: 5.5635 2021-05-26 19:07:22,881 - mmaction - INFO - Epoch [2][3560/4294] lr: 4.375e-03, eta: 19:30:32, time: 1.078, data_time: 0.002, memory: 29668, top1_acc: 0.6750, top5_acc: 0.8786, loss_cls: 1.2851, loss: 1.2851, grad_norm: 5.4327 2021-05-26 19:07:48,868 - mmaction - INFO - Epoch [2][3580/4294] lr: 4.375e-03, eta: 19:30:15, time: 1.297, data_time: 0.006, memory: 29668, top1_acc: 0.6732, top5_acc: 0.8688, loss_cls: 1.3053, loss: 1.3053, grad_norm: 5.4055 2021-05-26 19:08:12,961 - mmaction - INFO - Epoch [2][3600/4294] lr: 4.375e-03, eta: 19:29:44, time: 1.199, data_time: 0.011, memory: 29668, top1_acc: 0.6991, top5_acc: 0.8955, loss_cls: 1.1788, loss: 1.1788, grad_norm: 5.2427 2021-05-26 19:08:37,228 - mmaction - INFO - Epoch [2][3620/4294] lr: 4.375e-03, eta: 19:29:16, time: 1.221, data_time: 0.014, memory: 29668, top1_acc: 0.7054, top5_acc: 0.8848, loss_cls: 1.1763, loss: 1.1763, grad_norm: 5.3846 2021-05-26 19:09:01,602 - mmaction - INFO - Epoch [2][3640/4294] lr: 4.375e-03, eta: 19:28:48, time: 1.217, data_time: 0.007, memory: 29668, top1_acc: 0.6875, top5_acc: 0.8750, loss_cls: 1.2639, loss: 1.2639, grad_norm: 5.5764 2021-05-26 19:09:21,814 - mmaction - INFO - Epoch [2][3660/4294] lr: 4.375e-03, eta: 19:27:51, time: 1.015, data_time: 0.007, memory: 29668, top1_acc: 0.6759, top5_acc: 0.8786, loss_cls: 1.2554, loss: 1.2554, grad_norm: 5.6598 2021-05-26 19:09:44,692 - mmaction - INFO - Epoch [2][3680/4294] lr: 4.375e-03, eta: 19:27:12, time: 1.144, data_time: 0.003, memory: 29668, top1_acc: 0.6634, top5_acc: 0.8786, loss_cls: 1.2863, loss: 1.2863, grad_norm: 5.4511 2021-05-26 19:10:04,447 - mmaction - INFO - Epoch [2][3700/4294] lr: 4.375e-03, eta: 19:26:12, time: 0.988, data_time: 0.002, memory: 29668, top1_acc: 0.6598, top5_acc: 0.8812, loss_cls: 1.3222, loss: 1.3222, grad_norm: 5.5518 2021-05-26 19:10:28,418 - mmaction - INFO - Epoch [2][3720/4294] lr: 4.375e-03, eta: 19:25:40, time: 1.191, data_time: 0.002, memory: 29668, top1_acc: 0.6777, top5_acc: 0.8830, loss_cls: 1.2402, loss: 1.2402, grad_norm: 5.2912 2021-05-26 19:10:49,491 - mmaction - INFO - Epoch [2][3740/4294] lr: 4.375e-03, eta: 19:24:47, time: 1.038, data_time: 0.013, memory: 29668, top1_acc: 0.6795, top5_acc: 0.8795, loss_cls: 1.2512, loss: 1.2512, grad_norm: 5.3536 2021-05-26 19:11:23,124 - mmaction - INFO - Epoch [2][3760/4294] lr: 4.375e-03, eta: 19:25:26, time: 1.701, data_time: 0.027, memory: 29668, top1_acc: 0.6696, top5_acc: 0.8741, loss_cls: 1.2866, loss: 1.2866, grad_norm: 5.5327 2021-05-26 19:11:43,621 - mmaction - INFO - Epoch [2][3780/4294] lr: 4.375e-03, eta: 19:24:32, time: 1.027, data_time: 0.008, memory: 29668, top1_acc: 0.6795, top5_acc: 0.8830, loss_cls: 1.2568, loss: 1.2568, grad_norm: 5.3845 2021-05-26 19:12:03,858 - mmaction - INFO - Epoch [2][3800/4294] lr: 4.375e-03, eta: 19:23:35, time: 1.012, data_time: 0.005, memory: 29668, top1_acc: 0.6562, top5_acc: 0.8759, loss_cls: 1.2984, loss: 1.2984, grad_norm: 5.4656 2021-05-26 19:12:28,042 - mmaction - INFO - Epoch [2][3820/4294] lr: 4.375e-03, eta: 19:23:06, time: 1.211, data_time: 0.007, memory: 29668, top1_acc: 0.6723, top5_acc: 0.8830, loss_cls: 1.3034, loss: 1.3034, grad_norm: 5.3917 2021-05-26 19:12:47,372 - mmaction - INFO - Epoch [2][3840/4294] lr: 4.375e-03, eta: 19:22:04, time: 0.966, data_time: 0.002, memory: 29668, top1_acc: 0.6821, top5_acc: 0.8804, loss_cls: 1.2488, loss: 1.2488, grad_norm: 5.2071 2021-05-26 19:13:06,779 - mmaction - INFO - Epoch [2][3860/4294] lr: 4.375e-03, eta: 19:21:02, time: 0.969, data_time: 0.003, memory: 29668, top1_acc: 0.6875, top5_acc: 0.8946, loss_cls: 1.1733, loss: 1.1733, grad_norm: 5.1841 2021-05-26 19:13:31,102 - mmaction - INFO - Epoch [2][3880/4294] lr: 4.375e-03, eta: 19:20:33, time: 1.212, data_time: 0.011, memory: 29668, top1_acc: 0.6866, top5_acc: 0.8795, loss_cls: 1.2343, loss: 1.2343, grad_norm: 5.1840 2021-05-26 19:13:49,963 - mmaction - INFO - Epoch [2][3900/4294] lr: 4.375e-03, eta: 19:19:29, time: 0.949, data_time: 0.012, memory: 29668, top1_acc: 0.6982, top5_acc: 0.8929, loss_cls: 1.1848, loss: 1.1848, grad_norm: 5.2734 2021-05-26 19:14:20,093 - mmaction - INFO - Epoch [2][3920/4294] lr: 4.375e-03, eta: 19:19:39, time: 1.491, data_time: 0.008, memory: 29668, top1_acc: 0.6732, top5_acc: 0.8723, loss_cls: 1.3108, loss: 1.3108, grad_norm: 5.4914 2021-05-26 19:14:42,073 - mmaction - INFO - Epoch [2][3940/4294] lr: 4.375e-03, eta: 19:18:55, time: 1.102, data_time: 0.017, memory: 29668, top1_acc: 0.6741, top5_acc: 0.8795, loss_cls: 1.2993, loss: 1.2993, grad_norm: 5.2956 2021-05-26 19:15:04,259 - mmaction - INFO - Epoch [2][3960/4294] lr: 4.375e-03, eta: 19:18:15, time: 1.122, data_time: 0.016, memory: 29668, top1_acc: 0.6911, top5_acc: 0.8812, loss_cls: 1.2431, loss: 1.2431, grad_norm: 5.2261 2021-05-26 19:15:25,563 - mmaction - INFO - Epoch [2][3980/4294] lr: 4.375e-03, eta: 19:17:26, time: 1.063, data_time: 0.002, memory: 29668, top1_acc: 0.6446, top5_acc: 0.8759, loss_cls: 1.3277, loss: 1.3277, grad_norm: 5.4807 2021-05-26 19:15:47,008 - mmaction - INFO - Epoch [2][4000/4294] lr: 4.375e-03, eta: 19:16:40, time: 1.074, data_time: 0.004, memory: 29668, top1_acc: 0.6786, top5_acc: 0.8830, loss_cls: 1.2617, loss: 1.2617, grad_norm: 5.3875 2021-05-26 19:16:08,829 - mmaction - INFO - Epoch [2][4020/4294] lr: 4.375e-03, eta: 19:15:54, time: 1.080, data_time: 0.003, memory: 29668, top1_acc: 0.7071, top5_acc: 0.8884, loss_cls: 1.1805, loss: 1.1805, grad_norm: 5.1364 2021-05-26 19:16:32,593 - mmaction - INFO - Epoch [2][4040/4294] lr: 4.375e-03, eta: 19:15:24, time: 1.196, data_time: 0.014, memory: 29668, top1_acc: 0.6652, top5_acc: 0.8821, loss_cls: 1.2674, loss: 1.2674, grad_norm: 5.1977 2021-05-26 19:16:58,594 - mmaction - INFO - Epoch [2][4060/4294] lr: 4.375e-03, eta: 19:15:07, time: 1.296, data_time: 0.007, memory: 29668, top1_acc: 0.6509, top5_acc: 0.8741, loss_cls: 1.3011, loss: 1.3011, grad_norm: 5.5052 2021-05-26 19:17:20,069 - mmaction - INFO - Epoch [2][4080/4294] lr: 4.375e-03, eta: 19:14:20, time: 1.071, data_time: 0.009, memory: 29668, top1_acc: 0.6911, top5_acc: 0.8955, loss_cls: 1.1717, loss: 1.1717, grad_norm: 5.2743 2021-05-26 19:17:44,574 - mmaction - INFO - Epoch [2][4100/4294] lr: 4.375e-03, eta: 19:13:55, time: 1.231, data_time: 0.015, memory: 29668, top1_acc: 0.6991, top5_acc: 0.8839, loss_cls: 1.2268, loss: 1.2268, grad_norm: 5.3822 2021-05-26 19:18:03,876 - mmaction - INFO - Epoch [2][4120/4294] lr: 4.375e-03, eta: 19:12:54, time: 0.966, data_time: 0.006, memory: 29668, top1_acc: 0.6839, top5_acc: 0.9027, loss_cls: 1.1920, loss: 1.1920, grad_norm: 5.2754 2021-05-26 19:18:27,299 - mmaction - INFO - Epoch [2][4140/4294] lr: 4.375e-03, eta: 19:12:21, time: 1.171, data_time: 0.012, memory: 29668, top1_acc: 0.7000, top5_acc: 0.9071, loss_cls: 1.1205, loss: 1.1205, grad_norm: 5.2433 2021-05-26 19:18:46,605 - mmaction - INFO - Epoch [2][4160/4294] lr: 4.375e-03, eta: 19:11:21, time: 0.969, data_time: 0.008, memory: 29668, top1_acc: 0.6804, top5_acc: 0.8893, loss_cls: 1.1905, loss: 1.1905, grad_norm: 5.4720 2021-05-26 19:19:13,134 - mmaction - INFO - Epoch [2][4180/4294] lr: 4.375e-03, eta: 19:11:07, time: 1.316, data_time: 0.004, memory: 29668, top1_acc: 0.7223, top5_acc: 0.8955, loss_cls: 1.1591, loss: 1.1591, grad_norm: 5.1014 2021-05-26 19:19:38,676 - mmaction - INFO - Epoch [2][4200/4294] lr: 4.375e-03, eta: 19:10:49, time: 1.286, data_time: 0.012, memory: 29668, top1_acc: 0.6929, top5_acc: 0.8768, loss_cls: 1.2136, loss: 1.2136, grad_norm: 5.2684 2021-05-26 19:19:59,786 - mmaction - INFO - Epoch [2][4220/4294] lr: 4.375e-03, eta: 19:10:01, time: 1.054, data_time: 0.003, memory: 29668, top1_acc: 0.6589, top5_acc: 0.8777, loss_cls: 1.3102, loss: 1.3102, grad_norm: 5.4262 2021-05-26 19:20:19,917 - mmaction - INFO - Epoch [2][4240/4294] lr: 4.375e-03, eta: 19:09:06, time: 1.008, data_time: 0.005, memory: 29668, top1_acc: 0.6723, top5_acc: 0.8821, loss_cls: 1.2272, loss: 1.2272, grad_norm: 5.5969 2021-05-26 19:20:39,618 - mmaction - INFO - Epoch [2][4260/4294] lr: 4.375e-03, eta: 19:08:09, time: 0.985, data_time: 0.003, memory: 29668, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.2081, loss: 1.2081, grad_norm: 5.1766 2021-05-26 19:21:00,139 - mmaction - INFO - Epoch [2][4280/4294] lr: 4.375e-03, eta: 19:07:17, time: 1.025, data_time: 0.002, memory: 29668, top1_acc: 0.6679, top5_acc: 0.8839, loss_cls: 1.2413, loss: 1.2413, grad_norm: 5.3457 2021-05-26 19:21:28,746 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-05-26 19:30:34,975 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-26 19:30:35,962 - mmaction - INFO - top1_acc 0.7021 top5_acc 0.9011 2021-05-26 19:30:35,963 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-26 19:30:36,048 - mmaction - INFO - mean_acc 0.7019 2021-05-26 19:30:37,823 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-05-26 19:30:37,823 - mmaction - INFO - Best top1_acc is 0.7021 at 2 epoch. 2021-05-26 19:30:37,838 - mmaction - INFO - Epoch(val) [2][4294] top1_acc: 0.7021, top5_acc: 0.9011, mean_class_accuracy: 0.7019 2021-05-26 19:36:36,029 - mmaction - INFO - Epoch [3][20/4294] lr: 4.375e-03, eta: 19:40:45, time: 17.905, data_time: 16.704, memory: 29668, top1_acc: 0.6955, top5_acc: 0.8911, loss_cls: 1.1712, loss: 1.1712, grad_norm: 5.5304 2021-05-26 19:36:57,265 - mmaction - INFO - Epoch [3][40/4294] lr: 4.375e-03, eta: 19:39:53, time: 1.060, data_time: 0.005, memory: 29668, top1_acc: 0.6902, top5_acc: 0.9062, loss_cls: 1.1598, loss: 1.1598, grad_norm: 5.4636 2021-05-26 19:37:19,403 - mmaction - INFO - Epoch [3][60/4294] lr: 4.375e-03, eta: 19:39:07, time: 1.109, data_time: 0.010, memory: 29668, top1_acc: 0.7250, top5_acc: 0.9161, loss_cls: 1.0542, loss: 1.0542, grad_norm: 4.8430 2021-05-26 19:37:40,363 - mmaction - INFO - Epoch [3][80/4294] lr: 4.375e-03, eta: 19:38:13, time: 1.049, data_time: 0.005, memory: 29668, top1_acc: 0.7089, top5_acc: 0.9036, loss_cls: 1.1193, loss: 1.1193, grad_norm: 5.1410 2021-05-26 19:38:06,301 - mmaction - INFO - Epoch [3][100/4294] lr: 4.375e-03, eta: 19:37:51, time: 1.295, data_time: 0.004, memory: 29668, top1_acc: 0.6920, top5_acc: 0.9125, loss_cls: 1.1675, loss: 1.1675, grad_norm: 5.3681 2021-05-26 19:38:28,973 - mmaction - INFO - Epoch [3][120/4294] lr: 4.375e-03, eta: 19:37:09, time: 1.135, data_time: 0.005, memory: 29668, top1_acc: 0.6964, top5_acc: 0.8911, loss_cls: 1.1578, loss: 1.1578, grad_norm: 5.1214 2021-05-26 19:38:50,046 - mmaction - INFO - Epoch [3][140/4294] lr: 4.375e-03, eta: 19:36:16, time: 1.050, data_time: 0.004, memory: 29668, top1_acc: 0.7223, top5_acc: 0.9071, loss_cls: 1.1225, loss: 1.1225, grad_norm: 5.1529 2021-05-26 19:39:14,188 - mmaction - INFO - Epoch [3][160/4294] lr: 4.375e-03, eta: 19:35:43, time: 1.209, data_time: 0.009, memory: 29668, top1_acc: 0.7063, top5_acc: 0.8893, loss_cls: 1.1753, loss: 1.1753, grad_norm: 5.3122 2021-05-26 19:39:36,298 - mmaction - INFO - Epoch [3][180/4294] lr: 4.375e-03, eta: 19:34:57, time: 1.108, data_time: 0.006, memory: 29668, top1_acc: 0.6955, top5_acc: 0.8920, loss_cls: 1.2046, loss: 1.2046, grad_norm: 5.4235 2021-05-26 19:39:58,533 - mmaction - INFO - Epoch [3][200/4294] lr: 4.375e-03, eta: 19:34:12, time: 1.112, data_time: 0.002, memory: 29668, top1_acc: 0.7161, top5_acc: 0.8857, loss_cls: 1.1796, loss: 1.1796, grad_norm: 5.1629 2021-05-26 19:40:25,373 - mmaction - INFO - Epoch [3][220/4294] lr: 4.375e-03, eta: 19:33:56, time: 1.340, data_time: 0.005, memory: 29668, top1_acc: 0.7375, top5_acc: 0.9143, loss_cls: 1.0757, loss: 1.0757, grad_norm: 5.3089 2021-05-26 19:40:47,638 - mmaction - INFO - Epoch [3][240/4294] lr: 4.375e-03, eta: 19:33:12, time: 1.116, data_time: 0.005, memory: 29668, top1_acc: 0.6875, top5_acc: 0.8973, loss_cls: 1.1455, loss: 1.1455, grad_norm: 5.2903 2021-05-26 19:41:08,732 - mmaction - INFO - Epoch [3][260/4294] lr: 4.375e-03, eta: 19:32:20, time: 1.052, data_time: 0.003, memory: 29668, top1_acc: 0.7152, top5_acc: 0.9027, loss_cls: 1.1033, loss: 1.1033, grad_norm: 5.4667 2021-05-26 19:41:31,491 - mmaction - INFO - Epoch [3][280/4294] lr: 4.375e-03, eta: 19:31:38, time: 1.139, data_time: 0.005, memory: 29668, top1_acc: 0.7080, top5_acc: 0.9054, loss_cls: 1.1209, loss: 1.1209, grad_norm: 5.1464 2021-05-26 19:41:57,943 - mmaction - INFO - Epoch [3][300/4294] lr: 4.375e-03, eta: 19:31:20, time: 1.323, data_time: 0.005, memory: 29668, top1_acc: 0.7214, top5_acc: 0.9080, loss_cls: 1.0753, loss: 1.0753, grad_norm: 5.3475 2021-05-26 19:42:17,811 - mmaction - INFO - Epoch [3][320/4294] lr: 4.375e-03, eta: 19:30:21, time: 0.992, data_time: 0.004, memory: 29668, top1_acc: 0.7312, top5_acc: 0.9036, loss_cls: 1.0500, loss: 1.0500, grad_norm: 4.9549 2021-05-26 19:42:42,270 - mmaction - INFO - Epoch [3][340/4294] lr: 4.375e-03, eta: 19:29:50, time: 1.224, data_time: 0.005, memory: 29668, top1_acc: 0.7152, top5_acc: 0.9071, loss_cls: 1.0521, loss: 1.0521, grad_norm: 5.1521 2021-05-26 19:43:06,378 - mmaction - INFO - Epoch [3][360/4294] lr: 4.375e-03, eta: 19:29:17, time: 1.201, data_time: 0.005, memory: 29668, top1_acc: 0.7304, top5_acc: 0.9080, loss_cls: 1.0337, loss: 1.0337, grad_norm: 4.8664 2021-05-26 19:43:29,207 - mmaction - INFO - Epoch [3][380/4294] lr: 4.375e-03, eta: 19:28:37, time: 1.147, data_time: 0.012, memory: 29668, top1_acc: 0.6982, top5_acc: 0.8955, loss_cls: 1.1244, loss: 1.1244, grad_norm: 5.4591 2021-05-26 19:43:50,739 - mmaction - INFO - Epoch [3][400/4294] lr: 4.375e-03, eta: 19:27:48, time: 1.073, data_time: 0.004, memory: 29668, top1_acc: 0.6705, top5_acc: 0.8839, loss_cls: 1.2125, loss: 1.2125, grad_norm: 5.1854 2021-05-26 19:44:14,844 - mmaction - INFO - Epoch [3][420/4294] lr: 4.375e-03, eta: 19:27:16, time: 1.209, data_time: 0.006, memory: 29668, top1_acc: 0.7089, top5_acc: 0.8991, loss_cls: 1.1302, loss: 1.1302, grad_norm: 5.2296 2021-05-26 19:44:36,268 - mmaction - INFO - Epoch [3][440/4294] lr: 4.375e-03, eta: 19:26:27, time: 1.072, data_time: 0.003, memory: 29668, top1_acc: 0.7170, top5_acc: 0.8964, loss_cls: 1.0768, loss: 1.0768, grad_norm: 5.1233 2021-05-26 19:44:59,014 - mmaction - INFO - Epoch [3][460/4294] lr: 4.375e-03, eta: 19:25:47, time: 1.137, data_time: 0.002, memory: 29668, top1_acc: 0.6973, top5_acc: 0.8857, loss_cls: 1.1755, loss: 1.1755, grad_norm: 5.2467 2021-05-26 19:45:24,266 - mmaction - INFO - Epoch [3][480/4294] lr: 4.375e-03, eta: 19:25:21, time: 1.262, data_time: 0.003, memory: 29668, top1_acc: 0.7098, top5_acc: 0.9000, loss_cls: 1.1189, loss: 1.1189, grad_norm: 5.0898 2021-05-26 19:45:49,291 - mmaction - INFO - Epoch [3][500/4294] lr: 4.375e-03, eta: 19:24:53, time: 1.245, data_time: 0.013, memory: 29668, top1_acc: 0.7321, top5_acc: 0.9036, loss_cls: 1.1205, loss: 1.1205, grad_norm: 5.1695 2021-05-26 19:46:10,989 - mmaction - INFO - Epoch [3][520/4294] lr: 4.375e-03, eta: 19:24:07, time: 1.090, data_time: 0.016, memory: 29668, top1_acc: 0.7098, top5_acc: 0.8875, loss_cls: 1.1145, loss: 1.1145, grad_norm: 5.0746 2021-05-26 19:46:36,143 - mmaction - INFO - Epoch [3][540/4294] lr: 4.375e-03, eta: 19:23:41, time: 1.256, data_time: 0.004, memory: 29668, top1_acc: 0.7152, top5_acc: 0.9018, loss_cls: 1.1078, loss: 1.1078, grad_norm: 5.0342 2021-05-26 19:46:57,298 - mmaction - INFO - Epoch [3][560/4294] lr: 4.375e-03, eta: 19:22:51, time: 1.061, data_time: 0.010, memory: 29668, top1_acc: 0.7250, top5_acc: 0.9071, loss_cls: 1.1082, loss: 1.1082, grad_norm: 5.1108 2021-05-26 19:47:17,565 - mmaction - INFO - Epoch [3][580/4294] lr: 4.375e-03, eta: 19:21:56, time: 1.016, data_time: 0.005, memory: 29668, top1_acc: 0.6893, top5_acc: 0.8857, loss_cls: 1.1622, loss: 1.1622, grad_norm: 5.1271 2021-05-26 19:47:40,233 - mmaction - INFO - Epoch [3][600/4294] lr: 4.375e-03, eta: 19:21:15, time: 1.131, data_time: 0.001, memory: 29668, top1_acc: 0.7027, top5_acc: 0.8777, loss_cls: 1.1657, loss: 1.1657, grad_norm: 5.3679 2021-05-26 19:48:01,054 - mmaction - INFO - Epoch [3][620/4294] lr: 4.375e-03, eta: 19:20:24, time: 1.042, data_time: 0.005, memory: 29668, top1_acc: 0.7161, top5_acc: 0.9018, loss_cls: 1.1254, loss: 1.1254, grad_norm: 5.3357 2021-05-26 19:48:29,036 - mmaction - INFO - Epoch [3][640/4294] lr: 4.375e-03, eta: 19:20:14, time: 1.393, data_time: 0.003, memory: 29668, top1_acc: 0.7304, top5_acc: 0.9098, loss_cls: 1.0772, loss: 1.0772, grad_norm: 5.1657 2021-05-26 19:48:54,357 - mmaction - INFO - Epoch [3][660/4294] lr: 4.375e-03, eta: 19:19:50, time: 1.272, data_time: 0.011, memory: 29668, top1_acc: 0.6991, top5_acc: 0.9009, loss_cls: 1.1442, loss: 1.1442, grad_norm: 5.3337 2021-05-26 19:49:23,480 - mmaction - INFO - Epoch [3][680/4294] lr: 4.375e-03, eta: 19:19:48, time: 1.455, data_time: 0.003, memory: 29668, top1_acc: 0.7134, top5_acc: 0.9080, loss_cls: 1.1347, loss: 1.1347, grad_norm: 5.2579 2021-05-26 19:49:50,151 - mmaction - INFO - Epoch [3][700/4294] lr: 4.375e-03, eta: 19:19:31, time: 1.331, data_time: 0.006, memory: 29668, top1_acc: 0.7179, top5_acc: 0.9000, loss_cls: 1.1165, loss: 1.1165, grad_norm: 5.4314 2021-05-26 19:50:14,087 - mmaction - INFO - Epoch [3][720/4294] lr: 4.375e-03, eta: 19:18:58, time: 1.195, data_time: 0.008, memory: 29668, top1_acc: 0.6991, top5_acc: 0.8911, loss_cls: 1.1598, loss: 1.1598, grad_norm: 5.1371 2021-05-26 19:50:35,637 - mmaction - INFO - Epoch [3][740/4294] lr: 4.375e-03, eta: 19:18:11, time: 1.083, data_time: 0.012, memory: 29668, top1_acc: 0.7134, top5_acc: 0.9071, loss_cls: 1.1039, loss: 1.1039, grad_norm: 5.1807 2021-05-26 19:50:58,590 - mmaction - INFO - Epoch [3][760/4294] lr: 4.375e-03, eta: 19:17:33, time: 1.149, data_time: 0.003, memory: 29668, top1_acc: 0.7080, top5_acc: 0.8955, loss_cls: 1.1208, loss: 1.1208, grad_norm: 5.2501 2021-05-26 19:51:19,588 - mmaction - INFO - Epoch [3][780/4294] lr: 4.375e-03, eta: 19:16:43, time: 1.047, data_time: 0.001, memory: 29668, top1_acc: 0.7223, top5_acc: 0.8991, loss_cls: 1.0967, loss: 1.0967, grad_norm: 5.0724 2021-05-26 19:51:40,824 - mmaction - INFO - Epoch [3][800/4294] lr: 4.375e-03, eta: 19:15:54, time: 1.062, data_time: 0.005, memory: 29668, top1_acc: 0.6991, top5_acc: 0.8964, loss_cls: 1.1481, loss: 1.1481, grad_norm: 5.5485 2021-05-26 19:52:02,935 - mmaction - INFO - Epoch [3][820/4294] lr: 4.375e-03, eta: 19:15:10, time: 1.102, data_time: 0.006, memory: 29668, top1_acc: 0.7161, top5_acc: 0.9036, loss_cls: 1.0976, loss: 1.0976, grad_norm: 5.2338 2021-05-26 19:52:27,292 - mmaction - INFO - Epoch [3][840/4294] lr: 4.375e-03, eta: 19:14:41, time: 1.223, data_time: 0.009, memory: 29668, top1_acc: 0.7018, top5_acc: 0.9018, loss_cls: 1.1431, loss: 1.1431, grad_norm: 5.4449 2021-05-26 19:52:50,882 - mmaction - INFO - Epoch [3][860/4294] lr: 4.375e-03, eta: 19:14:05, time: 1.170, data_time: 0.005, memory: 29668, top1_acc: 0.7250, top5_acc: 0.9027, loss_cls: 1.0678, loss: 1.0678, grad_norm: 5.1952 2021-05-26 19:53:12,356 - mmaction - INFO - Epoch [3][880/4294] lr: 4.375e-03, eta: 19:13:19, time: 1.081, data_time: 0.011, memory: 29668, top1_acc: 0.6893, top5_acc: 0.9045, loss_cls: 1.1290, loss: 1.1290, grad_norm: 5.3598 2021-05-26 19:53:34,688 - mmaction - INFO - Epoch [3][900/4294] lr: 4.375e-03, eta: 19:12:38, time: 1.118, data_time: 0.005, memory: 29668, top1_acc: 0.7312, top5_acc: 0.9027, loss_cls: 1.1002, loss: 1.1002, grad_norm: 5.4256 2021-05-26 19:53:58,592 - mmaction - INFO - Epoch [3][920/4294] lr: 4.375e-03, eta: 19:12:05, time: 1.192, data_time: 0.003, memory: 29668, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1873, loss: 1.1873, grad_norm: 5.3709 2021-05-26 19:54:23,345 - mmaction - INFO - Epoch [3][940/4294] lr: 4.375e-03, eta: 19:11:37, time: 1.241, data_time: 0.010, memory: 29668, top1_acc: 0.6973, top5_acc: 0.8920, loss_cls: 1.1358, loss: 1.1358, grad_norm: 5.2177 2021-05-26 19:54:47,202 - mmaction - INFO - Epoch [3][960/4294] lr: 4.375e-03, eta: 19:11:04, time: 1.186, data_time: 0.002, memory: 29668, top1_acc: 0.6929, top5_acc: 0.8839, loss_cls: 1.2113, loss: 1.2113, grad_norm: 5.2442 2021-05-26 19:55:08,255 - mmaction - INFO - Epoch [3][980/4294] lr: 4.375e-03, eta: 19:10:16, time: 1.059, data_time: 0.009, memory: 29668, top1_acc: 0.7241, top5_acc: 0.9107, loss_cls: 1.0840, loss: 1.0840, grad_norm: 4.9799 2021-05-26 19:55:27,889 - mmaction - INFO - Epoch [3][1000/4294] lr: 4.375e-03, eta: 19:09:18, time: 0.975, data_time: 0.003, memory: 29668, top1_acc: 0.7134, top5_acc: 0.9080, loss_cls: 1.0876, loss: 1.0876, grad_norm: 5.2281 2021-05-26 19:55:51,498 - mmaction - INFO - Epoch [3][1020/4294] lr: 4.375e-03, eta: 19:08:44, time: 1.175, data_time: 0.009, memory: 29668, top1_acc: 0.7018, top5_acc: 0.8973, loss_cls: 1.1476, loss: 1.1476, grad_norm: 5.4267 2021-05-26 19:56:14,200 - mmaction - INFO - Epoch [3][1040/4294] lr: 4.375e-03, eta: 19:08:06, time: 1.147, data_time: 0.014, memory: 29668, top1_acc: 0.7036, top5_acc: 0.8911, loss_cls: 1.1343, loss: 1.1343, grad_norm: 5.3124 2021-05-26 19:56:36,884 - mmaction - INFO - Epoch [3][1060/4294] lr: 4.375e-03, eta: 19:07:27, time: 1.133, data_time: 0.002, memory: 29668, top1_acc: 0.7214, top5_acc: 0.9000, loss_cls: 1.0993, loss: 1.0993, grad_norm: 5.1073 2021-05-26 19:56:57,014 - mmaction - INFO - Epoch [3][1080/4294] lr: 4.375e-03, eta: 19:06:33, time: 1.009, data_time: 0.005, memory: 29668, top1_acc: 0.7223, top5_acc: 0.9027, loss_cls: 1.0583, loss: 1.0583, grad_norm: 5.0526 2021-05-26 19:57:17,050 - mmaction - INFO - Epoch [3][1100/4294] lr: 4.375e-03, eta: 19:05:39, time: 0.995, data_time: 0.002, memory: 29668, top1_acc: 0.7393, top5_acc: 0.9134, loss_cls: 1.0169, loss: 1.0169, grad_norm: 5.1188 2021-05-26 19:57:40,880 - mmaction - INFO - Epoch [3][1120/4294] lr: 4.375e-03, eta: 19:05:07, time: 1.197, data_time: 0.008, memory: 29668, top1_acc: 0.6884, top5_acc: 0.8920, loss_cls: 1.1424, loss: 1.1424, grad_norm: 5.5415 2021-05-26 19:58:05,951 - mmaction - INFO - Epoch [3][1140/4294] lr: 4.375e-03, eta: 19:04:41, time: 1.252, data_time: 0.002, memory: 29668, top1_acc: 0.7223, top5_acc: 0.9205, loss_cls: 1.0441, loss: 1.0441, grad_norm: 4.8828 2021-05-26 19:58:28,447 - mmaction - INFO - Epoch [3][1160/4294] lr: 4.375e-03, eta: 19:04:01, time: 1.125, data_time: 0.004, memory: 29668, top1_acc: 0.7009, top5_acc: 0.8866, loss_cls: 1.1603, loss: 1.1603, grad_norm: 5.1399 2021-05-26 19:58:50,237 - mmaction - INFO - Epoch [3][1180/4294] lr: 4.375e-03, eta: 19:03:18, time: 1.090, data_time: 0.004, memory: 29668, top1_acc: 0.6920, top5_acc: 0.8911, loss_cls: 1.1888, loss: 1.1888, grad_norm: 5.3852 2021-05-26 19:59:19,880 - mmaction - INFO - Epoch [3][1200/4294] lr: 4.375e-03, eta: 19:03:17, time: 1.477, data_time: 0.005, memory: 29668, top1_acc: 0.6955, top5_acc: 0.9000, loss_cls: 1.1328, loss: 1.1328, grad_norm: 5.3778 2021-05-26 19:59:41,985 - mmaction - INFO - Epoch [3][1220/4294] lr: 4.375e-03, eta: 19:02:36, time: 1.108, data_time: 0.011, memory: 29668, top1_acc: 0.7286, top5_acc: 0.9009, loss_cls: 1.0987, loss: 1.0987, grad_norm: 5.4059 2021-05-26 20:00:04,069 - mmaction - INFO - Epoch [3][1240/4294] lr: 4.375e-03, eta: 19:01:54, time: 1.107, data_time: 0.005, memory: 29668, top1_acc: 0.7098, top5_acc: 0.8946, loss_cls: 1.1234, loss: 1.1234, grad_norm: 5.5104 2021-05-26 20:00:27,796 - mmaction - INFO - Epoch [3][1260/4294] lr: 4.375e-03, eta: 19:01:21, time: 1.183, data_time: 0.006, memory: 29668, top1_acc: 0.7071, top5_acc: 0.8946, loss_cls: 1.1625, loss: 1.1625, grad_norm: 5.3393 2021-05-26 20:00:55,526 - mmaction - INFO - Epoch [3][1280/4294] lr: 4.375e-03, eta: 19:01:10, time: 1.384, data_time: 0.008, memory: 29668, top1_acc: 0.6857, top5_acc: 0.8938, loss_cls: 1.1807, loss: 1.1807, grad_norm: 5.3504 2021-05-26 20:01:19,812 - mmaction - INFO - Epoch [3][1300/4294] lr: 4.375e-03, eta: 19:00:40, time: 1.205, data_time: 0.011, memory: 29668, top1_acc: 0.7241, top5_acc: 0.9027, loss_cls: 1.0883, loss: 1.0883, grad_norm: 5.3224 2021-05-26 20:01:42,026 - mmaction - INFO - Epoch [3][1320/4294] lr: 4.375e-03, eta: 19:00:00, time: 1.124, data_time: 0.024, memory: 29668, top1_acc: 0.7223, top5_acc: 0.9116, loss_cls: 1.0572, loss: 1.0572, grad_norm: 5.0518 2021-05-26 20:02:04,438 - mmaction - INFO - Epoch [3][1340/4294] lr: 4.375e-03, eta: 18:59:20, time: 1.122, data_time: 0.008, memory: 29668, top1_acc: 0.7009, top5_acc: 0.9000, loss_cls: 1.1619, loss: 1.1619, grad_norm: 5.3005 2021-05-26 20:02:27,244 - mmaction - INFO - Epoch [3][1360/4294] lr: 4.375e-03, eta: 18:58:42, time: 1.138, data_time: 0.007, memory: 29668, top1_acc: 0.7018, top5_acc: 0.8938, loss_cls: 1.1736, loss: 1.1736, grad_norm: 5.1298 2021-05-26 20:02:55,229 - mmaction - INFO - Epoch [3][1380/4294] lr: 4.375e-03, eta: 18:58:30, time: 1.371, data_time: 0.006, memory: 29668, top1_acc: 0.7089, top5_acc: 0.8973, loss_cls: 1.1456, loss: 1.1456, grad_norm: 5.3921 2021-05-26 20:03:18,165 - mmaction - INFO - Epoch [3][1400/4294] lr: 4.375e-03, eta: 18:57:56, time: 1.178, data_time: 0.037, memory: 29668, top1_acc: 0.6911, top5_acc: 0.8848, loss_cls: 1.1993, loss: 1.1993, grad_norm: 5.2570 2021-05-26 20:03:39,758 - mmaction - INFO - Epoch [3][1420/4294] lr: 4.375e-03, eta: 18:57:12, time: 1.079, data_time: 0.003, memory: 29668, top1_acc: 0.7125, top5_acc: 0.8929, loss_cls: 1.1230, loss: 1.1230, grad_norm: 5.1859 2021-05-26 20:04:03,561 - mmaction - INFO - Epoch [3][1440/4294] lr: 4.375e-03, eta: 18:56:40, time: 1.186, data_time: 0.005, memory: 29668, top1_acc: 0.7027, top5_acc: 0.9071, loss_cls: 1.0792, loss: 1.0792, grad_norm: 5.3345 2021-05-26 20:04:27,036 - mmaction - INFO - Epoch [3][1460/4294] lr: 4.375e-03, eta: 18:56:06, time: 1.177, data_time: 0.008, memory: 29668, top1_acc: 0.6857, top5_acc: 0.8777, loss_cls: 1.2710, loss: 1.2710, grad_norm: 5.3514 2021-05-26 20:04:48,453 - mmaction - INFO - Epoch [3][1480/4294] lr: 4.375e-03, eta: 18:55:21, time: 1.069, data_time: 0.007, memory: 29668, top1_acc: 0.7089, top5_acc: 0.9027, loss_cls: 1.0828, loss: 1.0828, grad_norm: 5.2402 2021-05-26 20:05:12,056 - mmaction - INFO - Epoch [3][1500/4294] lr: 4.375e-03, eta: 18:54:48, time: 1.178, data_time: 0.006, memory: 29668, top1_acc: 0.6795, top5_acc: 0.8946, loss_cls: 1.2284, loss: 1.2284, grad_norm: 5.4300 2021-05-26 20:05:37,502 - mmaction - INFO - Epoch [3][1520/4294] lr: 4.375e-03, eta: 18:54:25, time: 1.267, data_time: 0.010, memory: 29668, top1_acc: 0.7188, top5_acc: 0.8982, loss_cls: 1.1034, loss: 1.1034, grad_norm: 5.3349 2021-05-26 20:05:58,041 - mmaction - INFO - Epoch [3][1540/4294] lr: 4.375e-03, eta: 18:53:36, time: 1.037, data_time: 0.019, memory: 29668, top1_acc: 0.7000, top5_acc: 0.8982, loss_cls: 1.1513, loss: 1.1513, grad_norm: 5.3045 2021-05-26 20:06:22,008 - mmaction - INFO - Epoch [3][1560/4294] lr: 4.375e-03, eta: 18:53:05, time: 1.196, data_time: 0.011, memory: 29668, top1_acc: 0.6946, top5_acc: 0.8857, loss_cls: 1.2034, loss: 1.2034, grad_norm: 5.4411 2021-05-26 20:06:41,551 - mmaction - INFO - Epoch [3][1580/4294] lr: 4.375e-03, eta: 18:52:11, time: 0.980, data_time: 0.008, memory: 29668, top1_acc: 0.7205, top5_acc: 0.9027, loss_cls: 1.0898, loss: 1.0898, grad_norm: 5.0877 2021-05-26 20:07:05,359 - mmaction - INFO - Epoch [3][1600/4294] lr: 4.375e-03, eta: 18:51:39, time: 1.185, data_time: 0.003, memory: 29668, top1_acc: 0.7330, top5_acc: 0.9196, loss_cls: 1.0294, loss: 1.0294, grad_norm: 5.2164 2021-05-26 20:07:25,784 - mmaction - INFO - Epoch [3][1620/4294] lr: 4.375e-03, eta: 18:50:49, time: 1.021, data_time: 0.008, memory: 29668, top1_acc: 0.7009, top5_acc: 0.8848, loss_cls: 1.1762, loss: 1.1762, grad_norm: 5.5072 2021-05-26 20:07:46,299 - mmaction - INFO - Epoch [3][1640/4294] lr: 4.375e-03, eta: 18:49:58, time: 1.002, data_time: 0.009, memory: 29668, top1_acc: 0.7223, top5_acc: 0.9036, loss_cls: 1.0798, loss: 1.0798, grad_norm: 5.2985 2021-05-26 20:08:08,979 - mmaction - INFO - Epoch [3][1660/4294] lr: 4.375e-03, eta: 18:49:23, time: 1.160, data_time: 0.033, memory: 29668, top1_acc: 0.7018, top5_acc: 0.8929, loss_cls: 1.1728, loss: 1.1728, grad_norm: 5.0830 2021-05-26 20:08:29,582 - mmaction - INFO - Epoch [3][1680/4294] lr: 4.375e-03, eta: 18:48:35, time: 1.034, data_time: 0.006, memory: 29668, top1_acc: 0.7045, top5_acc: 0.9045, loss_cls: 1.1276, loss: 1.1276, grad_norm: 5.1662 2021-05-26 20:08:53,699 - mmaction - INFO - Epoch [3][1700/4294] lr: 4.375e-03, eta: 18:48:05, time: 1.203, data_time: 0.003, memory: 29668, top1_acc: 0.6893, top5_acc: 0.8982, loss_cls: 1.1678, loss: 1.1678, grad_norm: 5.1571 2021-05-26 20:09:15,802 - mmaction - INFO - Epoch [3][1720/4294] lr: 4.375e-03, eta: 18:47:24, time: 1.095, data_time: 0.007, memory: 29668, top1_acc: 0.6937, top5_acc: 0.8929, loss_cls: 1.1535, loss: 1.1535, grad_norm: 5.3190 2021-05-26 20:09:40,292 - mmaction - INFO - Epoch [3][1740/4294] lr: 4.375e-03, eta: 18:46:57, time: 1.238, data_time: 0.019, memory: 29668, top1_acc: 0.6946, top5_acc: 0.8920, loss_cls: 1.1674, loss: 1.1674, grad_norm: 5.3585 2021-05-26 20:10:02,088 - mmaction - INFO - Epoch [3][1760/4294] lr: 4.375e-03, eta: 18:46:15, time: 1.084, data_time: 0.006, memory: 29668, top1_acc: 0.7063, top5_acc: 0.8955, loss_cls: 1.1015, loss: 1.1015, grad_norm: 5.0740 2021-05-26 20:10:25,938 - mmaction - INFO - Epoch [3][1780/4294] lr: 4.375e-03, eta: 18:45:44, time: 1.195, data_time: 0.012, memory: 29668, top1_acc: 0.7179, top5_acc: 0.9134, loss_cls: 1.0754, loss: 1.0754, grad_norm: 5.1602 2021-05-26 20:10:46,611 - mmaction - INFO - Epoch [3][1800/4294] lr: 4.375e-03, eta: 18:44:57, time: 1.035, data_time: 0.005, memory: 29668, top1_acc: 0.6982, top5_acc: 0.9170, loss_cls: 1.0927, loss: 1.0927, grad_norm: 5.1436 2021-05-26 20:11:07,113 - mmaction - INFO - Epoch [3][1820/4294] lr: 4.375e-03, eta: 18:44:08, time: 1.022, data_time: 0.018, memory: 29668, top1_acc: 0.7250, top5_acc: 0.9143, loss_cls: 1.0569, loss: 1.0569, grad_norm: 5.2671 2021-05-26 20:11:29,184 - mmaction - INFO - Epoch [3][1840/4294] lr: 4.375e-03, eta: 18:43:29, time: 1.108, data_time: 0.008, memory: 29668, top1_acc: 0.7295, top5_acc: 0.9009, loss_cls: 1.0829, loss: 1.0829, grad_norm: 5.0146 2021-05-26 20:11:53,433 - mmaction - INFO - Epoch [3][1860/4294] lr: 4.375e-03, eta: 18:43:00, time: 1.211, data_time: 0.003, memory: 29668, top1_acc: 0.6813, top5_acc: 0.8821, loss_cls: 1.2194, loss: 1.2194, grad_norm: 5.6090 2021-05-26 20:12:16,982 - mmaction - INFO - Epoch [3][1880/4294] lr: 4.375e-03, eta: 18:42:28, time: 1.176, data_time: 0.004, memory: 29668, top1_acc: 0.7107, top5_acc: 0.8973, loss_cls: 1.1126, loss: 1.1126, grad_norm: 5.4543 2021-05-26 20:12:42,289 - mmaction - INFO - Epoch [3][1900/4294] lr: 4.375e-03, eta: 18:42:04, time: 1.261, data_time: 0.006, memory: 29668, top1_acc: 0.7027, top5_acc: 0.8866, loss_cls: 1.1616, loss: 1.1616, grad_norm: 5.2692 2021-05-26 20:13:04,234 - mmaction - INFO - Epoch [3][1920/4294] lr: 4.375e-03, eta: 18:41:24, time: 1.104, data_time: 0.009, memory: 29668, top1_acc: 0.7170, top5_acc: 0.9054, loss_cls: 1.0761, loss: 1.0761, grad_norm: 5.4367 2021-05-26 20:13:31,620 - mmaction - INFO - Epoch [3][1940/4294] lr: 4.375e-03, eta: 18:41:11, time: 1.367, data_time: 0.003, memory: 29668, top1_acc: 0.7125, top5_acc: 0.9027, loss_cls: 1.1087, loss: 1.1087, grad_norm: 4.9712 2021-05-26 20:13:56,241 - mmaction - INFO - Epoch [3][1960/4294] lr: 4.375e-03, eta: 18:40:45, time: 1.232, data_time: 0.005, memory: 29668, top1_acc: 0.7089, top5_acc: 0.9089, loss_cls: 1.0814, loss: 1.0814, grad_norm: 5.2797 2021-05-26 20:14:16,473 - mmaction - INFO - Epoch [3][1980/4294] lr: 4.375e-03, eta: 18:39:56, time: 1.013, data_time: 0.004, memory: 29668, top1_acc: 0.6946, top5_acc: 0.9027, loss_cls: 1.1090, loss: 1.1090, grad_norm: 5.6372 2021-05-26 20:14:43,406 - mmaction - INFO - Epoch [3][2000/4294] lr: 4.375e-03, eta: 18:39:40, time: 1.343, data_time: 0.006, memory: 29668, top1_acc: 0.7071, top5_acc: 0.9009, loss_cls: 1.1323, loss: 1.1323, grad_norm: 5.3333 2021-05-26 20:15:08,800 - mmaction - INFO - Epoch [3][2020/4294] lr: 4.375e-03, eta: 18:39:17, time: 1.262, data_time: 0.008, memory: 29668, top1_acc: 0.7429, top5_acc: 0.9116, loss_cls: 1.0199, loss: 1.0199, grad_norm: 4.9170 2021-05-26 20:15:30,454 - mmaction - INFO - Epoch [3][2040/4294] lr: 4.375e-03, eta: 18:38:36, time: 1.090, data_time: 0.017, memory: 29668, top1_acc: 0.7312, top5_acc: 0.8964, loss_cls: 1.0529, loss: 1.0529, grad_norm: 5.0028 2021-05-26 20:15:53,867 - mmaction - INFO - Epoch [3][2060/4294] lr: 4.375e-03, eta: 18:38:03, time: 1.174, data_time: 0.006, memory: 29668, top1_acc: 0.7063, top5_acc: 0.8857, loss_cls: 1.2066, loss: 1.2066, grad_norm: 5.3771 2021-05-26 20:16:13,851 - mmaction - INFO - Epoch [3][2080/4294] lr: 4.375e-03, eta: 18:37:13, time: 0.998, data_time: 0.003, memory: 29668, top1_acc: 0.7170, top5_acc: 0.9134, loss_cls: 1.0675, loss: 1.0675, grad_norm: 5.0728 2021-05-26 20:16:41,159 - mmaction - INFO - Epoch [3][2100/4294] lr: 4.375e-03, eta: 18:36:59, time: 1.354, data_time: 0.004, memory: 29668, top1_acc: 0.6982, top5_acc: 0.9018, loss_cls: 1.1326, loss: 1.1326, grad_norm: 5.4164 2021-05-26 20:17:02,354 - mmaction - INFO - Epoch [3][2120/4294] lr: 4.375e-03, eta: 18:36:17, time: 1.073, data_time: 0.017, memory: 29668, top1_acc: 0.7036, top5_acc: 0.8812, loss_cls: 1.2180, loss: 1.2180, grad_norm: 5.3423 2021-05-26 20:17:23,416 - mmaction - INFO - Epoch [3][2140/4294] lr: 4.375e-03, eta: 18:35:32, time: 1.051, data_time: 0.002, memory: 29668, top1_acc: 0.6821, top5_acc: 0.8830, loss_cls: 1.2006, loss: 1.2006, grad_norm: 5.2454 2021-05-26 20:17:44,988 - mmaction - INFO - Epoch [3][2160/4294] lr: 4.375e-03, eta: 18:34:50, time: 1.078, data_time: 0.004, memory: 29668, top1_acc: 0.6687, top5_acc: 0.8821, loss_cls: 1.2224, loss: 1.2224, grad_norm: 5.3418 2021-05-26 20:18:04,080 - mmaction - INFO - Epoch [3][2180/4294] lr: 4.375e-03, eta: 18:33:56, time: 0.958, data_time: 0.006, memory: 29668, top1_acc: 0.7295, top5_acc: 0.9116, loss_cls: 1.0417, loss: 1.0417, grad_norm: 5.0236 2021-05-26 20:18:24,664 - mmaction - INFO - Epoch [3][2200/4294] lr: 4.375e-03, eta: 18:33:10, time: 1.029, data_time: 0.003, memory: 29668, top1_acc: 0.7188, top5_acc: 0.8973, loss_cls: 1.0946, loss: 1.0946, grad_norm: 5.2133 2021-05-26 20:18:50,355 - mmaction - INFO - Epoch [3][2220/4294] lr: 4.375e-03, eta: 18:32:48, time: 1.280, data_time: 0.003, memory: 29668, top1_acc: 0.7080, top5_acc: 0.8938, loss_cls: 1.1297, loss: 1.1297, grad_norm: 5.3091 2021-05-26 20:19:14,004 - mmaction - INFO - Epoch [3][2240/4294] lr: 4.375e-03, eta: 18:32:17, time: 1.182, data_time: 0.008, memory: 29668, top1_acc: 0.7045, top5_acc: 0.9054, loss_cls: 1.0988, loss: 1.0988, grad_norm: 5.4142 2021-05-26 20:19:35,854 - mmaction - INFO - Epoch [3][2260/4294] lr: 4.375e-03, eta: 18:31:38, time: 1.097, data_time: 0.008, memory: 29668, top1_acc: 0.7045, top5_acc: 0.8804, loss_cls: 1.2013, loss: 1.2013, grad_norm: 5.5374 2021-05-26 20:19:57,254 - mmaction - INFO - Epoch [3][2280/4294] lr: 4.375e-03, eta: 18:30:56, time: 1.071, data_time: 0.002, memory: 29668, top1_acc: 0.6946, top5_acc: 0.8884, loss_cls: 1.1693, loss: 1.1693, grad_norm: 5.2301 2021-05-26 20:20:20,203 - mmaction - INFO - Epoch [3][2300/4294] lr: 4.375e-03, eta: 18:30:21, time: 1.145, data_time: 0.003, memory: 29668, top1_acc: 0.6679, top5_acc: 0.8857, loss_cls: 1.2616, loss: 1.2616, grad_norm: 5.5486 2021-05-26 20:20:46,056 - mmaction - INFO - Epoch [3][2320/4294] lr: 4.375e-03, eta: 18:30:01, time: 1.293, data_time: 0.007, memory: 29668, top1_acc: 0.6848, top5_acc: 0.8857, loss_cls: 1.2209, loss: 1.2209, grad_norm: 5.4122 2021-05-26 20:21:08,982 - mmaction - INFO - Epoch [3][2340/4294] lr: 4.375e-03, eta: 18:29:26, time: 1.147, data_time: 0.006, memory: 29668, top1_acc: 0.7027, top5_acc: 0.9027, loss_cls: 1.1788, loss: 1.1788, grad_norm: 5.3397 2021-05-26 20:21:31,239 - mmaction - INFO - Epoch [3][2360/4294] lr: 4.375e-03, eta: 18:28:48, time: 1.108, data_time: 0.006, memory: 29668, top1_acc: 0.6813, top5_acc: 0.9018, loss_cls: 1.1346, loss: 1.1346, grad_norm: 5.3510 2021-05-26 20:21:51,570 - mmaction - INFO - Epoch [3][2380/4294] lr: 4.375e-03, eta: 18:28:01, time: 1.022, data_time: 0.009, memory: 29668, top1_acc: 0.6902, top5_acc: 0.8804, loss_cls: 1.1925, loss: 1.1925, grad_norm: 5.3307 2021-05-26 20:22:22,319 - mmaction - INFO - Epoch [3][2400/4294] lr: 4.375e-03, eta: 18:28:05, time: 1.532, data_time: 0.003, memory: 29668, top1_acc: 0.7491, top5_acc: 0.9098, loss_cls: 1.0634, loss: 1.0634, grad_norm: 4.9806 2021-05-26 20:22:47,371 - mmaction - INFO - Epoch [3][2420/4294] lr: 4.375e-03, eta: 18:27:41, time: 1.254, data_time: 0.011, memory: 29668, top1_acc: 0.7152, top5_acc: 0.9062, loss_cls: 1.0473, loss: 1.0473, grad_norm: 4.9882 2021-05-26 20:23:17,099 - mmaction - INFO - Epoch [3][2440/4294] lr: 4.375e-03, eta: 18:27:39, time: 1.487, data_time: 0.007, memory: 29668, top1_acc: 0.7134, top5_acc: 0.8991, loss_cls: 1.1299, loss: 1.1299, grad_norm: 5.4145 2021-05-26 20:23:41,400 - mmaction - INFO - Epoch [3][2460/4294] lr: 4.375e-03, eta: 18:27:12, time: 1.219, data_time: 0.007, memory: 29668, top1_acc: 0.6929, top5_acc: 0.8804, loss_cls: 1.2232, loss: 1.2232, grad_norm: 5.3899 2021-05-26 20:24:06,413 - mmaction - INFO - Epoch [3][2480/4294] lr: 4.375e-03, eta: 18:26:44, time: 1.220, data_time: 0.005, memory: 29668, top1_acc: 0.6732, top5_acc: 0.8821, loss_cls: 1.2366, loss: 1.2366, grad_norm: 5.4415 2021-05-26 20:24:32,095 - mmaction - INFO - Epoch [3][2500/4294] lr: 4.375e-03, eta: 18:26:26, time: 1.312, data_time: 0.044, memory: 29668, top1_acc: 0.6973, top5_acc: 0.9080, loss_cls: 1.1341, loss: 1.1341, grad_norm: 5.3461 2021-05-26 20:24:52,442 - mmaction - INFO - Epoch [3][2520/4294] lr: 4.375e-03, eta: 18:25:39, time: 1.018, data_time: 0.008, memory: 29668, top1_acc: 0.7116, top5_acc: 0.8973, loss_cls: 1.1090, loss: 1.1090, grad_norm: 5.3585 2021-05-26 20:25:20,681 - mmaction - INFO - Epoch [3][2540/4294] lr: 4.375e-03, eta: 18:25:30, time: 1.408, data_time: 0.009, memory: 29668, top1_acc: 0.7009, top5_acc: 0.8902, loss_cls: 1.2163, loss: 1.2163, grad_norm: 5.5236 2021-05-26 20:25:41,938 - mmaction - INFO - Epoch [3][2560/4294] lr: 4.375e-03, eta: 18:24:48, time: 1.069, data_time: 0.009, memory: 29668, top1_acc: 0.7027, top5_acc: 0.8938, loss_cls: 1.1760, loss: 1.1760, grad_norm: 5.7652 2021-05-26 20:26:05,293 - mmaction - INFO - Epoch [3][2580/4294] lr: 4.375e-03, eta: 18:24:16, time: 1.161, data_time: 0.002, memory: 29668, top1_acc: 0.6991, top5_acc: 0.8964, loss_cls: 1.1892, loss: 1.1892, grad_norm: 5.2847 2021-05-26 20:26:28,626 - mmaction - INFO - Epoch [3][2600/4294] lr: 4.375e-03, eta: 18:23:44, time: 1.170, data_time: 0.009, memory: 29668, top1_acc: 0.7205, top5_acc: 0.9134, loss_cls: 1.0878, loss: 1.0878, grad_norm: 5.1507 2021-05-26 20:26:51,737 - mmaction - INFO - Epoch [3][2620/4294] lr: 4.375e-03, eta: 18:23:10, time: 1.155, data_time: 0.006, memory: 29668, top1_acc: 0.7250, top5_acc: 0.9080, loss_cls: 1.1116, loss: 1.1116, grad_norm: 5.1530 2021-05-26 20:27:13,836 - mmaction - INFO - Epoch [3][2640/4294] lr: 4.375e-03, eta: 18:22:32, time: 1.108, data_time: 0.007, memory: 29668, top1_acc: 0.7357, top5_acc: 0.9018, loss_cls: 1.0425, loss: 1.0425, grad_norm: 5.1685 2021-05-26 20:27:37,358 - mmaction - INFO - Epoch [3][2660/4294] lr: 4.375e-03, eta: 18:22:01, time: 1.175, data_time: 0.003, memory: 29668, top1_acc: 0.7071, top5_acc: 0.9054, loss_cls: 1.1072, loss: 1.1072, grad_norm: 5.4006 2021-05-26 20:28:02,851 - mmaction - INFO - Epoch [3][2680/4294] lr: 4.375e-03, eta: 18:21:39, time: 1.275, data_time: 0.006, memory: 29668, top1_acc: 0.7107, top5_acc: 0.9098, loss_cls: 1.0773, loss: 1.0773, grad_norm: 5.3339 2021-05-26 20:28:24,223 - mmaction - INFO - Epoch [3][2700/4294] lr: 4.375e-03, eta: 18:20:58, time: 1.067, data_time: 0.004, memory: 29668, top1_acc: 0.7045, top5_acc: 0.8973, loss_cls: 1.1300, loss: 1.1300, grad_norm: 5.5246 2021-05-26 20:28:46,489 - mmaction - INFO - Epoch [3][2720/4294] lr: 4.375e-03, eta: 18:20:21, time: 1.116, data_time: 0.006, memory: 29668, top1_acc: 0.6955, top5_acc: 0.8982, loss_cls: 1.1943, loss: 1.1943, grad_norm: 5.5875 2021-05-26 20:29:06,708 - mmaction - INFO - Epoch [3][2740/4294] lr: 4.375e-03, eta: 18:19:34, time: 1.010, data_time: 0.003, memory: 29668, top1_acc: 0.6714, top5_acc: 0.8884, loss_cls: 1.1797, loss: 1.1797, grad_norm: 5.4185 2021-05-26 20:29:29,280 - mmaction - INFO - Epoch [3][2760/4294] lr: 4.375e-03, eta: 18:18:58, time: 1.127, data_time: 0.003, memory: 29668, top1_acc: 0.7036, top5_acc: 0.8982, loss_cls: 1.1410, loss: 1.1410, grad_norm: 5.4909 2021-05-26 20:29:51,266 - mmaction - INFO - Epoch [3][2780/4294] lr: 4.375e-03, eta: 18:18:20, time: 1.100, data_time: 0.004, memory: 29668, top1_acc: 0.7036, top5_acc: 0.8911, loss_cls: 1.1387, loss: 1.1387, grad_norm: 5.1359 2021-05-26 20:30:12,050 - mmaction - INFO - Epoch [3][2800/4294] lr: 4.375e-03, eta: 18:17:37, time: 1.040, data_time: 0.003, memory: 29668, top1_acc: 0.7098, top5_acc: 0.8991, loss_cls: 1.1323, loss: 1.1323, grad_norm: 5.2835 2021-05-26 20:30:34,237 - mmaction - INFO - Epoch [3][2820/4294] lr: 4.375e-03, eta: 18:16:59, time: 1.107, data_time: 0.003, memory: 29668, top1_acc: 0.7045, top5_acc: 0.8875, loss_cls: 1.1695, loss: 1.1695, grad_norm: 5.2622 2021-05-26 20:30:58,053 - mmaction - INFO - Epoch [3][2840/4294] lr: 4.375e-03, eta: 18:16:30, time: 1.190, data_time: 0.004, memory: 29668, top1_acc: 0.7009, top5_acc: 0.8911, loss_cls: 1.1760, loss: 1.1760, grad_norm: 5.5005 2021-05-26 20:31:18,423 - mmaction - INFO - Epoch [3][2860/4294] lr: 4.375e-03, eta: 18:15:44, time: 1.020, data_time: 0.005, memory: 29668, top1_acc: 0.6991, top5_acc: 0.8902, loss_cls: 1.1597, loss: 1.1597, grad_norm: 5.3951 2021-05-26 20:31:41,415 - mmaction - INFO - Epoch [3][2880/4294] lr: 4.375e-03, eta: 18:15:11, time: 1.148, data_time: 0.005, memory: 29668, top1_acc: 0.7018, top5_acc: 0.8964, loss_cls: 1.1456, loss: 1.1456, grad_norm: 5.2316 2021-05-26 20:32:03,648 - mmaction - INFO - Epoch [3][2900/4294] lr: 4.375e-03, eta: 18:14:34, time: 1.110, data_time: 0.006, memory: 29668, top1_acc: 0.7098, top5_acc: 0.8964, loss_cls: 1.1158, loss: 1.1158, grad_norm: 5.1847 2021-05-26 20:32:31,674 - mmaction - INFO - Epoch [3][2920/4294] lr: 4.375e-03, eta: 18:14:24, time: 1.399, data_time: 0.008, memory: 29668, top1_acc: 0.7214, top5_acc: 0.8938, loss_cls: 1.0717, loss: 1.0717, grad_norm: 5.2301 2021-05-26 20:32:53,242 - mmaction - INFO - Epoch [3][2940/4294] lr: 4.375e-03, eta: 18:13:44, time: 1.085, data_time: 0.010, memory: 29668, top1_acc: 0.6973, top5_acc: 0.8839, loss_cls: 1.1713, loss: 1.1713, grad_norm: 5.4052 2021-05-26 20:33:16,258 - mmaction - INFO - Epoch [3][2960/4294] lr: 4.375e-03, eta: 18:13:11, time: 1.147, data_time: 0.002, memory: 29668, top1_acc: 0.6982, top5_acc: 0.8848, loss_cls: 1.2176, loss: 1.2176, grad_norm: 5.2506 2021-05-26 20:33:40,179 - mmaction - INFO - Epoch [3][2980/4294] lr: 4.375e-03, eta: 18:12:42, time: 1.196, data_time: 0.006, memory: 29668, top1_acc: 0.7089, top5_acc: 0.8982, loss_cls: 1.1616, loss: 1.1616, grad_norm: 5.2798 2021-05-26 20:34:02,895 - mmaction - INFO - Epoch [3][3000/4294] lr: 4.375e-03, eta: 18:12:08, time: 1.137, data_time: 0.007, memory: 29668, top1_acc: 0.7143, top5_acc: 0.8982, loss_cls: 1.1204, loss: 1.1204, grad_norm: 5.4490 2021-05-26 20:34:28,393 - mmaction - INFO - Epoch [3][3020/4294] lr: 4.375e-03, eta: 18:11:46, time: 1.276, data_time: 0.006, memory: 29668, top1_acc: 0.7063, top5_acc: 0.8955, loss_cls: 1.1431, loss: 1.1431, grad_norm: 5.2172 2021-05-26 20:34:55,501 - mmaction - INFO - Epoch [3][3040/4294] lr: 4.375e-03, eta: 18:11:31, time: 1.348, data_time: 0.003, memory: 29668, top1_acc: 0.7116, top5_acc: 0.8884, loss_cls: 1.1306, loss: 1.1306, grad_norm: 5.1979 2021-05-26 20:35:22,791 - mmaction - INFO - Epoch [3][3060/4294] lr: 4.375e-03, eta: 18:11:18, time: 1.370, data_time: 0.012, memory: 29668, top1_acc: 0.7134, top5_acc: 0.8795, loss_cls: 1.1737, loss: 1.1737, grad_norm: 5.4083 2021-05-26 20:35:48,258 - mmaction - INFO - Epoch [3][3080/4294] lr: 4.375e-03, eta: 18:10:56, time: 1.269, data_time: 0.005, memory: 29668, top1_acc: 0.6875, top5_acc: 0.8991, loss_cls: 1.1905, loss: 1.1905, grad_norm: 5.4028 2021-05-26 20:36:11,621 - mmaction - INFO - Epoch [3][3100/4294] lr: 4.375e-03, eta: 18:10:25, time: 1.175, data_time: 0.011, memory: 29668, top1_acc: 0.7089, top5_acc: 0.8911, loss_cls: 1.1225, loss: 1.1225, grad_norm: 5.2889 2021-05-26 20:36:37,046 - mmaction - INFO - Epoch [3][3120/4294] lr: 4.375e-03, eta: 18:10:03, time: 1.269, data_time: 0.004, memory: 29668, top1_acc: 0.7125, top5_acc: 0.8982, loss_cls: 1.1173, loss: 1.1173, grad_norm: 5.2614 2021-05-26 20:36:59,337 - mmaction - INFO - Epoch [3][3140/4294] lr: 4.375e-03, eta: 18:09:26, time: 1.113, data_time: 0.006, memory: 29668, top1_acc: 0.7420, top5_acc: 0.9098, loss_cls: 1.0462, loss: 1.0462, grad_norm: 4.9508 2021-05-26 20:37:20,168 - mmaction - INFO - Epoch [3][3160/4294] lr: 4.375e-03, eta: 18:08:44, time: 1.041, data_time: 0.007, memory: 29668, top1_acc: 0.7116, top5_acc: 0.9098, loss_cls: 1.0815, loss: 1.0815, grad_norm: 5.2107 2021-05-26 20:37:43,381 - mmaction - INFO - Epoch [3][3180/4294] lr: 4.375e-03, eta: 18:08:12, time: 1.161, data_time: 0.007, memory: 29668, top1_acc: 0.7071, top5_acc: 0.8929, loss_cls: 1.1240, loss: 1.1240, grad_norm: 5.3500 2021-05-26 20:38:07,180 - mmaction - INFO - Epoch [3][3200/4294] lr: 4.375e-03, eta: 18:07:42, time: 1.189, data_time: 0.008, memory: 29668, top1_acc: 0.7080, top5_acc: 0.8893, loss_cls: 1.1920, loss: 1.1920, grad_norm: 5.1588 2021-05-26 20:38:30,939 - mmaction - INFO - Epoch [3][3220/4294] lr: 4.375e-03, eta: 18:07:13, time: 1.188, data_time: 0.008, memory: 29668, top1_acc: 0.6759, top5_acc: 0.8875, loss_cls: 1.2365, loss: 1.2365, grad_norm: 5.5494 2021-05-26 20:38:57,609 - mmaction - INFO - Epoch [3][3240/4294] lr: 4.375e-03, eta: 18:06:56, time: 1.333, data_time: 0.008, memory: 29668, top1_acc: 0.7375, top5_acc: 0.9152, loss_cls: 1.0587, loss: 1.0587, grad_norm: 4.9353 2021-05-26 20:39:19,396 - mmaction - INFO - Epoch [3][3260/4294] lr: 4.375e-03, eta: 18:06:19, time: 1.093, data_time: 0.009, memory: 29668, top1_acc: 0.7036, top5_acc: 0.8946, loss_cls: 1.1366, loss: 1.1366, grad_norm: 5.1859 2021-05-26 20:39:42,325 - mmaction - INFO - Epoch [3][3280/4294] lr: 4.375e-03, eta: 18:05:45, time: 1.146, data_time: 0.003, memory: 29668, top1_acc: 0.7161, top5_acc: 0.9000, loss_cls: 1.1095, loss: 1.1095, grad_norm: 5.4149 2021-05-26 20:40:09,575 - mmaction - INFO - Epoch [3][3300/4294] lr: 4.375e-03, eta: 18:05:31, time: 1.359, data_time: 0.005, memory: 29668, top1_acc: 0.7116, top5_acc: 0.8973, loss_cls: 1.1493, loss: 1.1493, grad_norm: 5.3149 2021-05-26 20:40:30,585 - mmaction - INFO - Epoch [3][3320/4294] lr: 4.375e-03, eta: 18:04:50, time: 1.055, data_time: 0.008, memory: 29668, top1_acc: 0.7161, top5_acc: 0.9107, loss_cls: 1.0972, loss: 1.0972, grad_norm: 4.9162 2021-05-26 20:40:51,171 - mmaction - INFO - Epoch [3][3340/4294] lr: 4.375e-03, eta: 18:04:07, time: 1.029, data_time: 0.002, memory: 29668, top1_acc: 0.6991, top5_acc: 0.9018, loss_cls: 1.1386, loss: 1.1386, grad_norm: 5.3983 2021-05-26 20:41:14,735 - mmaction - INFO - Epoch [3][3360/4294] lr: 4.375e-03, eta: 18:03:36, time: 1.176, data_time: 0.004, memory: 29668, top1_acc: 0.7143, top5_acc: 0.8973, loss_cls: 1.1112, loss: 1.1112, grad_norm: 5.2119 2021-05-26 20:41:34,486 - mmaction - INFO - Epoch [3][3380/4294] lr: 4.375e-03, eta: 18:02:50, time: 0.990, data_time: 0.005, memory: 29668, top1_acc: 0.7196, top5_acc: 0.9027, loss_cls: 1.0908, loss: 1.0908, grad_norm: 5.1549 2021-05-26 20:41:59,461 - mmaction - INFO - Epoch [3][3400/4294] lr: 4.375e-03, eta: 18:02:25, time: 1.237, data_time: 0.005, memory: 29668, top1_acc: 0.7161, top5_acc: 0.8964, loss_cls: 1.1037, loss: 1.1037, grad_norm: 5.2841 2021-05-26 20:42:25,387 - mmaction - INFO - Epoch [3][3420/4294] lr: 4.375e-03, eta: 18:02:06, time: 1.307, data_time: 0.022, memory: 29668, top1_acc: 0.7009, top5_acc: 0.8911, loss_cls: 1.1633, loss: 1.1633, grad_norm: 5.3005 2021-05-26 20:42:52,511 - mmaction - INFO - Epoch [3][3440/4294] lr: 4.375e-03, eta: 18:01:51, time: 1.355, data_time: 0.005, memory: 29668, top1_acc: 0.7268, top5_acc: 0.8938, loss_cls: 1.0670, loss: 1.0670, grad_norm: 5.1052 2021-05-26 20:43:17,039 - mmaction - INFO - Epoch [3][3460/4294] lr: 4.375e-03, eta: 18:01:25, time: 1.223, data_time: 0.009, memory: 29668, top1_acc: 0.7098, top5_acc: 0.9036, loss_cls: 1.1196, loss: 1.1196, grad_norm: 5.3515 2021-05-26 20:43:44,593 - mmaction - INFO - Epoch [3][3480/4294] lr: 4.375e-03, eta: 18:01:12, time: 1.377, data_time: 0.016, memory: 29668, top1_acc: 0.7295, top5_acc: 0.8982, loss_cls: 1.0864, loss: 1.0864, grad_norm: 5.1280 2021-05-26 20:44:04,979 - mmaction - INFO - Epoch [3][3500/4294] lr: 4.375e-03, eta: 18:00:29, time: 1.023, data_time: 0.014, memory: 29668, top1_acc: 0.6714, top5_acc: 0.8946, loss_cls: 1.2332, loss: 1.2332, grad_norm: 5.3898 2021-05-26 20:44:29,295 - mmaction - INFO - Epoch [3][3520/4294] lr: 4.375e-03, eta: 18:00:02, time: 1.219, data_time: 0.006, memory: 29668, top1_acc: 0.7152, top5_acc: 0.8991, loss_cls: 1.1113, loss: 1.1113, grad_norm: 5.1190 2021-05-26 20:44:49,660 - mmaction - INFO - Epoch [3][3540/4294] lr: 4.375e-03, eta: 17:59:18, time: 1.018, data_time: 0.003, memory: 29668, top1_acc: 0.7214, top5_acc: 0.8955, loss_cls: 1.1243, loss: 1.1243, grad_norm: 5.2003 2021-05-26 20:45:16,545 - mmaction - INFO - Epoch [3][3560/4294] lr: 4.375e-03, eta: 17:59:02, time: 1.338, data_time: 0.012, memory: 29668, top1_acc: 0.7107, top5_acc: 0.8973, loss_cls: 1.0856, loss: 1.0856, grad_norm: 5.1645 2021-05-26 20:45:41,197 - mmaction - INFO - Epoch [3][3580/4294] lr: 4.375e-03, eta: 17:58:37, time: 1.235, data_time: 0.012, memory: 29668, top1_acc: 0.7143, top5_acc: 0.9018, loss_cls: 1.1272, loss: 1.1272, grad_norm: 5.1841 2021-05-26 20:46:05,266 - mmaction - INFO - Epoch [3][3600/4294] lr: 4.375e-03, eta: 17:58:09, time: 1.204, data_time: 0.007, memory: 29668, top1_acc: 0.6946, top5_acc: 0.8938, loss_cls: 1.1737, loss: 1.1737, grad_norm: 5.2282 2021-05-26 20:46:29,194 - mmaction - INFO - Epoch [3][3620/4294] lr: 4.375e-03, eta: 17:57:41, time: 1.196, data_time: 0.006, memory: 29668, top1_acc: 0.7170, top5_acc: 0.8973, loss_cls: 1.1231, loss: 1.1231, grad_norm: 5.4217 2021-05-26 20:46:51,334 - mmaction - INFO - Epoch [3][3640/4294] lr: 4.375e-03, eta: 17:57:05, time: 1.111, data_time: 0.007, memory: 29668, top1_acc: 0.7080, top5_acc: 0.8955, loss_cls: 1.1217, loss: 1.1217, grad_norm: 5.1991 2021-05-26 20:47:13,962 - mmaction - INFO - Epoch [3][3660/4294] lr: 4.375e-03, eta: 17:56:31, time: 1.131, data_time: 0.002, memory: 29668, top1_acc: 0.7045, top5_acc: 0.8848, loss_cls: 1.1916, loss: 1.1916, grad_norm: 5.3896 2021-05-26 20:47:36,615 - mmaction - INFO - Epoch [3][3680/4294] lr: 4.375e-03, eta: 17:55:57, time: 1.133, data_time: 0.005, memory: 29668, top1_acc: 0.7143, top5_acc: 0.9107, loss_cls: 1.1078, loss: 1.1078, grad_norm: 5.3038 2021-05-26 20:48:00,285 - mmaction - INFO - Epoch [3][3700/4294] lr: 4.375e-03, eta: 17:55:28, time: 1.183, data_time: 0.004, memory: 29668, top1_acc: 0.6804, top5_acc: 0.9009, loss_cls: 1.1592, loss: 1.1592, grad_norm: 5.3473 2021-05-26 20:48:24,395 - mmaction - INFO - Epoch [3][3720/4294] lr: 4.375e-03, eta: 17:55:00, time: 1.204, data_time: 0.004, memory: 29668, top1_acc: 0.7045, top5_acc: 0.8866, loss_cls: 1.2002, loss: 1.2002, grad_norm: 5.1523 2021-05-26 20:48:47,952 - mmaction - INFO - Epoch [3][3740/4294] lr: 4.375e-03, eta: 17:54:31, time: 1.178, data_time: 0.005, memory: 29668, top1_acc: 0.7179, top5_acc: 0.9045, loss_cls: 1.0744, loss: 1.0744, grad_norm: 4.7996 2021-05-26 20:49:07,560 - mmaction - INFO - Epoch [3][3760/4294] lr: 4.375e-03, eta: 17:53:44, time: 0.979, data_time: 0.006, memory: 29668, top1_acc: 0.7152, top5_acc: 0.8991, loss_cls: 1.0991, loss: 1.0991, grad_norm: 5.0659 2021-05-26 20:49:29,803 - mmaction - INFO - Epoch [3][3780/4294] lr: 4.375e-03, eta: 17:53:09, time: 1.115, data_time: 0.007, memory: 29668, top1_acc: 0.7071, top5_acc: 0.9009, loss_cls: 1.1539, loss: 1.1539, grad_norm: 5.1993 2021-05-26 20:49:54,261 - mmaction - INFO - Epoch [3][3800/4294] lr: 4.375e-03, eta: 17:52:43, time: 1.223, data_time: 0.004, memory: 29668, top1_acc: 0.6705, top5_acc: 0.8839, loss_cls: 1.2511, loss: 1.2511, grad_norm: 5.3987 2021-05-26 20:50:14,986 - mmaction - INFO - Epoch [3][3820/4294] lr: 4.375e-03, eta: 17:52:01, time: 1.036, data_time: 0.003, memory: 29668, top1_acc: 0.7080, top5_acc: 0.9036, loss_cls: 1.1316, loss: 1.1316, grad_norm: 5.0961 2021-05-26 20:50:36,969 - mmaction - INFO - Epoch [3][3840/4294] lr: 4.375e-03, eta: 17:51:25, time: 1.098, data_time: 0.003, memory: 29668, top1_acc: 0.6902, top5_acc: 0.8812, loss_cls: 1.2201, loss: 1.2201, grad_norm: 5.2508 2021-05-26 20:50:57,732 - mmaction - INFO - Epoch [3][3860/4294] lr: 4.375e-03, eta: 17:50:43, time: 1.023, data_time: 0.003, memory: 29668, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.1957, loss: 1.1957, grad_norm: 5.3135 2021-05-26 20:51:23,078 - mmaction - INFO - Epoch [3][3880/4294] lr: 4.375e-03, eta: 17:50:21, time: 1.278, data_time: 0.030, memory: 29668, top1_acc: 0.7125, top5_acc: 0.8964, loss_cls: 1.1258, loss: 1.1258, grad_norm: 5.3003 2021-05-26 20:51:44,215 - mmaction - INFO - Epoch [3][3900/4294] lr: 4.375e-03, eta: 17:49:42, time: 1.060, data_time: 0.012, memory: 29668, top1_acc: 0.6884, top5_acc: 0.8964, loss_cls: 1.1720, loss: 1.1720, grad_norm: 5.3761 2021-05-26 20:52:09,351 - mmaction - INFO - Epoch [3][3920/4294] lr: 4.375e-03, eta: 17:49:19, time: 1.253, data_time: 0.004, memory: 29668, top1_acc: 0.7161, top5_acc: 0.8911, loss_cls: 1.1655, loss: 1.1655, grad_norm: 5.0841 2021-05-26 20:52:34,788 - mmaction - INFO - Epoch [3][3940/4294] lr: 4.375e-03, eta: 17:48:57, time: 1.277, data_time: 0.008, memory: 29668, top1_acc: 0.7045, top5_acc: 0.9045, loss_cls: 1.0872, loss: 1.0872, grad_norm: 5.2235 2021-05-26 20:52:57,933 - mmaction - INFO - Epoch [3][3960/4294] lr: 4.375e-03, eta: 17:48:26, time: 1.155, data_time: 0.004, memory: 29668, top1_acc: 0.6937, top5_acc: 0.8955, loss_cls: 1.1517, loss: 1.1517, grad_norm: 5.3323 2021-05-26 20:53:20,762 - mmaction - INFO - Epoch [3][3980/4294] lr: 4.375e-03, eta: 17:47:53, time: 1.141, data_time: 0.004, memory: 29668, top1_acc: 0.7232, top5_acc: 0.9018, loss_cls: 1.1179, loss: 1.1179, grad_norm: 5.4457 2021-05-26 20:53:41,830 - mmaction - INFO - Epoch [3][4000/4294] lr: 4.375e-03, eta: 17:47:14, time: 1.056, data_time: 0.004, memory: 29668, top1_acc: 0.7375, top5_acc: 0.9089, loss_cls: 1.0549, loss: 1.0549, grad_norm: 5.1298 2021-05-26 20:54:08,370 - mmaction - INFO - Epoch [3][4020/4294] lr: 4.375e-03, eta: 17:46:56, time: 1.323, data_time: 0.004, memory: 29668, top1_acc: 0.6946, top5_acc: 0.9000, loss_cls: 1.1508, loss: 1.1508, grad_norm: 5.2355 2021-05-26 20:54:27,731 - mmaction - INFO - Epoch [3][4040/4294] lr: 4.375e-03, eta: 17:46:10, time: 0.973, data_time: 0.008, memory: 29668, top1_acc: 0.7054, top5_acc: 0.9134, loss_cls: 1.0775, loss: 1.0775, grad_norm: 5.0910 2021-05-26 20:54:54,598 - mmaction - INFO - Epoch [3][4060/4294] lr: 4.375e-03, eta: 17:45:54, time: 1.340, data_time: 0.003, memory: 29668, top1_acc: 0.7071, top5_acc: 0.9071, loss_cls: 1.1142, loss: 1.1142, grad_norm: 5.2539 2021-05-26 20:55:21,646 - mmaction - INFO - Epoch [3][4080/4294] lr: 4.375e-03, eta: 17:45:38, time: 1.346, data_time: 0.007, memory: 29668, top1_acc: 0.7080, top5_acc: 0.8982, loss_cls: 1.1250, loss: 1.1250, grad_norm: 5.2359 2021-05-26 20:55:47,936 - mmaction - INFO - Epoch [3][4100/4294] lr: 4.375e-03, eta: 17:45:20, time: 1.322, data_time: 0.014, memory: 29668, top1_acc: 0.7027, top5_acc: 0.8982, loss_cls: 1.1177, loss: 1.1177, grad_norm: 5.2892 2021-05-26 20:56:07,948 - mmaction - INFO - Epoch [3][4120/4294] lr: 4.375e-03, eta: 17:44:37, time: 1.003, data_time: 0.007, memory: 29668, top1_acc: 0.7116, top5_acc: 0.8964, loss_cls: 1.0918, loss: 1.0918, grad_norm: 5.2879 2021-05-26 20:56:31,748 - mmaction - INFO - Epoch [3][4140/4294] lr: 4.375e-03, eta: 17:44:08, time: 1.185, data_time: 0.003, memory: 29668, top1_acc: 0.7098, top5_acc: 0.9027, loss_cls: 1.1098, loss: 1.1098, grad_norm: 5.5777 2021-05-26 20:56:52,943 - mmaction - INFO - Epoch [3][4160/4294] lr: 4.375e-03, eta: 17:43:29, time: 1.064, data_time: 0.007, memory: 29668, top1_acc: 0.7241, top5_acc: 0.9000, loss_cls: 1.1060, loss: 1.1060, grad_norm: 5.3692 2021-05-26 20:57:13,728 - mmaction - INFO - Epoch [3][4180/4294] lr: 4.375e-03, eta: 17:42:48, time: 1.030, data_time: 0.004, memory: 29668, top1_acc: 0.6866, top5_acc: 0.8955, loss_cls: 1.1654, loss: 1.1654, grad_norm: 5.5650 2021-05-26 20:57:38,446 - mmaction - INFO - Epoch [3][4200/4294] lr: 4.375e-03, eta: 17:42:24, time: 1.239, data_time: 0.018, memory: 29668, top1_acc: 0.7375, top5_acc: 0.9179, loss_cls: 1.0221, loss: 1.0221, grad_norm: 5.1729 2021-05-26 20:57:59,642 - mmaction - INFO - Epoch [3][4220/4294] lr: 4.375e-03, eta: 17:41:45, time: 1.067, data_time: 0.013, memory: 29668, top1_acc: 0.7152, top5_acc: 0.8830, loss_cls: 1.2012, loss: 1.2012, grad_norm: 5.4746 2021-05-26 20:58:27,971 - mmaction - INFO - Epoch [3][4240/4294] lr: 4.375e-03, eta: 17:41:35, time: 1.414, data_time: 0.004, memory: 29668, top1_acc: 0.6937, top5_acc: 0.9018, loss_cls: 1.1476, loss: 1.1476, grad_norm: 5.3514 2021-05-26 20:58:54,920 - mmaction - INFO - Epoch [3][4260/4294] lr: 4.375e-03, eta: 17:41:19, time: 1.347, data_time: 0.008, memory: 29668, top1_acc: 0.7143, top5_acc: 0.8991, loss_cls: 1.1180, loss: 1.1180, grad_norm: 5.3663 2021-05-26 20:59:16,939 - mmaction - INFO - Epoch [3][4280/4294] lr: 4.375e-03, eta: 17:40:44, time: 1.103, data_time: 0.005, memory: 29668, top1_acc: 0.7018, top5_acc: 0.8857, loss_cls: 1.1558, loss: 1.1558, grad_norm: 5.1580 2021-05-26 20:59:51,879 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-05-26 21:08:40,339 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-26 21:08:41,127 - mmaction - INFO - top1_acc 0.7154 top5_acc 0.9066 2021-05-26 21:08:41,127 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-26 21:08:41,190 - mmaction - INFO - mean_acc 0.7152 2021-05-26 21:08:43,907 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2021-05-26 21:08:43,907 - mmaction - INFO - Best top1_acc is 0.7154 at 3 epoch. 2021-05-26 21:08:43,915 - mmaction - INFO - Epoch(val) [3][4294] top1_acc: 0.7154, top5_acc: 0.9066, mean_class_accuracy: 0.7152 2021-05-26 21:13:52,715 - mmaction - INFO - Epoch [4][20/4294] lr: 4.375e-03, eta: 17:57:47, time: 15.435, data_time: 14.139, memory: 29668, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 1.0211, loss: 1.0211, grad_norm: 5.2348 2021-05-26 21:14:16,508 - mmaction - INFO - Epoch [4][40/4294] lr: 4.375e-03, eta: 17:57:17, time: 1.192, data_time: 0.008, memory: 29668, top1_acc: 0.7277, top5_acc: 0.9179, loss_cls: 1.0387, loss: 1.0387, grad_norm: 5.2403 2021-05-26 21:14:39,234 - mmaction - INFO - Epoch [4][60/4294] lr: 4.375e-03, eta: 17:56:42, time: 1.136, data_time: 0.002, memory: 29668, top1_acc: 0.7366, top5_acc: 0.9116, loss_cls: 1.0054, loss: 1.0054, grad_norm: 4.9239 2021-05-26 21:15:04,488 - mmaction - INFO - Epoch [4][80/4294] lr: 4.375e-03, eta: 17:56:18, time: 1.262, data_time: 0.004, memory: 29668, top1_acc: 0.7295, top5_acc: 0.9062, loss_cls: 1.0202, loss: 1.0202, grad_norm: 5.0454 2021-05-26 21:15:24,666 - mmaction - INFO - Epoch [4][100/4294] lr: 4.375e-03, eta: 17:55:33, time: 1.009, data_time: 0.004, memory: 29668, top1_acc: 0.7268, top5_acc: 0.8982, loss_cls: 1.0679, loss: 1.0679, grad_norm: 5.0941 2021-05-26 21:15:45,842 - mmaction - INFO - Epoch [4][120/4294] lr: 4.375e-03, eta: 17:54:52, time: 1.058, data_time: 0.004, memory: 29668, top1_acc: 0.7027, top5_acc: 0.9071, loss_cls: 1.1048, loss: 1.1048, grad_norm: 5.3202 2021-05-26 21:16:13,572 - mmaction - INFO - Epoch [4][140/4294] lr: 4.375e-03, eta: 17:54:37, time: 1.384, data_time: 0.005, memory: 29668, top1_acc: 0.7241, top5_acc: 0.9161, loss_cls: 1.0588, loss: 1.0588, grad_norm: 5.1490 2021-05-26 21:16:33,429 - mmaction - INFO - Epoch [4][160/4294] lr: 4.375e-03, eta: 17:53:52, time: 0.998, data_time: 0.016, memory: 29668, top1_acc: 0.7223, top5_acc: 0.9036, loss_cls: 1.0711, loss: 1.0711, grad_norm: 5.2355 2021-05-26 21:17:02,740 - mmaction - INFO - Epoch [4][180/4294] lr: 4.375e-03, eta: 17:53:43, time: 1.460, data_time: 0.003, memory: 29668, top1_acc: 0.7214, top5_acc: 0.9152, loss_cls: 1.0234, loss: 1.0234, grad_norm: 5.3650 2021-05-26 21:17:24,895 - mmaction - INFO - Epoch [4][200/4294] lr: 4.375e-03, eta: 17:53:07, time: 1.110, data_time: 0.010, memory: 29668, top1_acc: 0.7366, top5_acc: 0.9071, loss_cls: 1.0477, loss: 1.0477, grad_norm: 5.1237 2021-05-26 21:17:48,452 - mmaction - INFO - Epoch [4][220/4294] lr: 4.375e-03, eta: 17:52:36, time: 1.180, data_time: 0.007, memory: 29668, top1_acc: 0.7312, top5_acc: 0.9107, loss_cls: 1.0131, loss: 1.0131, grad_norm: 4.9963 2021-05-26 21:18:11,675 - mmaction - INFO - Epoch [4][240/4294] lr: 4.375e-03, eta: 17:52:03, time: 1.161, data_time: 0.005, memory: 29668, top1_acc: 0.7411, top5_acc: 0.9187, loss_cls: 1.0128, loss: 1.0128, grad_norm: 4.8979 2021-05-26 21:18:37,239 - mmaction - INFO - Epoch [4][260/4294] lr: 4.375e-03, eta: 17:51:40, time: 1.272, data_time: 0.005, memory: 29668, top1_acc: 0.7223, top5_acc: 0.9036, loss_cls: 1.0774, loss: 1.0774, grad_norm: 5.3240 2021-05-26 21:19:01,640 - mmaction - INFO - Epoch [4][280/4294] lr: 4.375e-03, eta: 17:51:12, time: 1.225, data_time: 0.011, memory: 29668, top1_acc: 0.7143, top5_acc: 0.8946, loss_cls: 1.0932, loss: 1.0932, grad_norm: 5.4892 2021-05-26 21:19:21,502 - mmaction - INFO - Epoch [4][300/4294] lr: 4.375e-03, eta: 17:50:27, time: 0.994, data_time: 0.006, memory: 29668, top1_acc: 0.7071, top5_acc: 0.8812, loss_cls: 1.1683, loss: 1.1683, grad_norm: 5.2034 2021-05-26 21:19:44,914 - mmaction - INFO - Epoch [4][320/4294] lr: 4.375e-03, eta: 17:49:55, time: 1.167, data_time: 0.005, memory: 29668, top1_acc: 0.7545, top5_acc: 0.9179, loss_cls: 0.9709, loss: 0.9709, grad_norm: 4.8900 2021-05-26 21:20:10,560 - mmaction - INFO - Epoch [4][340/4294] lr: 4.375e-03, eta: 17:49:33, time: 1.285, data_time: 0.008, memory: 29668, top1_acc: 0.7384, top5_acc: 0.9170, loss_cls: 0.9549, loss: 0.9549, grad_norm: 4.9795 2021-05-26 21:20:33,611 - mmaction - INFO - Epoch [4][360/4294] lr: 4.375e-03, eta: 17:49:00, time: 1.151, data_time: 0.007, memory: 29668, top1_acc: 0.7473, top5_acc: 0.9295, loss_cls: 0.9197, loss: 0.9197, grad_norm: 4.7769 2021-05-26 21:20:54,504 - mmaction - INFO - Epoch [4][380/4294] lr: 4.375e-03, eta: 17:48:19, time: 1.049, data_time: 0.007, memory: 29668, top1_acc: 0.7491, top5_acc: 0.9259, loss_cls: 0.9758, loss: 0.9758, grad_norm: 5.0088 2021-05-26 21:21:24,055 - mmaction - INFO - Epoch [4][400/4294] lr: 4.375e-03, eta: 17:48:10, time: 1.471, data_time: 0.002, memory: 29668, top1_acc: 0.7482, top5_acc: 0.9152, loss_cls: 0.9872, loss: 0.9872, grad_norm: 5.0458 2021-05-26 21:21:44,773 - mmaction - INFO - Epoch [4][420/4294] lr: 4.375e-03, eta: 17:47:29, time: 1.042, data_time: 0.010, memory: 29668, top1_acc: 0.7348, top5_acc: 0.9143, loss_cls: 0.9958, loss: 0.9958, grad_norm: 5.1887 2021-05-26 21:22:06,512 - mmaction - INFO - Epoch [4][440/4294] lr: 4.375e-03, eta: 17:46:51, time: 1.087, data_time: 0.004, memory: 29668, top1_acc: 0.7438, top5_acc: 0.9071, loss_cls: 1.0144, loss: 1.0144, grad_norm: 5.1013 2021-05-26 21:22:29,339 - mmaction - INFO - Epoch [4][460/4294] lr: 4.375e-03, eta: 17:46:18, time: 1.139, data_time: 0.003, memory: 29668, top1_acc: 0.7562, top5_acc: 0.9313, loss_cls: 0.9036, loss: 0.9036, grad_norm: 4.8623 2021-05-26 21:22:50,091 - mmaction - INFO - Epoch [4][480/4294] lr: 4.375e-03, eta: 17:45:36, time: 1.039, data_time: 0.004, memory: 29668, top1_acc: 0.7330, top5_acc: 0.9125, loss_cls: 1.0249, loss: 1.0249, grad_norm: 5.2646 2021-05-26 21:23:11,750 - mmaction - INFO - Epoch [4][500/4294] lr: 4.375e-03, eta: 17:44:58, time: 1.084, data_time: 0.003, memory: 29668, top1_acc: 0.7232, top5_acc: 0.9152, loss_cls: 0.9992, loss: 0.9992, grad_norm: 5.5761 2021-05-26 21:23:33,637 - mmaction - INFO - Epoch [4][520/4294] lr: 4.375e-03, eta: 17:44:21, time: 1.094, data_time: 0.003, memory: 29668, top1_acc: 0.7429, top5_acc: 0.9286, loss_cls: 0.9735, loss: 0.9735, grad_norm: 5.2930 2021-05-26 21:23:57,544 - mmaction - INFO - Epoch [4][540/4294] lr: 4.375e-03, eta: 17:43:51, time: 1.191, data_time: 0.002, memory: 29668, top1_acc: 0.7339, top5_acc: 0.9214, loss_cls: 1.0046, loss: 1.0046, grad_norm: 5.0994 2021-05-26 21:24:22,533 - mmaction - INFO - Epoch [4][560/4294] lr: 4.375e-03, eta: 17:43:27, time: 1.253, data_time: 0.007, memory: 29668, top1_acc: 0.7464, top5_acc: 0.9107, loss_cls: 0.9849, loss: 0.9849, grad_norm: 5.1903 2021-05-26 21:24:47,275 - mmaction - INFO - Epoch [4][580/4294] lr: 4.375e-03, eta: 17:43:00, time: 1.233, data_time: 0.003, memory: 29668, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.1314, loss: 1.1314, grad_norm: 5.3230 2021-05-26 21:25:11,371 - mmaction - INFO - Epoch [4][600/4294] lr: 4.375e-03, eta: 17:42:32, time: 1.209, data_time: 0.007, memory: 29668, top1_acc: 0.7616, top5_acc: 0.9170, loss_cls: 0.9826, loss: 0.9826, grad_norm: 5.0353 2021-05-26 21:25:30,865 - mmaction - INFO - Epoch [4][620/4294] lr: 4.375e-03, eta: 17:41:46, time: 0.976, data_time: 0.003, memory: 29668, top1_acc: 0.7384, top5_acc: 0.9152, loss_cls: 1.0044, loss: 1.0044, grad_norm: 5.1045 2021-05-26 21:25:51,177 - mmaction - INFO - Epoch [4][640/4294] lr: 4.375e-03, eta: 17:41:03, time: 1.012, data_time: 0.001, memory: 29668, top1_acc: 0.7161, top5_acc: 0.9125, loss_cls: 1.0357, loss: 1.0357, grad_norm: 5.1834 2021-05-26 21:26:17,809 - mmaction - INFO - Epoch [4][660/4294] lr: 4.375e-03, eta: 17:40:44, time: 1.329, data_time: 0.006, memory: 29668, top1_acc: 0.7152, top5_acc: 0.9196, loss_cls: 1.0455, loss: 1.0455, grad_norm: 5.5307 2021-05-26 21:26:38,777 - mmaction - INFO - Epoch [4][680/4294] lr: 4.375e-03, eta: 17:40:04, time: 1.053, data_time: 0.011, memory: 29668, top1_acc: 0.7286, top5_acc: 0.9232, loss_cls: 1.0029, loss: 1.0029, grad_norm: 5.0397 2021-05-26 21:26:58,928 - mmaction - INFO - Epoch [4][700/4294] lr: 4.375e-03, eta: 17:39:20, time: 1.006, data_time: 0.004, memory: 29668, top1_acc: 0.7357, top5_acc: 0.9187, loss_cls: 1.0446, loss: 1.0446, grad_norm: 5.2423 2021-05-26 21:27:22,142 - mmaction - INFO - Epoch [4][720/4294] lr: 4.375e-03, eta: 17:38:49, time: 1.158, data_time: 0.006, memory: 29668, top1_acc: 0.7295, top5_acc: 0.9143, loss_cls: 1.0324, loss: 1.0324, grad_norm: 5.3251 2021-05-26 21:27:44,692 - mmaction - INFO - Epoch [4][740/4294] lr: 4.375e-03, eta: 17:38:14, time: 1.127, data_time: 0.010, memory: 29668, top1_acc: 0.7491, top5_acc: 0.9268, loss_cls: 0.9360, loss: 0.9360, grad_norm: 4.8919 2021-05-26 21:28:05,184 - mmaction - INFO - Epoch [4][760/4294] lr: 4.375e-03, eta: 17:37:33, time: 1.031, data_time: 0.010, memory: 29668, top1_acc: 0.7571, top5_acc: 0.9232, loss_cls: 0.9387, loss: 0.9387, grad_norm: 4.7957 2021-05-26 21:28:30,491 - mmaction - INFO - Epoch [4][780/4294] lr: 4.375e-03, eta: 17:37:08, time: 1.255, data_time: 0.003, memory: 29668, top1_acc: 0.7179, top5_acc: 0.9187, loss_cls: 1.0329, loss: 1.0329, grad_norm: 5.0517 2021-05-26 21:28:50,651 - mmaction - INFO - Epoch [4][800/4294] lr: 4.375e-03, eta: 17:36:26, time: 1.019, data_time: 0.015, memory: 29668, top1_acc: 0.7179, top5_acc: 0.9116, loss_cls: 1.0648, loss: 1.0648, grad_norm: 5.2619 2021-05-26 21:29:11,426 - mmaction - INFO - Epoch [4][820/4294] lr: 4.375e-03, eta: 17:35:46, time: 1.037, data_time: 0.007, memory: 29668, top1_acc: 0.7411, top5_acc: 0.9268, loss_cls: 0.9397, loss: 0.9397, grad_norm: 5.2129 2021-05-26 21:29:37,988 - mmaction - INFO - Epoch [4][840/4294] lr: 4.375e-03, eta: 17:35:26, time: 1.321, data_time: 0.006, memory: 29668, top1_acc: 0.7277, top5_acc: 0.8884, loss_cls: 1.0825, loss: 1.0825, grad_norm: 5.3229 2021-05-26 21:29:58,836 - mmaction - INFO - Epoch [4][860/4294] lr: 4.375e-03, eta: 17:34:46, time: 1.047, data_time: 0.012, memory: 29668, top1_acc: 0.7143, top5_acc: 0.9071, loss_cls: 1.0758, loss: 1.0758, grad_norm: 5.2960 2021-05-26 21:30:19,269 - mmaction - INFO - Epoch [4][880/4294] lr: 4.375e-03, eta: 17:34:04, time: 1.023, data_time: 0.006, memory: 29668, top1_acc: 0.7562, top5_acc: 0.9179, loss_cls: 0.9538, loss: 0.9538, grad_norm: 5.1193 2021-05-26 21:30:39,669 - mmaction - INFO - Epoch [4][900/4294] lr: 4.375e-03, eta: 17:33:23, time: 1.020, data_time: 0.004, memory: 29668, top1_acc: 0.7152, top5_acc: 0.9045, loss_cls: 1.1133, loss: 1.1133, grad_norm: 5.3706 2021-05-26 21:31:05,361 - mmaction - INFO - Epoch [4][920/4294] lr: 4.375e-03, eta: 17:33:00, time: 1.277, data_time: 0.024, memory: 29668, top1_acc: 0.7268, top5_acc: 0.9107, loss_cls: 1.0758, loss: 1.0758, grad_norm: 5.3515 2021-05-26 21:31:56,131 - mmaction - INFO - Epoch [4][940/4294] lr: 4.375e-03, eta: 17:34:09, time: 2.537, data_time: 0.029, memory: 29668, top1_acc: 0.7455, top5_acc: 0.9018, loss_cls: 1.0221, loss: 1.0221, grad_norm: 5.1522 2021-05-26 21:32:17,295 - mmaction - INFO - Epoch [4][960/4294] lr: 4.375e-03, eta: 17:33:31, time: 1.067, data_time: 0.020, memory: 29668, top1_acc: 0.7464, top5_acc: 0.9205, loss_cls: 0.9740, loss: 0.9740, grad_norm: 5.3394 2021-05-26 21:32:40,038 - mmaction - INFO - Epoch [4][980/4294] lr: 4.375e-03, eta: 17:32:57, time: 1.136, data_time: 0.004, memory: 29668, top1_acc: 0.7232, top5_acc: 0.9098, loss_cls: 1.0434, loss: 1.0434, grad_norm: 5.1794 2021-05-26 21:33:01,884 - mmaction - INFO - Epoch [4][1000/4294] lr: 4.375e-03, eta: 17:32:21, time: 1.095, data_time: 0.006, memory: 29668, top1_acc: 0.7196, top5_acc: 0.9134, loss_cls: 1.0398, loss: 1.0398, grad_norm: 5.2069 2021-05-26 21:33:24,126 - mmaction - INFO - Epoch [4][1020/4294] lr: 4.375e-03, eta: 17:31:46, time: 1.112, data_time: 0.002, memory: 29668, top1_acc: 0.7393, top5_acc: 0.9205, loss_cls: 1.0051, loss: 1.0051, grad_norm: 5.1933 2021-05-26 21:33:49,414 - mmaction - INFO - Epoch [4][1040/4294] lr: 4.375e-03, eta: 17:31:22, time: 1.263, data_time: 0.002, memory: 29668, top1_acc: 0.7286, top5_acc: 0.9089, loss_cls: 1.0403, loss: 1.0403, grad_norm: 5.3201 2021-05-26 21:34:18,386 - mmaction - INFO - Epoch [4][1060/4294] lr: 4.375e-03, eta: 17:31:12, time: 1.448, data_time: 0.004, memory: 29668, top1_acc: 0.7402, top5_acc: 0.9250, loss_cls: 0.9643, loss: 0.9643, grad_norm: 5.1084 2021-05-26 21:34:43,619 - mmaction - INFO - Epoch [4][1080/4294] lr: 4.375e-03, eta: 17:30:47, time: 1.261, data_time: 0.005, memory: 29668, top1_acc: 0.7125, top5_acc: 0.9018, loss_cls: 1.0920, loss: 1.0920, grad_norm: 5.2919 2021-05-26 21:35:09,202 - mmaction - INFO - Epoch [4][1100/4294] lr: 4.375e-03, eta: 17:30:24, time: 1.275, data_time: 0.009, memory: 29668, top1_acc: 0.7491, top5_acc: 0.9116, loss_cls: 0.9812, loss: 0.9812, grad_norm: 5.0208 2021-05-26 21:35:31,722 - mmaction - INFO - Epoch [4][1120/4294] lr: 4.375e-03, eta: 17:29:50, time: 1.128, data_time: 0.009, memory: 29668, top1_acc: 0.7250, top5_acc: 0.9071, loss_cls: 1.0689, loss: 1.0689, grad_norm: 5.1872 2021-05-26 21:35:56,341 - mmaction - INFO - Epoch [4][1140/4294] lr: 4.375e-03, eta: 17:29:24, time: 1.232, data_time: 0.011, memory: 29668, top1_acc: 0.7482, top5_acc: 0.9134, loss_cls: 0.9758, loss: 0.9758, grad_norm: 5.2628 2021-05-26 21:36:27,684 - mmaction - INFO - Epoch [4][1160/4294] lr: 4.375e-03, eta: 17:29:22, time: 1.563, data_time: 0.007, memory: 29668, top1_acc: 0.7384, top5_acc: 0.9054, loss_cls: 1.0429, loss: 1.0429, grad_norm: 5.1726 2021-05-26 21:36:53,306 - mmaction - INFO - Epoch [4][1180/4294] lr: 4.375e-03, eta: 17:28:59, time: 1.286, data_time: 0.011, memory: 29668, top1_acc: 0.7429, top5_acc: 0.9187, loss_cls: 0.9891, loss: 0.9891, grad_norm: 4.9897 2021-05-26 21:37:18,120 - mmaction - INFO - Epoch [4][1200/4294] lr: 4.375e-03, eta: 17:28:33, time: 1.241, data_time: 0.007, memory: 29668, top1_acc: 0.7277, top5_acc: 0.9062, loss_cls: 1.0368, loss: 1.0368, grad_norm: 5.1637 2021-05-26 21:37:38,942 - mmaction - INFO - Epoch [4][1220/4294] lr: 4.375e-03, eta: 17:27:54, time: 1.041, data_time: 0.007, memory: 29668, top1_acc: 0.7250, top5_acc: 0.9009, loss_cls: 1.0277, loss: 1.0277, grad_norm: 5.0757 2021-05-26 21:38:02,785 - mmaction - INFO - Epoch [4][1240/4294] lr: 4.375e-03, eta: 17:27:25, time: 1.196, data_time: 0.010, memory: 29668, top1_acc: 0.7518, top5_acc: 0.9125, loss_cls: 0.9429, loss: 0.9429, grad_norm: 5.1369 2021-05-26 21:38:23,501 - mmaction - INFO - Epoch [4][1260/4294] lr: 4.375e-03, eta: 17:26:44, time: 1.035, data_time: 0.004, memory: 29668, top1_acc: 0.7241, top5_acc: 0.9107, loss_cls: 1.0351, loss: 1.0351, grad_norm: 5.0853 2021-05-26 21:38:51,570 - mmaction - INFO - Epoch [4][1280/4294] lr: 4.375e-03, eta: 17:26:30, time: 1.401, data_time: 0.004, memory: 29668, top1_acc: 0.7196, top5_acc: 0.9054, loss_cls: 1.0478, loss: 1.0478, grad_norm: 5.2919 2021-05-26 21:39:20,392 - mmaction - INFO - Epoch [4][1300/4294] lr: 4.375e-03, eta: 17:26:18, time: 1.435, data_time: 0.009, memory: 29668, top1_acc: 0.7321, top5_acc: 0.9116, loss_cls: 1.0226, loss: 1.0226, grad_norm: 5.2886 2021-05-26 21:39:40,824 - mmaction - INFO - Epoch [4][1320/4294] lr: 4.375e-03, eta: 17:25:38, time: 1.030, data_time: 0.013, memory: 29668, top1_acc: 0.7143, top5_acc: 0.9018, loss_cls: 1.0814, loss: 1.0814, grad_norm: 5.5675 2021-05-26 21:40:03,445 - mmaction - INFO - Epoch [4][1340/4294] lr: 4.375e-03, eta: 17:25:04, time: 1.129, data_time: 0.004, memory: 29668, top1_acc: 0.7455, top5_acc: 0.9143, loss_cls: 0.9960, loss: 0.9960, grad_norm: 5.0934 2021-05-26 21:40:27,418 - mmaction - INFO - Epoch [4][1360/4294] lr: 4.375e-03, eta: 17:24:36, time: 1.202, data_time: 0.007, memory: 29668, top1_acc: 0.7295, top5_acc: 0.9116, loss_cls: 1.0343, loss: 1.0343, grad_norm: 5.2668 2021-05-26 21:40:47,183 - mmaction - INFO - Epoch [4][1380/4294] lr: 4.375e-03, eta: 17:23:53, time: 0.988, data_time: 0.002, memory: 29668, top1_acc: 0.7268, top5_acc: 0.9036, loss_cls: 1.0595, loss: 1.0595, grad_norm: 5.2609 2021-05-26 21:41:07,112 - mmaction - INFO - Epoch [4][1400/4294] lr: 4.375e-03, eta: 17:23:10, time: 0.996, data_time: 0.003, memory: 29668, top1_acc: 0.7402, top5_acc: 0.9125, loss_cls: 0.9833, loss: 0.9833, grad_norm: 5.0774 2021-05-26 21:41:31,626 - mmaction - INFO - Epoch [4][1420/4294] lr: 4.375e-03, eta: 17:22:43, time: 1.225, data_time: 0.004, memory: 29668, top1_acc: 0.7357, top5_acc: 0.9277, loss_cls: 0.9799, loss: 0.9799, grad_norm: 5.1390 2021-05-26 21:41:54,256 - mmaction - INFO - Epoch [4][1440/4294] lr: 4.375e-03, eta: 17:22:10, time: 1.130, data_time: 0.003, memory: 29668, top1_acc: 0.7232, top5_acc: 0.9179, loss_cls: 0.9933, loss: 0.9933, grad_norm: 5.4264 2021-05-26 21:42:21,793 - mmaction - INFO - Epoch [4][1460/4294] lr: 4.375e-03, eta: 17:21:54, time: 1.374, data_time: 0.006, memory: 29668, top1_acc: 0.7214, top5_acc: 0.9027, loss_cls: 1.0560, loss: 1.0560, grad_norm: 5.4120 2021-05-26 21:42:48,390 - mmaction - INFO - Epoch [4][1480/4294] lr: 4.375e-03, eta: 17:21:35, time: 1.330, data_time: 0.008, memory: 29668, top1_acc: 0.7188, top5_acc: 0.8946, loss_cls: 1.0864, loss: 1.0864, grad_norm: 5.2545 2021-05-26 21:43:11,363 - mmaction - INFO - Epoch [4][1500/4294] lr: 4.375e-03, eta: 17:21:03, time: 1.149, data_time: 0.011, memory: 29668, top1_acc: 0.7295, top5_acc: 0.9080, loss_cls: 1.0498, loss: 1.0498, grad_norm: 5.0308 2021-05-26 21:43:30,941 - mmaction - INFO - Epoch [4][1520/4294] lr: 4.375e-03, eta: 17:20:19, time: 0.983, data_time: 0.006, memory: 29668, top1_acc: 0.7411, top5_acc: 0.9161, loss_cls: 0.9933, loss: 0.9933, grad_norm: 5.0696 2021-05-26 21:43:52,217 - mmaction - INFO - Epoch [4][1540/4294] lr: 4.375e-03, eta: 17:19:41, time: 1.062, data_time: 0.002, memory: 29668, top1_acc: 0.7420, top5_acc: 0.9009, loss_cls: 1.0496, loss: 1.0496, grad_norm: 5.3525 2021-05-26 21:44:18,966 - mmaction - INFO - Epoch [4][1560/4294] lr: 4.375e-03, eta: 17:19:23, time: 1.337, data_time: 0.006, memory: 29668, top1_acc: 0.7312, top5_acc: 0.9152, loss_cls: 1.0048, loss: 1.0048, grad_norm: 5.3046 2021-05-26 21:44:43,946 - mmaction - INFO - Epoch [4][1580/4294] lr: 4.375e-03, eta: 17:18:58, time: 1.251, data_time: 0.005, memory: 29668, top1_acc: 0.7268, top5_acc: 0.9045, loss_cls: 1.0440, loss: 1.0440, grad_norm: 5.3125 2021-05-26 21:45:06,088 - mmaction - INFO - Epoch [4][1600/4294] lr: 4.375e-03, eta: 17:18:23, time: 1.106, data_time: 0.002, memory: 29668, top1_acc: 0.7080, top5_acc: 0.9098, loss_cls: 1.0634, loss: 1.0634, grad_norm: 5.3095 2021-05-26 21:45:31,369 - mmaction - INFO - Epoch [4][1620/4294] lr: 4.375e-03, eta: 17:17:59, time: 1.263, data_time: 0.003, memory: 29668, top1_acc: 0.7259, top5_acc: 0.9036, loss_cls: 1.0474, loss: 1.0474, grad_norm: 5.4203 2021-05-26 21:45:53,322 - mmaction - INFO - Epoch [4][1640/4294] lr: 4.375e-03, eta: 17:17:24, time: 1.100, data_time: 0.004, memory: 29668, top1_acc: 0.7384, top5_acc: 0.9080, loss_cls: 1.0219, loss: 1.0219, grad_norm: 5.1571 2021-05-26 21:46:15,326 - mmaction - INFO - Epoch [4][1660/4294] lr: 4.375e-03, eta: 17:16:49, time: 1.100, data_time: 0.002, memory: 29668, top1_acc: 0.7438, top5_acc: 0.9223, loss_cls: 1.0138, loss: 1.0138, grad_norm: 5.0346 2021-05-26 21:46:41,464 - mmaction - INFO - Epoch [4][1680/4294] lr: 4.375e-03, eta: 17:16:28, time: 1.303, data_time: 0.002, memory: 29668, top1_acc: 0.7232, top5_acc: 0.9062, loss_cls: 1.0529, loss: 1.0529, grad_norm: 5.2852 2021-05-26 21:47:03,156 - mmaction - INFO - Epoch [4][1700/4294] lr: 4.375e-03, eta: 17:15:52, time: 1.087, data_time: 0.006, memory: 29668, top1_acc: 0.7366, top5_acc: 0.9268, loss_cls: 0.9633, loss: 0.9633, grad_norm: 4.9816 2021-05-26 21:47:24,794 - mmaction - INFO - Epoch [4][1720/4294] lr: 4.375e-03, eta: 17:15:16, time: 1.082, data_time: 0.004, memory: 29668, top1_acc: 0.7295, top5_acc: 0.9179, loss_cls: 1.0367, loss: 1.0367, grad_norm: 5.4343 2021-05-26 21:47:49,462 - mmaction - INFO - Epoch [4][1740/4294] lr: 4.375e-03, eta: 17:14:50, time: 1.231, data_time: 0.003, memory: 29668, top1_acc: 0.7205, top5_acc: 0.9098, loss_cls: 1.0734, loss: 1.0734, grad_norm: 5.1790 2021-05-26 21:48:16,453 - mmaction - INFO - Epoch [4][1760/4294] lr: 4.375e-03, eta: 17:14:31, time: 1.342, data_time: 0.007, memory: 29668, top1_acc: 0.7277, top5_acc: 0.9116, loss_cls: 1.0374, loss: 1.0374, grad_norm: 5.4932 2021-05-26 21:48:41,011 - mmaction - INFO - Epoch [4][1780/4294] lr: 4.375e-03, eta: 17:14:05, time: 1.233, data_time: 0.014, memory: 29668, top1_acc: 0.7491, top5_acc: 0.9054, loss_cls: 1.0132, loss: 1.0132, grad_norm: 5.3233 2021-05-26 21:49:05,029 - mmaction - INFO - Epoch [4][1800/4294] lr: 4.375e-03, eta: 17:13:37, time: 1.202, data_time: 0.010, memory: 29668, top1_acc: 0.7125, top5_acc: 0.9071, loss_cls: 1.0751, loss: 1.0751, grad_norm: 5.2076 2021-05-26 21:49:24,490 - mmaction - INFO - Epoch [4][1820/4294] lr: 4.375e-03, eta: 17:12:54, time: 0.978, data_time: 0.009, memory: 29668, top1_acc: 0.7286, top5_acc: 0.9205, loss_cls: 1.0387, loss: 1.0387, grad_norm: 5.2455 2021-05-26 21:49:48,515 - mmaction - INFO - Epoch [4][1840/4294] lr: 4.375e-03, eta: 17:12:26, time: 1.199, data_time: 0.003, memory: 29668, top1_acc: 0.7295, top5_acc: 0.9107, loss_cls: 1.0375, loss: 1.0375, grad_norm: 5.4967 2021-05-26 21:50:08,297 - mmaction - INFO - Epoch [4][1860/4294] lr: 4.375e-03, eta: 17:11:44, time: 0.990, data_time: 0.004, memory: 29668, top1_acc: 0.7330, top5_acc: 0.9116, loss_cls: 0.9918, loss: 0.9918, grad_norm: 5.4800 2021-05-26 21:50:31,892 - mmaction - INFO - Epoch [4][1880/4294] lr: 4.375e-03, eta: 17:11:14, time: 1.176, data_time: 0.003, memory: 29668, top1_acc: 0.7134, top5_acc: 0.9045, loss_cls: 1.0956, loss: 1.0956, grad_norm: 5.3948 2021-05-26 21:50:53,939 - mmaction - INFO - Epoch [4][1900/4294] lr: 4.375e-03, eta: 17:10:39, time: 1.103, data_time: 0.009, memory: 29668, top1_acc: 0.7295, top5_acc: 0.9134, loss_cls: 1.0095, loss: 1.0095, grad_norm: 5.3360 2021-05-26 21:51:19,578 - mmaction - INFO - Epoch [4][1920/4294] lr: 4.375e-03, eta: 17:10:17, time: 1.281, data_time: 0.012, memory: 29668, top1_acc: 0.7348, top5_acc: 0.9071, loss_cls: 1.0279, loss: 1.0279, grad_norm: 5.1400 2021-05-26 21:51:45,647 - mmaction - INFO - Epoch [4][1940/4294] lr: 4.375e-03, eta: 17:09:56, time: 1.305, data_time: 0.011, memory: 29668, top1_acc: 0.7562, top5_acc: 0.9089, loss_cls: 0.9440, loss: 0.9440, grad_norm: 5.0132 2021-05-26 21:52:10,815 - mmaction - INFO - Epoch [4][1960/4294] lr: 4.375e-03, eta: 17:09:32, time: 1.261, data_time: 0.007, memory: 29668, top1_acc: 0.7491, top5_acc: 0.9241, loss_cls: 0.9558, loss: 0.9558, grad_norm: 5.1077 2021-05-26 21:52:37,773 - mmaction - INFO - Epoch [4][1980/4294] lr: 4.375e-03, eta: 17:09:13, time: 1.340, data_time: 0.004, memory: 29668, top1_acc: 0.7312, top5_acc: 0.9107, loss_cls: 1.0258, loss: 1.0258, grad_norm: 5.2359 2021-05-26 21:52:59,307 - mmaction - INFO - Epoch [4][2000/4294] lr: 4.375e-03, eta: 17:08:37, time: 1.082, data_time: 0.016, memory: 29668, top1_acc: 0.7232, top5_acc: 0.9018, loss_cls: 1.0865, loss: 1.0865, grad_norm: 5.4912 2021-05-26 21:53:19,680 - mmaction - INFO - Epoch [4][2020/4294] lr: 4.375e-03, eta: 17:07:58, time: 1.020, data_time: 0.005, memory: 29668, top1_acc: 0.7286, top5_acc: 0.9143, loss_cls: 1.0293, loss: 1.0293, grad_norm: 5.3473 2021-05-26 21:53:47,880 - mmaction - INFO - Epoch [4][2040/4294] lr: 4.375e-03, eta: 17:07:43, time: 1.405, data_time: 0.004, memory: 29668, top1_acc: 0.7321, top5_acc: 0.9214, loss_cls: 0.9890, loss: 0.9890, grad_norm: 5.0352 2021-05-26 21:54:12,401 - mmaction - INFO - Epoch [4][2060/4294] lr: 4.375e-03, eta: 17:07:17, time: 1.223, data_time: 0.009, memory: 29668, top1_acc: 0.7312, top5_acc: 0.9080, loss_cls: 1.0391, loss: 1.0391, grad_norm: 5.1951 2021-05-26 21:54:37,744 - mmaction - INFO - Epoch [4][2080/4294] lr: 4.375e-03, eta: 17:06:54, time: 1.271, data_time: 0.015, memory: 29668, top1_acc: 0.7330, top5_acc: 0.9089, loss_cls: 1.0202, loss: 1.0202, grad_norm: 5.4666 2021-05-26 21:55:00,413 - mmaction - INFO - Epoch [4][2100/4294] lr: 4.375e-03, eta: 17:06:21, time: 1.138, data_time: 0.007, memory: 29668, top1_acc: 0.7339, top5_acc: 0.9045, loss_cls: 1.0283, loss: 1.0283, grad_norm: 5.1314 2021-05-26 21:55:24,380 - mmaction - INFO - Epoch [4][2120/4294] lr: 4.375e-03, eta: 17:05:53, time: 1.196, data_time: 0.002, memory: 29668, top1_acc: 0.7089, top5_acc: 0.8991, loss_cls: 1.1011, loss: 1.1011, grad_norm: 5.5574 2021-05-26 21:55:48,813 - mmaction - INFO - Epoch [4][2140/4294] lr: 4.375e-03, eta: 17:05:27, time: 1.222, data_time: 0.006, memory: 29668, top1_acc: 0.7393, top5_acc: 0.9116, loss_cls: 1.0059, loss: 1.0059, grad_norm: 5.2571 2021-05-26 21:56:10,551 - mmaction - INFO - Epoch [4][2160/4294] lr: 4.375e-03, eta: 17:04:51, time: 1.084, data_time: 0.004, memory: 29668, top1_acc: 0.7402, top5_acc: 0.9062, loss_cls: 1.0602, loss: 1.0602, grad_norm: 5.4558 2021-05-26 21:56:30,282 - mmaction - INFO - Epoch [4][2180/4294] lr: 4.375e-03, eta: 17:04:10, time: 0.992, data_time: 0.007, memory: 29668, top1_acc: 0.7125, top5_acc: 0.8982, loss_cls: 1.1445, loss: 1.1445, grad_norm: 5.3839 2021-05-26 21:56:51,059 - mmaction - INFO - Epoch [4][2200/4294] lr: 4.375e-03, eta: 17:03:31, time: 1.040, data_time: 0.002, memory: 29668, top1_acc: 0.7554, top5_acc: 0.9161, loss_cls: 0.9648, loss: 0.9648, grad_norm: 4.8360 2021-05-26 21:57:12,252 - mmaction - INFO - Epoch [4][2220/4294] lr: 4.375e-03, eta: 17:02:54, time: 1.055, data_time: 0.001, memory: 29668, top1_acc: 0.7321, top5_acc: 0.9143, loss_cls: 1.0171, loss: 1.0171, grad_norm: 5.1226 2021-05-26 21:57:41,547 - mmaction - INFO - Epoch [4][2240/4294] lr: 4.375e-03, eta: 17:02:43, time: 1.457, data_time: 0.019, memory: 29668, top1_acc: 0.7366, top5_acc: 0.9187, loss_cls: 1.0078, loss: 1.0078, grad_norm: 5.2935 2021-05-26 21:58:05,407 - mmaction - INFO - Epoch [4][2260/4294] lr: 4.375e-03, eta: 17:02:15, time: 1.204, data_time: 0.017, memory: 29668, top1_acc: 0.7259, top5_acc: 0.9089, loss_cls: 1.0661, loss: 1.0661, grad_norm: 5.3532 2021-05-26 21:58:28,102 - mmaction - INFO - Epoch [4][2280/4294] lr: 4.375e-03, eta: 17:01:43, time: 1.125, data_time: 0.002, memory: 29668, top1_acc: 0.7170, top5_acc: 0.9143, loss_cls: 1.0729, loss: 1.0729, grad_norm: 5.2667 2021-05-26 21:58:52,789 - mmaction - INFO - Epoch [4][2300/4294] lr: 4.375e-03, eta: 17:01:18, time: 1.242, data_time: 0.012, memory: 29668, top1_acc: 0.7375, top5_acc: 0.9080, loss_cls: 1.0187, loss: 1.0187, grad_norm: 4.9059 2021-05-26 21:59:14,568 - mmaction - INFO - Epoch [4][2320/4294] lr: 4.375e-03, eta: 17:00:43, time: 1.092, data_time: 0.005, memory: 29668, top1_acc: 0.7312, top5_acc: 0.9134, loss_cls: 1.0843, loss: 1.0843, grad_norm: 5.3037 2021-05-26 21:59:38,657 - mmaction - INFO - Epoch [4][2340/4294] lr: 4.375e-03, eta: 17:00:15, time: 1.200, data_time: 0.008, memory: 29668, top1_acc: 0.7205, top5_acc: 0.9134, loss_cls: 1.0520, loss: 1.0520, grad_norm: 5.2318 2021-05-26 22:00:03,285 - mmaction - INFO - Epoch [4][2360/4294] lr: 4.375e-03, eta: 16:59:50, time: 1.233, data_time: 0.005, memory: 29668, top1_acc: 0.7268, top5_acc: 0.9152, loss_cls: 1.0503, loss: 1.0503, grad_norm: 5.2570 2021-05-26 22:00:25,934 - mmaction - INFO - Epoch [4][2380/4294] lr: 4.375e-03, eta: 16:59:17, time: 1.125, data_time: 0.005, memory: 29668, top1_acc: 0.7268, top5_acc: 0.9080, loss_cls: 1.0552, loss: 1.0552, grad_norm: 5.2363 2021-05-26 22:00:48,099 - mmaction - INFO - Epoch [4][2400/4294] lr: 4.375e-03, eta: 16:58:44, time: 1.115, data_time: 0.011, memory: 29668, top1_acc: 0.7295, top5_acc: 0.9232, loss_cls: 0.9711, loss: 0.9711, grad_norm: 5.2772 2021-05-26 22:01:09,496 - mmaction - INFO - Epoch [4][2420/4294] lr: 4.375e-03, eta: 16:58:07, time: 1.059, data_time: 0.006, memory: 29668, top1_acc: 0.7188, top5_acc: 0.9170, loss_cls: 1.0397, loss: 1.0397, grad_norm: 5.2874 2021-05-26 22:01:30,768 - mmaction - INFO - Epoch [4][2440/4294] lr: 4.375e-03, eta: 16:57:31, time: 1.078, data_time: 0.016, memory: 29668, top1_acc: 0.7054, top5_acc: 0.8884, loss_cls: 1.1322, loss: 1.1322, grad_norm: 5.6557 2021-05-26 22:01:52,199 - mmaction - INFO - Epoch [4][2460/4294] lr: 4.375e-03, eta: 16:56:55, time: 1.068, data_time: 0.001, memory: 29668, top1_acc: 0.7214, top5_acc: 0.9036, loss_cls: 1.0576, loss: 1.0576, grad_norm: 5.3183 2021-05-26 22:02:13,488 - mmaction - INFO - Epoch [4][2480/4294] lr: 4.375e-03, eta: 16:56:19, time: 1.067, data_time: 0.006, memory: 29668, top1_acc: 0.7500, top5_acc: 0.9170, loss_cls: 0.9535, loss: 0.9535, grad_norm: 5.0016 2021-05-26 22:02:35,196 - mmaction - INFO - Epoch [4][2500/4294] lr: 4.375e-03, eta: 16:55:44, time: 1.083, data_time: 0.003, memory: 29668, top1_acc: 0.7384, top5_acc: 0.8973, loss_cls: 1.0387, loss: 1.0387, grad_norm: 5.0741 2021-05-26 22:02:58,732 - mmaction - INFO - Epoch [4][2520/4294] lr: 4.375e-03, eta: 16:55:15, time: 1.175, data_time: 0.007, memory: 29668, top1_acc: 0.7259, top5_acc: 0.9196, loss_cls: 1.0150, loss: 1.0150, grad_norm: 5.1046 2021-05-26 22:03:26,142 - mmaction - INFO - Epoch [4][2540/4294] lr: 4.375e-03, eta: 16:54:58, time: 1.372, data_time: 0.008, memory: 29668, top1_acc: 0.7134, top5_acc: 0.9134, loss_cls: 1.0623, loss: 1.0623, grad_norm: 5.5871 2021-05-26 22:03:50,180 - mmaction - INFO - Epoch [4][2560/4294] lr: 4.375e-03, eta: 16:54:31, time: 1.201, data_time: 0.007, memory: 29668, top1_acc: 0.7232, top5_acc: 0.9205, loss_cls: 0.9843, loss: 0.9843, grad_norm: 5.5378 2021-05-26 22:04:14,672 - mmaction - INFO - Epoch [4][2580/4294] lr: 4.375e-03, eta: 16:54:05, time: 1.225, data_time: 0.006, memory: 29668, top1_acc: 0.7080, top5_acc: 0.8991, loss_cls: 1.1028, loss: 1.1028, grad_norm: 5.7734 2021-05-26 22:04:38,335 - mmaction - INFO - Epoch [4][2600/4294] lr: 4.375e-03, eta: 16:53:36, time: 1.186, data_time: 0.006, memory: 29668, top1_acc: 0.7429, top5_acc: 0.8946, loss_cls: 1.0529, loss: 1.0529, grad_norm: 5.2063 2021-05-26 22:05:03,112 - mmaction - INFO - Epoch [4][2620/4294] lr: 4.375e-03, eta: 16:53:11, time: 1.236, data_time: 0.003, memory: 29668, top1_acc: 0.7161, top5_acc: 0.9098, loss_cls: 1.0848, loss: 1.0848, grad_norm: 5.4088 2021-05-26 22:05:23,601 - mmaction - INFO - Epoch [4][2640/4294] lr: 4.375e-03, eta: 16:52:32, time: 1.026, data_time: 0.006, memory: 29668, top1_acc: 0.7107, top5_acc: 0.8982, loss_cls: 1.0935, loss: 1.0935, grad_norm: 5.4097 2021-05-26 22:05:47,466 - mmaction - INFO - Epoch [4][2660/4294] lr: 4.375e-03, eta: 16:52:05, time: 1.194, data_time: 0.005, memory: 29668, top1_acc: 0.7348, top5_acc: 0.9107, loss_cls: 1.0160, loss: 1.0160, grad_norm: 5.3097 2021-05-26 22:06:10,306 - mmaction - INFO - Epoch [4][2680/4294] lr: 4.375e-03, eta: 16:51:33, time: 1.141, data_time: 0.003, memory: 29668, top1_acc: 0.7080, top5_acc: 0.8973, loss_cls: 1.1282, loss: 1.1282, grad_norm: 5.1808 2021-05-26 22:06:33,378 - mmaction - INFO - Epoch [4][2700/4294] lr: 4.375e-03, eta: 16:51:03, time: 1.152, data_time: 0.003, memory: 29668, top1_acc: 0.7411, top5_acc: 0.9134, loss_cls: 1.0371, loss: 1.0371, grad_norm: 5.1499 2021-05-26 22:06:54,000 - mmaction - INFO - Epoch [4][2720/4294] lr: 4.375e-03, eta: 16:50:25, time: 1.032, data_time: 0.004, memory: 29668, top1_acc: 0.7161, top5_acc: 0.9018, loss_cls: 1.0869, loss: 1.0869, grad_norm: 5.2557 2021-05-26 22:07:17,955 - mmaction - INFO - Epoch [4][2740/4294] lr: 4.375e-03, eta: 16:49:57, time: 1.196, data_time: 0.004, memory: 29668, top1_acc: 0.7196, top5_acc: 0.9036, loss_cls: 1.0656, loss: 1.0656, grad_norm: 5.5313 2021-05-26 22:07:39,046 - mmaction - INFO - Epoch [4][2760/4294] lr: 4.375e-03, eta: 16:49:20, time: 1.049, data_time: 0.007, memory: 29668, top1_acc: 0.7259, top5_acc: 0.9054, loss_cls: 1.0675, loss: 1.0675, grad_norm: 5.0843 2021-05-26 22:08:10,903 - mmaction - INFO - Epoch [4][2780/4294] lr: 4.375e-03, eta: 16:49:18, time: 1.598, data_time: 0.011, memory: 29668, top1_acc: 0.7384, top5_acc: 0.9089, loss_cls: 1.0315, loss: 1.0315, grad_norm: 5.0734 2021-05-26 22:08:33,125 - mmaction - INFO - Epoch [4][2800/4294] lr: 4.375e-03, eta: 16:48:44, time: 1.110, data_time: 0.006, memory: 29668, top1_acc: 0.7277, top5_acc: 0.9062, loss_cls: 1.0839, loss: 1.0839, grad_norm: 5.4289 2021-05-26 22:08:55,651 - mmaction - INFO - Epoch [4][2820/4294] lr: 4.375e-03, eta: 16:48:13, time: 1.131, data_time: 0.008, memory: 29668, top1_acc: 0.7509, top5_acc: 0.9125, loss_cls: 0.9911, loss: 0.9911, grad_norm: 5.1002 2021-05-26 22:09:21,270 - mmaction - INFO - Epoch [4][2840/4294] lr: 4.375e-03, eta: 16:47:50, time: 1.275, data_time: 0.002, memory: 29668, top1_acc: 0.7402, top5_acc: 0.9071, loss_cls: 1.0044, loss: 1.0044, grad_norm: 5.1661 2021-05-26 22:09:45,956 - mmaction - INFO - Epoch [4][2860/4294] lr: 4.375e-03, eta: 16:47:25, time: 1.238, data_time: 0.010, memory: 29668, top1_acc: 0.7384, top5_acc: 0.9214, loss_cls: 0.9715, loss: 0.9715, grad_norm: 5.3286 2021-05-26 22:10:07,262 - mmaction - INFO - Epoch [4][2880/4294] lr: 4.375e-03, eta: 16:46:49, time: 1.058, data_time: 0.005, memory: 29668, top1_acc: 0.7250, top5_acc: 0.9268, loss_cls: 0.9795, loss: 0.9795, grad_norm: 5.3391 2021-05-26 22:10:30,773 - mmaction - INFO - Epoch [4][2900/4294] lr: 4.375e-03, eta: 16:46:20, time: 1.186, data_time: 0.014, memory: 29668, top1_acc: 0.7250, top5_acc: 0.8964, loss_cls: 1.1168, loss: 1.1168, grad_norm: 5.3469 2021-05-26 22:10:57,288 - mmaction - INFO - Epoch [4][2920/4294] lr: 4.375e-03, eta: 16:46:00, time: 1.321, data_time: 0.003, memory: 29668, top1_acc: 0.7277, top5_acc: 0.9170, loss_cls: 1.0575, loss: 1.0575, grad_norm: 5.2244 2021-05-26 22:11:20,889 - mmaction - INFO - Epoch [4][2940/4294] lr: 4.375e-03, eta: 16:45:32, time: 1.183, data_time: 0.016, memory: 29668, top1_acc: 0.7196, top5_acc: 0.8982, loss_cls: 1.0600, loss: 1.0600, grad_norm: 5.2684 2021-05-26 22:11:40,842 - mmaction - INFO - Epoch [4][2960/4294] lr: 4.375e-03, eta: 16:44:52, time: 1.000, data_time: 0.007, memory: 29668, top1_acc: 0.7330, top5_acc: 0.9125, loss_cls: 1.0239, loss: 1.0239, grad_norm: 5.3668 2021-05-26 22:12:01,059 - mmaction - INFO - Epoch [4][2980/4294] lr: 4.375e-03, eta: 16:44:13, time: 1.011, data_time: 0.003, memory: 29668, top1_acc: 0.7393, top5_acc: 0.9036, loss_cls: 1.0247, loss: 1.0247, grad_norm: 5.2823 2021-05-26 22:12:24,698 - mmaction - INFO - Epoch [4][3000/4294] lr: 4.375e-03, eta: 16:43:45, time: 1.177, data_time: 0.003, memory: 29668, top1_acc: 0.7125, top5_acc: 0.9018, loss_cls: 1.1157, loss: 1.1157, grad_norm: 5.3212 2021-05-26 22:12:49,477 - mmaction - INFO - Epoch [4][3020/4294] lr: 4.375e-03, eta: 16:43:20, time: 1.241, data_time: 0.007, memory: 29668, top1_acc: 0.7330, top5_acc: 0.9187, loss_cls: 0.9996, loss: 0.9996, grad_norm: 5.3296 2021-05-26 22:13:12,434 - mmaction - INFO - Epoch [4][3040/4294] lr: 4.375e-03, eta: 16:42:48, time: 1.128, data_time: 0.006, memory: 29668, top1_acc: 0.7179, top5_acc: 0.9018, loss_cls: 1.0697, loss: 1.0697, grad_norm: 5.2094 2021-05-26 22:13:35,063 - mmaction - INFO - Epoch [4][3060/4294] lr: 4.375e-03, eta: 16:42:18, time: 1.151, data_time: 0.025, memory: 29668, top1_acc: 0.7089, top5_acc: 0.9089, loss_cls: 1.0931, loss: 1.0931, grad_norm: 5.4024 2021-05-26 22:13:58,379 - mmaction - INFO - Epoch [4][3080/4294] lr: 4.375e-03, eta: 16:41:48, time: 1.166, data_time: 0.008, memory: 29668, top1_acc: 0.7339, top5_acc: 0.9321, loss_cls: 0.9717, loss: 0.9717, grad_norm: 5.1799 2021-05-26 22:14:18,584 - mmaction - INFO - Epoch [4][3100/4294] lr: 4.375e-03, eta: 16:41:10, time: 1.011, data_time: 0.007, memory: 29668, top1_acc: 0.7232, top5_acc: 0.9036, loss_cls: 1.1017, loss: 1.1017, grad_norm: 5.4461 2021-05-26 22:14:40,280 - mmaction - INFO - Epoch [4][3120/4294] lr: 4.375e-03, eta: 16:40:36, time: 1.086, data_time: 0.003, memory: 29668, top1_acc: 0.7223, top5_acc: 0.9000, loss_cls: 1.0547, loss: 1.0547, grad_norm: 5.2703 2021-05-26 22:15:05,461 - mmaction - INFO - Epoch [4][3140/4294] lr: 4.375e-03, eta: 16:40:12, time: 1.255, data_time: 0.002, memory: 29668, top1_acc: 0.7473, top5_acc: 0.9134, loss_cls: 1.0085, loss: 1.0085, grad_norm: 5.0892 2021-05-26 22:15:27,060 - mmaction - INFO - Epoch [4][3160/4294] lr: 4.375e-03, eta: 16:39:37, time: 1.080, data_time: 0.007, memory: 29668, top1_acc: 0.7446, top5_acc: 0.9107, loss_cls: 0.9934, loss: 0.9934, grad_norm: 5.0741 2021-05-26 22:15:51,058 - mmaction - INFO - Epoch [4][3180/4294] lr: 4.375e-03, eta: 16:39:10, time: 1.199, data_time: 0.006, memory: 29668, top1_acc: 0.7446, top5_acc: 0.9223, loss_cls: 0.9442, loss: 0.9442, grad_norm: 5.0405 2021-05-26 22:16:14,668 - mmaction - INFO - Epoch [4][3200/4294] lr: 4.375e-03, eta: 16:38:42, time: 1.184, data_time: 0.008, memory: 29668, top1_acc: 0.7089, top5_acc: 0.9018, loss_cls: 1.0815, loss: 1.0815, grad_norm: 5.3878 2021-05-26 22:16:35,515 - mmaction - INFO - Epoch [4][3220/4294] lr: 4.375e-03, eta: 16:38:05, time: 1.042, data_time: 0.006, memory: 29668, top1_acc: 0.7402, top5_acc: 0.9170, loss_cls: 0.9918, loss: 0.9918, grad_norm: 5.2928 2021-05-26 22:17:01,524 - mmaction - INFO - Epoch [4][3240/4294] lr: 4.375e-03, eta: 16:37:44, time: 1.299, data_time: 0.007, memory: 29668, top1_acc: 0.7339, top5_acc: 0.9241, loss_cls: 0.9523, loss: 0.9523, grad_norm: 5.1834 2021-05-26 22:17:25,181 - mmaction - INFO - Epoch [4][3260/4294] lr: 4.375e-03, eta: 16:37:16, time: 1.182, data_time: 0.004, memory: 29668, top1_acc: 0.7286, top5_acc: 0.9054, loss_cls: 1.0791, loss: 1.0791, grad_norm: 5.2834 2021-05-26 22:17:46,266 - mmaction - INFO - Epoch [4][3280/4294] lr: 4.375e-03, eta: 16:36:39, time: 1.038, data_time: 0.008, memory: 29668, top1_acc: 0.7241, top5_acc: 0.9098, loss_cls: 1.0769, loss: 1.0769, grad_norm: 5.5475 2021-05-26 22:18:07,462 - mmaction - INFO - Epoch [4][3300/4294] lr: 4.375e-03, eta: 16:36:04, time: 1.076, data_time: 0.023, memory: 29668, top1_acc: 0.7411, top5_acc: 0.9116, loss_cls: 1.0184, loss: 1.0184, grad_norm: 5.2203 2021-05-26 22:18:27,167 - mmaction - INFO - Epoch [4][3320/4294] lr: 4.375e-03, eta: 16:35:24, time: 0.987, data_time: 0.013, memory: 29668, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 1.0396, loss: 1.0396, grad_norm: 5.1531 2021-05-26 22:18:50,822 - mmaction - INFO - Epoch [4][3340/4294] lr: 4.375e-03, eta: 16:34:56, time: 1.183, data_time: 0.005, memory: 29668, top1_acc: 0.7143, top5_acc: 0.9089, loss_cls: 1.0744, loss: 1.0744, grad_norm: 5.2824 2021-05-26 22:19:16,439 - mmaction - INFO - Epoch [4][3360/4294] lr: 4.375e-03, eta: 16:34:34, time: 1.282, data_time: 0.004, memory: 29668, top1_acc: 0.7330, top5_acc: 0.9232, loss_cls: 0.9885, loss: 0.9885, grad_norm: 5.2822 2021-05-26 22:19:37,409 - mmaction - INFO - Epoch [4][3380/4294] lr: 4.375e-03, eta: 16:33:58, time: 1.048, data_time: 0.002, memory: 29668, top1_acc: 0.7402, top5_acc: 0.9170, loss_cls: 1.0409, loss: 1.0409, grad_norm: 5.3239 2021-05-26 22:20:02,951 - mmaction - INFO - Epoch [4][3400/4294] lr: 4.375e-03, eta: 16:33:36, time: 1.276, data_time: 0.003, memory: 29668, top1_acc: 0.7295, top5_acc: 0.9116, loss_cls: 1.0508, loss: 1.0508, grad_norm: 5.1085 2021-05-26 22:20:26,694 - mmaction - INFO - Epoch [4][3420/4294] lr: 4.375e-03, eta: 16:33:07, time: 1.182, data_time: 0.005, memory: 29668, top1_acc: 0.7375, top5_acc: 0.9018, loss_cls: 1.0535, loss: 1.0535, grad_norm: 5.0054 2021-05-26 22:20:52,182 - mmaction - INFO - Epoch [4][3440/4294] lr: 4.375e-03, eta: 16:32:45, time: 1.277, data_time: 0.015, memory: 29668, top1_acc: 0.7321, top5_acc: 0.9107, loss_cls: 1.0495, loss: 1.0495, grad_norm: 5.3675 2021-05-26 22:21:14,474 - mmaction - INFO - Epoch [4][3460/4294] lr: 4.375e-03, eta: 16:32:12, time: 1.109, data_time: 0.006, memory: 29668, top1_acc: 0.7098, top5_acc: 0.9009, loss_cls: 1.1294, loss: 1.1294, grad_norm: 5.5159 2021-05-26 22:21:39,017 - mmaction - INFO - Epoch [4][3480/4294] lr: 4.375e-03, eta: 16:31:48, time: 1.236, data_time: 0.013, memory: 29668, top1_acc: 0.7312, top5_acc: 0.9036, loss_cls: 1.0379, loss: 1.0379, grad_norm: 5.2749 2021-05-26 22:22:03,060 - mmaction - INFO - Epoch [4][3500/4294] lr: 4.375e-03, eta: 16:31:20, time: 1.198, data_time: 0.004, memory: 29668, top1_acc: 0.7214, top5_acc: 0.8982, loss_cls: 1.0947, loss: 1.0947, grad_norm: 5.4028 2021-05-26 22:22:24,036 - mmaction - INFO - Epoch [4][3520/4294] lr: 4.375e-03, eta: 16:30:45, time: 1.054, data_time: 0.008, memory: 29668, top1_acc: 0.7634, top5_acc: 0.9152, loss_cls: 0.9665, loss: 0.9665, grad_norm: 4.9644 2021-05-26 22:22:47,691 - mmaction - INFO - Epoch [4][3540/4294] lr: 4.375e-03, eta: 16:30:17, time: 1.179, data_time: 0.003, memory: 29668, top1_acc: 0.7312, top5_acc: 0.9152, loss_cls: 0.9809, loss: 0.9809, grad_norm: 5.2810 2021-05-26 22:23:09,899 - mmaction - INFO - Epoch [4][3560/4294] lr: 4.375e-03, eta: 16:29:45, time: 1.114, data_time: 0.006, memory: 29668, top1_acc: 0.7268, top5_acc: 0.9223, loss_cls: 0.9790, loss: 0.9790, grad_norm: 5.3936 2021-05-26 22:23:34,219 - mmaction - INFO - Epoch [4][3580/4294] lr: 4.375e-03, eta: 16:29:18, time: 1.211, data_time: 0.027, memory: 29668, top1_acc: 0.7054, top5_acc: 0.8848, loss_cls: 1.1952, loss: 1.1952, grad_norm: 5.5047 2021-05-26 22:23:59,747 - mmaction - INFO - Epoch [4][3600/4294] lr: 4.375e-03, eta: 16:28:56, time: 1.279, data_time: 0.010, memory: 29668, top1_acc: 0.7241, top5_acc: 0.9054, loss_cls: 1.0328, loss: 1.0328, grad_norm: 5.3288 2021-05-26 22:24:23,503 - mmaction - INFO - Epoch [4][3620/4294] lr: 4.375e-03, eta: 16:28:28, time: 1.179, data_time: 0.007, memory: 29668, top1_acc: 0.7161, top5_acc: 0.9080, loss_cls: 1.1063, loss: 1.1063, grad_norm: 5.3507 2021-05-26 22:24:46,202 - mmaction - INFO - Epoch [4][3640/4294] lr: 4.375e-03, eta: 16:27:57, time: 1.141, data_time: 0.018, memory: 29668, top1_acc: 0.7402, top5_acc: 0.9321, loss_cls: 0.9796, loss: 0.9796, grad_norm: 5.0337 2021-05-26 22:25:06,268 - mmaction - INFO - Epoch [4][3660/4294] lr: 4.375e-03, eta: 16:27:19, time: 1.009, data_time: 0.008, memory: 29668, top1_acc: 0.7312, top5_acc: 0.9000, loss_cls: 1.0447, loss: 1.0447, grad_norm: 5.0899 2021-05-26 22:25:30,690 - mmaction - INFO - Epoch [4][3680/4294] lr: 4.375e-03, eta: 16:26:53, time: 1.219, data_time: 0.004, memory: 29668, top1_acc: 0.7179, top5_acc: 0.9098, loss_cls: 1.0451, loss: 1.0451, grad_norm: 5.3182 2021-05-26 22:25:51,289 - mmaction - INFO - Epoch [4][3700/4294] lr: 4.375e-03, eta: 16:26:17, time: 1.032, data_time: 0.005, memory: 29668, top1_acc: 0.7259, top5_acc: 0.9161, loss_cls: 1.0241, loss: 1.0241, grad_norm: 5.4239 2021-05-26 22:26:14,250 - mmaction - INFO - Epoch [4][3720/4294] lr: 4.375e-03, eta: 16:25:47, time: 1.148, data_time: 0.002, memory: 29668, top1_acc: 0.7143, top5_acc: 0.9062, loss_cls: 1.0845, loss: 1.0845, grad_norm: 5.4034 2021-05-26 22:26:34,235 - mmaction - INFO - Epoch [4][3740/4294] lr: 4.375e-03, eta: 16:25:09, time: 0.999, data_time: 0.002, memory: 29668, top1_acc: 0.7446, top5_acc: 0.9187, loss_cls: 1.0105, loss: 1.0105, grad_norm: 5.0408 2021-05-26 22:26:56,310 - mmaction - INFO - Epoch [4][3760/4294] lr: 4.375e-03, eta: 16:24:36, time: 1.103, data_time: 0.003, memory: 29668, top1_acc: 0.7268, top5_acc: 0.9080, loss_cls: 1.0744, loss: 1.0744, grad_norm: 5.1097 2021-05-26 22:27:18,520 - mmaction - INFO - Epoch [4][3780/4294] lr: 4.375e-03, eta: 16:24:04, time: 1.108, data_time: 0.005, memory: 29668, top1_acc: 0.7286, top5_acc: 0.9009, loss_cls: 1.0808, loss: 1.0808, grad_norm: 5.1812 2021-05-26 22:27:41,339 - mmaction - INFO - Epoch [4][3800/4294] lr: 4.375e-03, eta: 16:23:34, time: 1.144, data_time: 0.007, memory: 29668, top1_acc: 0.7304, top5_acc: 0.8964, loss_cls: 1.0956, loss: 1.0956, grad_norm: 5.4827 2021-05-26 22:28:02,088 - mmaction - INFO - Epoch [4][3820/4294] lr: 4.375e-03, eta: 16:22:58, time: 1.034, data_time: 0.007, memory: 29668, top1_acc: 0.7339, top5_acc: 0.9170, loss_cls: 1.0046, loss: 1.0046, grad_norm: 5.0808 2021-05-26 22:28:24,463 - mmaction - INFO - Epoch [4][3840/4294] lr: 4.375e-03, eta: 16:22:26, time: 1.122, data_time: 0.006, memory: 29668, top1_acc: 0.7268, top5_acc: 0.9036, loss_cls: 1.0534, loss: 1.0534, grad_norm: 5.0870 2021-05-26 22:28:52,798 - mmaction - INFO - Epoch [4][3860/4294] lr: 4.375e-03, eta: 16:22:12, time: 1.417, data_time: 0.004, memory: 29668, top1_acc: 0.7232, top5_acc: 0.8991, loss_cls: 1.0855, loss: 1.0855, grad_norm: 5.1899 2021-05-26 22:29:17,223 - mmaction - INFO - Epoch [4][3880/4294] lr: 4.375e-03, eta: 16:21:46, time: 1.215, data_time: 0.004, memory: 29668, top1_acc: 0.7384, top5_acc: 0.9125, loss_cls: 1.0122, loss: 1.0122, grad_norm: 4.9233 2021-05-26 22:29:37,849 - mmaction - INFO - Epoch [4][3900/4294] lr: 4.375e-03, eta: 16:21:10, time: 1.037, data_time: 0.011, memory: 29668, top1_acc: 0.7321, top5_acc: 0.9098, loss_cls: 1.0325, loss: 1.0325, grad_norm: 5.1154 2021-05-26 22:29:58,901 - mmaction - INFO - Epoch [4][3920/4294] lr: 4.375e-03, eta: 16:20:35, time: 1.053, data_time: 0.005, memory: 29668, top1_acc: 0.7125, top5_acc: 0.9071, loss_cls: 1.0754, loss: 1.0754, grad_norm: 5.2827 2021-05-26 22:30:22,434 - mmaction - INFO - Epoch [4][3940/4294] lr: 4.375e-03, eta: 16:20:07, time: 1.174, data_time: 0.004, memory: 29668, top1_acc: 0.7366, top5_acc: 0.9125, loss_cls: 0.9989, loss: 0.9989, grad_norm: 5.3026 2021-05-26 22:30:43,900 - mmaction - INFO - Epoch [4][3960/4294] lr: 4.375e-03, eta: 16:19:33, time: 1.075, data_time: 0.006, memory: 29668, top1_acc: 0.7420, top5_acc: 0.9134, loss_cls: 1.0020, loss: 1.0020, grad_norm: 5.1919 2021-05-26 22:31:03,893 - mmaction - INFO - Epoch [4][3980/4294] lr: 4.375e-03, eta: 16:18:55, time: 1.001, data_time: 0.005, memory: 29668, top1_acc: 0.7143, top5_acc: 0.8920, loss_cls: 1.1235, loss: 1.1235, grad_norm: 5.7199 2021-05-26 22:31:35,021 - mmaction - INFO - Epoch [4][4000/4294] lr: 4.375e-03, eta: 16:18:48, time: 1.552, data_time: 0.004, memory: 29668, top1_acc: 0.7509, top5_acc: 0.9196, loss_cls: 0.9354, loss: 0.9354, grad_norm: 5.0564 2021-05-26 22:31:57,193 - mmaction - INFO - Epoch [4][4020/4294] lr: 4.375e-03, eta: 16:18:16, time: 1.112, data_time: 0.007, memory: 29668, top1_acc: 0.7277, top5_acc: 0.9134, loss_cls: 1.0237, loss: 1.0237, grad_norm: 5.3805 2021-05-26 22:32:18,010 - mmaction - INFO - Epoch [4][4040/4294] lr: 4.375e-03, eta: 16:17:41, time: 1.040, data_time: 0.006, memory: 29668, top1_acc: 0.7277, top5_acc: 0.9187, loss_cls: 0.9814, loss: 0.9814, grad_norm: 5.3776 2021-05-26 22:32:42,049 - mmaction - INFO - Epoch [4][4060/4294] lr: 4.375e-03, eta: 16:17:14, time: 1.200, data_time: 0.006, memory: 29668, top1_acc: 0.7036, top5_acc: 0.8786, loss_cls: 1.1843, loss: 1.1843, grad_norm: 5.2882 2021-05-26 22:33:02,794 - mmaction - INFO - Epoch [4][4080/4294] lr: 4.375e-03, eta: 16:16:38, time: 1.041, data_time: 0.007, memory: 29668, top1_acc: 0.7384, top5_acc: 0.9134, loss_cls: 1.0065, loss: 1.0065, grad_norm: 5.0165 2021-05-26 22:33:24,459 - mmaction - INFO - Epoch [4][4100/4294] lr: 4.375e-03, eta: 16:16:05, time: 1.083, data_time: 0.003, memory: 29668, top1_acc: 0.7286, top5_acc: 0.9107, loss_cls: 1.0800, loss: 1.0800, grad_norm: 5.4495 2021-05-26 22:33:45,814 - mmaction - INFO - Epoch [4][4120/4294] lr: 4.375e-03, eta: 16:15:31, time: 1.068, data_time: 0.003, memory: 29668, top1_acc: 0.7321, top5_acc: 0.9089, loss_cls: 0.9973, loss: 0.9973, grad_norm: 5.2829 2021-05-26 22:34:10,627 - mmaction - INFO - Epoch [4][4140/4294] lr: 4.375e-03, eta: 16:15:06, time: 1.231, data_time: 0.003, memory: 29668, top1_acc: 0.7125, top5_acc: 0.9054, loss_cls: 1.0911, loss: 1.0911, grad_norm: 5.5660 2021-05-26 22:34:35,041 - mmaction - INFO - Epoch [4][4160/4294] lr: 4.375e-03, eta: 16:14:41, time: 1.229, data_time: 0.013, memory: 29668, top1_acc: 0.7205, top5_acc: 0.9205, loss_cls: 1.0166, loss: 1.0166, grad_norm: 5.2672 2021-05-26 22:34:55,889 - mmaction - INFO - Epoch [4][4180/4294] lr: 4.375e-03, eta: 16:14:06, time: 1.045, data_time: 0.005, memory: 29668, top1_acc: 0.7330, top5_acc: 0.8955, loss_cls: 1.0688, loss: 1.0688, grad_norm: 5.3593 2021-05-26 22:35:24,458 - mmaction - INFO - Epoch [4][4200/4294] lr: 4.375e-03, eta: 16:13:52, time: 1.424, data_time: 0.016, memory: 29668, top1_acc: 0.7179, top5_acc: 0.9196, loss_cls: 1.0366, loss: 1.0366, grad_norm: 5.1087 2021-05-26 22:35:44,525 - mmaction - INFO - Epoch [4][4220/4294] lr: 4.375e-03, eta: 16:13:15, time: 1.008, data_time: 0.007, memory: 29668, top1_acc: 0.7312, top5_acc: 0.9125, loss_cls: 1.0068, loss: 1.0068, grad_norm: 5.2242 2021-05-26 22:36:06,001 - mmaction - INFO - Epoch [4][4240/4294] lr: 4.375e-03, eta: 16:12:41, time: 1.067, data_time: 0.003, memory: 29668, top1_acc: 0.7491, top5_acc: 0.9161, loss_cls: 1.0067, loss: 1.0067, grad_norm: 4.9578 2021-05-26 22:36:27,312 - mmaction - INFO - Epoch [4][4260/4294] lr: 4.375e-03, eta: 16:12:07, time: 1.073, data_time: 0.009, memory: 29668, top1_acc: 0.7063, top5_acc: 0.9009, loss_cls: 1.0941, loss: 1.0941, grad_norm: 5.4594 2021-05-26 22:36:48,813 - mmaction - INFO - Epoch [4][4280/4294] lr: 4.375e-03, eta: 16:11:34, time: 1.074, data_time: 0.003, memory: 29668, top1_acc: 0.7018, top5_acc: 0.9009, loss_cls: 1.1104, loss: 1.1104, grad_norm: 5.5011 2021-05-26 22:37:17,116 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-05-26 22:46:01,154 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-26 22:46:02,061 - mmaction - INFO - top1_acc 0.7272 top5_acc 0.9098 2021-05-26 22:46:02,061 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-26 22:46:02,156 - mmaction - INFO - mean_acc 0.7271 2021-05-26 22:46:03,884 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2021-05-26 22:46:03,884 - mmaction - INFO - Best top1_acc is 0.7272 at 4 epoch. 2021-05-26 22:46:03,893 - mmaction - INFO - Epoch(val) [4][4294] top1_acc: 0.7272, top5_acc: 0.9098, mean_class_accuracy: 0.7271 2021-05-26 22:51:40,938 - mmaction - INFO - Epoch [5][20/4294] lr: 4.375e-03, eta: 16:24:22, time: 16.845, data_time: 15.474, memory: 29668, top1_acc: 0.7509, top5_acc: 0.9241, loss_cls: 0.9640, loss: 0.9640, grad_norm: 5.0127 2021-05-26 22:52:01,683 - mmaction - INFO - Epoch [5][40/4294] lr: 4.375e-03, eta: 16:23:45, time: 1.038, data_time: 0.008, memory: 29668, top1_acc: 0.7661, top5_acc: 0.9366, loss_cls: 0.8563, loss: 0.8563, grad_norm: 4.7810 2021-05-26 22:52:20,999 - mmaction - INFO - Epoch [5][60/4294] lr: 4.375e-03, eta: 16:23:05, time: 0.970, data_time: 0.006, memory: 29668, top1_acc: 0.7589, top5_acc: 0.9187, loss_cls: 0.9233, loss: 0.9233, grad_norm: 4.9907 2021-05-26 22:52:43,196 - mmaction - INFO - Epoch [5][80/4294] lr: 4.375e-03, eta: 16:22:32, time: 1.105, data_time: 0.002, memory: 29668, top1_acc: 0.7464, top5_acc: 0.9250, loss_cls: 0.9160, loss: 0.9160, grad_norm: 5.2248 2021-05-26 22:53:04,837 - mmaction - INFO - Epoch [5][100/4294] lr: 4.375e-03, eta: 16:21:58, time: 1.086, data_time: 0.008, memory: 29668, top1_acc: 0.7554, top5_acc: 0.9187, loss_cls: 0.9355, loss: 0.9355, grad_norm: 4.9410 2021-05-26 22:53:25,656 - mmaction - INFO - Epoch [5][120/4294] lr: 4.375e-03, eta: 16:21:21, time: 1.042, data_time: 0.003, memory: 29668, top1_acc: 0.7616, top5_acc: 0.9339, loss_cls: 0.8578, loss: 0.8578, grad_norm: 4.9024 2021-05-26 22:53:51,340 - mmaction - INFO - Epoch [5][140/4294] lr: 4.375e-03, eta: 16:20:58, time: 1.283, data_time: 0.002, memory: 29668, top1_acc: 0.7589, top5_acc: 0.9214, loss_cls: 0.9443, loss: 0.9443, grad_norm: 4.9806 2021-05-26 22:54:13,003 - mmaction - INFO - Epoch [5][160/4294] lr: 4.375e-03, eta: 16:20:24, time: 1.083, data_time: 0.008, memory: 29668, top1_acc: 0.7438, top5_acc: 0.9223, loss_cls: 0.9707, loss: 0.9707, grad_norm: 5.2293 2021-05-26 22:54:39,537 - mmaction - INFO - Epoch [5][180/4294] lr: 4.375e-03, eta: 16:20:03, time: 1.323, data_time: 0.006, memory: 29668, top1_acc: 0.7500, top5_acc: 0.9161, loss_cls: 0.9893, loss: 0.9893, grad_norm: 5.1145 2021-05-26 22:55:02,231 - mmaction - INFO - Epoch [5][200/4294] lr: 4.375e-03, eta: 16:19:32, time: 1.139, data_time: 0.007, memory: 29668, top1_acc: 0.7571, top5_acc: 0.9348, loss_cls: 0.9143, loss: 0.9143, grad_norm: 5.1108 2021-05-26 22:55:24,136 - mmaction - INFO - Epoch [5][220/4294] lr: 4.375e-03, eta: 16:18:58, time: 1.092, data_time: 0.003, memory: 29668, top1_acc: 0.7259, top5_acc: 0.9179, loss_cls: 0.9866, loss: 0.9866, grad_norm: 5.2174 2021-05-26 22:55:51,013 - mmaction - INFO - Epoch [5][240/4294] lr: 4.375e-03, eta: 16:18:39, time: 1.345, data_time: 0.007, memory: 29668, top1_acc: 0.7384, top5_acc: 0.9089, loss_cls: 1.0079, loss: 1.0079, grad_norm: 5.3531 2021-05-26 22:56:14,331 - mmaction - INFO - Epoch [5][260/4294] lr: 4.375e-03, eta: 16:18:09, time: 1.164, data_time: 0.006, memory: 29668, top1_acc: 0.7545, top5_acc: 0.9223, loss_cls: 0.9379, loss: 0.9379, grad_norm: 5.0340 2021-05-26 22:56:37,565 - mmaction - INFO - Epoch [5][280/4294] lr: 4.375e-03, eta: 16:17:40, time: 1.166, data_time: 0.008, memory: 29668, top1_acc: 0.7339, top5_acc: 0.9134, loss_cls: 0.9802, loss: 0.9802, grad_norm: 5.0803 2021-05-26 22:57:00,057 - mmaction - INFO - Epoch [5][300/4294] lr: 4.375e-03, eta: 16:17:08, time: 1.123, data_time: 0.005, memory: 29668, top1_acc: 0.7295, top5_acc: 0.9080, loss_cls: 1.0469, loss: 1.0469, grad_norm: 5.2679 2021-05-26 22:57:27,512 - mmaction - INFO - Epoch [5][320/4294] lr: 4.375e-03, eta: 16:16:49, time: 1.370, data_time: 0.008, memory: 29668, top1_acc: 0.7321, top5_acc: 0.9045, loss_cls: 0.9798, loss: 0.9798, grad_norm: 5.3846 2021-05-26 22:57:47,921 - mmaction - INFO - Epoch [5][340/4294] lr: 4.375e-03, eta: 16:16:12, time: 1.026, data_time: 0.008, memory: 29668, top1_acc: 0.7562, top5_acc: 0.9161, loss_cls: 0.9319, loss: 0.9319, grad_norm: 5.0529 2021-05-26 22:58:11,516 - mmaction - INFO - Epoch [5][360/4294] lr: 4.375e-03, eta: 16:15:43, time: 1.174, data_time: 0.002, memory: 29668, top1_acc: 0.7661, top5_acc: 0.9125, loss_cls: 0.9170, loss: 0.9170, grad_norm: 4.9505 2021-05-26 22:58:42,578 - mmaction - INFO - Epoch [5][380/4294] lr: 4.375e-03, eta: 16:15:35, time: 1.552, data_time: 0.010, memory: 29668, top1_acc: 0.7250, top5_acc: 0.9223, loss_cls: 0.9881, loss: 0.9881, grad_norm: 5.1961 2021-05-26 22:59:06,199 - mmaction - INFO - Epoch [5][400/4294] lr: 4.375e-03, eta: 16:15:06, time: 1.184, data_time: 0.009, memory: 29668, top1_acc: 0.7420, top5_acc: 0.9205, loss_cls: 0.9633, loss: 0.9633, grad_norm: 5.1971 2021-05-26 22:59:32,730 - mmaction - INFO - Epoch [5][420/4294] lr: 4.375e-03, eta: 16:14:45, time: 1.325, data_time: 0.006, memory: 29668, top1_acc: 0.7598, top5_acc: 0.9339, loss_cls: 0.8719, loss: 0.8719, grad_norm: 5.0116 2021-05-26 22:59:56,494 - mmaction - INFO - Epoch [5][440/4294] lr: 4.375e-03, eta: 16:14:17, time: 1.187, data_time: 0.007, memory: 29668, top1_acc: 0.7536, top5_acc: 0.9223, loss_cls: 0.8823, loss: 0.8823, grad_norm: 4.8978 2021-05-26 23:00:22,653 - mmaction - INFO - Epoch [5][460/4294] lr: 4.375e-03, eta: 16:13:55, time: 1.305, data_time: 0.008, memory: 29668, top1_acc: 0.7143, top5_acc: 0.9205, loss_cls: 1.0358, loss: 1.0358, grad_norm: 5.5968 2021-05-26 23:00:43,522 - mmaction - INFO - Epoch [5][480/4294] lr: 4.375e-03, eta: 16:13:19, time: 1.050, data_time: 0.012, memory: 29668, top1_acc: 0.7438, top5_acc: 0.9089, loss_cls: 0.9689, loss: 0.9689, grad_norm: 5.0822 2021-05-26 23:01:11,996 - mmaction - INFO - Epoch [5][500/4294] lr: 4.375e-03, eta: 16:13:03, time: 1.420, data_time: 0.008, memory: 29668, top1_acc: 0.7661, top5_acc: 0.9411, loss_cls: 0.8091, loss: 0.8091, grad_norm: 4.7755 2021-05-26 23:01:37,838 - mmaction - INFO - Epoch [5][520/4294] lr: 4.375e-03, eta: 16:12:41, time: 1.294, data_time: 0.010, memory: 29668, top1_acc: 0.7241, top5_acc: 0.9027, loss_cls: 1.0597, loss: 1.0597, grad_norm: 5.3382 2021-05-26 23:02:03,988 - mmaction - INFO - Epoch [5][540/4294] lr: 4.375e-03, eta: 16:12:19, time: 1.312, data_time: 0.010, memory: 29668, top1_acc: 0.7250, top5_acc: 0.9134, loss_cls: 0.9669, loss: 0.9669, grad_norm: 5.2314 2021-05-26 23:02:29,308 - mmaction - INFO - Epoch [5][560/4294] lr: 4.375e-03, eta: 16:11:55, time: 1.262, data_time: 0.006, memory: 29668, top1_acc: 0.7411, top5_acc: 0.9116, loss_cls: 0.9640, loss: 0.9640, grad_norm: 5.1498 2021-05-26 23:02:50,737 - mmaction - INFO - Epoch [5][580/4294] lr: 4.375e-03, eta: 16:11:20, time: 1.071, data_time: 0.007, memory: 29668, top1_acc: 0.7464, top5_acc: 0.9295, loss_cls: 0.9352, loss: 0.9352, grad_norm: 5.0384 2021-05-26 23:03:18,731 - mmaction - INFO - Epoch [5][600/4294] lr: 4.375e-03, eta: 16:11:03, time: 1.399, data_time: 0.025, memory: 29668, top1_acc: 0.7482, top5_acc: 0.9143, loss_cls: 0.9823, loss: 0.9823, grad_norm: 5.1208 2021-05-26 23:03:41,193 - mmaction - INFO - Epoch [5][620/4294] lr: 4.375e-03, eta: 16:10:32, time: 1.126, data_time: 0.007, memory: 29668, top1_acc: 0.7616, top5_acc: 0.9304, loss_cls: 0.8894, loss: 0.8894, grad_norm: 5.2441 2021-05-26 23:04:03,809 - mmaction - INFO - Epoch [5][640/4294] lr: 4.375e-03, eta: 16:10:01, time: 1.133, data_time: 0.005, memory: 29668, top1_acc: 0.7545, top5_acc: 0.9125, loss_cls: 0.9999, loss: 0.9999, grad_norm: 5.1795 2021-05-26 23:04:23,773 - mmaction - INFO - Epoch [5][660/4294] lr: 4.375e-03, eta: 16:09:23, time: 0.999, data_time: 0.003, memory: 29668, top1_acc: 0.7518, top5_acc: 0.9232, loss_cls: 0.9426, loss: 0.9426, grad_norm: 5.2830 2021-05-26 23:04:48,895 - mmaction - INFO - Epoch [5][680/4294] lr: 4.375e-03, eta: 16:08:58, time: 1.251, data_time: 0.003, memory: 29668, top1_acc: 0.7455, top5_acc: 0.9161, loss_cls: 0.9851, loss: 0.9851, grad_norm: 5.4038 2021-05-26 23:05:12,759 - mmaction - INFO - Epoch [5][700/4294] lr: 4.375e-03, eta: 16:08:30, time: 1.193, data_time: 0.008, memory: 29668, top1_acc: 0.7562, top5_acc: 0.9241, loss_cls: 0.9202, loss: 0.9202, grad_norm: 5.0948 2021-05-26 23:05:37,195 - mmaction - INFO - Epoch [5][720/4294] lr: 4.375e-03, eta: 16:08:04, time: 1.222, data_time: 0.007, memory: 29668, top1_acc: 0.7473, top5_acc: 0.9143, loss_cls: 0.9676, loss: 0.9676, grad_norm: 5.1782 2021-05-26 23:05:56,425 - mmaction - INFO - Epoch [5][740/4294] lr: 4.375e-03, eta: 16:07:24, time: 0.966, data_time: 0.006, memory: 29668, top1_acc: 0.7420, top5_acc: 0.9125, loss_cls: 1.0033, loss: 1.0033, grad_norm: 5.3462 2021-05-26 23:06:19,609 - mmaction - INFO - Epoch [5][760/4294] lr: 4.375e-03, eta: 16:06:54, time: 1.153, data_time: 0.006, memory: 29668, top1_acc: 0.7518, top5_acc: 0.9134, loss_cls: 0.9594, loss: 0.9594, grad_norm: 5.1003 2021-05-26 23:06:40,919 - mmaction - INFO - Epoch [5][780/4294] lr: 4.375e-03, eta: 16:06:19, time: 1.059, data_time: 0.008, memory: 29668, top1_acc: 0.7616, top5_acc: 0.9259, loss_cls: 0.9186, loss: 0.9186, grad_norm: 4.8951 2021-05-26 23:07:02,361 - mmaction - INFO - Epoch [5][800/4294] lr: 4.375e-03, eta: 16:05:46, time: 1.080, data_time: 0.016, memory: 29668, top1_acc: 0.7616, top5_acc: 0.9357, loss_cls: 0.8874, loss: 0.8874, grad_norm: 4.8882 2021-05-26 23:07:22,024 - mmaction - INFO - Epoch [5][820/4294] lr: 4.375e-03, eta: 16:05:07, time: 0.987, data_time: 0.011, memory: 29668, top1_acc: 0.7554, top5_acc: 0.9205, loss_cls: 0.9534, loss: 0.9534, grad_norm: 5.1689 2021-05-26 23:07:50,600 - mmaction - INFO - Epoch [5][840/4294] lr: 4.375e-03, eta: 16:04:51, time: 1.426, data_time: 0.003, memory: 29668, top1_acc: 0.7455, top5_acc: 0.9143, loss_cls: 0.9650, loss: 0.9650, grad_norm: 5.1708 2021-05-26 23:08:14,645 - mmaction - INFO - Epoch [5][860/4294] lr: 4.375e-03, eta: 16:04:24, time: 1.192, data_time: 0.006, memory: 29668, top1_acc: 0.7357, top5_acc: 0.9152, loss_cls: 0.9793, loss: 0.9793, grad_norm: 5.3316 2021-05-26 23:08:35,586 - mmaction - INFO - Epoch [5][880/4294] lr: 4.375e-03, eta: 16:03:49, time: 1.060, data_time: 0.016, memory: 29668, top1_acc: 0.7518, top5_acc: 0.9250, loss_cls: 0.9176, loss: 0.9176, grad_norm: 4.9911 2021-05-26 23:09:01,028 - mmaction - INFO - Epoch [5][900/4294] lr: 4.375e-03, eta: 16:03:25, time: 1.272, data_time: 0.004, memory: 29668, top1_acc: 0.7518, top5_acc: 0.9107, loss_cls: 1.0090, loss: 1.0090, grad_norm: 5.2778 2021-05-26 23:09:24,975 - mmaction - INFO - Epoch [5][920/4294] lr: 4.375e-03, eta: 16:02:58, time: 1.196, data_time: 0.003, memory: 29668, top1_acc: 0.7473, top5_acc: 0.9152, loss_cls: 0.9755, loss: 0.9755, grad_norm: 5.1609 2021-05-26 23:09:47,141 - mmaction - INFO - Epoch [5][940/4294] lr: 4.375e-03, eta: 16:02:26, time: 1.110, data_time: 0.007, memory: 29668, top1_acc: 0.7625, top5_acc: 0.9357, loss_cls: 0.8685, loss: 0.8685, grad_norm: 5.0608 2021-05-26 23:10:10,570 - mmaction - INFO - Epoch [5][960/4294] lr: 4.375e-03, eta: 16:01:57, time: 1.168, data_time: 0.005, memory: 29668, top1_acc: 0.7598, top5_acc: 0.9259, loss_cls: 0.9211, loss: 0.9211, grad_norm: 5.1555 2021-05-26 23:10:30,925 - mmaction - INFO - Epoch [5][980/4294] lr: 4.375e-03, eta: 16:01:20, time: 1.021, data_time: 0.006, memory: 29668, top1_acc: 0.7429, top5_acc: 0.9321, loss_cls: 0.9081, loss: 0.9081, grad_norm: 5.2327 2021-05-26 23:10:54,366 - mmaction - INFO - Epoch [5][1000/4294] lr: 4.375e-03, eta: 16:00:49, time: 1.127, data_time: 0.002, memory: 29668, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 0.9809, loss: 0.9809, grad_norm: 5.3218 2021-05-26 23:11:19,171 - mmaction - INFO - Epoch [5][1020/4294] lr: 4.375e-03, eta: 16:00:26, time: 1.285, data_time: 0.047, memory: 29668, top1_acc: 0.7446, top5_acc: 0.9152, loss_cls: 0.9863, loss: 0.9863, grad_norm: 5.2424 2021-05-26 23:11:46,179 - mmaction - INFO - Epoch [5][1040/4294] lr: 4.375e-03, eta: 16:00:06, time: 1.347, data_time: 0.004, memory: 29668, top1_acc: 0.7464, top5_acc: 0.9205, loss_cls: 0.9743, loss: 0.9743, grad_norm: 5.3482 2021-05-26 23:12:09,805 - mmaction - INFO - Epoch [5][1060/4294] lr: 4.375e-03, eta: 15:59:38, time: 1.185, data_time: 0.006, memory: 29668, top1_acc: 0.7634, top5_acc: 0.9357, loss_cls: 0.8877, loss: 0.8877, grad_norm: 5.1534 2021-05-26 23:12:30,670 - mmaction - INFO - Epoch [5][1080/4294] lr: 4.375e-03, eta: 15:59:03, time: 1.043, data_time: 0.008, memory: 29668, top1_acc: 0.7438, top5_acc: 0.9259, loss_cls: 0.9337, loss: 0.9337, grad_norm: 5.3251 2021-05-26 23:12:50,721 - mmaction - INFO - Epoch [5][1100/4294] lr: 4.375e-03, eta: 15:58:26, time: 1.003, data_time: 0.003, memory: 29668, top1_acc: 0.7509, top5_acc: 0.9179, loss_cls: 0.9612, loss: 0.9612, grad_norm: 5.1765 2021-05-26 23:13:16,254 - mmaction - INFO - Epoch [5][1120/4294] lr: 4.375e-03, eta: 15:58:02, time: 1.271, data_time: 0.009, memory: 29668, top1_acc: 0.7455, top5_acc: 0.9277, loss_cls: 0.9327, loss: 0.9327, grad_norm: 5.2572 2021-05-26 23:13:38,306 - mmaction - INFO - Epoch [5][1140/4294] lr: 4.375e-03, eta: 15:57:30, time: 1.109, data_time: 0.012, memory: 29668, top1_acc: 0.7536, top5_acc: 0.9152, loss_cls: 0.9561, loss: 0.9561, grad_norm: 4.9297 2021-05-26 23:13:59,787 - mmaction - INFO - Epoch [5][1160/4294] lr: 4.375e-03, eta: 15:56:57, time: 1.074, data_time: 0.004, memory: 29668, top1_acc: 0.7625, top5_acc: 0.9259, loss_cls: 0.8745, loss: 0.8745, grad_norm: 5.0310 2021-05-26 23:14:25,864 - mmaction - INFO - Epoch [5][1180/4294] lr: 4.375e-03, eta: 15:56:34, time: 1.297, data_time: 0.004, memory: 29668, top1_acc: 0.7509, top5_acc: 0.9250, loss_cls: 0.9030, loss: 0.9030, grad_norm: 5.2337 2021-05-26 23:14:51,497 - mmaction - INFO - Epoch [5][1200/4294] lr: 4.375e-03, eta: 15:56:10, time: 1.257, data_time: 0.010, memory: 29668, top1_acc: 0.7518, top5_acc: 0.9250, loss_cls: 0.9493, loss: 0.9493, grad_norm: 5.2467 2021-05-26 23:15:16,425 - mmaction - INFO - Epoch [5][1220/4294] lr: 4.375e-03, eta: 15:55:46, time: 1.274, data_time: 0.033, memory: 29668, top1_acc: 0.7393, top5_acc: 0.9161, loss_cls: 0.9871, loss: 0.9871, grad_norm: 5.1560 2021-05-26 23:15:39,906 - mmaction - INFO - Epoch [5][1240/4294] lr: 4.375e-03, eta: 15:55:18, time: 1.175, data_time: 0.010, memory: 29668, top1_acc: 0.7473, top5_acc: 0.9295, loss_cls: 0.8913, loss: 0.8913, grad_norm: 4.9731 2021-05-26 23:15:59,812 - mmaction - INFO - Epoch [5][1260/4294] lr: 4.375e-03, eta: 15:54:40, time: 0.998, data_time: 0.005, memory: 29668, top1_acc: 0.7446, top5_acc: 0.9179, loss_cls: 0.9929, loss: 0.9929, grad_norm: 5.2764 2021-05-26 23:16:28,277 - mmaction - INFO - Epoch [5][1280/4294] lr: 4.375e-03, eta: 15:54:24, time: 1.420, data_time: 0.003, memory: 29668, top1_acc: 0.7348, top5_acc: 0.9116, loss_cls: 1.0288, loss: 1.0288, grad_norm: 5.2739 2021-05-26 23:16:49,457 - mmaction - INFO - Epoch [5][1300/4294] lr: 4.375e-03, eta: 15:53:50, time: 1.062, data_time: 0.005, memory: 29668, top1_acc: 0.7545, top5_acc: 0.9205, loss_cls: 0.9266, loss: 0.9266, grad_norm: 5.0627 2021-05-26 23:17:11,947 - mmaction - INFO - Epoch [5][1320/4294] lr: 4.375e-03, eta: 15:53:19, time: 1.125, data_time: 0.004, memory: 29668, top1_acc: 0.7357, top5_acc: 0.9286, loss_cls: 0.9515, loss: 0.9515, grad_norm: 5.1745 2021-05-26 23:17:33,465 - mmaction - INFO - Epoch [5][1340/4294] lr: 4.375e-03, eta: 15:52:46, time: 1.072, data_time: 0.002, memory: 29668, top1_acc: 0.7259, top5_acc: 0.9107, loss_cls: 1.0318, loss: 1.0318, grad_norm: 5.4161 2021-05-26 23:17:54,693 - mmaction - INFO - Epoch [5][1360/4294] lr: 4.375e-03, eta: 15:52:12, time: 1.063, data_time: 0.006, memory: 29668, top1_acc: 0.7580, top5_acc: 0.9125, loss_cls: 0.9257, loss: 0.9257, grad_norm: 4.9425 2021-05-26 23:18:15,022 - mmaction - INFO - Epoch [5][1380/4294] lr: 4.375e-03, eta: 15:51:35, time: 1.012, data_time: 0.005, memory: 29668, top1_acc: 0.7661, top5_acc: 0.9304, loss_cls: 0.8899, loss: 0.8899, grad_norm: 4.8963 2021-05-26 23:18:39,259 - mmaction - INFO - Epoch [5][1400/4294] lr: 4.375e-03, eta: 15:51:09, time: 1.213, data_time: 0.011, memory: 29668, top1_acc: 0.7089, top5_acc: 0.9116, loss_cls: 1.0657, loss: 1.0657, grad_norm: 5.5636 2021-05-26 23:19:00,666 - mmaction - INFO - Epoch [5][1420/4294] lr: 4.375e-03, eta: 15:50:35, time: 1.073, data_time: 0.009, memory: 29668, top1_acc: 0.7652, top5_acc: 0.9179, loss_cls: 0.9256, loss: 0.9256, grad_norm: 5.0168 2021-05-26 23:19:27,295 - mmaction - INFO - Epoch [5][1440/4294] lr: 4.375e-03, eta: 15:50:14, time: 1.322, data_time: 0.006, memory: 29668, top1_acc: 0.7661, top5_acc: 0.9313, loss_cls: 0.9028, loss: 0.9028, grad_norm: 4.9607 2021-05-26 23:19:49,252 - mmaction - INFO - Epoch [5][1460/4294] lr: 4.375e-03, eta: 15:49:43, time: 1.108, data_time: 0.014, memory: 29668, top1_acc: 0.7652, top5_acc: 0.9179, loss_cls: 0.9063, loss: 0.9063, grad_norm: 5.0391 2021-05-26 23:20:13,018 - mmaction - INFO - Epoch [5][1480/4294] lr: 4.375e-03, eta: 15:49:15, time: 1.187, data_time: 0.006, memory: 29668, top1_acc: 0.7330, top5_acc: 0.9170, loss_cls: 0.9760, loss: 0.9760, grad_norm: 5.3806 2021-05-26 23:20:39,203 - mmaction - INFO - Epoch [5][1500/4294] lr: 4.375e-03, eta: 15:48:53, time: 1.310, data_time: 0.006, memory: 29668, top1_acc: 0.7357, top5_acc: 0.9259, loss_cls: 0.9468, loss: 0.9468, grad_norm: 5.3672 2021-05-26 23:20:59,053 - mmaction - INFO - Epoch [5][1520/4294] lr: 4.375e-03, eta: 15:48:16, time: 0.990, data_time: 0.006, memory: 29668, top1_acc: 0.7536, top5_acc: 0.9268, loss_cls: 0.9369, loss: 0.9369, grad_norm: 5.1568 2021-05-26 23:21:22,382 - mmaction - INFO - Epoch [5][1540/4294] lr: 4.375e-03, eta: 15:47:47, time: 1.171, data_time: 0.010, memory: 29668, top1_acc: 0.7384, top5_acc: 0.9179, loss_cls: 0.9791, loss: 0.9791, grad_norm: 5.2629 2021-05-26 23:21:42,704 - mmaction - INFO - Epoch [5][1560/4294] lr: 4.375e-03, eta: 15:47:11, time: 1.017, data_time: 0.004, memory: 29668, top1_acc: 0.7580, top5_acc: 0.9179, loss_cls: 0.9425, loss: 0.9425, grad_norm: 5.2341 2021-05-26 23:22:10,380 - mmaction - INFO - Epoch [5][1580/4294] lr: 4.375e-03, eta: 15:46:53, time: 1.374, data_time: 0.004, memory: 29668, top1_acc: 0.7473, top5_acc: 0.9179, loss_cls: 0.9395, loss: 0.9395, grad_norm: 5.2298 2021-05-26 23:22:36,322 - mmaction - INFO - Epoch [5][1600/4294] lr: 4.375e-03, eta: 15:46:31, time: 1.303, data_time: 0.015, memory: 29668, top1_acc: 0.7348, top5_acc: 0.9080, loss_cls: 0.9905, loss: 0.9905, grad_norm: 5.1389 2021-05-26 23:22:58,642 - mmaction - INFO - Epoch [5][1620/4294] lr: 4.375e-03, eta: 15:46:00, time: 1.120, data_time: 0.008, memory: 29668, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 0.9288, loss: 0.9288, grad_norm: 5.2073 2021-05-26 23:23:21,823 - mmaction - INFO - Epoch [5][1640/4294] lr: 4.375e-03, eta: 15:45:30, time: 1.150, data_time: 0.003, memory: 29668, top1_acc: 0.7446, top5_acc: 0.9071, loss_cls: 0.9841, loss: 0.9841, grad_norm: 5.2701 2021-05-26 23:23:44,075 - mmaction - INFO - Epoch [5][1660/4294] lr: 4.375e-03, eta: 15:44:59, time: 1.118, data_time: 0.012, memory: 29668, top1_acc: 0.7768, top5_acc: 0.9223, loss_cls: 0.8911, loss: 0.8911, grad_norm: 4.9243 2021-05-26 23:24:06,427 - mmaction - INFO - Epoch [5][1680/4294] lr: 4.375e-03, eta: 15:44:28, time: 1.116, data_time: 0.007, memory: 29668, top1_acc: 0.7482, top5_acc: 0.9259, loss_cls: 0.9541, loss: 0.9541, grad_norm: 5.3221 2021-05-26 23:24:32,232 - mmaction - INFO - Epoch [5][1700/4294] lr: 4.375e-03, eta: 15:44:06, time: 1.294, data_time: 0.008, memory: 29668, top1_acc: 0.7446, top5_acc: 0.9152, loss_cls: 0.9750, loss: 0.9750, grad_norm: 5.3520 2021-05-26 23:24:59,982 - mmaction - INFO - Epoch [5][1720/4294] lr: 4.375e-03, eta: 15:43:48, time: 1.385, data_time: 0.006, memory: 29668, top1_acc: 0.7304, top5_acc: 0.9187, loss_cls: 0.9834, loss: 0.9834, grad_norm: 5.3436 2021-05-26 23:25:22,935 - mmaction - INFO - Epoch [5][1740/4294] lr: 4.375e-03, eta: 15:43:18, time: 1.148, data_time: 0.007, memory: 29668, top1_acc: 0.7446, top5_acc: 0.9161, loss_cls: 1.0053, loss: 1.0053, grad_norm: 5.4505 2021-05-26 23:25:46,265 - mmaction - INFO - Epoch [5][1760/4294] lr: 4.375e-03, eta: 15:42:50, time: 1.167, data_time: 0.006, memory: 29668, top1_acc: 0.7446, top5_acc: 0.9214, loss_cls: 0.9840, loss: 0.9840, grad_norm: 5.4584 2021-05-26 23:26:07,738 - mmaction - INFO - Epoch [5][1780/4294] lr: 4.375e-03, eta: 15:42:17, time: 1.075, data_time: 0.005, memory: 29668, top1_acc: 0.7420, top5_acc: 0.9134, loss_cls: 0.9693, loss: 0.9693, grad_norm: 5.2540 2021-05-26 23:26:30,601 - mmaction - INFO - Epoch [5][1800/4294] lr: 4.375e-03, eta: 15:41:47, time: 1.140, data_time: 0.004, memory: 29668, top1_acc: 0.7554, top5_acc: 0.9339, loss_cls: 0.8769, loss: 0.8769, grad_norm: 4.9436 2021-05-26 23:26:51,029 - mmaction - INFO - Epoch [5][1820/4294] lr: 4.375e-03, eta: 15:41:12, time: 1.026, data_time: 0.010, memory: 29668, top1_acc: 0.7536, top5_acc: 0.9330, loss_cls: 0.8899, loss: 0.8899, grad_norm: 5.1205 2021-05-26 23:27:12,646 - mmaction - INFO - Epoch [5][1840/4294] lr: 4.375e-03, eta: 15:40:38, time: 1.072, data_time: 0.002, memory: 29668, top1_acc: 0.7402, top5_acc: 0.9205, loss_cls: 0.9646, loss: 0.9646, grad_norm: 5.4258 2021-05-26 23:27:41,055 - mmaction - INFO - Epoch [5][1860/4294] lr: 4.375e-03, eta: 15:40:22, time: 1.424, data_time: 0.011, memory: 29668, top1_acc: 0.7527, top5_acc: 0.9223, loss_cls: 0.9167, loss: 0.9167, grad_norm: 5.0313 2021-05-26 23:28:00,338 - mmaction - INFO - Epoch [5][1880/4294] lr: 4.375e-03, eta: 15:39:44, time: 0.970, data_time: 0.007, memory: 29668, top1_acc: 0.7625, top5_acc: 0.9241, loss_cls: 0.8988, loss: 0.8988, grad_norm: 5.0966 2021-05-26 23:28:24,152 - mmaction - INFO - Epoch [5][1900/4294] lr: 4.375e-03, eta: 15:39:17, time: 1.185, data_time: 0.002, memory: 29668, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.8912, loss: 0.8912, grad_norm: 4.9832 2021-05-26 23:28:49,788 - mmaction - INFO - Epoch [5][1920/4294] lr: 4.375e-03, eta: 15:38:54, time: 1.283, data_time: 0.013, memory: 29668, top1_acc: 0.7411, top5_acc: 0.9187, loss_cls: 0.9985, loss: 0.9985, grad_norm: 5.6446 2021-05-26 23:29:11,613 - mmaction - INFO - Epoch [5][1940/4294] lr: 4.375e-03, eta: 15:38:22, time: 1.096, data_time: 0.007, memory: 29668, top1_acc: 0.7473, top5_acc: 0.9062, loss_cls: 1.0176, loss: 1.0176, grad_norm: 5.3264 2021-05-26 23:29:36,902 - mmaction - INFO - Epoch [5][1960/4294] lr: 4.375e-03, eta: 15:37:58, time: 1.258, data_time: 0.002, memory: 29668, top1_acc: 0.7482, top5_acc: 0.9241, loss_cls: 0.9489, loss: 0.9489, grad_norm: 5.3300 2021-05-26 23:29:58,037 - mmaction - INFO - Epoch [5][1980/4294] lr: 4.375e-03, eta: 15:37:23, time: 1.038, data_time: 0.008, memory: 29668, top1_acc: 0.7616, top5_acc: 0.9232, loss_cls: 0.9137, loss: 0.9137, grad_norm: 5.2098 2021-05-26 23:30:20,935 - mmaction - INFO - Epoch [5][2000/4294] lr: 4.375e-03, eta: 15:36:55, time: 1.169, data_time: 0.029, memory: 29668, top1_acc: 0.7348, top5_acc: 0.9170, loss_cls: 1.0271, loss: 1.0271, grad_norm: 5.7452 2021-05-26 23:30:44,213 - mmaction - INFO - Epoch [5][2020/4294] lr: 4.375e-03, eta: 15:36:25, time: 1.134, data_time: 0.003, memory: 29668, top1_acc: 0.7625, top5_acc: 0.9286, loss_cls: 0.9047, loss: 0.9047, grad_norm: 5.0666 2021-05-26 23:31:11,291 - mmaction - INFO - Epoch [5][2040/4294] lr: 4.375e-03, eta: 15:36:07, time: 1.381, data_time: 0.034, memory: 29668, top1_acc: 0.7357, top5_acc: 0.9196, loss_cls: 0.9989, loss: 0.9989, grad_norm: 5.2774 2021-05-26 23:31:31,035 - mmaction - INFO - Epoch [5][2060/4294] lr: 4.375e-03, eta: 15:35:30, time: 0.990, data_time: 0.005, memory: 29668, top1_acc: 0.7250, top5_acc: 0.9143, loss_cls: 1.0471, loss: 1.0471, grad_norm: 5.3648 2021-05-26 23:31:51,254 - mmaction - INFO - Epoch [5][2080/4294] lr: 4.375e-03, eta: 15:34:54, time: 1.012, data_time: 0.003, memory: 29668, top1_acc: 0.7464, top5_acc: 0.9313, loss_cls: 0.9418, loss: 0.9418, grad_norm: 5.2882 2021-05-26 23:32:12,224 - mmaction - INFO - Epoch [5][2100/4294] lr: 4.375e-03, eta: 15:34:20, time: 1.042, data_time: 0.001, memory: 29668, top1_acc: 0.7545, top5_acc: 0.9321, loss_cls: 0.8884, loss: 0.8884, grad_norm: 5.0331 2021-05-26 23:32:33,024 - mmaction - INFO - Epoch [5][2120/4294] lr: 4.375e-03, eta: 15:33:46, time: 1.047, data_time: 0.010, memory: 29668, top1_acc: 0.7429, top5_acc: 0.9116, loss_cls: 0.9565, loss: 0.9565, grad_norm: 5.2005 2021-05-26 23:32:57,664 - mmaction - INFO - Epoch [5][2140/4294] lr: 4.375e-03, eta: 15:33:20, time: 1.229, data_time: 0.008, memory: 29668, top1_acc: 0.7179, top5_acc: 0.9259, loss_cls: 0.9869, loss: 0.9869, grad_norm: 5.7488 2021-05-26 23:33:20,025 - mmaction - INFO - Epoch [5][2160/4294] lr: 4.375e-03, eta: 15:32:50, time: 1.112, data_time: 0.006, memory: 29668, top1_acc: 0.7500, top5_acc: 0.9161, loss_cls: 0.9638, loss: 0.9638, grad_norm: 5.2547 2021-05-26 23:33:42,904 - mmaction - INFO - Epoch [5][2180/4294] lr: 4.375e-03, eta: 15:32:21, time: 1.152, data_time: 0.011, memory: 29668, top1_acc: 0.7321, top5_acc: 0.9375, loss_cls: 0.9423, loss: 0.9423, grad_norm: 5.5146 2021-05-26 23:34:04,860 - mmaction - INFO - Epoch [5][2200/4294] lr: 4.375e-03, eta: 15:31:49, time: 1.095, data_time: 0.003, memory: 29668, top1_acc: 0.7438, top5_acc: 0.9304, loss_cls: 0.9274, loss: 0.9274, grad_norm: 5.4110 2021-05-26 23:34:26,883 - mmaction - INFO - Epoch [5][2220/4294] lr: 4.375e-03, eta: 15:31:18, time: 1.104, data_time: 0.007, memory: 29668, top1_acc: 0.7429, top5_acc: 0.9223, loss_cls: 0.9405, loss: 0.9405, grad_norm: 5.4321 2021-05-26 23:34:50,804 - mmaction - INFO - Epoch [5][2240/4294] lr: 4.375e-03, eta: 15:30:51, time: 1.192, data_time: 0.007, memory: 29668, top1_acc: 0.7304, top5_acc: 0.9205, loss_cls: 1.0080, loss: 1.0080, grad_norm: 5.4178 2021-05-26 23:35:11,591 - mmaction - INFO - Epoch [5][2260/4294] lr: 4.375e-03, eta: 15:30:17, time: 1.042, data_time: 0.007, memory: 29668, top1_acc: 0.7527, top5_acc: 0.9232, loss_cls: 0.9326, loss: 0.9326, grad_norm: 5.0956 2021-05-26 23:35:35,745 - mmaction - INFO - Epoch [5][2280/4294] lr: 4.375e-03, eta: 15:29:50, time: 1.206, data_time: 0.003, memory: 29668, top1_acc: 0.7321, top5_acc: 0.9152, loss_cls: 1.0056, loss: 1.0056, grad_norm: 5.3862 2021-05-26 23:35:55,603 - mmaction - INFO - Epoch [5][2300/4294] lr: 4.375e-03, eta: 15:29:14, time: 0.996, data_time: 0.007, memory: 29668, top1_acc: 0.7295, top5_acc: 0.9125, loss_cls: 1.0066, loss: 1.0066, grad_norm: 5.6190 2021-05-26 23:36:18,339 - mmaction - INFO - Epoch [5][2320/4294] lr: 4.375e-03, eta: 15:28:44, time: 1.133, data_time: 0.004, memory: 29668, top1_acc: 0.7411, top5_acc: 0.9223, loss_cls: 0.9553, loss: 0.9553, grad_norm: 5.3533 2021-05-26 23:36:38,631 - mmaction - INFO - Epoch [5][2340/4294] lr: 4.375e-03, eta: 15:28:09, time: 1.017, data_time: 0.008, memory: 29668, top1_acc: 0.7455, top5_acc: 0.9161, loss_cls: 0.9888, loss: 0.9888, grad_norm: 5.4037 2021-05-26 23:37:01,500 - mmaction - INFO - Epoch [5][2360/4294] lr: 4.375e-03, eta: 15:27:40, time: 1.145, data_time: 0.004, memory: 29668, top1_acc: 0.7063, top5_acc: 0.8991, loss_cls: 1.1179, loss: 1.1179, grad_norm: 5.5368 2021-05-26 23:37:24,304 - mmaction - INFO - Epoch [5][2380/4294] lr: 4.375e-03, eta: 15:27:10, time: 1.136, data_time: 0.002, memory: 29668, top1_acc: 0.7438, top5_acc: 0.9170, loss_cls: 0.9405, loss: 0.9405, grad_norm: 5.3201 2021-05-26 23:37:45,745 - mmaction - INFO - Epoch [5][2400/4294] lr: 4.375e-03, eta: 15:26:38, time: 1.073, data_time: 0.007, memory: 29668, top1_acc: 0.7509, top5_acc: 0.9179, loss_cls: 0.9489, loss: 0.9489, grad_norm: 5.2363 2021-05-26 23:38:09,839 - mmaction - INFO - Epoch [5][2420/4294] lr: 4.375e-03, eta: 15:26:11, time: 1.207, data_time: 0.006, memory: 29668, top1_acc: 0.7366, top5_acc: 0.9116, loss_cls: 0.9921, loss: 0.9921, grad_norm: 5.2079 2021-05-26 23:38:31,405 - mmaction - INFO - Epoch [5][2440/4294] lr: 4.375e-03, eta: 15:25:38, time: 1.051, data_time: 0.005, memory: 29668, top1_acc: 0.7366, top5_acc: 0.9143, loss_cls: 1.0340, loss: 1.0340, grad_norm: 5.2379 2021-05-26 23:38:53,441 - mmaction - INFO - Epoch [5][2460/4294] lr: 4.375e-03, eta: 15:25:08, time: 1.131, data_time: 0.032, memory: 29668, top1_acc: 0.7357, top5_acc: 0.9071, loss_cls: 1.0415, loss: 1.0415, grad_norm: 5.4384 2021-05-26 23:39:16,746 - mmaction - INFO - Epoch [5][2480/4294] lr: 4.375e-03, eta: 15:24:40, time: 1.160, data_time: 0.002, memory: 29668, top1_acc: 0.7545, top5_acc: 0.9295, loss_cls: 0.9334, loss: 0.9334, grad_norm: 5.2329 2021-05-26 23:39:37,973 - mmaction - INFO - Epoch [5][2500/4294] lr: 4.375e-03, eta: 15:24:07, time: 1.063, data_time: 0.007, memory: 29668, top1_acc: 0.7464, top5_acc: 0.9205, loss_cls: 0.9653, loss: 0.9653, grad_norm: 5.4838 2021-05-26 23:40:02,479 - mmaction - INFO - Epoch [5][2520/4294] lr: 4.375e-03, eta: 15:23:41, time: 1.223, data_time: 0.006, memory: 29668, top1_acc: 0.7527, top5_acc: 0.9223, loss_cls: 0.9708, loss: 0.9708, grad_norm: 5.3177 2021-05-26 23:40:22,093 - mmaction - INFO - Epoch [5][2540/4294] lr: 4.375e-03, eta: 15:23:05, time: 0.986, data_time: 0.008, memory: 29668, top1_acc: 0.7509, top5_acc: 0.9161, loss_cls: 0.9803, loss: 0.9803, grad_norm: 5.3113 2021-05-26 23:40:43,509 - mmaction - INFO - Epoch [5][2560/4294] lr: 4.375e-03, eta: 15:22:33, time: 1.069, data_time: 0.003, memory: 29668, top1_acc: 0.7509, top5_acc: 0.9062, loss_cls: 0.9813, loss: 0.9813, grad_norm: 5.3798 2021-05-26 23:41:03,098 - mmaction - INFO - Epoch [5][2580/4294] lr: 4.375e-03, eta: 15:21:56, time: 0.983, data_time: 0.005, memory: 29668, top1_acc: 0.7589, top5_acc: 0.9214, loss_cls: 0.9103, loss: 0.9103, grad_norm: 5.3265 2021-05-26 23:41:28,583 - mmaction - INFO - Epoch [5][2600/4294] lr: 4.375e-03, eta: 15:21:33, time: 1.270, data_time: 0.002, memory: 29668, top1_acc: 0.7455, top5_acc: 0.9313, loss_cls: 0.9100, loss: 0.9100, grad_norm: 5.0867 2021-05-26 23:41:49,932 - mmaction - INFO - Epoch [5][2620/4294] lr: 4.375e-03, eta: 15:21:01, time: 1.069, data_time: 0.006, memory: 29668, top1_acc: 0.7562, top5_acc: 0.9134, loss_cls: 0.9680, loss: 0.9680, grad_norm: 5.1541 2021-05-26 23:42:09,799 - mmaction - INFO - Epoch [5][2640/4294] lr: 4.375e-03, eta: 15:20:25, time: 0.996, data_time: 0.005, memory: 29668, top1_acc: 0.7420, top5_acc: 0.9214, loss_cls: 0.9445, loss: 0.9445, grad_norm: 5.2420 2021-05-26 23:42:33,754 - mmaction - INFO - Epoch [5][2660/4294] lr: 4.375e-03, eta: 15:19:57, time: 1.177, data_time: 0.002, memory: 29668, top1_acc: 0.7357, top5_acc: 0.9143, loss_cls: 1.0166, loss: 1.0166, grad_norm: 5.4276 2021-05-26 23:42:57,197 - mmaction - INFO - Epoch [5][2680/4294] lr: 4.375e-03, eta: 15:19:30, time: 1.190, data_time: 0.022, memory: 29668, top1_acc: 0.7402, top5_acc: 0.9179, loss_cls: 1.0096, loss: 1.0096, grad_norm: 5.2565 2021-05-26 23:43:16,897 - mmaction - INFO - Epoch [5][2700/4294] lr: 4.375e-03, eta: 15:18:54, time: 0.988, data_time: 0.005, memory: 29668, top1_acc: 0.7348, top5_acc: 0.9170, loss_cls: 0.9998, loss: 0.9998, grad_norm: 5.2631 2021-05-26 23:43:43,438 - mmaction - INFO - Epoch [5][2720/4294] lr: 4.375e-03, eta: 15:18:33, time: 1.323, data_time: 0.002, memory: 29668, top1_acc: 0.7509, top5_acc: 0.9339, loss_cls: 0.9137, loss: 0.9137, grad_norm: 5.3037 2021-05-26 23:44:04,054 - mmaction - INFO - Epoch [5][2740/4294] lr: 4.375e-03, eta: 15:17:59, time: 1.031, data_time: 0.005, memory: 29668, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 0.9665, loss: 0.9665, grad_norm: 5.3431 2021-05-26 23:44:27,331 - mmaction - INFO - Epoch [5][2760/4294] lr: 4.375e-03, eta: 15:17:31, time: 1.165, data_time: 0.006, memory: 29668, top1_acc: 0.7786, top5_acc: 0.9259, loss_cls: 0.8638, loss: 0.8638, grad_norm: 5.2575 2021-05-26 23:44:50,454 - mmaction - INFO - Epoch [5][2780/4294] lr: 4.375e-03, eta: 15:17:03, time: 1.155, data_time: 0.005, memory: 29668, top1_acc: 0.7545, top5_acc: 0.9277, loss_cls: 0.8833, loss: 0.8833, grad_norm: 5.1929 2021-05-26 23:45:15,729 - mmaction - INFO - Epoch [5][2800/4294] lr: 4.375e-03, eta: 15:16:39, time: 1.265, data_time: 0.005, memory: 29668, top1_acc: 0.7491, top5_acc: 0.9170, loss_cls: 0.9666, loss: 0.9666, grad_norm: 5.0862 2021-05-26 23:45:39,300 - mmaction - INFO - Epoch [5][2820/4294] lr: 4.375e-03, eta: 15:16:12, time: 1.176, data_time: 0.003, memory: 29668, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9224, loss: 0.9224, grad_norm: 5.1843 2021-05-26 23:46:01,400 - mmaction - INFO - Epoch [5][2840/4294] lr: 4.375e-03, eta: 15:15:41, time: 1.104, data_time: 0.005, memory: 29668, top1_acc: 0.7446, top5_acc: 0.9062, loss_cls: 1.0167, loss: 1.0167, grad_norm: 5.6109 2021-05-26 23:46:22,684 - mmaction - INFO - Epoch [5][2860/4294] lr: 4.375e-03, eta: 15:15:09, time: 1.069, data_time: 0.006, memory: 29668, top1_acc: 0.7116, top5_acc: 0.9161, loss_cls: 1.0229, loss: 1.0229, grad_norm: 5.8037 2021-05-26 23:46:45,411 - mmaction - INFO - Epoch [5][2880/4294] lr: 4.375e-03, eta: 15:14:40, time: 1.134, data_time: 0.004, memory: 29668, top1_acc: 0.7375, top5_acc: 0.9143, loss_cls: 0.9885, loss: 0.9885, grad_norm: 5.3561 2021-05-26 23:47:09,911 - mmaction - INFO - Epoch [5][2900/4294] lr: 4.375e-03, eta: 15:14:14, time: 1.224, data_time: 0.004, memory: 29668, top1_acc: 0.7134, top5_acc: 0.9045, loss_cls: 1.0474, loss: 1.0474, grad_norm: 5.4758 2021-05-26 23:47:30,541 - mmaction - INFO - Epoch [5][2920/4294] lr: 4.375e-03, eta: 15:13:41, time: 1.033, data_time: 0.005, memory: 29668, top1_acc: 0.7393, top5_acc: 0.9339, loss_cls: 0.9034, loss: 0.9034, grad_norm: 5.4172 2021-05-26 23:47:55,658 - mmaction - INFO - Epoch [5][2940/4294] lr: 4.375e-03, eta: 15:13:16, time: 1.247, data_time: 0.005, memory: 29668, top1_acc: 0.7259, top5_acc: 0.8973, loss_cls: 1.0856, loss: 1.0856, grad_norm: 5.5502 2021-05-26 23:48:17,610 - mmaction - INFO - Epoch [5][2960/4294] lr: 4.375e-03, eta: 15:12:46, time: 1.108, data_time: 0.019, memory: 29668, top1_acc: 0.7420, top5_acc: 0.9170, loss_cls: 0.9559, loss: 0.9559, grad_norm: 5.2944 2021-05-26 23:48:40,385 - mmaction - INFO - Epoch [5][2980/4294] lr: 4.375e-03, eta: 15:12:15, time: 1.093, data_time: 0.002, memory: 29668, top1_acc: 0.7089, top5_acc: 0.8955, loss_cls: 1.1187, loss: 1.1187, grad_norm: 5.5129 2021-05-26 23:49:01,553 - mmaction - INFO - Epoch [5][3000/4294] lr: 4.375e-03, eta: 15:11:44, time: 1.103, data_time: 0.049, memory: 29668, top1_acc: 0.7616, top5_acc: 0.9223, loss_cls: 0.9249, loss: 0.9249, grad_norm: 5.0587 2021-05-26 23:49:27,460 - mmaction - INFO - Epoch [5][3020/4294] lr: 4.375e-03, eta: 15:11:22, time: 1.296, data_time: 0.005, memory: 29668, top1_acc: 0.7429, top5_acc: 0.9250, loss_cls: 0.9471, loss: 0.9471, grad_norm: 5.2367 2021-05-26 23:49:52,807 - mmaction - INFO - Epoch [5][3040/4294] lr: 4.375e-03, eta: 15:10:59, time: 1.265, data_time: 0.002, memory: 29668, top1_acc: 0.7357, top5_acc: 0.8973, loss_cls: 1.0281, loss: 1.0281, grad_norm: 5.4240 2021-05-26 23:50:16,329 - mmaction - INFO - Epoch [5][3060/4294] lr: 4.375e-03, eta: 15:10:31, time: 1.171, data_time: 0.005, memory: 29668, top1_acc: 0.7536, top5_acc: 0.9071, loss_cls: 0.9654, loss: 0.9654, grad_norm: 5.2130 2021-05-26 23:50:36,139 - mmaction - INFO - Epoch [5][3080/4294] lr: 4.375e-03, eta: 15:09:56, time: 0.998, data_time: 0.010, memory: 29668, top1_acc: 0.7339, top5_acc: 0.9071, loss_cls: 1.0040, loss: 1.0040, grad_norm: 5.1371 2021-05-26 23:50:56,979 - mmaction - INFO - Epoch [5][3100/4294] lr: 4.375e-03, eta: 15:09:23, time: 1.040, data_time: 0.008, memory: 29668, top1_acc: 0.7580, top5_acc: 0.9027, loss_cls: 0.9957, loss: 0.9957, grad_norm: 5.0522 2021-05-26 23:51:17,790 - mmaction - INFO - Epoch [5][3120/4294] lr: 4.375e-03, eta: 15:08:49, time: 1.034, data_time: 0.005, memory: 29668, top1_acc: 0.7464, top5_acc: 0.9161, loss_cls: 0.9663, loss: 0.9663, grad_norm: 5.2006 2021-05-26 23:51:42,008 - mmaction - INFO - Epoch [5][3140/4294] lr: 4.375e-03, eta: 15:08:24, time: 1.218, data_time: 0.010, memory: 29668, top1_acc: 0.7500, top5_acc: 0.9330, loss_cls: 0.9180, loss: 0.9180, grad_norm: 5.0719 2021-05-26 23:52:03,349 - mmaction - INFO - Epoch [5][3160/4294] lr: 4.375e-03, eta: 15:07:52, time: 1.067, data_time: 0.003, memory: 29668, top1_acc: 0.7429, top5_acc: 0.9134, loss_cls: 1.0158, loss: 1.0158, grad_norm: 5.2488 2021-05-26 23:52:23,199 - mmaction - INFO - Epoch [5][3180/4294] lr: 4.375e-03, eta: 15:07:16, time: 0.993, data_time: 0.002, memory: 29668, top1_acc: 0.7402, top5_acc: 0.9170, loss_cls: 0.9472, loss: 0.9472, grad_norm: 5.2014 2021-05-26 23:52:43,571 - mmaction - INFO - Epoch [5][3200/4294] lr: 4.375e-03, eta: 15:06:42, time: 1.017, data_time: 0.001, memory: 29668, top1_acc: 0.7429, top5_acc: 0.9152, loss_cls: 0.9797, loss: 0.9797, grad_norm: 5.6142 2021-05-26 23:53:03,085 - mmaction - INFO - Epoch [5][3220/4294] lr: 4.375e-03, eta: 15:06:06, time: 0.977, data_time: 0.004, memory: 29668, top1_acc: 0.7545, top5_acc: 0.9196, loss_cls: 0.9248, loss: 0.9248, grad_norm: 5.2319 2021-05-26 23:53:25,632 - mmaction - INFO - Epoch [5][3240/4294] lr: 4.375e-03, eta: 15:05:37, time: 1.127, data_time: 0.002, memory: 29668, top1_acc: 0.7545, top5_acc: 0.9179, loss_cls: 0.9537, loss: 0.9537, grad_norm: 5.2858 2021-05-26 23:53:46,352 - mmaction - INFO - Epoch [5][3260/4294] lr: 4.375e-03, eta: 15:05:04, time: 1.033, data_time: 0.002, memory: 29668, top1_acc: 0.7714, top5_acc: 0.9313, loss_cls: 0.8867, loss: 0.8867, grad_norm: 4.8745 2021-05-26 23:54:06,012 - mmaction - INFO - Epoch [5][3280/4294] lr: 4.375e-03, eta: 15:04:28, time: 0.986, data_time: 0.009, memory: 29668, top1_acc: 0.7402, top5_acc: 0.9268, loss_cls: 0.9712, loss: 0.9712, grad_norm: 5.2847 2021-05-26 23:54:29,416 - mmaction - INFO - Epoch [5][3300/4294] lr: 4.375e-03, eta: 15:04:01, time: 1.167, data_time: 0.002, memory: 29668, top1_acc: 0.7429, top5_acc: 0.9241, loss_cls: 0.9782, loss: 0.9782, grad_norm: 5.4170 2021-05-26 23:54:51,190 - mmaction - INFO - Epoch [5][3320/4294] lr: 4.375e-03, eta: 15:03:30, time: 1.089, data_time: 0.006, memory: 29668, top1_acc: 0.7518, top5_acc: 0.9241, loss_cls: 0.9895, loss: 0.9895, grad_norm: 5.3159 2021-05-26 23:55:10,814 - mmaction - INFO - Epoch [5][3340/4294] lr: 4.375e-03, eta: 15:02:54, time: 0.985, data_time: 0.007, memory: 29668, top1_acc: 0.7384, top5_acc: 0.9045, loss_cls: 1.0413, loss: 1.0413, grad_norm: 5.5496 2021-05-26 23:55:33,322 - mmaction - INFO - Epoch [5][3360/4294] lr: 4.375e-03, eta: 15:02:25, time: 1.122, data_time: 0.002, memory: 29668, top1_acc: 0.7589, top5_acc: 0.9250, loss_cls: 0.9218, loss: 0.9218, grad_norm: 5.1606 2021-05-26 23:55:58,653 - mmaction - INFO - Epoch [5][3380/4294] lr: 4.375e-03, eta: 15:02:01, time: 1.266, data_time: 0.006, memory: 29668, top1_acc: 0.7259, top5_acc: 0.9018, loss_cls: 1.0622, loss: 1.0622, grad_norm: 5.3453 2021-05-26 23:56:20,536 - mmaction - INFO - Epoch [5][3400/4294] lr: 4.375e-03, eta: 15:01:31, time: 1.097, data_time: 0.006, memory: 29668, top1_acc: 0.7321, top5_acc: 0.9116, loss_cls: 1.0418, loss: 1.0418, grad_norm: 5.5545 2021-05-26 23:56:40,362 - mmaction - INFO - Epoch [5][3420/4294] lr: 4.375e-03, eta: 15:00:56, time: 0.991, data_time: 0.004, memory: 29668, top1_acc: 0.7420, top5_acc: 0.9268, loss_cls: 0.9601, loss: 0.9601, grad_norm: 5.4114 2021-05-26 23:57:00,869 - mmaction - INFO - Epoch [5][3440/4294] lr: 4.375e-03, eta: 15:00:22, time: 1.027, data_time: 0.004, memory: 29668, top1_acc: 0.7518, top5_acc: 0.9196, loss_cls: 0.9548, loss: 0.9548, grad_norm: 5.2879 2021-05-26 23:57:24,333 - mmaction - INFO - Epoch [5][3460/4294] lr: 4.375e-03, eta: 14:59:55, time: 1.169, data_time: 0.003, memory: 29668, top1_acc: 0.7455, top5_acc: 0.9214, loss_cls: 0.9739, loss: 0.9739, grad_norm: 5.4375 2021-05-26 23:57:48,455 - mmaction - INFO - Epoch [5][3480/4294] lr: 4.375e-03, eta: 14:59:29, time: 1.210, data_time: 0.009, memory: 29668, top1_acc: 0.7268, top5_acc: 0.9170, loss_cls: 0.9885, loss: 0.9885, grad_norm: 5.3424 2021-05-26 23:58:15,464 - mmaction - INFO - Epoch [5][3500/4294] lr: 4.375e-03, eta: 14:59:09, time: 1.343, data_time: 0.003, memory: 29668, top1_acc: 0.7455, top5_acc: 0.9241, loss_cls: 0.9453, loss: 0.9453, grad_norm: 5.4224 2021-05-26 23:58:38,879 - mmaction - INFO - Epoch [5][3520/4294] lr: 4.375e-03, eta: 14:58:42, time: 1.175, data_time: 0.016, memory: 29668, top1_acc: 0.7482, top5_acc: 0.9268, loss_cls: 0.9472, loss: 0.9472, grad_norm: 5.3578 2021-05-26 23:59:01,129 - mmaction - INFO - Epoch [5][3540/4294] lr: 4.375e-03, eta: 14:58:12, time: 1.114, data_time: 0.005, memory: 29668, top1_acc: 0.7545, top5_acc: 0.9170, loss_cls: 0.9732, loss: 0.9732, grad_norm: 5.3468 2021-05-26 23:59:25,675 - mmaction - INFO - Epoch [5][3560/4294] lr: 4.375e-03, eta: 14:57:48, time: 1.228, data_time: 0.004, memory: 29668, top1_acc: 0.7562, top5_acc: 0.9143, loss_cls: 0.9546, loss: 0.9546, grad_norm: 5.0633 2021-05-26 23:59:46,089 - mmaction - INFO - Epoch [5][3580/4294] lr: 4.375e-03, eta: 14:57:14, time: 1.018, data_time: 0.006, memory: 29668, top1_acc: 0.7571, top5_acc: 0.9304, loss_cls: 0.8827, loss: 0.8827, grad_norm: 5.1772 2021-05-27 00:00:17,027 - mmaction - INFO - Epoch [5][3600/4294] lr: 4.375e-03, eta: 14:57:02, time: 1.531, data_time: 0.011, memory: 29668, top1_acc: 0.7411, top5_acc: 0.9152, loss_cls: 1.0068, loss: 1.0068, grad_norm: 5.2391 2021-05-27 00:00:38,549 - mmaction - INFO - Epoch [5][3620/4294] lr: 4.375e-03, eta: 14:56:31, time: 1.095, data_time: 0.025, memory: 29668, top1_acc: 0.7491, top5_acc: 0.9170, loss_cls: 0.9739, loss: 0.9739, grad_norm: 5.1805 2021-05-27 00:01:01,387 - mmaction - INFO - Epoch [5][3640/4294] lr: 4.375e-03, eta: 14:56:03, time: 1.139, data_time: 0.003, memory: 29668, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0106, loss: 1.0106, grad_norm: 5.4330 2021-05-27 00:01:24,792 - mmaction - INFO - Epoch [5][3660/4294] lr: 4.375e-03, eta: 14:55:35, time: 1.171, data_time: 0.007, memory: 29668, top1_acc: 0.7491, top5_acc: 0.9152, loss_cls: 0.9525, loss: 0.9525, grad_norm: 5.4239 2021-05-27 00:01:49,974 - mmaction - INFO - Epoch [5][3680/4294] lr: 4.375e-03, eta: 14:55:12, time: 1.261, data_time: 0.005, memory: 29668, top1_acc: 0.7429, top5_acc: 0.9214, loss_cls: 0.9987, loss: 0.9987, grad_norm: 5.4907 2021-05-27 00:02:15,640 - mmaction - INFO - Epoch [5][3700/4294] lr: 4.375e-03, eta: 14:54:49, time: 1.284, data_time: 0.004, memory: 29668, top1_acc: 0.7420, top5_acc: 0.9143, loss_cls: 0.9768, loss: 0.9768, grad_norm: 5.2530 2021-05-27 00:02:35,830 - mmaction - INFO - Epoch [5][3720/4294] lr: 4.375e-03, eta: 14:54:15, time: 1.009, data_time: 0.003, memory: 29668, top1_acc: 0.7402, top5_acc: 0.9250, loss_cls: 0.9541, loss: 0.9541, grad_norm: 5.1902 2021-05-27 00:02:55,731 - mmaction - INFO - Epoch [5][3740/4294] lr: 4.375e-03, eta: 14:53:41, time: 0.996, data_time: 0.004, memory: 29668, top1_acc: 0.7688, top5_acc: 0.9241, loss_cls: 0.9048, loss: 0.9048, grad_norm: 5.0060 2021-05-27 00:03:18,215 - mmaction - INFO - Epoch [5][3760/4294] lr: 4.375e-03, eta: 14:53:12, time: 1.125, data_time: 0.003, memory: 29668, top1_acc: 0.7384, top5_acc: 0.9205, loss_cls: 0.9924, loss: 0.9924, grad_norm: 5.0663 2021-05-27 00:03:40,814 - mmaction - INFO - Epoch [5][3780/4294] lr: 4.375e-03, eta: 14:52:42, time: 1.127, data_time: 0.015, memory: 29668, top1_acc: 0.7464, top5_acc: 0.9134, loss_cls: 0.9419, loss: 0.9419, grad_norm: 5.1537 2021-05-27 00:04:00,330 - mmaction - INFO - Epoch [5][3800/4294] lr: 4.375e-03, eta: 14:52:07, time: 0.971, data_time: 0.004, memory: 29668, top1_acc: 0.7348, top5_acc: 0.9080, loss_cls: 1.0115, loss: 1.0115, grad_norm: 5.0771 2021-05-27 00:04:23,799 - mmaction - INFO - Epoch [5][3820/4294] lr: 4.375e-03, eta: 14:51:40, time: 1.178, data_time: 0.010, memory: 29668, top1_acc: 0.7536, top5_acc: 0.9143, loss_cls: 0.9670, loss: 0.9670, grad_norm: 5.1565 2021-05-27 00:04:45,396 - mmaction - INFO - Epoch [5][3840/4294] lr: 4.375e-03, eta: 14:51:09, time: 1.079, data_time: 0.006, memory: 29668, top1_acc: 0.7402, top5_acc: 0.9125, loss_cls: 1.0269, loss: 1.0269, grad_norm: 5.4091 2021-05-27 00:05:08,250 - mmaction - INFO - Epoch [5][3860/4294] lr: 4.375e-03, eta: 14:50:41, time: 1.141, data_time: 0.005, memory: 29668, top1_acc: 0.7464, top5_acc: 0.9214, loss_cls: 0.9684, loss: 0.9684, grad_norm: 5.4164 2021-05-27 00:05:30,542 - mmaction - INFO - Epoch [5][3880/4294] lr: 4.375e-03, eta: 14:50:11, time: 1.115, data_time: 0.008, memory: 29668, top1_acc: 0.7607, top5_acc: 0.9232, loss_cls: 0.9309, loss: 0.9309, grad_norm: 5.0306 2021-05-27 00:05:54,030 - mmaction - INFO - Epoch [5][3900/4294] lr: 4.375e-03, eta: 14:49:44, time: 1.175, data_time: 0.007, memory: 29668, top1_acc: 0.7527, top5_acc: 0.9277, loss_cls: 0.9103, loss: 0.9103, grad_norm: 5.0986 2021-05-27 00:06:17,940 - mmaction - INFO - Epoch [5][3920/4294] lr: 4.375e-03, eta: 14:49:18, time: 1.195, data_time: 0.008, memory: 29668, top1_acc: 0.7384, top5_acc: 0.9250, loss_cls: 0.9514, loss: 0.9514, grad_norm: 5.2569 2021-05-27 00:06:44,486 - mmaction - INFO - Epoch [5][3940/4294] lr: 4.375e-03, eta: 14:48:58, time: 1.331, data_time: 0.009, memory: 29668, top1_acc: 0.7714, top5_acc: 0.9339, loss_cls: 0.8620, loss: 0.8620, grad_norm: 5.0488 2021-05-27 00:07:08,852 - mmaction - INFO - Epoch [5][3960/4294] lr: 4.375e-03, eta: 14:48:32, time: 1.218, data_time: 0.003, memory: 29668, top1_acc: 0.7402, top5_acc: 0.9277, loss_cls: 0.9709, loss: 0.9709, grad_norm: 5.4083 2021-05-27 00:07:28,951 - mmaction - INFO - Epoch [5][3980/4294] lr: 4.375e-03, eta: 14:47:58, time: 1.004, data_time: 0.004, memory: 29668, top1_acc: 0.7545, top5_acc: 0.9232, loss_cls: 0.9493, loss: 0.9493, grad_norm: 5.2797 2021-05-27 00:07:52,044 - mmaction - INFO - Epoch [5][4000/4294] lr: 4.375e-03, eta: 14:47:31, time: 1.155, data_time: 0.006, memory: 29668, top1_acc: 0.7527, top5_acc: 0.9152, loss_cls: 0.9636, loss: 0.9636, grad_norm: 5.2138 2021-05-27 00:08:16,168 - mmaction - INFO - Epoch [5][4020/4294] lr: 4.375e-03, eta: 14:47:05, time: 1.204, data_time: 0.005, memory: 29668, top1_acc: 0.7491, top5_acc: 0.9143, loss_cls: 0.9706, loss: 0.9706, grad_norm: 5.3931 2021-05-27 00:08:41,496 - mmaction - INFO - Epoch [5][4040/4294] lr: 4.375e-03, eta: 14:46:42, time: 1.267, data_time: 0.007, memory: 29668, top1_acc: 0.7580, top5_acc: 0.9161, loss_cls: 0.9389, loss: 0.9389, grad_norm: 5.3505 2021-05-27 00:09:06,286 - mmaction - INFO - Epoch [5][4060/4294] lr: 4.375e-03, eta: 14:46:17, time: 1.242, data_time: 0.007, memory: 29668, top1_acc: 0.7420, top5_acc: 0.9143, loss_cls: 1.0072, loss: 1.0072, grad_norm: 5.3785 2021-05-27 00:09:28,645 - mmaction - INFO - Epoch [5][4080/4294] lr: 4.375e-03, eta: 14:45:48, time: 1.119, data_time: 0.005, memory: 29668, top1_acc: 0.7375, top5_acc: 0.9036, loss_cls: 1.0025, loss: 1.0025, grad_norm: 5.3390 2021-05-27 00:09:51,150 - mmaction - INFO - Epoch [5][4100/4294] lr: 4.375e-03, eta: 14:45:19, time: 1.123, data_time: 0.003, memory: 29668, top1_acc: 0.7402, top5_acc: 0.9080, loss_cls: 0.9856, loss: 0.9856, grad_norm: 5.3228 2021-05-27 00:10:17,325 - mmaction - INFO - Epoch [5][4120/4294] lr: 4.375e-03, eta: 14:44:57, time: 1.298, data_time: 0.005, memory: 29668, top1_acc: 0.7482, top5_acc: 0.9152, loss_cls: 0.9671, loss: 0.9671, grad_norm: 5.0305 2021-05-27 00:10:42,710 - mmaction - INFO - Epoch [5][4140/4294] lr: 4.375e-03, eta: 14:44:35, time: 1.280, data_time: 0.016, memory: 29668, top1_acc: 0.7205, top5_acc: 0.9062, loss_cls: 1.0380, loss: 1.0380, grad_norm: 5.4869 2021-05-27 00:11:04,028 - mmaction - INFO - Epoch [5][4160/4294] lr: 4.375e-03, eta: 14:44:03, time: 1.065, data_time: 0.004, memory: 29668, top1_acc: 0.7330, top5_acc: 0.9125, loss_cls: 0.9870, loss: 0.9870, grad_norm: 5.2976 2021-05-27 00:11:25,917 - mmaction - INFO - Epoch [5][4180/4294] lr: 4.375e-03, eta: 14:43:33, time: 1.095, data_time: 0.007, memory: 29668, top1_acc: 0.7500, top5_acc: 0.9098, loss_cls: 0.9575, loss: 0.9575, grad_norm: 5.2382 2021-05-27 00:11:49,143 - mmaction - INFO - Epoch [5][4200/4294] lr: 4.375e-03, eta: 14:43:05, time: 1.153, data_time: 0.004, memory: 29668, top1_acc: 0.7527, top5_acc: 0.9161, loss_cls: 0.9584, loss: 0.9584, grad_norm: 5.1627 2021-05-27 00:12:11,293 - mmaction - INFO - Epoch [5][4220/4294] lr: 4.375e-03, eta: 14:42:36, time: 1.117, data_time: 0.012, memory: 29668, top1_acc: 0.7393, top5_acc: 0.9143, loss_cls: 0.9944, loss: 0.9944, grad_norm: 5.4524 2021-05-27 00:12:33,287 - mmaction - INFO - Epoch [5][4240/4294] lr: 4.375e-03, eta: 14:42:06, time: 1.099, data_time: 0.002, memory: 29668, top1_acc: 0.7411, top5_acc: 0.9152, loss_cls: 0.9859, loss: 0.9859, grad_norm: 5.1414 2021-05-27 00:12:54,201 - mmaction - INFO - Epoch [5][4260/4294] lr: 4.375e-03, eta: 14:41:34, time: 1.046, data_time: 0.004, memory: 29668, top1_acc: 0.7232, top5_acc: 0.9134, loss_cls: 1.0745, loss: 1.0745, grad_norm: 5.5147 2021-05-27 00:13:14,949 - mmaction - INFO - Epoch [5][4280/4294] lr: 4.375e-03, eta: 14:41:02, time: 1.037, data_time: 0.041, memory: 29668, top1_acc: 0.7554, top5_acc: 0.9143, loss_cls: 1.0103, loss: 1.0103, grad_norm: 5.4040 2021-05-27 00:13:46,593 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-05-27 00:22:23,840 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 00:22:24,815 - mmaction - INFO - top1_acc 0.7248 top5_acc 0.9108 2021-05-27 00:22:24,815 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 00:22:24,902 - mmaction - INFO - mean_acc 0.7246 2021-05-27 00:22:24,908 - mmaction - INFO - Epoch(val) [5][4294] top1_acc: 0.7248, top5_acc: 0.9108, mean_class_accuracy: 0.7246 2021-05-27 00:27:31,321 - mmaction - INFO - Epoch [6][20/4294] lr: 4.375e-04, eta: 14:49:08, time: 15.303, data_time: 14.086, memory: 29668, top1_acc: 0.7580, top5_acc: 0.9313, loss_cls: 0.8891, loss: 0.8891, grad_norm: 5.2133 2021-05-27 00:27:55,470 - mmaction - INFO - Epoch [6][40/4294] lr: 4.375e-04, eta: 14:48:42, time: 1.216, data_time: 0.019, memory: 29668, top1_acc: 0.7420, top5_acc: 0.9277, loss_cls: 0.9476, loss: 0.9476, grad_norm: 5.1752 2021-05-27 00:28:16,022 - mmaction - INFO - Epoch [6][60/4294] lr: 4.375e-04, eta: 14:48:07, time: 1.001, data_time: 0.011, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9259, loss_cls: 0.8333, loss: 0.8333, grad_norm: 4.8392 2021-05-27 00:28:40,160 - mmaction - INFO - Epoch [6][80/4294] lr: 4.375e-04, eta: 14:47:41, time: 1.208, data_time: 0.038, memory: 29668, top1_acc: 0.7857, top5_acc: 0.9357, loss_cls: 0.8151, loss: 0.8151, grad_norm: 4.7990 2021-05-27 00:29:05,854 - mmaction - INFO - Epoch [6][100/4294] lr: 4.375e-04, eta: 14:47:19, time: 1.317, data_time: 0.036, memory: 29668, top1_acc: 0.7857, top5_acc: 0.9420, loss_cls: 0.8076, loss: 0.8076, grad_norm: 4.8559 2021-05-27 00:29:27,256 - mmaction - INFO - Epoch [6][120/4294] lr: 4.375e-04, eta: 14:46:47, time: 1.066, data_time: 0.003, memory: 29668, top1_acc: 0.7589, top5_acc: 0.9277, loss_cls: 0.8849, loss: 0.8849, grad_norm: 5.0601 2021-05-27 00:29:49,789 - mmaction - INFO - Epoch [6][140/4294] lr: 4.375e-04, eta: 14:46:18, time: 1.129, data_time: 0.005, memory: 29668, top1_acc: 0.7661, top5_acc: 0.9366, loss_cls: 0.8454, loss: 0.8454, grad_norm: 5.1480 2021-05-27 00:30:14,388 - mmaction - INFO - Epoch [6][160/4294] lr: 4.375e-04, eta: 14:45:52, time: 1.227, data_time: 0.003, memory: 29668, top1_acc: 0.7723, top5_acc: 0.9464, loss_cls: 0.8071, loss: 0.8071, grad_norm: 4.8861 2021-05-27 00:30:35,373 - mmaction - INFO - Epoch [6][180/4294] lr: 4.375e-04, eta: 14:45:20, time: 1.052, data_time: 0.010, memory: 29668, top1_acc: 0.7661, top5_acc: 0.9330, loss_cls: 0.8603, loss: 0.8603, grad_norm: 5.0795 2021-05-27 00:30:57,064 - mmaction - INFO - Epoch [6][200/4294] lr: 4.375e-04, eta: 14:44:49, time: 1.082, data_time: 0.004, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9339, loss_cls: 0.8202, loss: 0.8202, grad_norm: 4.8033 2021-05-27 00:31:21,445 - mmaction - INFO - Epoch [6][220/4294] lr: 4.375e-04, eta: 14:44:23, time: 1.216, data_time: 0.005, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9420, loss_cls: 0.7363, loss: 0.7363, grad_norm: 4.7207 2021-05-27 00:31:43,179 - mmaction - INFO - Epoch [6][240/4294] lr: 4.375e-04, eta: 14:43:52, time: 1.089, data_time: 0.013, memory: 29668, top1_acc: 0.7670, top5_acc: 0.9455, loss_cls: 0.8323, loss: 0.8323, grad_norm: 4.9583 2021-05-27 00:32:06,645 - mmaction - INFO - Epoch [6][260/4294] lr: 4.375e-04, eta: 14:43:25, time: 1.176, data_time: 0.011, memory: 29668, top1_acc: 0.7759, top5_acc: 0.9321, loss_cls: 0.8227, loss: 0.8227, grad_norm: 4.9481 2021-05-27 00:32:29,052 - mmaction - INFO - Epoch [6][280/4294] lr: 4.375e-04, eta: 14:42:55, time: 1.119, data_time: 0.002, memory: 29668, top1_acc: 0.7821, top5_acc: 0.9348, loss_cls: 0.8005, loss: 0.8005, grad_norm: 4.7827 2021-05-27 00:32:53,743 - mmaction - INFO - Epoch [6][300/4294] lr: 4.375e-04, eta: 14:42:30, time: 1.233, data_time: 0.004, memory: 29668, top1_acc: 0.7634, top5_acc: 0.9304, loss_cls: 0.8694, loss: 0.8694, grad_norm: 4.9165 2021-05-27 00:33:17,779 - mmaction - INFO - Epoch [6][320/4294] lr: 4.375e-04, eta: 14:42:04, time: 1.204, data_time: 0.006, memory: 29668, top1_acc: 0.7830, top5_acc: 0.9330, loss_cls: 0.8199, loss: 0.8199, grad_norm: 4.9483 2021-05-27 00:33:38,525 - mmaction - INFO - Epoch [6][340/4294] lr: 4.375e-04, eta: 14:41:31, time: 1.038, data_time: 0.004, memory: 29668, top1_acc: 0.7795, top5_acc: 0.9393, loss_cls: 0.8464, loss: 0.8464, grad_norm: 4.9714 2021-05-27 00:34:03,844 - mmaction - INFO - Epoch [6][360/4294] lr: 4.375e-04, eta: 14:41:07, time: 1.266, data_time: 0.003, memory: 29668, top1_acc: 0.7839, top5_acc: 0.9375, loss_cls: 0.8275, loss: 0.8275, grad_norm: 4.8464 2021-05-27 00:34:27,242 - mmaction - INFO - Epoch [6][380/4294] lr: 4.375e-04, eta: 14:40:38, time: 1.131, data_time: 0.005, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9304, loss_cls: 0.7784, loss: 0.7784, grad_norm: 4.6362 2021-05-27 00:34:49,975 - mmaction - INFO - Epoch [6][400/4294] lr: 4.375e-04, eta: 14:40:10, time: 1.176, data_time: 0.042, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9295, loss_cls: 0.8116, loss: 0.8116, grad_norm: 4.7501 2021-05-27 00:35:15,909 - mmaction - INFO - Epoch [6][420/4294] lr: 4.375e-04, eta: 14:39:48, time: 1.293, data_time: 0.005, memory: 29668, top1_acc: 0.7821, top5_acc: 0.9286, loss_cls: 0.7933, loss: 0.7933, grad_norm: 4.7050 2021-05-27 00:35:38,742 - mmaction - INFO - Epoch [6][440/4294] lr: 4.375e-04, eta: 14:39:19, time: 1.142, data_time: 0.009, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9357, loss_cls: 0.8115, loss: 0.8115, grad_norm: 4.6432 2021-05-27 00:35:59,878 - mmaction - INFO - Epoch [6][460/4294] lr: 4.375e-04, eta: 14:38:47, time: 1.057, data_time: 0.009, memory: 29668, top1_acc: 0.7857, top5_acc: 0.9295, loss_cls: 0.8308, loss: 0.8308, grad_norm: 4.9312 2021-05-27 00:36:23,857 - mmaction - INFO - Epoch [6][480/4294] lr: 4.375e-04, eta: 14:38:20, time: 1.199, data_time: 0.007, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9491, loss_cls: 0.7237, loss: 0.7237, grad_norm: 4.7383 2021-05-27 00:36:49,362 - mmaction - INFO - Epoch [6][500/4294] lr: 4.375e-04, eta: 14:37:57, time: 1.277, data_time: 0.007, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9348, loss_cls: 0.7814, loss: 0.7814, grad_norm: 4.7600 2021-05-27 00:37:16,922 - mmaction - INFO - Epoch [6][520/4294] lr: 4.375e-04, eta: 14:37:37, time: 1.378, data_time: 0.004, memory: 29668, top1_acc: 0.7795, top5_acc: 0.9259, loss_cls: 0.8354, loss: 0.8354, grad_norm: 4.9888 2021-05-27 00:37:40,980 - mmaction - INFO - Epoch [6][540/4294] lr: 4.375e-04, eta: 14:37:11, time: 1.201, data_time: 0.006, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9446, loss_cls: 0.7541, loss: 0.7541, grad_norm: 4.6634 2021-05-27 00:38:04,038 - mmaction - INFO - Epoch [6][560/4294] lr: 4.375e-04, eta: 14:36:43, time: 1.154, data_time: 0.006, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9313, loss_cls: 0.8001, loss: 0.8001, grad_norm: 4.9332 2021-05-27 00:38:23,747 - mmaction - INFO - Epoch [6][580/4294] lr: 4.375e-04, eta: 14:36:08, time: 0.986, data_time: 0.006, memory: 29668, top1_acc: 0.7741, top5_acc: 0.9455, loss_cls: 0.8043, loss: 0.8043, grad_norm: 4.7961 2021-05-27 00:38:46,689 - mmaction - INFO - Epoch [6][600/4294] lr: 4.375e-04, eta: 14:35:40, time: 1.149, data_time: 0.007, memory: 29668, top1_acc: 0.7652, top5_acc: 0.9313, loss_cls: 0.8705, loss: 0.8705, grad_norm: 4.9869 2021-05-27 00:39:10,052 - mmaction - INFO - Epoch [6][620/4294] lr: 4.375e-04, eta: 14:35:12, time: 1.164, data_time: 0.002, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9330, loss_cls: 0.8090, loss: 0.8090, grad_norm: 4.8561 2021-05-27 00:39:32,054 - mmaction - INFO - Epoch [6][640/4294] lr: 4.375e-04, eta: 14:34:42, time: 1.104, data_time: 0.009, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9411, loss_cls: 0.7738, loss: 0.7738, grad_norm: 4.8239 2021-05-27 00:39:59,019 - mmaction - INFO - Epoch [6][660/4294] lr: 4.375e-04, eta: 14:34:21, time: 1.345, data_time: 0.003, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9268, loss_cls: 0.8299, loss: 0.8299, grad_norm: 4.6311 2021-05-27 00:40:23,989 - mmaction - INFO - Epoch [6][680/4294] lr: 4.375e-04, eta: 14:33:57, time: 1.247, data_time: 0.006, memory: 29668, top1_acc: 0.7821, top5_acc: 0.9437, loss_cls: 0.7939, loss: 0.7939, grad_norm: 4.8447 2021-05-27 00:40:47,372 - mmaction - INFO - Epoch [6][700/4294] lr: 4.375e-04, eta: 14:33:29, time: 1.174, data_time: 0.007, memory: 29668, top1_acc: 0.7750, top5_acc: 0.9232, loss_cls: 0.8487, loss: 0.8487, grad_norm: 4.8208 2021-05-27 00:41:12,789 - mmaction - INFO - Epoch [6][720/4294] lr: 4.375e-04, eta: 14:33:05, time: 1.255, data_time: 0.004, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9429, loss_cls: 0.7896, loss: 0.7896, grad_norm: 4.6830 2021-05-27 00:41:34,278 - mmaction - INFO - Epoch [6][740/4294] lr: 4.375e-04, eta: 14:32:35, time: 1.090, data_time: 0.021, memory: 29668, top1_acc: 0.7688, top5_acc: 0.9223, loss_cls: 0.8812, loss: 0.8812, grad_norm: 5.3069 2021-05-27 00:42:00,689 - mmaction - INFO - Epoch [6][760/4294] lr: 4.375e-04, eta: 14:32:13, time: 1.314, data_time: 0.004, memory: 29668, top1_acc: 0.7839, top5_acc: 0.9286, loss_cls: 0.8238, loss: 0.8238, grad_norm: 4.9508 2021-05-27 00:42:22,268 - mmaction - INFO - Epoch [6][780/4294] lr: 4.375e-04, eta: 14:31:42, time: 1.081, data_time: 0.009, memory: 29668, top1_acc: 0.7830, top5_acc: 0.9330, loss_cls: 0.8021, loss: 0.8021, grad_norm: 4.8769 2021-05-27 00:42:48,682 - mmaction - INFO - Epoch [6][800/4294] lr: 4.375e-04, eta: 14:31:20, time: 1.318, data_time: 0.006, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9527, loss_cls: 0.7069, loss: 0.7069, grad_norm: 4.7247 2021-05-27 00:43:09,147 - mmaction - INFO - Epoch [6][820/4294] lr: 4.375e-04, eta: 14:30:47, time: 1.026, data_time: 0.010, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9393, loss_cls: 0.7548, loss: 0.7548, grad_norm: 4.7650 2021-05-27 00:43:29,300 - mmaction - INFO - Epoch [6][840/4294] lr: 4.375e-04, eta: 14:30:13, time: 1.011, data_time: 0.007, memory: 29668, top1_acc: 0.7866, top5_acc: 0.9384, loss_cls: 0.7892, loss: 0.7892, grad_norm: 4.8863 2021-05-27 00:43:49,689 - mmaction - INFO - Epoch [6][860/4294] lr: 4.375e-04, eta: 14:29:40, time: 1.019, data_time: 0.003, memory: 29668, top1_acc: 0.7804, top5_acc: 0.9446, loss_cls: 0.8078, loss: 0.8078, grad_norm: 4.8773 2021-05-27 00:44:13,374 - mmaction - INFO - Epoch [6][880/4294] lr: 4.375e-04, eta: 14:29:13, time: 1.183, data_time: 0.005, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9473, loss_cls: 0.7192, loss: 0.7192, grad_norm: 4.6278 2021-05-27 00:44:35,025 - mmaction - INFO - Epoch [6][900/4294] lr: 4.375e-04, eta: 14:28:43, time: 1.084, data_time: 0.004, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9420, loss_cls: 0.7852, loss: 0.7852, grad_norm: 4.8486 2021-05-27 00:44:58,937 - mmaction - INFO - Epoch [6][920/4294] lr: 4.375e-04, eta: 14:28:16, time: 1.193, data_time: 0.003, memory: 29668, top1_acc: 0.7920, top5_acc: 0.9411, loss_cls: 0.7971, loss: 0.7971, grad_norm: 4.8660 2021-05-27 00:45:23,421 - mmaction - INFO - Epoch [6][940/4294] lr: 4.375e-04, eta: 14:27:51, time: 1.224, data_time: 0.006, memory: 29668, top1_acc: 0.7768, top5_acc: 0.9429, loss_cls: 0.8307, loss: 0.8307, grad_norm: 5.0383 2021-05-27 00:45:45,466 - mmaction - INFO - Epoch [6][960/4294] lr: 4.375e-04, eta: 14:27:21, time: 1.105, data_time: 0.006, memory: 29668, top1_acc: 0.7679, top5_acc: 0.9286, loss_cls: 0.8598, loss: 0.8598, grad_norm: 5.0399 2021-05-27 00:46:09,344 - mmaction - INFO - Epoch [6][980/4294] lr: 4.375e-04, eta: 14:26:54, time: 1.184, data_time: 0.004, memory: 29668, top1_acc: 0.7732, top5_acc: 0.9295, loss_cls: 0.8262, loss: 0.8262, grad_norm: 4.9872 2021-05-27 00:46:29,378 - mmaction - INFO - Epoch [6][1000/4294] lr: 4.375e-04, eta: 14:26:21, time: 1.008, data_time: 0.016, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9384, loss_cls: 0.7663, loss: 0.7663, grad_norm: 4.8193 2021-05-27 00:46:51,929 - mmaction - INFO - Epoch [6][1020/4294] lr: 4.375e-04, eta: 14:25:52, time: 1.128, data_time: 0.007, memory: 29668, top1_acc: 0.7857, top5_acc: 0.9473, loss_cls: 0.7670, loss: 0.7670, grad_norm: 4.9844 2021-05-27 00:47:12,755 - mmaction - INFO - Epoch [6][1040/4294] lr: 4.375e-04, eta: 14:25:20, time: 1.043, data_time: 0.005, memory: 29668, top1_acc: 0.7643, top5_acc: 0.9402, loss_cls: 0.8287, loss: 0.8287, grad_norm: 5.0547 2021-05-27 00:47:34,931 - mmaction - INFO - Epoch [6][1060/4294] lr: 4.375e-04, eta: 14:24:50, time: 1.110, data_time: 0.008, memory: 29668, top1_acc: 0.7688, top5_acc: 0.9420, loss_cls: 0.8230, loss: 0.8230, grad_norm: 4.9854 2021-05-27 00:47:58,483 - mmaction - INFO - Epoch [6][1080/4294] lr: 4.375e-04, eta: 14:24:23, time: 1.176, data_time: 0.003, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9384, loss_cls: 0.7615, loss: 0.7615, grad_norm: 4.7658 2021-05-27 00:48:20,858 - mmaction - INFO - Epoch [6][1100/4294] lr: 4.375e-04, eta: 14:23:54, time: 1.118, data_time: 0.005, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9509, loss_cls: 0.7561, loss: 0.7561, grad_norm: 4.7133 2021-05-27 00:48:40,992 - mmaction - INFO - Epoch [6][1120/4294] lr: 4.375e-04, eta: 14:23:20, time: 1.009, data_time: 0.006, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9286, loss_cls: 0.8025, loss: 0.8025, grad_norm: 4.7807 2021-05-27 00:49:08,422 - mmaction - INFO - Epoch [6][1140/4294] lr: 4.375e-04, eta: 14:23:00, time: 1.369, data_time: 0.006, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9527, loss_cls: 0.7431, loss: 0.7431, grad_norm: 4.7455 2021-05-27 00:49:28,979 - mmaction - INFO - Epoch [6][1160/4294] lr: 4.375e-04, eta: 14:22:28, time: 1.030, data_time: 0.007, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9375, loss_cls: 0.8127, loss: 0.8127, grad_norm: 4.8067 2021-05-27 00:49:49,380 - mmaction - INFO - Epoch [6][1180/4294] lr: 4.375e-04, eta: 14:21:55, time: 1.020, data_time: 0.003, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9393, loss_cls: 0.7477, loss: 0.7477, grad_norm: 4.9402 2021-05-27 00:50:12,419 - mmaction - INFO - Epoch [6][1200/4294] lr: 4.375e-04, eta: 14:21:27, time: 1.153, data_time: 0.003, memory: 29668, top1_acc: 0.7821, top5_acc: 0.9268, loss_cls: 0.8100, loss: 0.8100, grad_norm: 4.9001 2021-05-27 00:50:36,734 - mmaction - INFO - Epoch [6][1220/4294] lr: 4.375e-04, eta: 14:21:01, time: 1.215, data_time: 0.003, memory: 29668, top1_acc: 0.7830, top5_acc: 0.9330, loss_cls: 0.8140, loss: 0.8140, grad_norm: 5.0543 2021-05-27 00:50:56,883 - mmaction - INFO - Epoch [6][1240/4294] lr: 4.375e-04, eta: 14:20:28, time: 1.008, data_time: 0.005, memory: 29668, top1_acc: 0.7804, top5_acc: 0.9214, loss_cls: 0.8453, loss: 0.8453, grad_norm: 4.8200 2021-05-27 00:51:20,251 - mmaction - INFO - Epoch [6][1260/4294] lr: 4.375e-04, eta: 14:20:01, time: 1.162, data_time: 0.003, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9429, loss_cls: 0.7333, loss: 0.7333, grad_norm: 4.8644 2021-05-27 00:51:41,847 - mmaction - INFO - Epoch [6][1280/4294] lr: 4.375e-04, eta: 14:19:30, time: 1.087, data_time: 0.010, memory: 29668, top1_acc: 0.7839, top5_acc: 0.9446, loss_cls: 0.8320, loss: 0.8320, grad_norm: 5.2457 2021-05-27 00:52:07,418 - mmaction - INFO - Epoch [6][1300/4294] lr: 4.375e-04, eta: 14:19:07, time: 1.276, data_time: 0.004, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9393, loss_cls: 0.7515, loss: 0.7515, grad_norm: 4.6982 2021-05-27 00:52:36,097 - mmaction - INFO - Epoch [6][1320/4294] lr: 4.375e-04, eta: 14:18:49, time: 1.432, data_time: 0.005, memory: 29668, top1_acc: 0.7768, top5_acc: 0.9330, loss_cls: 0.8165, loss: 0.8165, grad_norm: 4.9641 2021-05-27 00:53:02,253 - mmaction - INFO - Epoch [6][1340/4294] lr: 4.375e-04, eta: 14:18:27, time: 1.307, data_time: 0.008, memory: 29668, top1_acc: 0.7723, top5_acc: 0.9339, loss_cls: 0.8502, loss: 0.8502, grad_norm: 4.9357 2021-05-27 00:53:21,788 - mmaction - INFO - Epoch [6][1360/4294] lr: 4.375e-04, eta: 14:17:53, time: 0.982, data_time: 0.009, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9304, loss_cls: 0.8169, loss: 0.8169, grad_norm: 5.0091 2021-05-27 00:53:46,281 - mmaction - INFO - Epoch [6][1380/4294] lr: 4.375e-04, eta: 14:17:28, time: 1.221, data_time: 0.003, memory: 29668, top1_acc: 0.7812, top5_acc: 0.9330, loss_cls: 0.8156, loss: 0.8156, grad_norm: 4.9372 2021-05-27 00:54:08,218 - mmaction - INFO - Epoch [6][1400/4294] lr: 4.375e-04, eta: 14:16:58, time: 1.101, data_time: 0.009, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9482, loss_cls: 0.7230, loss: 0.7230, grad_norm: 4.7722 2021-05-27 00:54:30,070 - mmaction - INFO - Epoch [6][1420/4294] lr: 4.375e-04, eta: 14:16:28, time: 1.091, data_time: 0.003, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9402, loss_cls: 0.7429, loss: 0.7429, grad_norm: 4.7665 2021-05-27 00:54:56,595 - mmaction - INFO - Epoch [6][1440/4294] lr: 4.375e-04, eta: 14:16:06, time: 1.328, data_time: 0.005, memory: 29668, top1_acc: 0.7661, top5_acc: 0.9446, loss_cls: 0.7867, loss: 0.7867, grad_norm: 4.8878 2021-05-27 00:55:18,297 - mmaction - INFO - Epoch [6][1460/4294] lr: 4.375e-04, eta: 14:15:36, time: 1.085, data_time: 0.003, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9589, loss_cls: 0.7032, loss: 0.7032, grad_norm: 4.6045 2021-05-27 00:55:41,449 - mmaction - INFO - Epoch [6][1480/4294] lr: 4.375e-04, eta: 14:15:08, time: 1.157, data_time: 0.003, memory: 29668, top1_acc: 0.7696, top5_acc: 0.9313, loss_cls: 0.9074, loss: 0.9074, grad_norm: 5.0303 2021-05-27 00:56:02,702 - mmaction - INFO - Epoch [6][1500/4294] lr: 4.375e-04, eta: 14:14:37, time: 1.063, data_time: 0.004, memory: 29668, top1_acc: 0.7795, top5_acc: 0.9375, loss_cls: 0.8061, loss: 0.8061, grad_norm: 4.7205 2021-05-27 00:56:22,322 - mmaction - INFO - Epoch [6][1520/4294] lr: 4.375e-04, eta: 14:14:03, time: 0.983, data_time: 0.009, memory: 29668, top1_acc: 0.7768, top5_acc: 0.9411, loss_cls: 0.8288, loss: 0.8288, grad_norm: 5.0694 2021-05-27 00:56:45,036 - mmaction - INFO - Epoch [6][1540/4294] lr: 4.375e-04, eta: 14:13:35, time: 1.135, data_time: 0.003, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9536, loss_cls: 0.7227, loss: 0.7227, grad_norm: 4.8856 2021-05-27 00:57:07,794 - mmaction - INFO - Epoch [6][1560/4294] lr: 4.375e-04, eta: 14:13:07, time: 1.137, data_time: 0.002, memory: 29668, top1_acc: 0.7750, top5_acc: 0.9295, loss_cls: 0.9109, loss: 0.9109, grad_norm: 5.0320 2021-05-27 00:57:31,485 - mmaction - INFO - Epoch [6][1580/4294] lr: 4.375e-04, eta: 14:12:40, time: 1.184, data_time: 0.006, memory: 29668, top1_acc: 0.7848, top5_acc: 0.9339, loss_cls: 0.8383, loss: 0.8383, grad_norm: 4.9616 2021-05-27 00:57:55,306 - mmaction - INFO - Epoch [6][1600/4294] lr: 4.375e-04, eta: 14:12:13, time: 1.188, data_time: 0.005, memory: 29668, top1_acc: 0.7830, top5_acc: 0.9402, loss_cls: 0.7878, loss: 0.7878, grad_norm: 4.9278 2021-05-27 00:58:16,549 - mmaction - INFO - Epoch [6][1620/4294] lr: 4.375e-04, eta: 14:11:42, time: 1.063, data_time: 0.008, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9348, loss_cls: 0.7688, loss: 0.7688, grad_norm: 4.7543 2021-05-27 00:58:37,899 - mmaction - INFO - Epoch [6][1640/4294] lr: 4.375e-04, eta: 14:11:12, time: 1.071, data_time: 0.007, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9500, loss_cls: 0.7591, loss: 0.7591, grad_norm: 4.7799 2021-05-27 00:58:59,766 - mmaction - INFO - Epoch [6][1660/4294] lr: 4.375e-04, eta: 14:10:42, time: 1.087, data_time: 0.003, memory: 29668, top1_acc: 0.7857, top5_acc: 0.9348, loss_cls: 0.8144, loss: 0.8144, grad_norm: 4.9225 2021-05-27 00:59:25,343 - mmaction - INFO - Epoch [6][1680/4294] lr: 4.375e-04, eta: 14:10:19, time: 1.283, data_time: 0.009, memory: 29668, top1_acc: 0.7857, top5_acc: 0.9375, loss_cls: 0.7687, loss: 0.7687, grad_norm: 4.8726 2021-05-27 00:59:47,209 - mmaction - INFO - Epoch [6][1700/4294] lr: 4.375e-04, eta: 14:09:49, time: 1.096, data_time: 0.006, memory: 29668, top1_acc: 0.7804, top5_acc: 0.9420, loss_cls: 0.8271, loss: 0.8271, grad_norm: 5.0544 2021-05-27 01:00:09,856 - mmaction - INFO - Epoch [6][1720/4294] lr: 4.375e-04, eta: 14:09:20, time: 1.131, data_time: 0.003, memory: 29668, top1_acc: 0.7804, top5_acc: 0.9402, loss_cls: 0.8113, loss: 0.8113, grad_norm: 4.8917 2021-05-27 01:00:33,721 - mmaction - INFO - Epoch [6][1740/4294] lr: 4.375e-04, eta: 14:08:54, time: 1.192, data_time: 0.007, memory: 29668, top1_acc: 0.7812, top5_acc: 0.9366, loss_cls: 0.7980, loss: 0.7980, grad_norm: 4.7639 2021-05-27 01:00:53,676 - mmaction - INFO - Epoch [6][1760/4294] lr: 4.375e-04, eta: 14:08:21, time: 1.000, data_time: 0.005, memory: 29668, top1_acc: 0.7857, top5_acc: 0.9313, loss_cls: 0.8256, loss: 0.8256, grad_norm: 4.9647 2021-05-27 01:01:14,172 - mmaction - INFO - Epoch [6][1780/4294] lr: 4.375e-04, eta: 14:07:49, time: 1.022, data_time: 0.004, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9321, loss_cls: 0.8094, loss: 0.8094, grad_norm: 4.8468 2021-05-27 01:01:38,432 - mmaction - INFO - Epoch [6][1800/4294] lr: 4.375e-04, eta: 14:07:23, time: 1.216, data_time: 0.008, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9446, loss_cls: 0.8090, loss: 0.8090, grad_norm: 4.7988 2021-05-27 01:01:58,946 - mmaction - INFO - Epoch [6][1820/4294] lr: 4.375e-04, eta: 14:06:51, time: 1.025, data_time: 0.004, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9455, loss_cls: 0.7564, loss: 0.7564, grad_norm: 4.7939 2021-05-27 01:02:20,518 - mmaction - INFO - Epoch [6][1840/4294] lr: 4.375e-04, eta: 14:06:21, time: 1.080, data_time: 0.003, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9384, loss_cls: 0.8019, loss: 0.8019, grad_norm: 4.6971 2021-05-27 01:02:40,986 - mmaction - INFO - Epoch [6][1860/4294] lr: 4.375e-04, eta: 14:05:49, time: 1.019, data_time: 0.002, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9348, loss_cls: 0.7655, loss: 0.7655, grad_norm: 4.9864 2021-05-27 01:03:00,805 - mmaction - INFO - Epoch [6][1880/4294] lr: 4.375e-04, eta: 14:05:15, time: 0.996, data_time: 0.007, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9429, loss_cls: 0.7230, loss: 0.7230, grad_norm: 4.6958 2021-05-27 01:03:23,336 - mmaction - INFO - Epoch [6][1900/4294] lr: 4.375e-04, eta: 14:04:47, time: 1.124, data_time: 0.003, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9429, loss_cls: 0.7888, loss: 0.7888, grad_norm: 4.8347 2021-05-27 01:03:46,939 - mmaction - INFO - Epoch [6][1920/4294] lr: 4.375e-04, eta: 14:04:20, time: 1.176, data_time: 0.005, memory: 29668, top1_acc: 0.7830, top5_acc: 0.9313, loss_cls: 0.8372, loss: 0.8372, grad_norm: 4.8258 2021-05-27 01:04:10,821 - mmaction - INFO - Epoch [6][1940/4294] lr: 4.375e-04, eta: 14:03:54, time: 1.193, data_time: 0.008, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9330, loss_cls: 0.7933, loss: 0.7933, grad_norm: 5.0236 2021-05-27 01:04:37,773 - mmaction - INFO - Epoch [6][1960/4294] lr: 4.375e-04, eta: 14:03:33, time: 1.350, data_time: 0.013, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9339, loss_cls: 0.7744, loss: 0.7744, grad_norm: 4.6062 2021-05-27 01:05:07,399 - mmaction - INFO - Epoch [6][1980/4294] lr: 4.375e-04, eta: 14:03:17, time: 1.482, data_time: 0.009, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9321, loss_cls: 0.7624, loss: 0.7624, grad_norm: 4.6555 2021-05-27 01:05:29,712 - mmaction - INFO - Epoch [6][2000/4294] lr: 4.375e-04, eta: 14:02:48, time: 1.119, data_time: 0.008, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9429, loss_cls: 0.8258, loss: 0.8258, grad_norm: 5.0616 2021-05-27 01:05:49,700 - mmaction - INFO - Epoch [6][2020/4294] lr: 4.375e-04, eta: 14:02:15, time: 1.000, data_time: 0.004, memory: 29668, top1_acc: 0.7714, top5_acc: 0.9330, loss_cls: 0.8534, loss: 0.8534, grad_norm: 5.1335 2021-05-27 01:06:10,089 - mmaction - INFO - Epoch [6][2040/4294] lr: 4.375e-04, eta: 14:01:43, time: 1.020, data_time: 0.003, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9375, loss_cls: 0.7952, loss: 0.7952, grad_norm: 4.7943 2021-05-27 01:06:32,050 - mmaction - INFO - Epoch [6][2060/4294] lr: 4.375e-04, eta: 14:01:14, time: 1.098, data_time: 0.003, memory: 29668, top1_acc: 0.7732, top5_acc: 0.9304, loss_cls: 0.8331, loss: 0.8331, grad_norm: 4.9996 2021-05-27 01:06:57,214 - mmaction - INFO - Epoch [6][2080/4294] lr: 4.375e-04, eta: 14:00:50, time: 1.256, data_time: 0.004, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9473, loss_cls: 0.7667, loss: 0.7667, grad_norm: 4.7937 2021-05-27 01:07:18,880 - mmaction - INFO - Epoch [6][2100/4294] lr: 4.375e-04, eta: 14:00:20, time: 1.072, data_time: 0.015, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9402, loss_cls: 0.8070, loss: 0.8070, grad_norm: 4.7943 2021-05-27 01:07:43,521 - mmaction - INFO - Epoch [6][2120/4294] lr: 4.375e-04, eta: 13:59:55, time: 1.245, data_time: 0.019, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9437, loss_cls: 0.7550, loss: 0.7550, grad_norm: 4.8143 2021-05-27 01:08:04,465 - mmaction - INFO - Epoch [6][2140/4294] lr: 4.375e-04, eta: 13:59:24, time: 1.048, data_time: 0.004, memory: 29668, top1_acc: 0.7866, top5_acc: 0.9402, loss_cls: 0.8102, loss: 0.8102, grad_norm: 4.9743 2021-05-27 01:08:27,294 - mmaction - INFO - Epoch [6][2160/4294] lr: 4.375e-04, eta: 13:58:56, time: 1.141, data_time: 0.003, memory: 29668, top1_acc: 0.7848, top5_acc: 0.9437, loss_cls: 0.7925, loss: 0.7925, grad_norm: 5.1911 2021-05-27 01:08:49,115 - mmaction - INFO - Epoch [6][2180/4294] lr: 4.375e-04, eta: 13:58:26, time: 1.086, data_time: 0.003, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9500, loss_cls: 0.7200, loss: 0.7200, grad_norm: 4.9122 2021-05-27 01:09:13,943 - mmaction - INFO - Epoch [6][2200/4294] lr: 4.375e-04, eta: 13:58:02, time: 1.244, data_time: 0.014, memory: 29668, top1_acc: 0.7866, top5_acc: 0.9420, loss_cls: 0.7689, loss: 0.7689, grad_norm: 5.1637 2021-05-27 01:09:36,571 - mmaction - INFO - Epoch [6][2220/4294] lr: 4.375e-04, eta: 13:57:34, time: 1.133, data_time: 0.006, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9509, loss_cls: 0.7730, loss: 0.7730, grad_norm: 4.8848 2021-05-27 01:09:58,725 - mmaction - INFO - Epoch [6][2240/4294] lr: 4.375e-04, eta: 13:57:05, time: 1.106, data_time: 0.005, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9446, loss_cls: 0.7210, loss: 0.7210, grad_norm: 4.7241 2021-05-27 01:10:22,242 - mmaction - INFO - Epoch [6][2260/4294] lr: 4.375e-04, eta: 13:56:38, time: 1.179, data_time: 0.007, memory: 29668, top1_acc: 0.7839, top5_acc: 0.9393, loss_cls: 0.8057, loss: 0.8057, grad_norm: 5.1612 2021-05-27 01:10:42,799 - mmaction - INFO - Epoch [6][2280/4294] lr: 4.375e-04, eta: 13:56:06, time: 1.015, data_time: 0.004, memory: 29668, top1_acc: 0.7795, top5_acc: 0.9402, loss_cls: 0.7929, loss: 0.7929, grad_norm: 4.9031 2021-05-27 01:11:10,457 - mmaction - INFO - Epoch [6][2300/4294] lr: 4.375e-04, eta: 13:55:47, time: 1.396, data_time: 0.018, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9527, loss_cls: 0.7258, loss: 0.7258, grad_norm: 4.8467 2021-05-27 01:11:31,504 - mmaction - INFO - Epoch [6][2320/4294] lr: 4.375e-04, eta: 13:55:16, time: 1.052, data_time: 0.004, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9384, loss_cls: 0.7627, loss: 0.7627, grad_norm: 4.8935 2021-05-27 01:11:57,798 - mmaction - INFO - Epoch [6][2340/4294] lr: 4.375e-04, eta: 13:54:54, time: 1.312, data_time: 0.005, memory: 29668, top1_acc: 0.7804, top5_acc: 0.9321, loss_cls: 0.8309, loss: 0.8309, grad_norm: 4.9862 2021-05-27 01:12:17,795 - mmaction - INFO - Epoch [6][2360/4294] lr: 4.375e-04, eta: 13:54:21, time: 1.004, data_time: 0.007, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9437, loss_cls: 0.7734, loss: 0.7734, grad_norm: 4.6855 2021-05-27 01:12:40,411 - mmaction - INFO - Epoch [6][2380/4294] lr: 4.375e-04, eta: 13:53:53, time: 1.129, data_time: 0.003, memory: 29668, top1_acc: 0.7705, top5_acc: 0.9446, loss_cls: 0.8066, loss: 0.8066, grad_norm: 4.9836 2021-05-27 01:13:05,462 - mmaction - INFO - Epoch [6][2400/4294] lr: 4.375e-04, eta: 13:53:29, time: 1.252, data_time: 0.006, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9366, loss_cls: 0.7969, loss: 0.7969, grad_norm: 4.7965 2021-05-27 01:13:31,017 - mmaction - INFO - Epoch [6][2420/4294] lr: 4.375e-04, eta: 13:53:06, time: 1.276, data_time: 0.006, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9446, loss_cls: 0.6985, loss: 0.6985, grad_norm: 4.4975 2021-05-27 01:13:56,920 - mmaction - INFO - Epoch [6][2440/4294] lr: 4.375e-04, eta: 13:52:43, time: 1.297, data_time: 0.008, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9348, loss_cls: 0.7755, loss: 0.7755, grad_norm: 4.7319 2021-05-27 01:14:16,625 - mmaction - INFO - Epoch [6][2460/4294] lr: 4.375e-04, eta: 13:52:10, time: 0.989, data_time: 0.006, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9429, loss_cls: 0.7664, loss: 0.7664, grad_norm: 4.7997 2021-05-27 01:14:40,774 - mmaction - INFO - Epoch [6][2480/4294] lr: 4.375e-04, eta: 13:51:45, time: 1.202, data_time: 0.006, memory: 29668, top1_acc: 0.7830, top5_acc: 0.9411, loss_cls: 0.8114, loss: 0.8114, grad_norm: 5.0722 2021-05-27 01:15:02,813 - mmaction - INFO - Epoch [6][2500/4294] lr: 4.375e-04, eta: 13:51:16, time: 1.102, data_time: 0.014, memory: 29668, top1_acc: 0.7830, top5_acc: 0.9393, loss_cls: 0.7549, loss: 0.7549, grad_norm: 5.0097 2021-05-27 01:15:25,926 - mmaction - INFO - Epoch [6][2520/4294] lr: 4.375e-04, eta: 13:50:48, time: 1.151, data_time: 0.007, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9366, loss_cls: 0.7896, loss: 0.7896, grad_norm: 4.8489 2021-05-27 01:15:46,804 - mmaction - INFO - Epoch [6][2540/4294] lr: 4.375e-04, eta: 13:50:17, time: 1.053, data_time: 0.013, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9482, loss_cls: 0.7544, loss: 0.7544, grad_norm: 4.8397 2021-05-27 01:16:12,111 - mmaction - INFO - Epoch [6][2560/4294] lr: 4.375e-04, eta: 13:49:54, time: 1.261, data_time: 0.002, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9536, loss_cls: 0.7223, loss: 0.7223, grad_norm: 4.7382 2021-05-27 01:16:35,875 - mmaction - INFO - Epoch [6][2580/4294] lr: 4.375e-04, eta: 13:49:27, time: 1.187, data_time: 0.007, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9437, loss_cls: 0.7330, loss: 0.7330, grad_norm: 4.7109 2021-05-27 01:16:57,106 - mmaction - INFO - Epoch [6][2600/4294] lr: 4.375e-04, eta: 13:48:57, time: 1.065, data_time: 0.009, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9464, loss_cls: 0.7422, loss: 0.7422, grad_norm: 4.7916 2021-05-27 01:17:21,635 - mmaction - INFO - Epoch [6][2620/4294] lr: 4.375e-04, eta: 13:48:32, time: 1.223, data_time: 0.005, memory: 29668, top1_acc: 0.7839, top5_acc: 0.9357, loss_cls: 0.7969, loss: 0.7969, grad_norm: 5.0950 2021-05-27 01:17:46,153 - mmaction - INFO - Epoch [6][2640/4294] lr: 4.375e-04, eta: 13:48:07, time: 1.230, data_time: 0.014, memory: 29668, top1_acc: 0.7723, top5_acc: 0.9375, loss_cls: 0.8233, loss: 0.8233, grad_norm: 5.1089 2021-05-27 01:18:11,860 - mmaction - INFO - Epoch [6][2660/4294] lr: 4.375e-04, eta: 13:47:45, time: 1.286, data_time: 0.006, memory: 29668, top1_acc: 0.7830, top5_acc: 0.9429, loss_cls: 0.7774, loss: 0.7774, grad_norm: 5.0456 2021-05-27 01:18:37,496 - mmaction - INFO - Epoch [6][2680/4294] lr: 4.375e-04, eta: 13:47:21, time: 1.281, data_time: 0.005, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9393, loss_cls: 0.7865, loss: 0.7865, grad_norm: 4.8861 2021-05-27 01:19:02,104 - mmaction - INFO - Epoch [6][2700/4294] lr: 4.375e-04, eta: 13:46:57, time: 1.228, data_time: 0.005, memory: 29668, top1_acc: 0.7804, top5_acc: 0.9313, loss_cls: 0.8042, loss: 0.8042, grad_norm: 5.1140 2021-05-27 01:19:24,765 - mmaction - INFO - Epoch [6][2720/4294] lr: 4.375e-04, eta: 13:46:29, time: 1.134, data_time: 0.008, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9420, loss_cls: 0.7742, loss: 0.7742, grad_norm: 4.8408 2021-05-27 01:19:52,173 - mmaction - INFO - Epoch [6][2740/4294] lr: 4.375e-04, eta: 13:46:09, time: 1.369, data_time: 0.008, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9527, loss_cls: 0.7536, loss: 0.7536, grad_norm: 4.9115 2021-05-27 01:20:12,264 - mmaction - INFO - Epoch [6][2760/4294] lr: 4.375e-04, eta: 13:45:36, time: 1.010, data_time: 0.009, memory: 29668, top1_acc: 0.7777, top5_acc: 0.9268, loss_cls: 0.8461, loss: 0.8461, grad_norm: 5.1734 2021-05-27 01:20:42,017 - mmaction - INFO - Epoch [6][2780/4294] lr: 4.375e-04, eta: 13:45:20, time: 1.478, data_time: 0.003, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9429, loss_cls: 0.7841, loss: 0.7841, grad_norm: 4.7838 2021-05-27 01:21:06,206 - mmaction - INFO - Epoch [6][2800/4294] lr: 4.375e-04, eta: 13:44:55, time: 1.214, data_time: 0.012, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9455, loss_cls: 0.7715, loss: 0.7715, grad_norm: 4.8175 2021-05-27 01:21:33,748 - mmaction - INFO - Epoch [6][2820/4294] lr: 4.375e-04, eta: 13:44:35, time: 1.376, data_time: 0.010, memory: 29668, top1_acc: 0.7741, top5_acc: 0.9402, loss_cls: 0.8390, loss: 0.8390, grad_norm: 5.1367 2021-05-27 01:21:56,276 - mmaction - INFO - Epoch [6][2840/4294] lr: 4.375e-04, eta: 13:44:07, time: 1.129, data_time: 0.012, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9473, loss_cls: 0.7556, loss: 0.7556, grad_norm: 5.0226 2021-05-27 01:22:18,450 - mmaction - INFO - Epoch [6][2860/4294] lr: 4.375e-04, eta: 13:43:38, time: 1.112, data_time: 0.007, memory: 29668, top1_acc: 0.7786, top5_acc: 0.9429, loss_cls: 0.7982, loss: 0.7982, grad_norm: 5.0306 2021-05-27 01:22:39,417 - mmaction - INFO - Epoch [6][2880/4294] lr: 4.375e-04, eta: 13:43:07, time: 1.046, data_time: 0.006, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9446, loss_cls: 0.7443, loss: 0.7443, grad_norm: 4.7881 2021-05-27 01:23:02,580 - mmaction - INFO - Epoch [6][2900/4294] lr: 4.375e-04, eta: 13:42:40, time: 1.159, data_time: 0.007, memory: 29668, top1_acc: 0.7848, top5_acc: 0.9348, loss_cls: 0.7867, loss: 0.7867, grad_norm: 4.9027 2021-05-27 01:23:25,273 - mmaction - INFO - Epoch [6][2920/4294] lr: 4.375e-04, eta: 13:42:12, time: 1.133, data_time: 0.006, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9509, loss_cls: 0.7314, loss: 0.7314, grad_norm: 4.7892 2021-05-27 01:23:51,262 - mmaction - INFO - Epoch [6][2940/4294] lr: 4.375e-04, eta: 13:41:50, time: 1.303, data_time: 0.017, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9393, loss_cls: 0.7742, loss: 0.7742, grad_norm: 5.0098 2021-05-27 01:24:15,235 - mmaction - INFO - Epoch [6][2960/4294] lr: 4.375e-04, eta: 13:41:24, time: 1.188, data_time: 0.003, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9366, loss_cls: 0.7750, loss: 0.7750, grad_norm: 4.8028 2021-05-27 01:24:37,200 - mmaction - INFO - Epoch [6][2980/4294] lr: 4.375e-04, eta: 13:40:55, time: 1.109, data_time: 0.015, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9500, loss_cls: 0.7442, loss: 0.7442, grad_norm: 4.9385 2021-05-27 01:24:59,425 - mmaction - INFO - Epoch [6][3000/4294] lr: 4.375e-04, eta: 13:40:26, time: 1.111, data_time: 0.002, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9491, loss_cls: 0.7752, loss: 0.7752, grad_norm: 4.7782 2021-05-27 01:25:24,199 - mmaction - INFO - Epoch [6][3020/4294] lr: 4.375e-04, eta: 13:40:02, time: 1.237, data_time: 0.002, memory: 29668, top1_acc: 0.7661, top5_acc: 0.9375, loss_cls: 0.8778, loss: 0.8778, grad_norm: 5.3214 2021-05-27 01:25:49,611 - mmaction - INFO - Epoch [6][3040/4294] lr: 4.375e-04, eta: 13:39:38, time: 1.268, data_time: 0.004, memory: 29668, top1_acc: 0.7866, top5_acc: 0.9321, loss_cls: 0.8204, loss: 0.8204, grad_norm: 4.9434 2021-05-27 01:26:09,657 - mmaction - INFO - Epoch [6][3060/4294] lr: 4.375e-04, eta: 13:39:06, time: 1.004, data_time: 0.007, memory: 29668, top1_acc: 0.7732, top5_acc: 0.9321, loss_cls: 0.8280, loss: 0.8280, grad_norm: 5.0598 2021-05-27 01:26:34,893 - mmaction - INFO - Epoch [6][3080/4294] lr: 4.375e-04, eta: 13:38:43, time: 1.264, data_time: 0.006, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9402, loss_cls: 0.7724, loss: 0.7724, grad_norm: 4.8803 2021-05-27 01:26:54,679 - mmaction - INFO - Epoch [6][3100/4294] lr: 4.375e-04, eta: 13:38:10, time: 0.990, data_time: 0.003, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9420, loss_cls: 0.7530, loss: 0.7530, grad_norm: 4.8399 2021-05-27 01:27:18,920 - mmaction - INFO - Epoch [6][3120/4294] lr: 4.375e-04, eta: 13:37:45, time: 1.207, data_time: 0.005, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9482, loss_cls: 0.7164, loss: 0.7164, grad_norm: 4.7203 2021-05-27 01:27:42,035 - mmaction - INFO - Epoch [6][3140/4294] lr: 4.375e-04, eta: 13:37:17, time: 1.153, data_time: 0.008, memory: 29668, top1_acc: 0.7866, top5_acc: 0.9393, loss_cls: 0.7725, loss: 0.7725, grad_norm: 4.9797 2021-05-27 01:28:08,910 - mmaction - INFO - Epoch [6][3160/4294] lr: 4.375e-04, eta: 13:36:57, time: 1.349, data_time: 0.012, memory: 29668, top1_acc: 0.7857, top5_acc: 0.9375, loss_cls: 0.8084, loss: 0.8084, grad_norm: 5.1211 2021-05-27 01:28:30,335 - mmaction - INFO - Epoch [6][3180/4294] lr: 4.375e-04, eta: 13:36:27, time: 1.073, data_time: 0.005, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9437, loss_cls: 0.7687, loss: 0.7687, grad_norm: 4.8327 2021-05-27 01:28:53,684 - mmaction - INFO - Epoch [6][3200/4294] lr: 4.375e-04, eta: 13:36:00, time: 1.164, data_time: 0.005, memory: 29668, top1_acc: 0.7821, top5_acc: 0.9375, loss_cls: 0.8181, loss: 0.8181, grad_norm: 4.8705 2021-05-27 01:29:18,580 - mmaction - INFO - Epoch [6][3220/4294] lr: 4.375e-04, eta: 13:35:36, time: 1.245, data_time: 0.009, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9402, loss_cls: 0.7662, loss: 0.7662, grad_norm: 4.8190 2021-05-27 01:29:41,745 - mmaction - INFO - Epoch [6][3240/4294] lr: 4.375e-04, eta: 13:35:09, time: 1.159, data_time: 0.006, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9473, loss_cls: 0.7480, loss: 0.7480, grad_norm: 4.8775 2021-05-27 01:30:08,525 - mmaction - INFO - Epoch [6][3260/4294] lr: 4.375e-04, eta: 13:34:48, time: 1.340, data_time: 0.005, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9357, loss_cls: 0.7857, loss: 0.7857, grad_norm: 4.8299 2021-05-27 01:30:32,192 - mmaction - INFO - Epoch [6][3280/4294] lr: 4.375e-04, eta: 13:34:21, time: 1.186, data_time: 0.005, memory: 29668, top1_acc: 0.7795, top5_acc: 0.9348, loss_cls: 0.8001, loss: 0.8001, grad_norm: 4.9035 2021-05-27 01:30:57,058 - mmaction - INFO - Epoch [6][3300/4294] lr: 4.375e-04, eta: 13:33:57, time: 1.240, data_time: 0.004, memory: 29668, top1_acc: 0.7857, top5_acc: 0.9348, loss_cls: 0.7859, loss: 0.7859, grad_norm: 5.0582 2021-05-27 01:31:20,087 - mmaction - INFO - Epoch [6][3320/4294] lr: 4.375e-04, eta: 13:33:30, time: 1.155, data_time: 0.008, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9429, loss_cls: 0.7600, loss: 0.7600, grad_norm: 4.8285 2021-05-27 01:31:46,061 - mmaction - INFO - Epoch [6][3340/4294] lr: 4.375e-04, eta: 13:33:07, time: 1.293, data_time: 0.003, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9348, loss_cls: 0.7974, loss: 0.7974, grad_norm: 4.8577 2021-05-27 01:32:06,956 - mmaction - INFO - Epoch [6][3360/4294] lr: 4.375e-04, eta: 13:32:37, time: 1.050, data_time: 0.008, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9393, loss_cls: 0.7690, loss: 0.7690, grad_norm: 4.6713 2021-05-27 01:32:26,784 - mmaction - INFO - Epoch [6][3380/4294] lr: 4.375e-04, eta: 13:32:05, time: 0.992, data_time: 0.004, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9375, loss_cls: 0.7898, loss: 0.7898, grad_norm: 4.9295 2021-05-27 01:32:48,337 - mmaction - INFO - Epoch [6][3400/4294] lr: 4.375e-04, eta: 13:31:35, time: 1.075, data_time: 0.002, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9500, loss_cls: 0.7637, loss: 0.7637, grad_norm: 4.7716 2021-05-27 01:33:08,139 - mmaction - INFO - Epoch [6][3420/4294] lr: 4.375e-04, eta: 13:31:03, time: 0.992, data_time: 0.005, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9348, loss_cls: 0.8392, loss: 0.8392, grad_norm: 5.1564 2021-05-27 01:33:28,189 - mmaction - INFO - Epoch [6][3440/4294] lr: 4.375e-04, eta: 13:30:31, time: 1.003, data_time: 0.003, memory: 29668, top1_acc: 0.7661, top5_acc: 0.9446, loss_cls: 0.8064, loss: 0.8064, grad_norm: 5.0652 2021-05-27 01:33:51,382 - mmaction - INFO - Epoch [6][3460/4294] lr: 4.375e-04, eta: 13:30:04, time: 1.159, data_time: 0.003, memory: 29668, top1_acc: 0.7732, top5_acc: 0.9366, loss_cls: 0.7984, loss: 0.7984, grad_norm: 5.0639 2021-05-27 01:34:16,086 - mmaction - INFO - Epoch [6][3480/4294] lr: 4.375e-04, eta: 13:29:39, time: 1.224, data_time: 0.004, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9491, loss_cls: 0.7377, loss: 0.7377, grad_norm: 4.6930 2021-05-27 01:34:39,663 - mmaction - INFO - Epoch [6][3500/4294] lr: 4.375e-04, eta: 13:29:13, time: 1.192, data_time: 0.017, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9259, loss_cls: 0.8591, loss: 0.8591, grad_norm: 5.1940 2021-05-27 01:35:05,635 - mmaction - INFO - Epoch [6][3520/4294] lr: 4.375e-04, eta: 13:28:51, time: 1.296, data_time: 0.004, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9348, loss_cls: 0.7846, loss: 0.7846, grad_norm: 4.8982 2021-05-27 01:35:30,937 - mmaction - INFO - Epoch [6][3540/4294] lr: 4.375e-04, eta: 13:28:27, time: 1.266, data_time: 0.006, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9366, loss_cls: 0.7722, loss: 0.7722, grad_norm: 4.8541 2021-05-27 01:35:51,593 - mmaction - INFO - Epoch [6][3560/4294] lr: 4.375e-04, eta: 13:27:56, time: 1.033, data_time: 0.007, memory: 29668, top1_acc: 0.7768, top5_acc: 0.9313, loss_cls: 0.8408, loss: 0.8408, grad_norm: 4.9611 2021-05-27 01:36:18,237 - mmaction - INFO - Epoch [6][3580/4294] lr: 4.375e-04, eta: 13:27:35, time: 1.326, data_time: 0.007, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9455, loss_cls: 0.7776, loss: 0.7776, grad_norm: 4.7800 2021-05-27 01:36:41,578 - mmaction - INFO - Epoch [6][3600/4294] lr: 4.375e-04, eta: 13:27:08, time: 1.171, data_time: 0.015, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9357, loss_cls: 0.8229, loss: 0.8229, grad_norm: 5.0036 2021-05-27 01:37:05,475 - mmaction - INFO - Epoch [6][3620/4294] lr: 4.375e-04, eta: 13:26:42, time: 1.197, data_time: 0.007, memory: 29668, top1_acc: 0.7786, top5_acc: 0.9295, loss_cls: 0.8163, loss: 0.8163, grad_norm: 5.0181 2021-05-27 01:37:27,165 - mmaction - INFO - Epoch [6][3640/4294] lr: 4.375e-04, eta: 13:26:13, time: 1.084, data_time: 0.008, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9482, loss_cls: 0.6972, loss: 0.6972, grad_norm: 4.7040 2021-05-27 01:37:50,727 - mmaction - INFO - Epoch [6][3660/4294] lr: 4.375e-04, eta: 13:25:47, time: 1.178, data_time: 0.006, memory: 29668, top1_acc: 0.7830, top5_acc: 0.9491, loss_cls: 0.7849, loss: 0.7849, grad_norm: 5.0541 2021-05-27 01:38:12,398 - mmaction - INFO - Epoch [6][3680/4294] lr: 4.375e-04, eta: 13:25:18, time: 1.086, data_time: 0.006, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9437, loss_cls: 0.7716, loss: 0.7716, grad_norm: 4.9145 2021-05-27 01:38:37,921 - mmaction - INFO - Epoch [6][3700/4294] lr: 4.375e-04, eta: 13:24:54, time: 1.273, data_time: 0.005, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9420, loss_cls: 0.7760, loss: 0.7760, grad_norm: 4.9724 2021-05-27 01:39:00,482 - mmaction - INFO - Epoch [6][3720/4294] lr: 4.375e-04, eta: 13:24:26, time: 1.110, data_time: 0.006, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9402, loss_cls: 0.7605, loss: 0.7605, grad_norm: 4.7766 2021-05-27 01:39:25,459 - mmaction - INFO - Epoch [6][3740/4294] lr: 4.375e-04, eta: 13:24:03, time: 1.269, data_time: 0.024, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9554, loss_cls: 0.7056, loss: 0.7056, grad_norm: 4.7790 2021-05-27 01:39:45,655 - mmaction - INFO - Epoch [6][3760/4294] lr: 4.375e-04, eta: 13:23:31, time: 1.011, data_time: 0.008, memory: 29668, top1_acc: 0.7920, top5_acc: 0.9411, loss_cls: 0.7679, loss: 0.7679, grad_norm: 4.8925 2021-05-27 01:40:10,849 - mmaction - INFO - Epoch [6][3780/4294] lr: 4.375e-04, eta: 13:23:07, time: 1.255, data_time: 0.002, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9464, loss_cls: 0.7538, loss: 0.7538, grad_norm: 4.8946 2021-05-27 01:40:33,787 - mmaction - INFO - Epoch [6][3800/4294] lr: 4.375e-04, eta: 13:22:40, time: 1.147, data_time: 0.012, memory: 29668, top1_acc: 0.7920, top5_acc: 0.9393, loss_cls: 0.7801, loss: 0.7801, grad_norm: 4.7842 2021-05-27 01:41:01,400 - mmaction - INFO - Epoch [6][3820/4294] lr: 4.375e-04, eta: 13:22:20, time: 1.381, data_time: 0.007, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9518, loss_cls: 0.7194, loss: 0.7194, grad_norm: 4.7862 2021-05-27 01:41:25,553 - mmaction - INFO - Epoch [6][3840/4294] lr: 4.375e-04, eta: 13:21:55, time: 1.202, data_time: 0.007, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9366, loss_cls: 0.7842, loss: 0.7842, grad_norm: 4.8680 2021-05-27 01:41:45,822 - mmaction - INFO - Epoch [6][3860/4294] lr: 4.375e-04, eta: 13:21:24, time: 1.023, data_time: 0.013, memory: 29668, top1_acc: 0.7848, top5_acc: 0.9420, loss_cls: 0.7859, loss: 0.7859, grad_norm: 4.9354 2021-05-27 01:42:09,253 - mmaction - INFO - Epoch [6][3880/4294] lr: 4.375e-04, eta: 13:20:57, time: 1.168, data_time: 0.006, memory: 29668, top1_acc: 0.7732, top5_acc: 0.9339, loss_cls: 0.8251, loss: 0.8251, grad_norm: 5.0532 2021-05-27 01:42:30,328 - mmaction - INFO - Epoch [6][3900/4294] lr: 4.375e-04, eta: 13:20:27, time: 1.055, data_time: 0.006, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9357, loss_cls: 0.7818, loss: 0.7818, grad_norm: 4.8367 2021-05-27 01:42:51,236 - mmaction - INFO - Epoch [6][3920/4294] lr: 4.375e-04, eta: 13:19:57, time: 1.047, data_time: 0.006, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9491, loss_cls: 0.7320, loss: 0.7320, grad_norm: 4.8338 2021-05-27 01:43:15,506 - mmaction - INFO - Epoch [6][3940/4294] lr: 4.375e-04, eta: 13:19:32, time: 1.213, data_time: 0.002, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9375, loss_cls: 0.7637, loss: 0.7637, grad_norm: 4.8157 2021-05-27 01:43:46,460 - mmaction - INFO - Epoch [6][3960/4294] lr: 4.375e-04, eta: 13:19:17, time: 1.546, data_time: 0.003, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9393, loss_cls: 0.7625, loss: 0.7625, grad_norm: 4.9864 2021-05-27 01:44:07,395 - mmaction - INFO - Epoch [6][3980/4294] lr: 4.375e-04, eta: 13:18:47, time: 1.050, data_time: 0.005, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9455, loss_cls: 0.7508, loss: 0.7508, grad_norm: 4.7680 2021-05-27 01:44:31,619 - mmaction - INFO - Epoch [6][4000/4294] lr: 4.375e-04, eta: 13:18:21, time: 1.207, data_time: 0.001, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9348, loss_cls: 0.7811, loss: 0.7811, grad_norm: 4.9118 2021-05-27 01:44:54,593 - mmaction - INFO - Epoch [6][4020/4294] lr: 4.375e-04, eta: 13:17:54, time: 1.147, data_time: 0.006, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9464, loss_cls: 0.7594, loss: 0.7594, grad_norm: 4.9435 2021-05-27 01:45:25,307 - mmaction - INFO - Epoch [6][4040/4294] lr: 4.375e-04, eta: 13:17:39, time: 1.536, data_time: 0.008, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9455, loss_cls: 0.7201, loss: 0.7201, grad_norm: 4.8974 2021-05-27 01:45:47,836 - mmaction - INFO - Epoch [6][4060/4294] lr: 4.375e-04, eta: 13:17:11, time: 1.130, data_time: 0.007, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9357, loss_cls: 0.7784, loss: 0.7784, grad_norm: 4.8237 2021-05-27 01:46:09,420 - mmaction - INFO - Epoch [6][4080/4294] lr: 4.375e-04, eta: 13:16:42, time: 1.076, data_time: 0.004, memory: 29668, top1_acc: 0.7580, top5_acc: 0.9304, loss_cls: 0.8921, loss: 0.8921, grad_norm: 5.1691 2021-05-27 01:46:32,581 - mmaction - INFO - Epoch [6][4100/4294] lr: 4.375e-04, eta: 13:16:15, time: 1.159, data_time: 0.010, memory: 29668, top1_acc: 0.7857, top5_acc: 0.9393, loss_cls: 0.7724, loss: 0.7724, grad_norm: 4.8780 2021-05-27 01:46:56,429 - mmaction - INFO - Epoch [6][4120/4294] lr: 4.375e-04, eta: 13:15:49, time: 1.191, data_time: 0.007, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9437, loss_cls: 0.7649, loss: 0.7649, grad_norm: 4.9563 2021-05-27 01:47:16,993 - mmaction - INFO - Epoch [6][4140/4294] lr: 4.375e-04, eta: 13:15:19, time: 1.034, data_time: 0.009, memory: 29668, top1_acc: 0.7812, top5_acc: 0.9375, loss_cls: 0.7818, loss: 0.7818, grad_norm: 4.9440 2021-05-27 01:47:40,233 - mmaction - INFO - Epoch [6][4160/4294] lr: 4.375e-04, eta: 13:14:52, time: 1.162, data_time: 0.002, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9500, loss_cls: 0.7451, loss: 0.7451, grad_norm: 4.9097 2021-05-27 01:48:07,162 - mmaction - INFO - Epoch [6][4180/4294] lr: 4.375e-04, eta: 13:14:31, time: 1.342, data_time: 0.007, memory: 29668, top1_acc: 0.7830, top5_acc: 0.9366, loss_cls: 0.8043, loss: 0.8043, grad_norm: 4.8996 2021-05-27 01:48:31,906 - mmaction - INFO - Epoch [6][4200/4294] lr: 4.375e-04, eta: 13:14:07, time: 1.235, data_time: 0.009, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9402, loss_cls: 0.7737, loss: 0.7737, grad_norm: 4.9198 2021-05-27 01:48:58,182 - mmaction - INFO - Epoch [6][4220/4294] lr: 4.375e-04, eta: 13:13:45, time: 1.320, data_time: 0.010, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9321, loss_cls: 0.8021, loss: 0.8021, grad_norm: 4.9931 2021-05-27 01:49:25,264 - mmaction - INFO - Epoch [6][4240/4294] lr: 4.375e-04, eta: 13:13:24, time: 1.350, data_time: 0.004, memory: 29668, top1_acc: 0.7768, top5_acc: 0.9437, loss_cls: 0.8017, loss: 0.8017, grad_norm: 5.0008 2021-05-27 01:49:54,050 - mmaction - INFO - Epoch [6][4260/4294] lr: 4.375e-04, eta: 13:13:06, time: 1.441, data_time: 0.007, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9455, loss_cls: 0.8088, loss: 0.8088, grad_norm: 5.0267 2021-05-27 01:50:19,251 - mmaction - INFO - Epoch [6][4280/4294] lr: 4.375e-04, eta: 13:12:42, time: 1.260, data_time: 0.007, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9509, loss_cls: 0.6976, loss: 0.6976, grad_norm: 4.6786 2021-05-27 01:50:43,631 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-05-27 01:57:32,107 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 01:57:33,093 - mmaction - INFO - top1_acc 0.7505 top5_acc 0.9224 2021-05-27 01:57:33,093 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 01:57:33,174 - mmaction - INFO - mean_acc 0.7503 2021-05-27 01:57:34,713 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-05-27 01:57:34,713 - mmaction - INFO - Best top1_acc is 0.7505 at 6 epoch. 2021-05-27 01:57:34,722 - mmaction - INFO - Epoch(val) [6][4294] top1_acc: 0.7505, top5_acc: 0.9224, mean_class_accuracy: 0.7503 2021-05-27 02:01:34,143 - mmaction - INFO - Epoch [7][20/4294] lr: 4.375e-04, eta: 13:16:56, time: 11.966, data_time: 10.555, memory: 29668, top1_acc: 0.7759, top5_acc: 0.9321, loss_cls: 0.8492, loss: 0.8492, grad_norm: 5.0806 2021-05-27 02:01:56,429 - mmaction - INFO - Epoch [7][40/4294] lr: 4.375e-04, eta: 13:16:27, time: 1.116, data_time: 0.008, memory: 29668, top1_acc: 0.7768, top5_acc: 0.9357, loss_cls: 0.8301, loss: 0.8301, grad_norm: 5.1747 2021-05-27 02:02:18,887 - mmaction - INFO - Epoch [7][60/4294] lr: 4.375e-04, eta: 13:15:59, time: 1.121, data_time: 0.005, memory: 29668, top1_acc: 0.7839, top5_acc: 0.9330, loss_cls: 0.7817, loss: 0.7817, grad_norm: 4.8315 2021-05-27 02:02:42,576 - mmaction - INFO - Epoch [7][80/4294] lr: 4.375e-04, eta: 13:15:33, time: 1.186, data_time: 0.007, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9411, loss_cls: 0.7236, loss: 0.7236, grad_norm: 4.7625 2021-05-27 02:03:03,663 - mmaction - INFO - Epoch [7][100/4294] lr: 4.375e-04, eta: 13:15:03, time: 1.053, data_time: 0.008, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9393, loss_cls: 0.7160, loss: 0.7160, grad_norm: 4.7733 2021-05-27 02:03:24,803 - mmaction - INFO - Epoch [7][120/4294] lr: 4.375e-04, eta: 13:14:33, time: 1.057, data_time: 0.006, memory: 29668, top1_acc: 0.7830, top5_acc: 0.9402, loss_cls: 0.7838, loss: 0.7838, grad_norm: 4.9703 2021-05-27 02:03:49,567 - mmaction - INFO - Epoch [7][140/4294] lr: 4.375e-04, eta: 13:14:08, time: 1.239, data_time: 0.005, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9375, loss_cls: 0.7589, loss: 0.7589, grad_norm: 4.7398 2021-05-27 02:04:10,027 - mmaction - INFO - Epoch [7][160/4294] lr: 4.375e-04, eta: 13:13:37, time: 1.025, data_time: 0.010, memory: 29668, top1_acc: 0.7821, top5_acc: 0.9402, loss_cls: 0.7907, loss: 0.7907, grad_norm: 5.0257 2021-05-27 02:04:36,109 - mmaction - INFO - Epoch [7][180/4294] lr: 4.375e-04, eta: 13:13:14, time: 1.301, data_time: 0.008, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9420, loss_cls: 0.7663, loss: 0.7663, grad_norm: 4.9907 2021-05-27 02:04:57,388 - mmaction - INFO - Epoch [7][200/4294] lr: 4.375e-04, eta: 13:12:44, time: 1.067, data_time: 0.007, memory: 29668, top1_acc: 0.7866, top5_acc: 0.9286, loss_cls: 0.7881, loss: 0.7881, grad_norm: 4.9742 2021-05-27 02:05:23,955 - mmaction - INFO - Epoch [7][220/4294] lr: 4.375e-04, eta: 13:12:22, time: 1.325, data_time: 0.007, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9509, loss_cls: 0.6858, loss: 0.6858, grad_norm: 4.7870 2021-05-27 02:05:47,522 - mmaction - INFO - Epoch [7][240/4294] lr: 4.375e-04, eta: 13:11:55, time: 1.179, data_time: 0.008, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9366, loss_cls: 0.7628, loss: 0.7628, grad_norm: 4.8808 2021-05-27 02:06:07,658 - mmaction - INFO - Epoch [7][260/4294] lr: 4.375e-04, eta: 13:11:24, time: 1.007, data_time: 0.007, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9357, loss_cls: 0.7964, loss: 0.7964, grad_norm: 4.9723 2021-05-27 02:06:30,893 - mmaction - INFO - Epoch [7][280/4294] lr: 4.375e-04, eta: 13:10:57, time: 1.165, data_time: 0.007, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9464, loss_cls: 0.7532, loss: 0.7532, grad_norm: 4.9190 2021-05-27 02:06:55,199 - mmaction - INFO - Epoch [7][300/4294] lr: 4.375e-04, eta: 13:10:32, time: 1.212, data_time: 0.005, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9429, loss_cls: 0.7487, loss: 0.7487, grad_norm: 4.8589 2021-05-27 02:07:14,742 - mmaction - INFO - Epoch [7][320/4294] lr: 4.375e-04, eta: 13:09:59, time: 0.982, data_time: 0.012, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9357, loss_cls: 0.7890, loss: 0.7890, grad_norm: 4.9297 2021-05-27 02:07:41,066 - mmaction - INFO - Epoch [7][340/4294] lr: 4.375e-04, eta: 13:09:37, time: 1.313, data_time: 0.002, memory: 29668, top1_acc: 0.7848, top5_acc: 0.9348, loss_cls: 0.8019, loss: 0.8019, grad_norm: 5.0546 2021-05-27 02:08:01,253 - mmaction - INFO - Epoch [7][360/4294] lr: 4.375e-04, eta: 13:09:06, time: 1.012, data_time: 0.006, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9420, loss_cls: 0.7575, loss: 0.7575, grad_norm: 4.8902 2021-05-27 02:08:26,254 - mmaction - INFO - Epoch [7][380/4294] lr: 4.375e-04, eta: 13:08:41, time: 1.247, data_time: 0.004, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9437, loss_cls: 0.7460, loss: 0.7460, grad_norm: 4.7314 2021-05-27 02:08:48,762 - mmaction - INFO - Epoch [7][400/4294] lr: 4.375e-04, eta: 13:08:13, time: 1.128, data_time: 0.006, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9420, loss_cls: 0.7478, loss: 0.7478, grad_norm: 4.7769 2021-05-27 02:09:14,458 - mmaction - INFO - Epoch [7][420/4294] lr: 4.375e-04, eta: 13:07:50, time: 1.285, data_time: 0.006, memory: 29668, top1_acc: 0.7795, top5_acc: 0.9304, loss_cls: 0.8153, loss: 0.8153, grad_norm: 5.0299 2021-05-27 02:09:35,533 - mmaction - INFO - Epoch [7][440/4294] lr: 4.375e-04, eta: 13:07:20, time: 1.048, data_time: 0.005, memory: 29668, top1_acc: 0.7670, top5_acc: 0.9259, loss_cls: 0.8524, loss: 0.8524, grad_norm: 4.9847 2021-05-27 02:09:58,842 - mmaction - INFO - Epoch [7][460/4294] lr: 4.375e-04, eta: 13:06:53, time: 1.168, data_time: 0.010, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9411, loss_cls: 0.7968, loss: 0.7968, grad_norm: 5.2056 2021-05-27 02:10:19,651 - mmaction - INFO - Epoch [7][480/4294] lr: 4.375e-04, eta: 13:06:22, time: 1.039, data_time: 0.007, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9527, loss_cls: 0.6903, loss: 0.6903, grad_norm: 4.6520 2021-05-27 02:10:39,551 - mmaction - INFO - Epoch [7][500/4294] lr: 4.375e-04, eta: 13:05:51, time: 1.001, data_time: 0.010, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9366, loss_cls: 0.7567, loss: 0.7567, grad_norm: 4.7076 2021-05-27 02:11:03,980 - mmaction - INFO - Epoch [7][520/4294] lr: 4.375e-04, eta: 13:05:26, time: 1.216, data_time: 0.002, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9509, loss_cls: 0.7070, loss: 0.7070, grad_norm: 4.5967 2021-05-27 02:11:26,237 - mmaction - INFO - Epoch [7][540/4294] lr: 4.375e-04, eta: 13:04:57, time: 1.118, data_time: 0.008, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9268, loss_cls: 0.8123, loss: 0.8123, grad_norm: 4.9464 2021-05-27 02:11:49,488 - mmaction - INFO - Epoch [7][560/4294] lr: 4.375e-04, eta: 13:04:30, time: 1.160, data_time: 0.003, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9402, loss_cls: 0.7480, loss: 0.7480, grad_norm: 4.7838 2021-05-27 02:12:14,600 - mmaction - INFO - Epoch [7][580/4294] lr: 4.375e-04, eta: 13:04:06, time: 1.253, data_time: 0.010, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9482, loss_cls: 0.7591, loss: 0.7591, grad_norm: 4.9710 2021-05-27 02:12:35,738 - mmaction - INFO - Epoch [7][600/4294] lr: 4.375e-04, eta: 13:03:37, time: 1.061, data_time: 0.010, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9366, loss_cls: 0.7675, loss: 0.7675, grad_norm: 4.9282 2021-05-27 02:13:02,461 - mmaction - INFO - Epoch [7][620/4294] lr: 4.375e-04, eta: 13:03:15, time: 1.337, data_time: 0.004, memory: 29668, top1_acc: 0.7920, top5_acc: 0.9393, loss_cls: 0.7769, loss: 0.7769, grad_norm: 4.7295 2021-05-27 02:13:26,079 - mmaction - INFO - Epoch [7][640/4294] lr: 4.375e-04, eta: 13:02:48, time: 1.180, data_time: 0.002, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9366, loss_cls: 0.7764, loss: 0.7764, grad_norm: 4.8209 2021-05-27 02:13:50,621 - mmaction - INFO - Epoch [7][660/4294] lr: 4.375e-04, eta: 13:02:23, time: 1.223, data_time: 0.005, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9330, loss_cls: 0.7954, loss: 0.7954, grad_norm: 4.9694 2021-05-27 02:14:10,498 - mmaction - INFO - Epoch [7][680/4294] lr: 4.375e-04, eta: 13:01:52, time: 0.998, data_time: 0.008, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9473, loss_cls: 0.6912, loss: 0.6912, grad_norm: 4.6128 2021-05-27 02:14:34,760 - mmaction - INFO - Epoch [7][700/4294] lr: 4.375e-04, eta: 13:01:26, time: 1.207, data_time: 0.002, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9411, loss_cls: 0.7723, loss: 0.7723, grad_norm: 4.8844 2021-05-27 02:14:59,367 - mmaction - INFO - Epoch [7][720/4294] lr: 4.375e-04, eta: 13:01:01, time: 1.230, data_time: 0.009, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9500, loss_cls: 0.7338, loss: 0.7338, grad_norm: 4.9418 2021-05-27 02:15:20,380 - mmaction - INFO - Epoch [7][740/4294] lr: 4.375e-04, eta: 13:00:31, time: 1.051, data_time: 0.008, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9348, loss_cls: 0.8132, loss: 0.8132, grad_norm: 5.0183 2021-05-27 02:15:45,818 - mmaction - INFO - Epoch [7][760/4294] lr: 4.375e-04, eta: 13:00:08, time: 1.273, data_time: 0.008, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9509, loss_cls: 0.7510, loss: 0.7510, grad_norm: 4.8661 2021-05-27 02:16:09,820 - mmaction - INFO - Epoch [7][780/4294] lr: 4.375e-04, eta: 12:59:42, time: 1.201, data_time: 0.007, memory: 29668, top1_acc: 0.7768, top5_acc: 0.9446, loss_cls: 0.7914, loss: 0.7914, grad_norm: 5.1346 2021-05-27 02:16:32,670 - mmaction - INFO - Epoch [7][800/4294] lr: 4.375e-04, eta: 12:59:15, time: 1.144, data_time: 0.006, memory: 29668, top1_acc: 0.7804, top5_acc: 0.9411, loss_cls: 0.8245, loss: 0.8245, grad_norm: 5.0032 2021-05-27 02:16:54,295 - mmaction - INFO - Epoch [7][820/4294] lr: 4.375e-04, eta: 12:58:45, time: 1.067, data_time: 0.004, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9536, loss_cls: 0.6880, loss: 0.6880, grad_norm: 4.7702 2021-05-27 02:17:16,858 - mmaction - INFO - Epoch [7][840/4294] lr: 4.375e-04, eta: 12:58:18, time: 1.144, data_time: 0.019, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9304, loss_cls: 0.8291, loss: 0.8291, grad_norm: 5.0145 2021-05-27 02:17:38,632 - mmaction - INFO - Epoch [7][860/4294] lr: 4.375e-04, eta: 12:57:49, time: 1.084, data_time: 0.002, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9509, loss_cls: 0.7490, loss: 0.7490, grad_norm: 4.9273 2021-05-27 02:17:58,810 - mmaction - INFO - Epoch [7][880/4294] lr: 4.375e-04, eta: 12:57:18, time: 1.013, data_time: 0.006, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9527, loss_cls: 0.6791, loss: 0.6791, grad_norm: 4.5418 2021-05-27 02:18:26,265 - mmaction - INFO - Epoch [7][900/4294] lr: 4.375e-04, eta: 12:56:57, time: 1.371, data_time: 0.004, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9491, loss_cls: 0.7732, loss: 0.7732, grad_norm: 5.0857 2021-05-27 02:18:54,073 - mmaction - INFO - Epoch [7][920/4294] lr: 4.375e-04, eta: 12:56:37, time: 1.389, data_time: 0.005, memory: 29668, top1_acc: 0.7839, top5_acc: 0.9420, loss_cls: 0.8086, loss: 0.8086, grad_norm: 5.0179 2021-05-27 02:19:16,369 - mmaction - INFO - Epoch [7][940/4294] lr: 4.375e-04, eta: 12:56:09, time: 1.117, data_time: 0.007, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9384, loss_cls: 0.7836, loss: 0.7836, grad_norm: 4.8806 2021-05-27 02:19:39,795 - mmaction - INFO - Epoch [7][960/4294] lr: 4.375e-04, eta: 12:55:42, time: 1.169, data_time: 0.003, memory: 29668, top1_acc: 0.7839, top5_acc: 0.9366, loss_cls: 0.8040, loss: 0.8040, grad_norm: 5.0950 2021-05-27 02:20:06,081 - mmaction - INFO - Epoch [7][980/4294] lr: 4.375e-04, eta: 12:55:20, time: 1.313, data_time: 0.006, memory: 29668, top1_acc: 0.7768, top5_acc: 0.9348, loss_cls: 0.8103, loss: 0.8103, grad_norm: 5.0381 2021-05-27 02:20:25,415 - mmaction - INFO - Epoch [7][1000/4294] lr: 4.375e-04, eta: 12:54:48, time: 0.971, data_time: 0.009, memory: 29668, top1_acc: 0.7812, top5_acc: 0.9518, loss_cls: 0.7690, loss: 0.7690, grad_norm: 5.0746 2021-05-27 02:20:47,839 - mmaction - INFO - Epoch [7][1020/4294] lr: 4.375e-04, eta: 12:54:20, time: 1.121, data_time: 0.003, memory: 29668, top1_acc: 0.7848, top5_acc: 0.9366, loss_cls: 0.8006, loss: 0.8006, grad_norm: 5.2103 2021-05-27 02:21:10,418 - mmaction - INFO - Epoch [7][1040/4294] lr: 4.375e-04, eta: 12:53:52, time: 1.121, data_time: 0.003, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9437, loss_cls: 0.7600, loss: 0.7600, grad_norm: 4.9799 2021-05-27 02:21:37,019 - mmaction - INFO - Epoch [7][1060/4294] lr: 4.375e-04, eta: 12:53:30, time: 1.332, data_time: 0.013, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9330, loss_cls: 0.7765, loss: 0.7765, grad_norm: 4.9171 2021-05-27 02:21:59,025 - mmaction - INFO - Epoch [7][1080/4294] lr: 4.375e-04, eta: 12:53:01, time: 1.106, data_time: 0.009, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9446, loss_cls: 0.7384, loss: 0.7384, grad_norm: 4.8184 2021-05-27 02:22:22,290 - mmaction - INFO - Epoch [7][1100/4294] lr: 4.375e-04, eta: 12:52:35, time: 1.161, data_time: 0.003, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9321, loss_cls: 0.8070, loss: 0.8070, grad_norm: 5.0408 2021-05-27 02:22:46,089 - mmaction - INFO - Epoch [7][1120/4294] lr: 4.375e-04, eta: 12:52:09, time: 1.189, data_time: 0.005, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9554, loss_cls: 0.6877, loss: 0.6877, grad_norm: 4.5320 2021-05-27 02:23:08,367 - mmaction - INFO - Epoch [7][1140/4294] lr: 4.375e-04, eta: 12:51:41, time: 1.116, data_time: 0.007, memory: 29668, top1_acc: 0.7866, top5_acc: 0.9589, loss_cls: 0.7382, loss: 0.7382, grad_norm: 4.8827 2021-05-27 02:23:35,067 - mmaction - INFO - Epoch [7][1160/4294] lr: 4.375e-04, eta: 12:51:19, time: 1.333, data_time: 0.007, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9482, loss_cls: 0.7547, loss: 0.7547, grad_norm: 4.9671 2021-05-27 02:24:00,314 - mmaction - INFO - Epoch [7][1180/4294] lr: 4.375e-04, eta: 12:50:55, time: 1.262, data_time: 0.007, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9473, loss_cls: 0.7626, loss: 0.7626, grad_norm: 4.8873 2021-05-27 02:24:22,227 - mmaction - INFO - Epoch [7][1200/4294] lr: 4.375e-04, eta: 12:50:26, time: 1.095, data_time: 0.008, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9411, loss_cls: 0.7634, loss: 0.7634, grad_norm: 4.7683 2021-05-27 02:24:46,645 - mmaction - INFO - Epoch [7][1220/4294] lr: 4.375e-04, eta: 12:50:01, time: 1.223, data_time: 0.009, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9402, loss_cls: 0.7377, loss: 0.7377, grad_norm: 4.9904 2021-05-27 02:25:10,060 - mmaction - INFO - Epoch [7][1240/4294] lr: 4.375e-04, eta: 12:49:35, time: 1.171, data_time: 0.008, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9473, loss_cls: 0.7341, loss: 0.7341, grad_norm: 4.6943 2021-05-27 02:25:29,785 - mmaction - INFO - Epoch [7][1260/4294] lr: 4.375e-04, eta: 12:49:03, time: 0.988, data_time: 0.009, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9464, loss_cls: 0.7313, loss: 0.7313, grad_norm: 4.7132 2021-05-27 02:25:53,154 - mmaction - INFO - Epoch [7][1280/4294] lr: 4.375e-04, eta: 12:48:37, time: 1.159, data_time: 0.005, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9348, loss_cls: 0.7879, loss: 0.7879, grad_norm: 5.1068 2021-05-27 02:26:16,113 - mmaction - INFO - Epoch [7][1300/4294] lr: 4.375e-04, eta: 12:48:10, time: 1.158, data_time: 0.013, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9473, loss_cls: 0.7165, loss: 0.7165, grad_norm: 4.7908 2021-05-27 02:26:40,360 - mmaction - INFO - Epoch [7][1320/4294] lr: 4.375e-04, eta: 12:47:44, time: 1.208, data_time: 0.005, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9482, loss_cls: 0.7441, loss: 0.7441, grad_norm: 5.1219 2021-05-27 02:27:04,563 - mmaction - INFO - Epoch [7][1340/4294] lr: 4.375e-04, eta: 12:47:19, time: 1.211, data_time: 0.010, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9554, loss_cls: 0.7035, loss: 0.7035, grad_norm: 4.9119 2021-05-27 02:27:28,237 - mmaction - INFO - Epoch [7][1360/4294] lr: 4.375e-04, eta: 12:46:53, time: 1.187, data_time: 0.007, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9482, loss_cls: 0.7333, loss: 0.7333, grad_norm: 4.8976 2021-05-27 02:27:53,155 - mmaction - INFO - Epoch [7][1380/4294] lr: 4.375e-04, eta: 12:46:29, time: 1.242, data_time: 0.003, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9482, loss_cls: 0.7448, loss: 0.7448, grad_norm: 4.8947 2021-05-27 02:28:16,399 - mmaction - INFO - Epoch [7][1400/4294] lr: 4.375e-04, eta: 12:46:02, time: 1.164, data_time: 0.009, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9321, loss_cls: 0.8071, loss: 0.8071, grad_norm: 5.0583 2021-05-27 02:28:41,617 - mmaction - INFO - Epoch [7][1420/4294] lr: 4.375e-04, eta: 12:45:38, time: 1.260, data_time: 0.005, memory: 29668, top1_acc: 0.7795, top5_acc: 0.9268, loss_cls: 0.8543, loss: 0.8543, grad_norm: 4.9704 2021-05-27 02:29:04,030 - mmaction - INFO - Epoch [7][1440/4294] lr: 4.375e-04, eta: 12:45:10, time: 1.124, data_time: 0.007, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9491, loss_cls: 0.7356, loss: 0.7356, grad_norm: 4.6918 2021-05-27 02:29:26,582 - mmaction - INFO - Epoch [7][1460/4294] lr: 4.375e-04, eta: 12:44:43, time: 1.128, data_time: 0.003, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9464, loss_cls: 0.7120, loss: 0.7120, grad_norm: 4.6257 2021-05-27 02:29:51,444 - mmaction - INFO - Epoch [7][1480/4294] lr: 4.375e-04, eta: 12:44:18, time: 1.240, data_time: 0.003, memory: 29668, top1_acc: 0.7866, top5_acc: 0.9455, loss_cls: 0.7886, loss: 0.7886, grad_norm: 4.9322 2021-05-27 02:30:14,896 - mmaction - INFO - Epoch [7][1500/4294] lr: 4.375e-04, eta: 12:43:52, time: 1.163, data_time: 0.005, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9482, loss_cls: 0.7460, loss: 0.7460, grad_norm: 5.0131 2021-05-27 02:30:36,771 - mmaction - INFO - Epoch [7][1520/4294] lr: 4.375e-04, eta: 12:43:24, time: 1.106, data_time: 0.016, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9429, loss_cls: 0.7577, loss: 0.7577, grad_norm: 4.8153 2021-05-27 02:31:01,776 - mmaction - INFO - Epoch [7][1540/4294] lr: 4.375e-04, eta: 12:42:59, time: 1.248, data_time: 0.005, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9491, loss_cls: 0.7189, loss: 0.7189, grad_norm: 4.7351 2021-05-27 02:31:21,828 - mmaction - INFO - Epoch [7][1560/4294] lr: 4.375e-04, eta: 12:42:28, time: 1.003, data_time: 0.005, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9304, loss_cls: 0.7430, loss: 0.7430, grad_norm: 4.6208 2021-05-27 02:31:47,194 - mmaction - INFO - Epoch [7][1580/4294] lr: 4.375e-04, eta: 12:42:05, time: 1.270, data_time: 0.007, memory: 29668, top1_acc: 0.7804, top5_acc: 0.9375, loss_cls: 0.8181, loss: 0.8181, grad_norm: 5.1493 2021-05-27 02:32:09,878 - mmaction - INFO - Epoch [7][1600/4294] lr: 4.375e-04, eta: 12:41:37, time: 1.129, data_time: 0.004, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9446, loss_cls: 0.7277, loss: 0.7277, grad_norm: 4.7206 2021-05-27 02:32:37,191 - mmaction - INFO - Epoch [7][1620/4294] lr: 4.375e-04, eta: 12:41:16, time: 1.359, data_time: 0.010, memory: 29668, top1_acc: 0.7821, top5_acc: 0.9437, loss_cls: 0.8248, loss: 0.8248, grad_norm: 5.1513 2021-05-27 02:33:02,877 - mmaction - INFO - Epoch [7][1640/4294] lr: 4.375e-04, eta: 12:40:53, time: 1.292, data_time: 0.020, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9446, loss_cls: 0.7957, loss: 0.7957, grad_norm: 5.1466 2021-05-27 02:33:27,943 - mmaction - INFO - Epoch [7][1660/4294] lr: 4.375e-04, eta: 12:40:29, time: 1.253, data_time: 0.010, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9464, loss_cls: 0.7481, loss: 0.7481, grad_norm: 4.9326 2021-05-27 02:33:51,119 - mmaction - INFO - Epoch [7][1680/4294] lr: 4.375e-04, eta: 12:40:02, time: 1.159, data_time: 0.008, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9357, loss_cls: 0.7735, loss: 0.7735, grad_norm: 4.9994 2021-05-27 02:34:14,510 - mmaction - INFO - Epoch [7][1700/4294] lr: 4.375e-04, eta: 12:39:35, time: 1.151, data_time: 0.009, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9491, loss_cls: 0.7132, loss: 0.7132, grad_norm: 5.0872 2021-05-27 02:34:35,544 - mmaction - INFO - Epoch [7][1720/4294] lr: 4.375e-04, eta: 12:39:06, time: 1.074, data_time: 0.025, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9500, loss_cls: 0.7338, loss: 0.7338, grad_norm: 4.6804 2021-05-27 02:35:00,031 - mmaction - INFO - Epoch [7][1740/4294] lr: 4.375e-04, eta: 12:38:41, time: 1.224, data_time: 0.003, memory: 29668, top1_acc: 0.7857, top5_acc: 0.9455, loss_cls: 0.7915, loss: 0.7915, grad_norm: 4.9238 2021-05-27 02:35:25,875 - mmaction - INFO - Epoch [7][1760/4294] lr: 4.375e-04, eta: 12:38:18, time: 1.288, data_time: 0.004, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9482, loss_cls: 0.7329, loss: 0.7329, grad_norm: 4.9282 2021-05-27 02:35:51,848 - mmaction - INFO - Epoch [7][1780/4294] lr: 4.375e-04, eta: 12:37:55, time: 1.298, data_time: 0.008, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9366, loss_cls: 0.8163, loss: 0.8163, grad_norm: 5.1261 2021-05-27 02:36:13,108 - mmaction - INFO - Epoch [7][1800/4294] lr: 4.375e-04, eta: 12:37:26, time: 1.068, data_time: 0.009, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9509, loss_cls: 0.7436, loss: 0.7436, grad_norm: 4.6504 2021-05-27 02:36:35,623 - mmaction - INFO - Epoch [7][1820/4294] lr: 4.375e-04, eta: 12:36:58, time: 1.123, data_time: 0.003, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9411, loss_cls: 0.7692, loss: 0.7692, grad_norm: 4.8109 2021-05-27 02:36:59,461 - mmaction - INFO - Epoch [7][1840/4294] lr: 4.375e-04, eta: 12:36:32, time: 1.186, data_time: 0.005, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9384, loss_cls: 0.7601, loss: 0.7601, grad_norm: 4.7132 2021-05-27 02:37:26,031 - mmaction - INFO - Epoch [7][1860/4294] lr: 4.375e-04, eta: 12:36:10, time: 1.336, data_time: 0.010, memory: 29668, top1_acc: 0.8286, top5_acc: 0.9509, loss_cls: 0.6702, loss: 0.6702, grad_norm: 4.6154 2021-05-27 02:37:48,167 - mmaction - INFO - Epoch [7][1880/4294] lr: 4.375e-04, eta: 12:35:42, time: 1.106, data_time: 0.002, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9411, loss_cls: 0.7731, loss: 0.7731, grad_norm: 4.9999 2021-05-27 02:38:08,017 - mmaction - INFO - Epoch [7][1900/4294] lr: 4.375e-04, eta: 12:35:11, time: 0.994, data_time: 0.006, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9509, loss_cls: 0.7446, loss: 0.7446, grad_norm: 4.8805 2021-05-27 02:38:31,088 - mmaction - INFO - Epoch [7][1920/4294] lr: 4.375e-04, eta: 12:34:44, time: 1.148, data_time: 0.006, memory: 29668, top1_acc: 0.7848, top5_acc: 0.9464, loss_cls: 0.7812, loss: 0.7812, grad_norm: 4.9759 2021-05-27 02:38:57,408 - mmaction - INFO - Epoch [7][1940/4294] lr: 4.375e-04, eta: 12:34:22, time: 1.314, data_time: 0.008, memory: 29668, top1_acc: 0.7866, top5_acc: 0.9339, loss_cls: 0.8356, loss: 0.8356, grad_norm: 5.1145 2021-05-27 02:39:22,903 - mmaction - INFO - Epoch [7][1960/4294] lr: 4.375e-04, eta: 12:33:59, time: 1.282, data_time: 0.011, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9455, loss_cls: 0.7441, loss: 0.7441, grad_norm: 4.8645 2021-05-27 02:39:46,296 - mmaction - INFO - Epoch [7][1980/4294] lr: 4.375e-04, eta: 12:33:32, time: 1.166, data_time: 0.003, memory: 29668, top1_acc: 0.7723, top5_acc: 0.9411, loss_cls: 0.7865, loss: 0.7865, grad_norm: 5.0540 2021-05-27 02:40:05,987 - mmaction - INFO - Epoch [7][2000/4294] lr: 4.375e-04, eta: 12:33:01, time: 0.985, data_time: 0.006, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9500, loss_cls: 0.6969, loss: 0.6969, grad_norm: 4.8562 2021-05-27 02:40:31,695 - mmaction - INFO - Epoch [7][2020/4294] lr: 4.375e-04, eta: 12:32:38, time: 1.288, data_time: 0.008, memory: 29668, top1_acc: 0.7777, top5_acc: 0.9393, loss_cls: 0.7887, loss: 0.7887, grad_norm: 4.9022 2021-05-27 02:40:52,982 - mmaction - INFO - Epoch [7][2040/4294] lr: 4.375e-04, eta: 12:32:09, time: 1.065, data_time: 0.003, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9402, loss_cls: 0.7922, loss: 0.7922, grad_norm: 4.8929 2021-05-27 02:41:15,911 - mmaction - INFO - Epoch [7][2060/4294] lr: 4.375e-04, eta: 12:31:42, time: 1.146, data_time: 0.003, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9464, loss_cls: 0.6966, loss: 0.6966, grad_norm: 4.7042 2021-05-27 02:41:36,583 - mmaction - INFO - Epoch [7][2080/4294] lr: 4.375e-04, eta: 12:31:12, time: 1.033, data_time: 0.005, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9563, loss_cls: 0.6840, loss: 0.6840, grad_norm: 4.6211 2021-05-27 02:41:57,353 - mmaction - INFO - Epoch [7][2100/4294] lr: 4.375e-04, eta: 12:30:42, time: 1.037, data_time: 0.004, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9366, loss_cls: 0.7610, loss: 0.7610, grad_norm: 4.9196 2021-05-27 02:42:20,309 - mmaction - INFO - Epoch [7][2120/4294] lr: 4.375e-04, eta: 12:30:15, time: 1.143, data_time: 0.008, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9366, loss_cls: 0.7286, loss: 0.7286, grad_norm: 4.5873 2021-05-27 02:42:47,815 - mmaction - INFO - Epoch [7][2140/4294] lr: 4.375e-04, eta: 12:29:54, time: 1.380, data_time: 0.013, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9366, loss_cls: 0.7847, loss: 0.7847, grad_norm: 5.0795 2021-05-27 02:43:09,317 - mmaction - INFO - Epoch [7][2160/4294] lr: 4.375e-04, eta: 12:29:26, time: 1.078, data_time: 0.005, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9321, loss_cls: 0.8048, loss: 0.8048, grad_norm: 5.1025 2021-05-27 02:43:31,991 - mmaction - INFO - Epoch [7][2180/4294] lr: 4.375e-04, eta: 12:28:58, time: 1.131, data_time: 0.003, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9437, loss_cls: 0.7598, loss: 0.7598, grad_norm: 4.7447 2021-05-27 02:43:57,825 - mmaction - INFO - Epoch [7][2200/4294] lr: 4.375e-04, eta: 12:28:35, time: 1.293, data_time: 0.006, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9411, loss_cls: 0.7474, loss: 0.7474, grad_norm: 4.9172 2021-05-27 02:44:19,843 - mmaction - INFO - Epoch [7][2220/4294] lr: 4.375e-04, eta: 12:28:07, time: 1.098, data_time: 0.005, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9446, loss_cls: 0.7321, loss: 0.7321, grad_norm: 4.6342 2021-05-27 02:44:41,970 - mmaction - INFO - Epoch [7][2240/4294] lr: 4.375e-04, eta: 12:27:39, time: 1.102, data_time: 0.007, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9384, loss_cls: 0.7747, loss: 0.7747, grad_norm: 4.7519 2021-05-27 02:45:04,378 - mmaction - INFO - Epoch [7][2260/4294] lr: 4.375e-04, eta: 12:27:12, time: 1.126, data_time: 0.012, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9482, loss_cls: 0.7191, loss: 0.7191, grad_norm: 4.7989 2021-05-27 02:45:26,073 - mmaction - INFO - Epoch [7][2280/4294] lr: 4.375e-04, eta: 12:26:43, time: 1.086, data_time: 0.005, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9491, loss_cls: 0.7230, loss: 0.7230, grad_norm: 4.7391 2021-05-27 02:45:47,299 - mmaction - INFO - Epoch [7][2300/4294] lr: 4.375e-04, eta: 12:26:14, time: 1.063, data_time: 0.005, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9429, loss_cls: 0.7993, loss: 0.7993, grad_norm: 4.9396 2021-05-27 02:46:07,524 - mmaction - INFO - Epoch [7][2320/4294] lr: 4.375e-04, eta: 12:25:44, time: 1.010, data_time: 0.002, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9536, loss_cls: 0.7412, loss: 0.7412, grad_norm: 4.9113 2021-05-27 02:46:30,666 - mmaction - INFO - Epoch [7][2340/4294] lr: 4.375e-04, eta: 12:25:17, time: 1.155, data_time: 0.004, memory: 29668, top1_acc: 0.7616, top5_acc: 0.9348, loss_cls: 0.8542, loss: 0.8542, grad_norm: 5.3199 2021-05-27 02:46:54,002 - mmaction - INFO - Epoch [7][2360/4294] lr: 4.375e-04, eta: 12:24:51, time: 1.170, data_time: 0.006, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9491, loss_cls: 0.7953, loss: 0.7953, grad_norm: 4.9863 2021-05-27 02:47:13,842 - mmaction - INFO - Epoch [7][2380/4294] lr: 4.375e-04, eta: 12:24:20, time: 0.992, data_time: 0.005, memory: 29668, top1_acc: 0.7920, top5_acc: 0.9464, loss_cls: 0.7806, loss: 0.7806, grad_norm: 5.2354 2021-05-27 02:47:35,901 - mmaction - INFO - Epoch [7][2400/4294] lr: 4.375e-04, eta: 12:23:52, time: 1.100, data_time: 0.002, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9384, loss_cls: 0.7949, loss: 0.7949, grad_norm: 4.9021 2021-05-27 02:47:59,773 - mmaction - INFO - Epoch [7][2420/4294] lr: 4.375e-04, eta: 12:23:27, time: 1.195, data_time: 0.007, memory: 29668, top1_acc: 0.7688, top5_acc: 0.9241, loss_cls: 0.8524, loss: 0.8524, grad_norm: 5.0170 2021-05-27 02:48:21,948 - mmaction - INFO - Epoch [7][2440/4294] lr: 4.375e-04, eta: 12:22:59, time: 1.108, data_time: 0.005, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9518, loss_cls: 0.7174, loss: 0.7174, grad_norm: 4.9201 2021-05-27 02:48:52,019 - mmaction - INFO - Epoch [7][2460/4294] lr: 4.375e-04, eta: 12:22:40, time: 1.474, data_time: 0.005, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9429, loss_cls: 0.7503, loss: 0.7503, grad_norm: 4.9374 2021-05-27 02:49:16,002 - mmaction - INFO - Epoch [7][2480/4294] lr: 4.375e-04, eta: 12:22:15, time: 1.205, data_time: 0.036, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9295, loss_cls: 0.8482, loss: 0.8482, grad_norm: 4.9869 2021-05-27 02:49:41,676 - mmaction - INFO - Epoch [7][2500/4294] lr: 4.375e-04, eta: 12:21:52, time: 1.307, data_time: 0.029, memory: 29668, top1_acc: 0.7857, top5_acc: 0.9411, loss_cls: 0.7786, loss: 0.7786, grad_norm: 4.9532 2021-05-27 02:50:04,218 - mmaction - INFO - Epoch [7][2520/4294] lr: 4.375e-04, eta: 12:21:25, time: 1.130, data_time: 0.006, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9500, loss_cls: 0.6635, loss: 0.6635, grad_norm: 4.6056 2021-05-27 02:50:27,793 - mmaction - INFO - Epoch [7][2540/4294] lr: 4.375e-04, eta: 12:20:59, time: 1.174, data_time: 0.002, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9402, loss_cls: 0.7943, loss: 0.7943, grad_norm: 5.1109 2021-05-27 02:50:48,088 - mmaction - INFO - Epoch [7][2560/4294] lr: 4.375e-04, eta: 12:20:29, time: 1.020, data_time: 0.007, memory: 29668, top1_acc: 0.7688, top5_acc: 0.9321, loss_cls: 0.8568, loss: 0.8568, grad_norm: 5.2629 2021-05-27 02:51:11,758 - mmaction - INFO - Epoch [7][2580/4294] lr: 4.375e-04, eta: 12:20:03, time: 1.176, data_time: 0.002, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9366, loss_cls: 0.7807, loss: 0.7807, grad_norm: 5.1238 2021-05-27 02:51:36,717 - mmaction - INFO - Epoch [7][2600/4294] lr: 4.375e-04, eta: 12:19:39, time: 1.253, data_time: 0.009, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9375, loss_cls: 0.7713, loss: 0.7713, grad_norm: 5.0191 2021-05-27 02:51:56,686 - mmaction - INFO - Epoch [7][2620/4294] lr: 4.375e-04, eta: 12:19:08, time: 1.001, data_time: 0.004, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9259, loss_cls: 0.7999, loss: 0.7999, grad_norm: 5.0593 2021-05-27 02:52:17,649 - mmaction - INFO - Epoch [7][2640/4294] lr: 4.375e-04, eta: 12:18:39, time: 1.047, data_time: 0.001, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9491, loss_cls: 0.7058, loss: 0.7058, grad_norm: 4.8440 2021-05-27 02:52:38,822 - mmaction - INFO - Epoch [7][2660/4294] lr: 4.375e-04, eta: 12:18:10, time: 1.055, data_time: 0.002, memory: 29668, top1_acc: 0.7920, top5_acc: 0.9455, loss_cls: 0.7630, loss: 0.7630, grad_norm: 4.9363 2021-05-27 02:53:05,457 - mmaction - INFO - Epoch [7][2680/4294] lr: 4.375e-04, eta: 12:17:48, time: 1.336, data_time: 0.008, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9393, loss_cls: 0.7435, loss: 0.7435, grad_norm: 4.7723 2021-05-27 02:53:29,577 - mmaction - INFO - Epoch [7][2700/4294] lr: 4.375e-04, eta: 12:17:23, time: 1.198, data_time: 0.002, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9455, loss_cls: 0.7094, loss: 0.7094, grad_norm: 4.7480 2021-05-27 02:53:51,420 - mmaction - INFO - Epoch [7][2720/4294] lr: 4.375e-04, eta: 12:16:55, time: 1.099, data_time: 0.013, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9509, loss_cls: 0.7000, loss: 0.7000, grad_norm: 4.9159 2021-05-27 02:54:17,564 - mmaction - INFO - Epoch [7][2740/4294] lr: 4.375e-04, eta: 12:16:32, time: 1.305, data_time: 0.006, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9411, loss_cls: 0.7668, loss: 0.7668, grad_norm: 4.7800 2021-05-27 02:54:44,672 - mmaction - INFO - Epoch [7][2760/4294] lr: 4.375e-04, eta: 12:16:10, time: 1.355, data_time: 0.006, memory: 29668, top1_acc: 0.7804, top5_acc: 0.9393, loss_cls: 0.7721, loss: 0.7721, grad_norm: 5.0676 2021-05-27 02:55:07,920 - mmaction - INFO - Epoch [7][2780/4294] lr: 4.375e-04, eta: 12:15:44, time: 1.165, data_time: 0.008, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9455, loss_cls: 0.7673, loss: 0.7673, grad_norm: 4.9901 2021-05-27 02:55:34,137 - mmaction - INFO - Epoch [7][2800/4294] lr: 4.375e-04, eta: 12:15:22, time: 1.308, data_time: 0.004, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9455, loss_cls: 0.7397, loss: 0.7397, grad_norm: 5.0208 2021-05-27 02:55:56,007 - mmaction - INFO - Epoch [7][2820/4294] lr: 4.375e-04, eta: 12:14:54, time: 1.098, data_time: 0.008, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9384, loss_cls: 0.7521, loss: 0.7521, grad_norm: 4.7619 2021-05-27 02:56:23,131 - mmaction - INFO - Epoch [7][2840/4294] lr: 4.375e-04, eta: 12:14:32, time: 1.347, data_time: 0.002, memory: 29668, top1_acc: 0.7786, top5_acc: 0.9455, loss_cls: 0.8017, loss: 0.8017, grad_norm: 5.0635 2021-05-27 02:56:45,053 - mmaction - INFO - Epoch [7][2860/4294] lr: 4.375e-04, eta: 12:14:04, time: 1.093, data_time: 0.023, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9268, loss_cls: 0.8434, loss: 0.8434, grad_norm: 5.1416 2021-05-27 02:57:13,512 - mmaction - INFO - Epoch [7][2880/4294] lr: 4.375e-04, eta: 12:13:44, time: 1.429, data_time: 0.014, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9241, loss_cls: 0.8032, loss: 0.8032, grad_norm: 4.8273 2021-05-27 02:57:34,464 - mmaction - INFO - Epoch [7][2900/4294] lr: 4.375e-04, eta: 12:13:15, time: 1.053, data_time: 0.007, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9455, loss_cls: 0.7045, loss: 0.7045, grad_norm: 4.7126 2021-05-27 02:58:00,110 - mmaction - INFO - Epoch [7][2920/4294] lr: 4.375e-04, eta: 12:12:52, time: 1.278, data_time: 0.002, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9500, loss_cls: 0.7324, loss: 0.7324, grad_norm: 4.8769 2021-05-27 02:58:25,868 - mmaction - INFO - Epoch [7][2940/4294] lr: 4.375e-04, eta: 12:12:29, time: 1.292, data_time: 0.010, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9375, loss_cls: 0.7396, loss: 0.7396, grad_norm: 4.9839 2021-05-27 02:58:45,474 - mmaction - INFO - Epoch [7][2960/4294] lr: 4.375e-04, eta: 12:11:58, time: 0.981, data_time: 0.003, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9473, loss_cls: 0.7211, loss: 0.7211, grad_norm: 4.8997 2021-05-27 02:59:09,421 - mmaction - INFO - Epoch [7][2980/4294] lr: 4.375e-04, eta: 12:11:32, time: 1.196, data_time: 0.002, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9589, loss_cls: 0.6865, loss: 0.6865, grad_norm: 4.6930 2021-05-27 02:59:38,144 - mmaction - INFO - Epoch [7][3000/4294] lr: 4.375e-04, eta: 12:11:13, time: 1.433, data_time: 0.006, memory: 29668, top1_acc: 0.7866, top5_acc: 0.9357, loss_cls: 0.7853, loss: 0.7853, grad_norm: 5.0292 2021-05-27 03:00:01,902 - mmaction - INFO - Epoch [7][3020/4294] lr: 4.375e-04, eta: 12:10:47, time: 1.191, data_time: 0.010, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9384, loss_cls: 0.7422, loss: 0.7422, grad_norm: 4.8614 2021-05-27 03:00:25,352 - mmaction - INFO - Epoch [7][3040/4294] lr: 4.375e-04, eta: 12:10:21, time: 1.171, data_time: 0.005, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9500, loss_cls: 0.7301, loss: 0.7301, grad_norm: 4.7819 2021-05-27 03:00:50,927 - mmaction - INFO - Epoch [7][3060/4294] lr: 4.375e-04, eta: 12:09:58, time: 1.282, data_time: 0.006, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9437, loss_cls: 0.7601, loss: 0.7601, grad_norm: 4.9017 2021-05-27 03:01:14,951 - mmaction - INFO - Epoch [7][3080/4294] lr: 4.375e-04, eta: 12:09:32, time: 1.200, data_time: 0.003, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9429, loss_cls: 0.7785, loss: 0.7785, grad_norm: 5.0807 2021-05-27 03:01:37,804 - mmaction - INFO - Epoch [7][3100/4294] lr: 4.375e-04, eta: 12:09:05, time: 1.141, data_time: 0.005, memory: 29668, top1_acc: 0.7830, top5_acc: 0.9437, loss_cls: 0.7846, loss: 0.7846, grad_norm: 5.0263 2021-05-27 03:02:01,962 - mmaction - INFO - Epoch [7][3120/4294] lr: 4.375e-04, eta: 12:08:40, time: 1.202, data_time: 0.007, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9580, loss_cls: 0.6680, loss: 0.6680, grad_norm: 4.6501 2021-05-27 03:02:23,531 - mmaction - INFO - Epoch [7][3140/4294] lr: 4.375e-04, eta: 12:08:12, time: 1.087, data_time: 0.013, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9518, loss_cls: 0.7036, loss: 0.7036, grad_norm: 4.8863 2021-05-27 03:02:49,698 - mmaction - INFO - Epoch [7][3160/4294] lr: 4.375e-04, eta: 12:07:49, time: 1.304, data_time: 0.003, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9500, loss_cls: 0.7262, loss: 0.7262, grad_norm: 5.1448 2021-05-27 03:03:12,329 - mmaction - INFO - Epoch [7][3180/4294] lr: 4.375e-04, eta: 12:07:22, time: 1.131, data_time: 0.008, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9437, loss_cls: 0.7310, loss: 0.7310, grad_norm: 4.8725 2021-05-27 03:03:38,139 - mmaction - INFO - Epoch [7][3200/4294] lr: 4.375e-04, eta: 12:06:59, time: 1.292, data_time: 0.009, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9473, loss_cls: 0.7705, loss: 0.7705, grad_norm: 4.8457 2021-05-27 03:04:01,425 - mmaction - INFO - Epoch [7][3220/4294] lr: 4.375e-04, eta: 12:06:33, time: 1.165, data_time: 0.007, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9455, loss_cls: 0.7616, loss: 0.7616, grad_norm: 4.9782 2021-05-27 03:04:23,297 - mmaction - INFO - Epoch [7][3240/4294] lr: 4.375e-04, eta: 12:06:05, time: 1.096, data_time: 0.005, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9420, loss_cls: 0.7333, loss: 0.7333, grad_norm: 4.9230 2021-05-27 03:04:47,984 - mmaction - INFO - Epoch [7][3260/4294] lr: 4.375e-04, eta: 12:05:40, time: 1.231, data_time: 0.003, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9393, loss_cls: 0.7621, loss: 0.7621, grad_norm: 4.9542 2021-05-27 03:05:08,548 - mmaction - INFO - Epoch [7][3280/4294] lr: 4.375e-04, eta: 12:05:11, time: 1.029, data_time: 0.006, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9393, loss_cls: 0.7736, loss: 0.7736, grad_norm: 5.0880 2021-05-27 03:05:31,203 - mmaction - INFO - Epoch [7][3300/4294] lr: 4.375e-04, eta: 12:04:44, time: 1.134, data_time: 0.006, memory: 29668, top1_acc: 0.7714, top5_acc: 0.9446, loss_cls: 0.8187, loss: 0.8187, grad_norm: 5.0699 2021-05-27 03:05:53,379 - mmaction - INFO - Epoch [7][3320/4294] lr: 4.375e-04, eta: 12:04:16, time: 1.110, data_time: 0.004, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9411, loss_cls: 0.7587, loss: 0.7587, grad_norm: 4.9349 2021-05-27 03:06:15,196 - mmaction - INFO - Epoch [7][3340/4294] lr: 4.375e-04, eta: 12:03:48, time: 1.087, data_time: 0.004, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9455, loss_cls: 0.7513, loss: 0.7513, grad_norm: 4.7959 2021-05-27 03:06:35,373 - mmaction - INFO - Epoch [7][3360/4294] lr: 4.375e-04, eta: 12:03:18, time: 1.013, data_time: 0.007, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9437, loss_cls: 0.7293, loss: 0.7293, grad_norm: 4.7499 2021-05-27 03:07:02,374 - mmaction - INFO - Epoch [7][3380/4294] lr: 4.375e-04, eta: 12:02:56, time: 1.340, data_time: 0.003, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9473, loss_cls: 0.7720, loss: 0.7720, grad_norm: 5.0749 2021-05-27 03:07:27,653 - mmaction - INFO - Epoch [7][3400/4294] lr: 4.375e-04, eta: 12:02:33, time: 1.273, data_time: 0.016, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9437, loss_cls: 0.7257, loss: 0.7257, grad_norm: 4.7766 2021-05-27 03:07:50,490 - mmaction - INFO - Epoch [7][3420/4294] lr: 4.375e-04, eta: 12:02:06, time: 1.144, data_time: 0.006, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9429, loss_cls: 0.7607, loss: 0.7607, grad_norm: 4.9890 2021-05-27 03:08:13,504 - mmaction - INFO - Epoch [7][3440/4294] lr: 4.375e-04, eta: 12:01:40, time: 1.150, data_time: 0.003, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9509, loss_cls: 0.6870, loss: 0.6870, grad_norm: 4.8011 2021-05-27 03:08:39,500 - mmaction - INFO - Epoch [7][3460/4294] lr: 4.375e-04, eta: 12:01:17, time: 1.293, data_time: 0.003, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9455, loss_cls: 0.7354, loss: 0.7354, grad_norm: 4.8771 2021-05-27 03:09:04,982 - mmaction - INFO - Epoch [7][3480/4294] lr: 4.375e-04, eta: 12:00:53, time: 1.281, data_time: 0.011, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9473, loss_cls: 0.7033, loss: 0.7033, grad_norm: 4.8249 2021-05-27 03:09:25,383 - mmaction - INFO - Epoch [7][3500/4294] lr: 4.375e-04, eta: 12:00:24, time: 1.020, data_time: 0.003, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9411, loss_cls: 0.7571, loss: 0.7571, grad_norm: 4.8169 2021-05-27 03:09:45,568 - mmaction - INFO - Epoch [7][3520/4294] lr: 4.375e-04, eta: 11:59:54, time: 1.010, data_time: 0.003, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9536, loss_cls: 0.7247, loss: 0.7247, grad_norm: 4.7055 2021-05-27 03:10:07,010 - mmaction - INFO - Epoch [7][3540/4294] lr: 4.375e-04, eta: 11:59:25, time: 1.071, data_time: 0.003, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9455, loss_cls: 0.7734, loss: 0.7734, grad_norm: 5.2293 2021-05-27 03:10:29,485 - mmaction - INFO - Epoch [7][3560/4294] lr: 4.375e-04, eta: 11:58:58, time: 1.123, data_time: 0.004, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9473, loss_cls: 0.7417, loss: 0.7417, grad_norm: 4.6735 2021-05-27 03:10:51,680 - mmaction - INFO - Epoch [7][3580/4294] lr: 4.375e-04, eta: 11:58:31, time: 1.112, data_time: 0.005, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9437, loss_cls: 0.7354, loss: 0.7354, grad_norm: 4.9342 2021-05-27 03:11:15,002 - mmaction - INFO - Epoch [7][3600/4294] lr: 4.375e-04, eta: 11:58:05, time: 1.164, data_time: 0.003, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9429, loss_cls: 0.7404, loss: 0.7404, grad_norm: 4.9954 2021-05-27 03:11:39,396 - mmaction - INFO - Epoch [7][3620/4294] lr: 4.375e-04, eta: 11:57:40, time: 1.218, data_time: 0.004, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9518, loss_cls: 0.6881, loss: 0.6881, grad_norm: 4.7077 2021-05-27 03:11:59,774 - mmaction - INFO - Epoch [7][3640/4294] lr: 4.375e-04, eta: 11:57:10, time: 1.021, data_time: 0.006, memory: 29668, top1_acc: 0.7857, top5_acc: 0.9411, loss_cls: 0.7907, loss: 0.7907, grad_norm: 5.0179 2021-05-27 03:12:25,582 - mmaction - INFO - Epoch [7][3660/4294] lr: 4.375e-04, eta: 11:56:47, time: 1.288, data_time: 0.006, memory: 29668, top1_acc: 0.7866, top5_acc: 0.9393, loss_cls: 0.8277, loss: 0.8277, grad_norm: 5.2369 2021-05-27 03:12:47,391 - mmaction - INFO - Epoch [7][3680/4294] lr: 4.375e-04, eta: 11:56:19, time: 1.095, data_time: 0.008, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9393, loss_cls: 0.7328, loss: 0.7328, grad_norm: 4.9973 2021-05-27 03:13:10,923 - mmaction - INFO - Epoch [7][3700/4294] lr: 4.375e-04, eta: 11:55:53, time: 1.173, data_time: 0.005, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9536, loss_cls: 0.7075, loss: 0.7075, grad_norm: 4.9392 2021-05-27 03:13:34,677 - mmaction - INFO - Epoch [7][3720/4294] lr: 4.375e-04, eta: 11:55:28, time: 1.190, data_time: 0.006, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9536, loss_cls: 0.7424, loss: 0.7424, grad_norm: 4.9953 2021-05-27 03:13:56,038 - mmaction - INFO - Epoch [7][3740/4294] lr: 4.375e-04, eta: 11:54:59, time: 1.068, data_time: 0.003, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9518, loss_cls: 0.6766, loss: 0.6766, grad_norm: 4.8227 2021-05-27 03:14:18,394 - mmaction - INFO - Epoch [7][3760/4294] lr: 4.375e-04, eta: 11:54:32, time: 1.118, data_time: 0.003, memory: 29668, top1_acc: 0.7777, top5_acc: 0.9420, loss_cls: 0.7831, loss: 0.7831, grad_norm: 4.9860 2021-05-27 03:14:42,090 - mmaction - INFO - Epoch [7][3780/4294] lr: 4.375e-04, eta: 11:54:06, time: 1.183, data_time: 0.003, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9455, loss_cls: 0.7685, loss: 0.7685, grad_norm: 5.0593 2021-05-27 03:15:02,956 - mmaction - INFO - Epoch [7][3800/4294] lr: 4.375e-04, eta: 11:53:37, time: 1.011, data_time: 0.011, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9491, loss_cls: 0.7271, loss: 0.7271, grad_norm: 4.9483 2021-05-27 03:15:24,650 - mmaction - INFO - Epoch [7][3820/4294] lr: 4.375e-04, eta: 11:53:10, time: 1.119, data_time: 0.037, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9536, loss_cls: 0.7148, loss: 0.7148, grad_norm: 4.8427 2021-05-27 03:15:47,552 - mmaction - INFO - Epoch [7][3840/4294] lr: 4.375e-04, eta: 11:52:43, time: 1.123, data_time: 0.003, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9366, loss_cls: 0.7564, loss: 0.7564, grad_norm: 4.7921 2021-05-27 03:16:10,864 - mmaction - INFO - Epoch [7][3860/4294] lr: 4.375e-04, eta: 11:52:17, time: 1.188, data_time: 0.025, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9437, loss_cls: 0.7414, loss: 0.7414, grad_norm: 5.0774 2021-05-27 03:16:33,017 - mmaction - INFO - Epoch [7][3880/4294] lr: 4.375e-04, eta: 11:51:50, time: 1.105, data_time: 0.002, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9411, loss_cls: 0.7257, loss: 0.7257, grad_norm: 4.9599 2021-05-27 03:16:53,486 - mmaction - INFO - Epoch [7][3900/4294] lr: 4.375e-04, eta: 11:51:20, time: 1.026, data_time: 0.006, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9420, loss_cls: 0.7327, loss: 0.7327, grad_norm: 4.8334 2021-05-27 03:17:21,393 - mmaction - INFO - Epoch [7][3920/4294] lr: 4.375e-04, eta: 11:50:59, time: 1.389, data_time: 0.013, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9420, loss_cls: 0.7448, loss: 0.7448, grad_norm: 4.8601 2021-05-27 03:17:45,602 - mmaction - INFO - Epoch [7][3940/4294] lr: 4.375e-04, eta: 11:50:35, time: 1.214, data_time: 0.013, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9357, loss_cls: 0.8052, loss: 0.8052, grad_norm: 4.9755 2021-05-27 03:18:09,276 - mmaction - INFO - Epoch [7][3960/4294] lr: 4.375e-04, eta: 11:50:09, time: 1.182, data_time: 0.005, memory: 29668, top1_acc: 0.7786, top5_acc: 0.9348, loss_cls: 0.8128, loss: 0.8128, grad_norm: 5.1743 2021-05-27 03:18:31,347 - mmaction - INFO - Epoch [7][3980/4294] lr: 4.375e-04, eta: 11:49:41, time: 1.107, data_time: 0.007, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9330, loss_cls: 0.8007, loss: 0.8007, grad_norm: 4.8777 2021-05-27 03:18:54,907 - mmaction - INFO - Epoch [7][4000/4294] lr: 4.375e-04, eta: 11:49:16, time: 1.177, data_time: 0.005, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9384, loss_cls: 0.7910, loss: 0.7910, grad_norm: 4.8367 2021-05-27 03:19:18,355 - mmaction - INFO - Epoch [7][4020/4294] lr: 4.375e-04, eta: 11:48:50, time: 1.173, data_time: 0.004, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9384, loss_cls: 0.7813, loss: 0.7813, grad_norm: 5.1807 2021-05-27 03:19:41,216 - mmaction - INFO - Epoch [7][4040/4294] lr: 4.375e-04, eta: 11:48:23, time: 1.141, data_time: 0.004, memory: 29668, top1_acc: 0.7795, top5_acc: 0.9339, loss_cls: 0.8567, loss: 0.8567, grad_norm: 5.1860 2021-05-27 03:20:05,421 - mmaction - INFO - Epoch [7][4060/4294] lr: 4.375e-04, eta: 11:47:58, time: 1.210, data_time: 0.006, memory: 29668, top1_acc: 0.7830, top5_acc: 0.9420, loss_cls: 0.7365, loss: 0.7365, grad_norm: 4.9541 2021-05-27 03:20:31,162 - mmaction - INFO - Epoch [7][4080/4294] lr: 4.375e-04, eta: 11:47:35, time: 1.287, data_time: 0.008, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9393, loss_cls: 0.7820, loss: 0.7820, grad_norm: 4.9936 2021-05-27 03:20:52,423 - mmaction - INFO - Epoch [7][4100/4294] lr: 4.375e-04, eta: 11:47:07, time: 1.066, data_time: 0.007, memory: 29668, top1_acc: 0.7866, top5_acc: 0.9330, loss_cls: 0.7927, loss: 0.7927, grad_norm: 4.9860 2021-05-27 03:21:14,210 - mmaction - INFO - Epoch [7][4120/4294] lr: 4.375e-04, eta: 11:46:39, time: 1.088, data_time: 0.004, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9357, loss_cls: 0.8402, loss: 0.8402, grad_norm: 5.0669 2021-05-27 03:21:34,586 - mmaction - INFO - Epoch [7][4140/4294] lr: 4.375e-04, eta: 11:46:10, time: 1.022, data_time: 0.006, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9473, loss_cls: 0.6930, loss: 0.6930, grad_norm: 4.7468 2021-05-27 03:21:56,072 - mmaction - INFO - Epoch [7][4160/4294] lr: 4.375e-04, eta: 11:45:41, time: 1.071, data_time: 0.004, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9411, loss_cls: 0.7520, loss: 0.7520, grad_norm: 4.8130 2021-05-27 03:22:23,519 - mmaction - INFO - Epoch [7][4180/4294] lr: 4.375e-04, eta: 11:45:20, time: 1.375, data_time: 0.006, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9348, loss_cls: 0.7750, loss: 0.7750, grad_norm: 4.9338 2021-05-27 03:22:45,523 - mmaction - INFO - Epoch [7][4200/4294] lr: 4.375e-04, eta: 11:44:53, time: 1.100, data_time: 0.002, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9437, loss_cls: 0.7655, loss: 0.7655, grad_norm: 5.1260 2021-05-27 03:23:07,095 - mmaction - INFO - Epoch [7][4220/4294] lr: 4.375e-04, eta: 11:44:25, time: 1.079, data_time: 0.004, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9330, loss_cls: 0.7808, loss: 0.7808, grad_norm: 4.8700 2021-05-27 03:23:28,777 - mmaction - INFO - Epoch [7][4240/4294] lr: 4.375e-04, eta: 11:43:57, time: 1.083, data_time: 0.004, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9375, loss_cls: 0.7249, loss: 0.7249, grad_norm: 4.8012 2021-05-27 03:23:52,030 - mmaction - INFO - Epoch [7][4260/4294] lr: 4.375e-04, eta: 11:43:31, time: 1.163, data_time: 0.003, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9429, loss_cls: 0.7679, loss: 0.7679, grad_norm: 5.0100 2021-05-27 03:24:17,649 - mmaction - INFO - Epoch [7][4280/4294] lr: 4.375e-04, eta: 11:43:08, time: 1.280, data_time: 0.003, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9464, loss_cls: 0.7460, loss: 0.7460, grad_norm: 5.0037 2021-05-27 03:24:45,139 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-05-27 03:32:48,548 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 03:32:49,519 - mmaction - INFO - top1_acc 0.7544 top5_acc 0.9226 2021-05-27 03:32:49,519 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 03:32:49,616 - mmaction - INFO - mean_acc 0.7543 2021-05-27 03:32:51,234 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2021-05-27 03:32:51,235 - mmaction - INFO - Best top1_acc is 0.7544 at 7 epoch. 2021-05-27 03:32:51,249 - mmaction - INFO - Epoch(val) [7][4294] top1_acc: 0.7544, top5_acc: 0.9226, mean_class_accuracy: 0.7543 2021-05-27 03:38:23,574 - mmaction - INFO - Epoch [8][20/4294] lr: 4.375e-04, eta: 11:47:57, time: 16.608, data_time: 15.334, memory: 29668, top1_acc: 0.7866, top5_acc: 0.9393, loss_cls: 0.8079, loss: 0.8079, grad_norm: 5.1704 2021-05-27 03:38:43,803 - mmaction - INFO - Epoch [8][40/4294] lr: 4.375e-04, eta: 11:47:28, time: 1.015, data_time: 0.011, memory: 29668, top1_acc: 0.7839, top5_acc: 0.9179, loss_cls: 0.8268, loss: 0.8268, grad_norm: 5.2072 2021-05-27 03:39:06,119 - mmaction - INFO - Epoch [8][60/4294] lr: 4.375e-04, eta: 11:47:00, time: 1.119, data_time: 0.006, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9518, loss_cls: 0.7173, loss: 0.7173, grad_norm: 4.9439 2021-05-27 03:39:25,754 - mmaction - INFO - Epoch [8][80/4294] lr: 4.375e-04, eta: 11:46:30, time: 0.982, data_time: 0.002, memory: 29668, top1_acc: 0.7804, top5_acc: 0.9393, loss_cls: 0.8130, loss: 0.8130, grad_norm: 4.9965 2021-05-27 03:39:47,810 - mmaction - INFO - Epoch [8][100/4294] lr: 4.375e-04, eta: 11:46:02, time: 1.099, data_time: 0.003, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9536, loss_cls: 0.6921, loss: 0.6921, grad_norm: 4.8985 2021-05-27 03:40:09,555 - mmaction - INFO - Epoch [8][120/4294] lr: 4.375e-04, eta: 11:45:34, time: 1.091, data_time: 0.006, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9384, loss_cls: 0.8105, loss: 0.8105, grad_norm: 5.2060 2021-05-27 03:40:34,244 - mmaction - INFO - Epoch [8][140/4294] lr: 4.375e-04, eta: 11:45:09, time: 1.234, data_time: 0.003, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9455, loss_cls: 0.7404, loss: 0.7404, grad_norm: 4.8477 2021-05-27 03:40:55,783 - mmaction - INFO - Epoch [8][160/4294] lr: 4.375e-04, eta: 11:44:40, time: 1.074, data_time: 0.002, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9482, loss_cls: 0.6989, loss: 0.6989, grad_norm: 4.6757 2021-05-27 03:41:17,752 - mmaction - INFO - Epoch [8][180/4294] lr: 4.375e-04, eta: 11:44:13, time: 1.101, data_time: 0.005, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9536, loss_cls: 0.6777, loss: 0.6777, grad_norm: 4.6849 2021-05-27 03:41:42,764 - mmaction - INFO - Epoch [8][200/4294] lr: 4.375e-04, eta: 11:43:48, time: 1.247, data_time: 0.003, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9429, loss_cls: 0.7767, loss: 0.7767, grad_norm: 4.8330 2021-05-27 03:42:04,865 - mmaction - INFO - Epoch [8][220/4294] lr: 4.375e-04, eta: 11:43:21, time: 1.108, data_time: 0.006, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9411, loss_cls: 0.7458, loss: 0.7458, grad_norm: 4.8641 2021-05-27 03:42:28,706 - mmaction - INFO - Epoch [8][240/4294] lr: 4.375e-04, eta: 11:42:55, time: 1.192, data_time: 0.003, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9295, loss_cls: 0.8001, loss: 0.8001, grad_norm: 5.2035 2021-05-27 03:42:58,190 - mmaction - INFO - Epoch [8][260/4294] lr: 4.375e-04, eta: 11:42:35, time: 1.468, data_time: 0.002, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9509, loss_cls: 0.6739, loss: 0.6739, grad_norm: 4.6786 2021-05-27 03:43:21,101 - mmaction - INFO - Epoch [8][280/4294] lr: 4.375e-04, eta: 11:42:08, time: 1.144, data_time: 0.009, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9437, loss_cls: 0.7432, loss: 0.7432, grad_norm: 4.9488 2021-05-27 03:43:44,761 - mmaction - INFO - Epoch [8][300/4294] lr: 4.375e-04, eta: 11:41:43, time: 1.190, data_time: 0.009, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9473, loss_cls: 0.7082, loss: 0.7082, grad_norm: 4.7500 2021-05-27 03:44:05,442 - mmaction - INFO - Epoch [8][320/4294] lr: 4.375e-04, eta: 11:41:13, time: 1.034, data_time: 0.004, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9304, loss_cls: 0.7907, loss: 0.7907, grad_norm: 4.9697 2021-05-27 03:44:28,716 - mmaction - INFO - Epoch [8][340/4294] lr: 4.375e-04, eta: 11:40:47, time: 1.156, data_time: 0.005, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9482, loss_cls: 0.6924, loss: 0.6924, grad_norm: 4.7598 2021-05-27 03:44:49,838 - mmaction - INFO - Epoch [8][360/4294] lr: 4.375e-04, eta: 11:40:18, time: 1.063, data_time: 0.013, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9384, loss_cls: 0.7848, loss: 0.7848, grad_norm: 5.2255 2021-05-27 03:45:10,914 - mmaction - INFO - Epoch [8][380/4294] lr: 4.375e-04, eta: 11:39:49, time: 1.042, data_time: 0.007, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9375, loss_cls: 0.7872, loss: 0.7872, grad_norm: 5.0652 2021-05-27 03:45:31,927 - mmaction - INFO - Epoch [8][400/4294] lr: 4.375e-04, eta: 11:39:21, time: 1.061, data_time: 0.016, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9482, loss_cls: 0.7427, loss: 0.7427, grad_norm: 4.8153 2021-05-27 03:45:53,031 - mmaction - INFO - Epoch [8][420/4294] lr: 4.375e-04, eta: 11:38:52, time: 1.059, data_time: 0.006, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9482, loss_cls: 0.7306, loss: 0.7306, grad_norm: 4.8639 2021-05-27 03:46:15,256 - mmaction - INFO - Epoch [8][440/4294] lr: 4.375e-04, eta: 11:38:24, time: 1.111, data_time: 0.003, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9536, loss_cls: 0.6982, loss: 0.6982, grad_norm: 4.7553 2021-05-27 03:46:45,369 - mmaction - INFO - Epoch [8][460/4294] lr: 4.375e-04, eta: 11:38:06, time: 1.501, data_time: 0.005, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9455, loss_cls: 0.6831, loss: 0.6831, grad_norm: 4.6403 2021-05-27 03:47:08,450 - mmaction - INFO - Epoch [8][480/4294] lr: 4.375e-04, eta: 11:37:39, time: 1.155, data_time: 0.007, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9500, loss_cls: 0.6925, loss: 0.6925, grad_norm: 4.6023 2021-05-27 03:47:32,312 - mmaction - INFO - Epoch [8][500/4294] lr: 4.375e-04, eta: 11:37:13, time: 1.192, data_time: 0.008, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9536, loss_cls: 0.6980, loss: 0.6980, grad_norm: 4.8552 2021-05-27 03:47:54,129 - mmaction - INFO - Epoch [8][520/4294] lr: 4.375e-04, eta: 11:36:46, time: 1.095, data_time: 0.009, memory: 29668, top1_acc: 0.8313, top5_acc: 0.9500, loss_cls: 0.7008, loss: 0.7008, grad_norm: 4.7943 2021-05-27 03:48:18,607 - mmaction - INFO - Epoch [8][540/4294] lr: 4.375e-04, eta: 11:36:20, time: 1.207, data_time: 0.008, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9437, loss_cls: 0.7678, loss: 0.7678, grad_norm: 5.3146 2021-05-27 03:48:40,861 - mmaction - INFO - Epoch [8][560/4294] lr: 4.375e-04, eta: 11:35:53, time: 1.130, data_time: 0.031, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9473, loss_cls: 0.7216, loss: 0.7216, grad_norm: 5.0978 2021-05-27 03:49:01,700 - mmaction - INFO - Epoch [8][580/4294] lr: 4.375e-04, eta: 11:35:24, time: 1.037, data_time: 0.003, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9366, loss_cls: 0.7936, loss: 0.7936, grad_norm: 4.8498 2021-05-27 03:49:21,665 - mmaction - INFO - Epoch [8][600/4294] lr: 4.375e-04, eta: 11:34:54, time: 1.002, data_time: 0.008, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9357, loss_cls: 0.7727, loss: 0.7727, grad_norm: 5.1527 2021-05-27 03:49:47,615 - mmaction - INFO - Epoch [8][620/4294] lr: 4.375e-04, eta: 11:34:31, time: 1.297, data_time: 0.007, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9464, loss_cls: 0.7389, loss: 0.7389, grad_norm: 4.6547 2021-05-27 03:50:07,514 - mmaction - INFO - Epoch [8][640/4294] lr: 4.375e-04, eta: 11:34:01, time: 0.996, data_time: 0.006, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9455, loss_cls: 0.7346, loss: 0.7346, grad_norm: 4.9364 2021-05-27 03:50:35,442 - mmaction - INFO - Epoch [8][660/4294] lr: 4.375e-04, eta: 11:33:40, time: 1.394, data_time: 0.004, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9357, loss_cls: 0.7282, loss: 0.7282, grad_norm: 4.7849 2021-05-27 03:50:55,884 - mmaction - INFO - Epoch [8][680/4294] lr: 4.375e-04, eta: 11:33:10, time: 1.026, data_time: 0.006, memory: 29668, top1_acc: 0.7732, top5_acc: 0.9250, loss_cls: 0.9171, loss: 0.9171, grad_norm: 5.3401 2021-05-27 03:51:15,738 - mmaction - INFO - Epoch [8][700/4294] lr: 4.375e-04, eta: 11:32:40, time: 0.992, data_time: 0.003, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9509, loss_cls: 0.6579, loss: 0.6579, grad_norm: 4.9177 2021-05-27 03:51:37,568 - mmaction - INFO - Epoch [8][720/4294] lr: 4.375e-04, eta: 11:32:13, time: 1.088, data_time: 0.004, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9437, loss_cls: 0.7188, loss: 0.7188, grad_norm: 4.8775 2021-05-27 03:52:00,337 - mmaction - INFO - Epoch [8][740/4294] lr: 4.375e-04, eta: 11:31:46, time: 1.141, data_time: 0.007, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9527, loss_cls: 0.7220, loss: 0.7220, grad_norm: 5.0271 2021-05-27 03:52:24,650 - mmaction - INFO - Epoch [8][760/4294] lr: 4.375e-04, eta: 11:31:21, time: 1.217, data_time: 0.008, memory: 29668, top1_acc: 0.7830, top5_acc: 0.9446, loss_cls: 0.7431, loss: 0.7431, grad_norm: 4.9616 2021-05-27 03:52:46,843 - mmaction - INFO - Epoch [8][780/4294] lr: 4.375e-04, eta: 11:30:53, time: 1.110, data_time: 0.002, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9313, loss_cls: 0.7892, loss: 0.7892, grad_norm: 5.0810 2021-05-27 03:53:13,570 - mmaction - INFO - Epoch [8][800/4294] lr: 4.375e-04, eta: 11:30:31, time: 1.331, data_time: 0.003, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9580, loss_cls: 0.6987, loss: 0.6987, grad_norm: 4.7919 2021-05-27 03:53:36,599 - mmaction - INFO - Epoch [8][820/4294] lr: 4.375e-04, eta: 11:30:04, time: 1.153, data_time: 0.011, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9420, loss_cls: 0.7273, loss: 0.7273, grad_norm: 4.7126 2021-05-27 03:54:00,034 - mmaction - INFO - Epoch [8][840/4294] lr: 4.375e-04, eta: 11:29:38, time: 1.172, data_time: 0.007, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9536, loss_cls: 0.7452, loss: 0.7452, grad_norm: 5.0562 2021-05-27 03:54:21,077 - mmaction - INFO - Epoch [8][860/4294] lr: 4.375e-04, eta: 11:29:10, time: 1.055, data_time: 0.009, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9571, loss_cls: 0.7078, loss: 0.7078, grad_norm: 4.8906 2021-05-27 03:54:45,164 - mmaction - INFO - Epoch [8][880/4294] lr: 4.375e-04, eta: 11:28:44, time: 1.202, data_time: 0.004, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9411, loss_cls: 0.7306, loss: 0.7306, grad_norm: 4.8178 2021-05-27 03:55:08,032 - mmaction - INFO - Epoch [8][900/4294] lr: 4.375e-04, eta: 11:28:17, time: 1.144, data_time: 0.006, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9411, loss_cls: 0.7437, loss: 0.7437, grad_norm: 4.9195 2021-05-27 03:55:29,248 - mmaction - INFO - Epoch [8][920/4294] lr: 4.375e-04, eta: 11:27:49, time: 1.064, data_time: 0.006, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9437, loss_cls: 0.7278, loss: 0.7278, grad_norm: 4.7094 2021-05-27 03:55:57,902 - mmaction - INFO - Epoch [8][940/4294] lr: 4.375e-04, eta: 11:27:29, time: 1.429, data_time: 0.003, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9536, loss_cls: 0.6678, loss: 0.6678, grad_norm: 4.9409 2021-05-27 03:56:21,360 - mmaction - INFO - Epoch [8][960/4294] lr: 4.375e-04, eta: 11:27:03, time: 1.178, data_time: 0.015, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9420, loss_cls: 0.7444, loss: 0.7444, grad_norm: 4.7831 2021-05-27 03:56:41,221 - mmaction - INFO - Epoch [8][980/4294] lr: 4.375e-04, eta: 11:26:33, time: 0.992, data_time: 0.003, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9527, loss_cls: 0.7283, loss: 0.7283, grad_norm: 4.9292 2021-05-27 03:57:09,063 - mmaction - INFO - Epoch [8][1000/4294] lr: 4.375e-04, eta: 11:26:11, time: 1.384, data_time: 0.004, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9500, loss_cls: 0.6711, loss: 0.6711, grad_norm: 4.8256 2021-05-27 03:57:29,122 - mmaction - INFO - Epoch [8][1020/4294] lr: 4.375e-04, eta: 11:25:42, time: 1.010, data_time: 0.015, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9571, loss_cls: 0.7404, loss: 0.7404, grad_norm: 4.7888 2021-05-27 03:57:51,177 - mmaction - INFO - Epoch [8][1040/4294] lr: 4.375e-04, eta: 11:25:14, time: 1.104, data_time: 0.003, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9554, loss_cls: 0.7224, loss: 0.7224, grad_norm: 4.9064 2021-05-27 03:58:16,027 - mmaction - INFO - Epoch [8][1060/4294] lr: 4.375e-04, eta: 11:24:50, time: 1.238, data_time: 0.004, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9446, loss_cls: 0.7171, loss: 0.7171, grad_norm: 4.7733 2021-05-27 03:58:36,493 - mmaction - INFO - Epoch [8][1080/4294] lr: 4.375e-04, eta: 11:24:21, time: 1.024, data_time: 0.008, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9411, loss_cls: 0.7564, loss: 0.7564, grad_norm: 5.0396 2021-05-27 03:59:00,149 - mmaction - INFO - Epoch [8][1100/4294] lr: 4.375e-04, eta: 11:23:55, time: 1.187, data_time: 0.007, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9473, loss_cls: 0.7274, loss: 0.7274, grad_norm: 4.8576 2021-05-27 03:59:22,926 - mmaction - INFO - Epoch [8][1120/4294] lr: 4.375e-04, eta: 11:23:28, time: 1.135, data_time: 0.003, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9473, loss_cls: 0.7116, loss: 0.7116, grad_norm: 5.1629 2021-05-27 03:59:44,013 - mmaction - INFO - Epoch [8][1140/4294] lr: 4.375e-04, eta: 11:23:00, time: 1.057, data_time: 0.007, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9482, loss_cls: 0.7038, loss: 0.7038, grad_norm: 5.0119 2021-05-27 04:00:10,526 - mmaction - INFO - Epoch [8][1160/4294] lr: 4.375e-04, eta: 11:22:37, time: 1.317, data_time: 0.007, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9571, loss_cls: 0.6534, loss: 0.6534, grad_norm: 4.8248 2021-05-27 04:00:34,782 - mmaction - INFO - Epoch [8][1180/4294] lr: 4.375e-04, eta: 11:22:12, time: 1.221, data_time: 0.013, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9393, loss_cls: 0.8054, loss: 0.8054, grad_norm: 5.3750 2021-05-27 04:01:01,233 - mmaction - INFO - Epoch [8][1200/4294] lr: 4.375e-04, eta: 11:21:49, time: 1.317, data_time: 0.011, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9536, loss_cls: 0.6853, loss: 0.6853, grad_norm: 4.7894 2021-05-27 04:01:26,235 - mmaction - INFO - Epoch [8][1220/4294] lr: 4.375e-04, eta: 11:21:25, time: 1.256, data_time: 0.014, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9393, loss_cls: 0.7393, loss: 0.7393, grad_norm: 4.7905 2021-05-27 04:01:51,678 - mmaction - INFO - Epoch [8][1240/4294] lr: 4.375e-04, eta: 11:21:01, time: 1.270, data_time: 0.003, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9375, loss_cls: 0.7604, loss: 0.7604, grad_norm: 5.1577 2021-05-27 04:02:14,204 - mmaction - INFO - Epoch [8][1260/4294] lr: 4.375e-04, eta: 11:20:34, time: 1.126, data_time: 0.006, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9402, loss_cls: 0.7813, loss: 0.7813, grad_norm: 4.9889 2021-05-27 04:02:36,820 - mmaction - INFO - Epoch [8][1280/4294] lr: 4.375e-04, eta: 11:20:07, time: 1.134, data_time: 0.006, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9455, loss_cls: 0.6847, loss: 0.6847, grad_norm: 4.7420 2021-05-27 04:03:01,372 - mmaction - INFO - Epoch [8][1300/4294] lr: 4.375e-04, eta: 11:19:42, time: 1.228, data_time: 0.005, memory: 29668, top1_acc: 0.7688, top5_acc: 0.9366, loss_cls: 0.8130, loss: 0.8130, grad_norm: 5.1134 2021-05-27 04:03:21,996 - mmaction - INFO - Epoch [8][1320/4294] lr: 4.375e-04, eta: 11:19:13, time: 1.032, data_time: 0.004, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9464, loss_cls: 0.7461, loss: 0.7461, grad_norm: 5.0954 2021-05-27 04:03:49,358 - mmaction - INFO - Epoch [8][1340/4294] lr: 4.375e-04, eta: 11:18:51, time: 1.368, data_time: 0.002, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9464, loss_cls: 0.7633, loss: 0.7633, grad_norm: 5.0889 2021-05-27 04:04:09,117 - mmaction - INFO - Epoch [8][1360/4294] lr: 4.375e-04, eta: 11:18:21, time: 0.982, data_time: 0.003, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9375, loss_cls: 0.7693, loss: 0.7693, grad_norm: 4.8955 2021-05-27 04:04:31,273 - mmaction - INFO - Epoch [8][1380/4294] lr: 4.375e-04, eta: 11:17:54, time: 1.109, data_time: 0.009, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9357, loss_cls: 0.7610, loss: 0.7610, grad_norm: 4.9438 2021-05-27 04:04:51,206 - mmaction - INFO - Epoch [8][1400/4294] lr: 4.375e-04, eta: 11:17:25, time: 1.003, data_time: 0.009, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9491, loss_cls: 0.6587, loss: 0.6587, grad_norm: 4.6054 2021-05-27 04:05:19,629 - mmaction - INFO - Epoch [8][1420/4294] lr: 4.375e-04, eta: 11:17:04, time: 1.417, data_time: 0.002, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9545, loss_cls: 0.6553, loss: 0.6553, grad_norm: 4.8296 2021-05-27 04:05:42,189 - mmaction - INFO - Epoch [8][1440/4294] lr: 4.375e-04, eta: 11:16:37, time: 1.129, data_time: 0.006, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9473, loss_cls: 0.6874, loss: 0.6874, grad_norm: 4.5854 2021-05-27 04:06:05,962 - mmaction - INFO - Epoch [8][1460/4294] lr: 4.375e-04, eta: 11:16:11, time: 1.187, data_time: 0.007, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9429, loss_cls: 0.7547, loss: 0.7547, grad_norm: 5.0001 2021-05-27 04:06:27,854 - mmaction - INFO - Epoch [8][1480/4294] lr: 4.375e-04, eta: 11:15:44, time: 1.098, data_time: 0.008, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9384, loss_cls: 0.7902, loss: 0.7902, grad_norm: 5.0304 2021-05-27 04:06:50,140 - mmaction - INFO - Epoch [8][1500/4294] lr: 4.375e-04, eta: 11:15:17, time: 1.115, data_time: 0.005, memory: 29668, top1_acc: 0.7732, top5_acc: 0.9330, loss_cls: 0.8424, loss: 0.8424, grad_norm: 5.5421 2021-05-27 04:07:15,195 - mmaction - INFO - Epoch [8][1520/4294] lr: 4.375e-04, eta: 11:14:52, time: 1.248, data_time: 0.003, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9446, loss_cls: 0.7479, loss: 0.7479, grad_norm: 4.8334 2021-05-27 04:07:40,324 - mmaction - INFO - Epoch [8][1540/4294] lr: 4.375e-04, eta: 11:14:28, time: 1.262, data_time: 0.012, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9482, loss_cls: 0.7650, loss: 0.7650, grad_norm: 4.9941 2021-05-27 04:08:04,367 - mmaction - INFO - Epoch [8][1560/4294] lr: 4.375e-04, eta: 11:14:03, time: 1.198, data_time: 0.005, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9402, loss_cls: 0.6993, loss: 0.6993, grad_norm: 4.8339 2021-05-27 04:08:32,422 - mmaction - INFO - Epoch [8][1580/4294] lr: 4.375e-04, eta: 11:13:42, time: 1.401, data_time: 0.014, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9473, loss_cls: 0.6953, loss: 0.6953, grad_norm: 4.8133 2021-05-27 04:08:55,183 - mmaction - INFO - Epoch [8][1600/4294] lr: 4.375e-04, eta: 11:13:15, time: 1.144, data_time: 0.015, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9518, loss_cls: 0.6943, loss: 0.6943, grad_norm: 4.8814 2021-05-27 04:09:16,796 - mmaction - INFO - Epoch [8][1620/4294] lr: 4.375e-04, eta: 11:12:47, time: 1.077, data_time: 0.003, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9482, loss_cls: 0.7185, loss: 0.7185, grad_norm: 4.9745 2021-05-27 04:09:43,068 - mmaction - INFO - Epoch [8][1640/4294] lr: 4.375e-04, eta: 11:12:24, time: 1.314, data_time: 0.007, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9473, loss_cls: 0.7184, loss: 0.7184, grad_norm: 4.8505 2021-05-27 04:10:07,825 - mmaction - INFO - Epoch [8][1660/4294] lr: 4.375e-04, eta: 11:12:00, time: 1.237, data_time: 0.006, memory: 29668, top1_acc: 0.7848, top5_acc: 0.9339, loss_cls: 0.7885, loss: 0.7885, grad_norm: 5.1151 2021-05-27 04:10:29,216 - mmaction - INFO - Epoch [8][1680/4294] lr: 4.375e-04, eta: 11:11:32, time: 1.070, data_time: 0.007, memory: 29668, top1_acc: 0.7866, top5_acc: 0.9402, loss_cls: 0.7908, loss: 0.7908, grad_norm: 5.0086 2021-05-27 04:10:51,231 - mmaction - INFO - Epoch [8][1700/4294] lr: 4.375e-04, eta: 11:11:04, time: 1.105, data_time: 0.007, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9411, loss_cls: 0.7579, loss: 0.7579, grad_norm: 4.8425 2021-05-27 04:11:14,426 - mmaction - INFO - Epoch [8][1720/4294] lr: 4.375e-04, eta: 11:10:38, time: 1.157, data_time: 0.004, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9464, loss_cls: 0.7138, loss: 0.7138, grad_norm: 4.7649 2021-05-27 04:11:41,151 - mmaction - INFO - Epoch [8][1740/4294] lr: 4.375e-04, eta: 11:10:15, time: 1.332, data_time: 0.005, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9429, loss_cls: 0.7506, loss: 0.7506, grad_norm: 5.1045 2021-05-27 04:12:05,633 - mmaction - INFO - Epoch [8][1760/4294] lr: 4.375e-04, eta: 11:09:51, time: 1.228, data_time: 0.010, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9321, loss_cls: 0.7503, loss: 0.7503, grad_norm: 4.8340 2021-05-27 04:12:30,507 - mmaction - INFO - Epoch [8][1780/4294] lr: 4.375e-04, eta: 11:09:26, time: 1.248, data_time: 0.007, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9446, loss_cls: 0.7327, loss: 0.7327, grad_norm: 5.0433 2021-05-27 04:12:52,151 - mmaction - INFO - Epoch [8][1800/4294] lr: 4.375e-04, eta: 11:08:58, time: 1.080, data_time: 0.003, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9464, loss_cls: 0.6968, loss: 0.6968, grad_norm: 4.6667 2021-05-27 04:13:20,537 - mmaction - INFO - Epoch [8][1820/4294] lr: 4.375e-04, eta: 11:08:38, time: 1.418, data_time: 0.005, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9384, loss_cls: 0.7624, loss: 0.7624, grad_norm: 4.9469 2021-05-27 04:13:44,756 - mmaction - INFO - Epoch [8][1840/4294] lr: 4.375e-04, eta: 11:08:12, time: 1.205, data_time: 0.009, memory: 29668, top1_acc: 0.7830, top5_acc: 0.9429, loss_cls: 0.7910, loss: 0.7910, grad_norm: 5.1431 2021-05-27 04:14:07,989 - mmaction - INFO - Epoch [8][1860/4294] lr: 4.375e-04, eta: 11:07:46, time: 1.168, data_time: 0.013, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9518, loss_cls: 0.6993, loss: 0.6993, grad_norm: 4.7840 2021-05-27 04:14:31,116 - mmaction - INFO - Epoch [8][1880/4294] lr: 4.375e-04, eta: 11:07:20, time: 1.131, data_time: 0.006, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9545, loss_cls: 0.7147, loss: 0.7147, grad_norm: 4.6035 2021-05-27 04:14:53,542 - mmaction - INFO - Epoch [8][1900/4294] lr: 4.375e-04, eta: 11:06:53, time: 1.149, data_time: 0.035, memory: 29668, top1_acc: 0.8357, top5_acc: 0.9527, loss_cls: 0.6276, loss: 0.6276, grad_norm: 4.4565 2021-05-27 04:15:16,451 - mmaction - INFO - Epoch [8][1920/4294] lr: 4.375e-04, eta: 11:06:27, time: 1.135, data_time: 0.005, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9330, loss_cls: 0.7809, loss: 0.7809, grad_norm: 4.8556 2021-05-27 04:15:39,045 - mmaction - INFO - Epoch [8][1940/4294] lr: 4.375e-04, eta: 11:06:00, time: 1.141, data_time: 0.013, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9554, loss_cls: 0.6720, loss: 0.6720, grad_norm: 4.7009 2021-05-27 04:16:07,210 - mmaction - INFO - Epoch [8][1960/4294] lr: 4.375e-04, eta: 11:05:39, time: 1.402, data_time: 0.003, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9429, loss_cls: 0.7653, loss: 0.7653, grad_norm: 4.9850 2021-05-27 04:16:30,171 - mmaction - INFO - Epoch [8][1980/4294] lr: 4.375e-04, eta: 11:05:12, time: 1.149, data_time: 0.009, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9420, loss_cls: 0.8061, loss: 0.8061, grad_norm: 5.1461 2021-05-27 04:16:51,537 - mmaction - INFO - Epoch [8][2000/4294] lr: 4.375e-04, eta: 11:04:45, time: 1.073, data_time: 0.009, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9437, loss_cls: 0.7602, loss: 0.7602, grad_norm: 5.0426 2021-05-27 04:17:13,432 - mmaction - INFO - Epoch [8][2020/4294] lr: 4.375e-04, eta: 11:04:17, time: 1.095, data_time: 0.003, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9491, loss_cls: 0.7214, loss: 0.7214, grad_norm: 4.9292 2021-05-27 04:17:35,086 - mmaction - INFO - Epoch [8][2040/4294] lr: 4.375e-04, eta: 11:03:49, time: 1.080, data_time: 0.002, memory: 29668, top1_acc: 0.7839, top5_acc: 0.9366, loss_cls: 0.8026, loss: 0.8026, grad_norm: 4.9198 2021-05-27 04:17:56,438 - mmaction - INFO - Epoch [8][2060/4294] lr: 4.375e-04, eta: 11:03:21, time: 1.070, data_time: 0.005, memory: 29668, top1_acc: 0.7714, top5_acc: 0.9304, loss_cls: 0.8418, loss: 0.8418, grad_norm: 5.2568 2021-05-27 04:18:19,281 - mmaction - INFO - Epoch [8][2080/4294] lr: 4.375e-04, eta: 11:02:55, time: 1.142, data_time: 0.004, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9429, loss_cls: 0.7968, loss: 0.7968, grad_norm: 5.3014 2021-05-27 04:18:47,310 - mmaction - INFO - Epoch [8][2100/4294] lr: 4.375e-04, eta: 11:02:34, time: 1.399, data_time: 0.006, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9420, loss_cls: 0.7382, loss: 0.7382, grad_norm: 4.7572 2021-05-27 04:19:08,865 - mmaction - INFO - Epoch [8][2120/4294] lr: 4.375e-04, eta: 11:02:06, time: 1.078, data_time: 0.007, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9437, loss_cls: 0.7703, loss: 0.7703, grad_norm: 5.0800 2021-05-27 04:19:29,657 - mmaction - INFO - Epoch [8][2140/4294] lr: 4.375e-04, eta: 11:01:37, time: 1.040, data_time: 0.009, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9464, loss_cls: 0.7762, loss: 0.7762, grad_norm: 5.0484 2021-05-27 04:19:52,899 - mmaction - INFO - Epoch [8][2160/4294] lr: 4.375e-04, eta: 11:01:11, time: 1.161, data_time: 0.005, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9500, loss_cls: 0.7155, loss: 0.7155, grad_norm: 4.8810 2021-05-27 04:20:13,792 - mmaction - INFO - Epoch [8][2180/4294] lr: 4.375e-04, eta: 11:00:43, time: 1.048, data_time: 0.006, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9500, loss_cls: 0.7342, loss: 0.7342, grad_norm: 4.9558 2021-05-27 04:20:33,800 - mmaction - INFO - Epoch [8][2200/4294] lr: 4.375e-04, eta: 11:00:14, time: 0.999, data_time: 0.002, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9527, loss_cls: 0.6936, loss: 0.6936, grad_norm: 4.7771 2021-05-27 04:20:57,731 - mmaction - INFO - Epoch [8][2220/4294] lr: 4.375e-04, eta: 10:59:48, time: 1.192, data_time: 0.005, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9429, loss_cls: 0.7366, loss: 0.7366, grad_norm: 4.8138 2021-05-27 04:21:20,004 - mmaction - INFO - Epoch [8][2240/4294] lr: 4.375e-04, eta: 10:59:21, time: 1.119, data_time: 0.009, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9598, loss_cls: 0.6675, loss: 0.6675, grad_norm: 4.5791 2021-05-27 04:21:40,885 - mmaction - INFO - Epoch [8][2260/4294] lr: 4.375e-04, eta: 10:58:53, time: 1.045, data_time: 0.003, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9366, loss_cls: 0.7385, loss: 0.7385, grad_norm: 4.8567 2021-05-27 04:22:03,112 - mmaction - INFO - Epoch [8][2280/4294] lr: 4.375e-04, eta: 10:58:26, time: 1.107, data_time: 0.004, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9348, loss_cls: 0.7819, loss: 0.7819, grad_norm: 4.9197 2021-05-27 04:22:26,347 - mmaction - INFO - Epoch [8][2300/4294] lr: 4.375e-04, eta: 10:58:00, time: 1.160, data_time: 0.007, memory: 29668, top1_acc: 0.7920, top5_acc: 0.9357, loss_cls: 0.7512, loss: 0.7512, grad_norm: 4.9907 2021-05-27 04:22:49,172 - mmaction - INFO - Epoch [8][2320/4294] lr: 4.375e-04, eta: 10:57:33, time: 1.140, data_time: 0.008, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9429, loss_cls: 0.7741, loss: 0.7741, grad_norm: 5.0326 2021-05-27 04:23:12,186 - mmaction - INFO - Epoch [8][2340/4294] lr: 4.375e-04, eta: 10:57:07, time: 1.154, data_time: 0.009, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9393, loss_cls: 0.7661, loss: 0.7661, grad_norm: 4.9994 2021-05-27 04:23:33,798 - mmaction - INFO - Epoch [8][2360/4294] lr: 4.375e-04, eta: 10:56:40, time: 1.082, data_time: 0.007, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9554, loss_cls: 0.7120, loss: 0.7120, grad_norm: 4.8577 2021-05-27 04:23:54,639 - mmaction - INFO - Epoch [8][2380/4294] lr: 4.375e-04, eta: 10:56:11, time: 1.043, data_time: 0.006, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9384, loss_cls: 0.7552, loss: 0.7552, grad_norm: 4.9942 2021-05-27 04:24:14,362 - mmaction - INFO - Epoch [8][2400/4294] lr: 4.375e-04, eta: 10:55:42, time: 0.986, data_time: 0.003, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9366, loss_cls: 0.7507, loss: 0.7507, grad_norm: 4.9235 2021-05-27 04:24:35,871 - mmaction - INFO - Epoch [8][2420/4294] lr: 4.375e-04, eta: 10:55:14, time: 1.073, data_time: 0.004, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9491, loss_cls: 0.6983, loss: 0.6983, grad_norm: 4.9014 2021-05-27 04:24:56,760 - mmaction - INFO - Epoch [8][2440/4294] lr: 4.375e-04, eta: 10:54:46, time: 1.044, data_time: 0.010, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9661, loss_cls: 0.6472, loss: 0.6472, grad_norm: 4.8444 2021-05-27 04:25:18,412 - mmaction - INFO - Epoch [8][2460/4294] lr: 4.375e-04, eta: 10:54:18, time: 1.086, data_time: 0.006, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9375, loss_cls: 0.7552, loss: 0.7552, grad_norm: 4.8867 2021-05-27 04:25:38,809 - mmaction - INFO - Epoch [8][2480/4294] lr: 4.375e-04, eta: 10:53:50, time: 1.020, data_time: 0.002, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9393, loss_cls: 0.7363, loss: 0.7363, grad_norm: 4.9143 2021-05-27 04:25:59,665 - mmaction - INFO - Epoch [8][2500/4294] lr: 4.375e-04, eta: 10:53:21, time: 1.042, data_time: 0.002, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9464, loss_cls: 0.7230, loss: 0.7230, grad_norm: 4.8577 2021-05-27 04:26:19,699 - mmaction - INFO - Epoch [8][2520/4294] lr: 4.375e-04, eta: 10:52:52, time: 1.003, data_time: 0.003, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9473, loss_cls: 0.7398, loss: 0.7398, grad_norm: 4.8888 2021-05-27 04:26:42,036 - mmaction - INFO - Epoch [8][2540/4294] lr: 4.375e-04, eta: 10:52:25, time: 1.116, data_time: 0.003, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9384, loss_cls: 0.7998, loss: 0.7998, grad_norm: 4.9587 2021-05-27 04:27:04,001 - mmaction - INFO - Epoch [8][2560/4294] lr: 4.375e-04, eta: 10:51:58, time: 1.100, data_time: 0.006, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9455, loss_cls: 0.7670, loss: 0.7670, grad_norm: 5.1847 2021-05-27 04:27:26,257 - mmaction - INFO - Epoch [8][2580/4294] lr: 4.375e-04, eta: 10:51:31, time: 1.110, data_time: 0.004, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9446, loss_cls: 0.7534, loss: 0.7534, grad_norm: 4.9412 2021-05-27 04:27:46,028 - mmaction - INFO - Epoch [8][2600/4294] lr: 4.375e-04, eta: 10:51:02, time: 0.988, data_time: 0.006, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9384, loss_cls: 0.7562, loss: 0.7562, grad_norm: 4.8898 2021-05-27 04:28:07,462 - mmaction - INFO - Epoch [8][2620/4294] lr: 4.375e-04, eta: 10:50:34, time: 1.075, data_time: 0.006, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9429, loss_cls: 0.7456, loss: 0.7456, grad_norm: 4.9126 2021-05-27 04:28:29,166 - mmaction - INFO - Epoch [8][2640/4294] lr: 4.375e-04, eta: 10:50:07, time: 1.078, data_time: 0.002, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9411, loss_cls: 0.7513, loss: 0.7513, grad_norm: 5.1057 2021-05-27 04:28:50,118 - mmaction - INFO - Epoch [8][2660/4294] lr: 4.375e-04, eta: 10:49:39, time: 1.052, data_time: 0.010, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9473, loss_cls: 0.6793, loss: 0.6793, grad_norm: 4.8313 2021-05-27 04:29:11,950 - mmaction - INFO - Epoch [8][2680/4294] lr: 4.375e-04, eta: 10:49:11, time: 1.094, data_time: 0.005, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9473, loss_cls: 0.7289, loss: 0.7289, grad_norm: 4.9432 2021-05-27 04:29:32,824 - mmaction - INFO - Epoch [8][2700/4294] lr: 4.375e-04, eta: 10:48:43, time: 1.041, data_time: 0.003, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9455, loss_cls: 0.7457, loss: 0.7457, grad_norm: 4.8762 2021-05-27 04:29:58,954 - mmaction - INFO - Epoch [8][2720/4294] lr: 4.375e-04, eta: 10:48:20, time: 1.298, data_time: 0.007, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9402, loss_cls: 0.7811, loss: 0.7811, grad_norm: 5.0687 2021-05-27 04:30:25,614 - mmaction - INFO - Epoch [8][2740/4294] lr: 4.375e-04, eta: 10:47:58, time: 1.344, data_time: 0.015, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9491, loss_cls: 0.7451, loss: 0.7451, grad_norm: 4.9860 2021-05-27 04:30:50,036 - mmaction - INFO - Epoch [8][2760/4294] lr: 4.375e-04, eta: 10:47:33, time: 1.218, data_time: 0.004, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9464, loss_cls: 0.7152, loss: 0.7152, grad_norm: 4.8460 2021-05-27 04:31:13,730 - mmaction - INFO - Epoch [8][2780/4294] lr: 4.375e-04, eta: 10:47:07, time: 1.182, data_time: 0.007, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9536, loss_cls: 0.7165, loss: 0.7165, grad_norm: 4.8253 2021-05-27 04:31:38,619 - mmaction - INFO - Epoch [8][2800/4294] lr: 4.375e-04, eta: 10:46:43, time: 1.245, data_time: 0.014, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9411, loss_cls: 0.6715, loss: 0.6715, grad_norm: 4.6322 2021-05-27 04:31:59,522 - mmaction - INFO - Epoch [8][2820/4294] lr: 4.375e-04, eta: 10:46:15, time: 1.049, data_time: 0.008, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9500, loss_cls: 0.7271, loss: 0.7271, grad_norm: 4.9970 2021-05-27 04:32:19,613 - mmaction - INFO - Epoch [8][2840/4294] lr: 4.375e-04, eta: 10:45:46, time: 1.004, data_time: 0.003, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9464, loss_cls: 0.7910, loss: 0.7910, grad_norm: 4.9420 2021-05-27 04:32:39,596 - mmaction - INFO - Epoch [8][2860/4294] lr: 4.375e-04, eta: 10:45:17, time: 0.998, data_time: 0.003, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9402, loss_cls: 0.7545, loss: 0.7545, grad_norm: 4.9871 2021-05-27 04:33:01,443 - mmaction - INFO - Epoch [8][2880/4294] lr: 4.375e-04, eta: 10:44:50, time: 1.094, data_time: 0.006, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9518, loss_cls: 0.6668, loss: 0.6668, grad_norm: 4.5490 2021-05-27 04:33:22,849 - mmaction - INFO - Epoch [8][2900/4294] lr: 4.375e-04, eta: 10:44:22, time: 1.063, data_time: 0.002, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9518, loss_cls: 0.7125, loss: 0.7125, grad_norm: 4.9952 2021-05-27 04:33:45,019 - mmaction - INFO - Epoch [8][2920/4294] lr: 4.375e-04, eta: 10:43:55, time: 1.111, data_time: 0.011, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9509, loss_cls: 0.7449, loss: 0.7449, grad_norm: 4.9411 2021-05-27 04:34:06,663 - mmaction - INFO - Epoch [8][2940/4294] lr: 4.375e-04, eta: 10:43:28, time: 1.084, data_time: 0.006, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9339, loss_cls: 0.8184, loss: 0.8184, grad_norm: 5.0623 2021-05-27 04:34:26,460 - mmaction - INFO - Epoch [8][2960/4294] lr: 4.375e-04, eta: 10:42:59, time: 0.992, data_time: 0.005, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9366, loss_cls: 0.7331, loss: 0.7331, grad_norm: 4.8655 2021-05-27 04:34:47,611 - mmaction - INFO - Epoch [8][2980/4294] lr: 4.375e-04, eta: 10:42:31, time: 1.057, data_time: 0.001, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9500, loss_cls: 0.7154, loss: 0.7154, grad_norm: 4.8608 2021-05-27 04:35:07,547 - mmaction - INFO - Epoch [8][3000/4294] lr: 4.375e-04, eta: 10:42:02, time: 0.996, data_time: 0.004, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9500, loss_cls: 0.6776, loss: 0.6776, grad_norm: 4.6839 2021-05-27 04:35:28,891 - mmaction - INFO - Epoch [8][3020/4294] lr: 4.375e-04, eta: 10:41:34, time: 1.069, data_time: 0.003, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9429, loss_cls: 0.6928, loss: 0.6928, grad_norm: 4.6866 2021-05-27 04:35:49,305 - mmaction - INFO - Epoch [8][3040/4294] lr: 4.375e-04, eta: 10:41:06, time: 1.021, data_time: 0.004, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9384, loss_cls: 0.7573, loss: 0.7573, grad_norm: 4.9500 2021-05-27 04:36:13,649 - mmaction - INFO - Epoch [8][3060/4294] lr: 4.375e-04, eta: 10:40:41, time: 1.217, data_time: 0.002, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9366, loss_cls: 0.7723, loss: 0.7723, grad_norm: 5.2120 2021-05-27 04:36:38,743 - mmaction - INFO - Epoch [8][3080/4294] lr: 4.375e-04, eta: 10:40:17, time: 1.249, data_time: 0.002, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9509, loss_cls: 0.7406, loss: 0.7406, grad_norm: 4.9247 2021-05-27 04:37:01,151 - mmaction - INFO - Epoch [8][3100/4294] lr: 4.375e-04, eta: 10:39:50, time: 1.115, data_time: 0.019, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9482, loss_cls: 0.6753, loss: 0.6753, grad_norm: 4.8243 2021-05-27 04:37:30,040 - mmaction - INFO - Epoch [8][3120/4294] lr: 4.375e-04, eta: 10:39:30, time: 1.447, data_time: 0.017, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9464, loss_cls: 0.7220, loss: 0.7220, grad_norm: 4.8624 2021-05-27 04:37:52,651 - mmaction - INFO - Epoch [8][3140/4294] lr: 4.375e-04, eta: 10:39:03, time: 1.138, data_time: 0.018, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9420, loss_cls: 0.7167, loss: 0.7167, grad_norm: 5.0731 2021-05-27 04:38:14,069 - mmaction - INFO - Epoch [8][3160/4294] lr: 4.375e-04, eta: 10:38:36, time: 1.067, data_time: 0.003, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9464, loss_cls: 0.7890, loss: 0.7890, grad_norm: 4.8497 2021-05-27 04:38:36,471 - mmaction - INFO - Epoch [8][3180/4294] lr: 4.375e-04, eta: 10:38:09, time: 1.125, data_time: 0.007, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9446, loss_cls: 0.7357, loss: 0.7357, grad_norm: 4.9393 2021-05-27 04:38:56,986 - mmaction - INFO - Epoch [8][3200/4294] lr: 4.375e-04, eta: 10:37:41, time: 1.017, data_time: 0.009, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9437, loss_cls: 0.7668, loss: 0.7668, grad_norm: 5.3213 2021-05-27 04:39:17,063 - mmaction - INFO - Epoch [8][3220/4294] lr: 4.375e-04, eta: 10:37:12, time: 1.013, data_time: 0.011, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9437, loss_cls: 0.7349, loss: 0.7349, grad_norm: 5.0310 2021-05-27 04:39:44,659 - mmaction - INFO - Epoch [8][3240/4294] lr: 4.375e-04, eta: 10:36:50, time: 1.378, data_time: 0.002, memory: 29668, top1_acc: 0.7670, top5_acc: 0.9375, loss_cls: 0.7943, loss: 0.7943, grad_norm: 5.1311 2021-05-27 04:40:08,060 - mmaction - INFO - Epoch [8][3260/4294] lr: 4.375e-04, eta: 10:36:25, time: 1.167, data_time: 0.008, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9437, loss_cls: 0.7688, loss: 0.7688, grad_norm: 5.1022 2021-05-27 04:40:30,587 - mmaction - INFO - Epoch [8][3280/4294] lr: 4.375e-04, eta: 10:35:58, time: 1.123, data_time: 0.006, memory: 29668, top1_acc: 0.7821, top5_acc: 0.9268, loss_cls: 0.8505, loss: 0.8505, grad_norm: 5.2855 2021-05-27 04:40:58,316 - mmaction - INFO - Epoch [8][3300/4294] lr: 4.375e-04, eta: 10:35:37, time: 1.391, data_time: 0.011, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9375, loss_cls: 0.7803, loss: 0.7803, grad_norm: 5.0072 2021-05-27 04:41:20,541 - mmaction - INFO - Epoch [8][3320/4294] lr: 4.375e-04, eta: 10:35:10, time: 1.112, data_time: 0.006, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9554, loss_cls: 0.6468, loss: 0.6468, grad_norm: 4.7025 2021-05-27 04:41:46,918 - mmaction - INFO - Epoch [8][3340/4294] lr: 4.375e-04, eta: 10:34:47, time: 1.315, data_time: 0.005, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9437, loss_cls: 0.6778, loss: 0.6778, grad_norm: 4.8637 2021-05-27 04:42:10,295 - mmaction - INFO - Epoch [8][3360/4294] lr: 4.375e-04, eta: 10:34:21, time: 1.174, data_time: 0.008, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9348, loss_cls: 0.7327, loss: 0.7327, grad_norm: 4.8272 2021-05-27 04:42:35,111 - mmaction - INFO - Epoch [8][3380/4294] lr: 4.375e-04, eta: 10:33:57, time: 1.238, data_time: 0.003, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9429, loss_cls: 0.7312, loss: 0.7312, grad_norm: 4.9185 2021-05-27 04:42:56,398 - mmaction - INFO - Epoch [8][3400/4294] lr: 4.375e-04, eta: 10:33:29, time: 1.066, data_time: 0.005, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9357, loss_cls: 0.7507, loss: 0.7507, grad_norm: 4.9084 2021-05-27 04:43:18,857 - mmaction - INFO - Epoch [8][3420/4294] lr: 4.375e-04, eta: 10:33:03, time: 1.123, data_time: 0.007, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9446, loss_cls: 0.7627, loss: 0.7627, grad_norm: 5.0967 2021-05-27 04:43:46,447 - mmaction - INFO - Epoch [8][3440/4294] lr: 4.375e-04, eta: 10:32:41, time: 1.375, data_time: 0.005, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9536, loss_cls: 0.7012, loss: 0.7012, grad_norm: 4.9830 2021-05-27 04:44:06,853 - mmaction - INFO - Epoch [8][3460/4294] lr: 4.375e-04, eta: 10:32:13, time: 1.025, data_time: 0.009, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9339, loss_cls: 0.7887, loss: 0.7887, grad_norm: 4.8546 2021-05-27 04:44:27,615 - mmaction - INFO - Epoch [8][3480/4294] lr: 4.375e-04, eta: 10:31:45, time: 1.038, data_time: 0.003, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9455, loss_cls: 0.7052, loss: 0.7052, grad_norm: 4.7956 2021-05-27 04:44:48,194 - mmaction - INFO - Epoch [8][3500/4294] lr: 4.375e-04, eta: 10:31:17, time: 1.029, data_time: 0.004, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9366, loss_cls: 0.7697, loss: 0.7697, grad_norm: 5.0588 2021-05-27 04:45:12,010 - mmaction - INFO - Epoch [8][3520/4294] lr: 4.375e-04, eta: 10:30:51, time: 1.183, data_time: 0.004, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9429, loss_cls: 0.7316, loss: 0.7316, grad_norm: 4.8508 2021-05-27 04:45:35,012 - mmaction - INFO - Epoch [8][3540/4294] lr: 4.375e-04, eta: 10:30:25, time: 1.159, data_time: 0.011, memory: 29668, top1_acc: 0.7714, top5_acc: 0.9357, loss_cls: 0.8357, loss: 0.8357, grad_norm: 5.2561 2021-05-27 04:45:58,167 - mmaction - INFO - Epoch [8][3560/4294] lr: 4.375e-04, eta: 10:30:00, time: 1.157, data_time: 0.002, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9420, loss_cls: 0.7514, loss: 0.7514, grad_norm: 4.6995 2021-05-27 04:46:24,591 - mmaction - INFO - Epoch [8][3580/4294] lr: 4.375e-04, eta: 10:29:37, time: 1.320, data_time: 0.004, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9634, loss_cls: 0.6654, loss: 0.6654, grad_norm: 4.8010 2021-05-27 04:46:45,773 - mmaction - INFO - Epoch [8][3600/4294] lr: 4.375e-04, eta: 10:29:09, time: 1.042, data_time: 0.005, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9420, loss_cls: 0.7874, loss: 0.7874, grad_norm: 4.8805 2021-05-27 04:47:09,898 - mmaction - INFO - Epoch [8][3620/4294] lr: 4.375e-04, eta: 10:28:44, time: 1.217, data_time: 0.021, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9429, loss_cls: 0.7741, loss: 0.7741, grad_norm: 5.1547 2021-05-27 04:47:32,798 - mmaction - INFO - Epoch [8][3640/4294] lr: 4.375e-04, eta: 10:28:18, time: 1.150, data_time: 0.014, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9500, loss_cls: 0.7268, loss: 0.7268, grad_norm: 4.9084 2021-05-27 04:47:55,805 - mmaction - INFO - Epoch [8][3660/4294] lr: 4.375e-04, eta: 10:27:52, time: 1.153, data_time: 0.007, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9446, loss_cls: 0.7530, loss: 0.7530, grad_norm: 4.9857 2021-05-27 04:48:21,412 - mmaction - INFO - Epoch [8][3680/4294] lr: 4.375e-04, eta: 10:27:28, time: 1.275, data_time: 0.004, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9357, loss_cls: 0.8158, loss: 0.8158, grad_norm: 5.2111 2021-05-27 04:48:41,962 - mmaction - INFO - Epoch [8][3700/4294] lr: 4.375e-04, eta: 10:27:00, time: 1.033, data_time: 0.009, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9455, loss_cls: 0.7200, loss: 0.7200, grad_norm: 4.8339 2021-05-27 04:49:05,139 - mmaction - INFO - Epoch [8][3720/4294] lr: 4.375e-04, eta: 10:26:35, time: 1.158, data_time: 0.008, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9437, loss_cls: 0.7162, loss: 0.7162, grad_norm: 4.7763 2021-05-27 04:49:28,122 - mmaction - INFO - Epoch [8][3740/4294] lr: 4.375e-04, eta: 10:26:09, time: 1.148, data_time: 0.009, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9411, loss_cls: 0.7389, loss: 0.7389, grad_norm: 5.0104 2021-05-27 04:49:49,451 - mmaction - INFO - Epoch [8][3760/4294] lr: 4.375e-04, eta: 10:25:41, time: 1.068, data_time: 0.005, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9455, loss_cls: 0.7170, loss: 0.7170, grad_norm: 4.9413 2021-05-27 04:50:11,582 - mmaction - INFO - Epoch [8][3780/4294] lr: 4.375e-04, eta: 10:25:14, time: 1.106, data_time: 0.004, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9437, loss_cls: 0.7389, loss: 0.7389, grad_norm: 4.8870 2021-05-27 04:50:31,521 - mmaction - INFO - Epoch [8][3800/4294] lr: 4.375e-04, eta: 10:24:46, time: 0.999, data_time: 0.004, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9473, loss_cls: 0.7616, loss: 0.7616, grad_norm: 4.9457 2021-05-27 04:50:58,594 - mmaction - INFO - Epoch [8][3820/4294] lr: 4.375e-04, eta: 10:24:23, time: 1.349, data_time: 0.002, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9482, loss_cls: 0.7477, loss: 0.7477, grad_norm: 5.0300 2021-05-27 04:51:22,152 - mmaction - INFO - Epoch [8][3840/4294] lr: 4.375e-04, eta: 10:23:58, time: 1.173, data_time: 0.008, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9330, loss_cls: 0.8008, loss: 0.8008, grad_norm: 5.0954 2021-05-27 04:51:45,969 - mmaction - INFO - Epoch [8][3860/4294] lr: 4.375e-04, eta: 10:23:33, time: 1.200, data_time: 0.016, memory: 29668, top1_acc: 0.7795, top5_acc: 0.9330, loss_cls: 0.7915, loss: 0.7915, grad_norm: 5.0102 2021-05-27 04:52:08,154 - mmaction - INFO - Epoch [8][3880/4294] lr: 4.375e-04, eta: 10:23:06, time: 1.099, data_time: 0.003, memory: 29668, top1_acc: 0.7696, top5_acc: 0.9241, loss_cls: 0.8465, loss: 0.8465, grad_norm: 5.3869 2021-05-27 04:52:34,254 - mmaction - INFO - Epoch [8][3900/4294] lr: 4.375e-04, eta: 10:22:43, time: 1.310, data_time: 0.015, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9437, loss_cls: 0.7439, loss: 0.7439, grad_norm: 4.9443 2021-05-27 04:52:54,031 - mmaction - INFO - Epoch [8][3920/4294] lr: 4.375e-04, eta: 10:22:14, time: 0.995, data_time: 0.009, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9482, loss_cls: 0.7154, loss: 0.7154, grad_norm: 4.8971 2021-05-27 04:53:20,414 - mmaction - INFO - Epoch [8][3940/4294] lr: 4.375e-04, eta: 10:21:51, time: 1.312, data_time: 0.001, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9402, loss_cls: 0.7273, loss: 0.7273, grad_norm: 4.7860 2021-05-27 04:53:43,245 - mmaction - INFO - Epoch [8][3960/4294] lr: 4.375e-04, eta: 10:21:25, time: 1.148, data_time: 0.009, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9500, loss_cls: 0.7167, loss: 0.7167, grad_norm: 4.8779 2021-05-27 04:54:05,686 - mmaction - INFO - Epoch [8][3980/4294] lr: 4.375e-04, eta: 10:20:59, time: 1.121, data_time: 0.002, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9437, loss_cls: 0.7326, loss: 0.7326, grad_norm: 5.0263 2021-05-27 04:54:27,452 - mmaction - INFO - Epoch [8][4000/4294] lr: 4.375e-04, eta: 10:20:32, time: 1.088, data_time: 0.002, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9509, loss_cls: 0.7391, loss: 0.7391, grad_norm: 4.9518 2021-05-27 04:54:48,078 - mmaction - INFO - Epoch [8][4020/4294] lr: 4.375e-04, eta: 10:20:04, time: 1.029, data_time: 0.003, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9545, loss_cls: 0.6999, loss: 0.6999, grad_norm: 4.7176 2021-05-27 04:55:11,388 - mmaction - INFO - Epoch [8][4040/4294] lr: 4.375e-04, eta: 10:19:38, time: 1.164, data_time: 0.006, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9491, loss_cls: 0.7008, loss: 0.7008, grad_norm: 4.9057 2021-05-27 04:55:37,930 - mmaction - INFO - Epoch [8][4060/4294] lr: 4.375e-04, eta: 10:19:15, time: 1.324, data_time: 0.009, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9464, loss_cls: 0.7374, loss: 0.7374, grad_norm: 5.0329 2021-05-27 04:56:06,076 - mmaction - INFO - Epoch [8][4080/4294] lr: 4.375e-04, eta: 10:18:54, time: 1.411, data_time: 0.014, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9536, loss_cls: 0.7026, loss: 0.7026, grad_norm: 4.9245 2021-05-27 04:56:33,230 - mmaction - INFO - Epoch [8][4100/4294] lr: 4.375e-04, eta: 10:18:32, time: 1.352, data_time: 0.007, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9375, loss_cls: 0.7229, loss: 0.7229, grad_norm: 4.9055 2021-05-27 04:56:56,076 - mmaction - INFO - Epoch [8][4120/4294] lr: 4.375e-04, eta: 10:18:06, time: 1.150, data_time: 0.012, memory: 29668, top1_acc: 0.7866, top5_acc: 0.9313, loss_cls: 0.8188, loss: 0.8188, grad_norm: 5.2198 2021-05-27 04:57:24,574 - mmaction - INFO - Epoch [8][4140/4294] lr: 4.375e-04, eta: 10:17:45, time: 1.417, data_time: 0.004, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9313, loss_cls: 0.7935, loss: 0.7935, grad_norm: 5.1109 2021-05-27 04:57:50,156 - mmaction - INFO - Epoch [8][4160/4294] lr: 4.375e-04, eta: 10:17:21, time: 1.286, data_time: 0.015, memory: 29668, top1_acc: 0.7920, top5_acc: 0.9339, loss_cls: 0.8310, loss: 0.8310, grad_norm: 5.1283 2021-05-27 04:58:12,079 - mmaction - INFO - Epoch [8][4180/4294] lr: 4.375e-04, eta: 10:16:54, time: 1.092, data_time: 0.005, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9527, loss_cls: 0.7041, loss: 0.7041, grad_norm: 4.9599 2021-05-27 04:58:35,926 - mmaction - INFO - Epoch [8][4200/4294] lr: 4.375e-04, eta: 10:16:29, time: 1.199, data_time: 0.012, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9500, loss_cls: 0.6912, loss: 0.6912, grad_norm: 4.8024 2021-05-27 04:59:05,638 - mmaction - INFO - Epoch [8][4220/4294] lr: 4.375e-04, eta: 10:16:09, time: 1.476, data_time: 0.004, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9420, loss_cls: 0.7731, loss: 0.7731, grad_norm: 5.0659 2021-05-27 04:59:30,628 - mmaction - INFO - Epoch [8][4240/4294] lr: 4.375e-04, eta: 10:15:45, time: 1.257, data_time: 0.017, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9473, loss_cls: 0.7360, loss: 0.7360, grad_norm: 5.0122 2021-05-27 04:59:52,580 - mmaction - INFO - Epoch [8][4260/4294] lr: 4.375e-04, eta: 10:15:18, time: 1.099, data_time: 0.005, memory: 29668, top1_acc: 0.8339, top5_acc: 0.9527, loss_cls: 0.6524, loss: 0.6524, grad_norm: 4.5408 2021-05-27 05:00:15,561 - mmaction - INFO - Epoch [8][4280/4294] lr: 4.375e-04, eta: 10:14:52, time: 1.149, data_time: 0.003, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9464, loss_cls: 0.7370, loss: 0.7370, grad_norm: 4.8750 2021-05-27 05:00:42,418 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-05-27 05:09:14,114 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 05:09:15,073 - mmaction - INFO - top1_acc 0.7561 top5_acc 0.9245 2021-05-27 05:09:15,073 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 05:09:15,157 - mmaction - INFO - mean_acc 0.7560 2021-05-27 05:09:17,026 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2021-05-27 05:09:17,026 - mmaction - INFO - Best top1_acc is 0.7561 at 8 epoch. 2021-05-27 05:09:17,038 - mmaction - INFO - Epoch(val) [8][4294] top1_acc: 0.7561, top5_acc: 0.9245, mean_class_accuracy: 0.7560 2021-05-27 05:14:34,626 - mmaction - INFO - Epoch [9][20/4294] lr: 4.375e-04, eta: 10:18:12, time: 15.874, data_time: 14.648, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9509, loss_cls: 0.7140, loss: 0.7140, grad_norm: 4.9303 2021-05-27 05:14:55,064 - mmaction - INFO - Epoch [9][40/4294] lr: 4.375e-04, eta: 10:17:43, time: 1.024, data_time: 0.007, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9473, loss_cls: 0.6918, loss: 0.6918, grad_norm: 4.7579 2021-05-27 05:15:17,951 - mmaction - INFO - Epoch [9][60/4294] lr: 4.375e-04, eta: 10:17:17, time: 1.144, data_time: 0.004, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9464, loss_cls: 0.7625, loss: 0.7625, grad_norm: 4.9952 2021-05-27 05:15:43,176 - mmaction - INFO - Epoch [9][80/4294] lr: 4.375e-04, eta: 10:16:53, time: 1.262, data_time: 0.006, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9509, loss_cls: 0.7066, loss: 0.7066, grad_norm: 4.7092 2021-05-27 05:16:06,502 - mmaction - INFO - Epoch [9][100/4294] lr: 4.375e-04, eta: 10:16:27, time: 1.156, data_time: 0.005, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9420, loss_cls: 0.7301, loss: 0.7301, grad_norm: 4.7764 2021-05-27 05:16:36,051 - mmaction - INFO - Epoch [9][120/4294] lr: 4.375e-04, eta: 10:16:06, time: 1.485, data_time: 0.017, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9366, loss_cls: 0.7582, loss: 0.7582, grad_norm: 4.8988 2021-05-27 05:16:59,038 - mmaction - INFO - Epoch [9][140/4294] lr: 4.375e-04, eta: 10:15:40, time: 1.113, data_time: 0.008, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9589, loss_cls: 0.6922, loss: 0.6922, grad_norm: 4.8240 2021-05-27 05:17:21,325 - mmaction - INFO - Epoch [9][160/4294] lr: 4.375e-04, eta: 10:15:13, time: 1.147, data_time: 0.043, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9491, loss_cls: 0.7119, loss: 0.7119, grad_norm: 4.7852 2021-05-27 05:17:44,575 - mmaction - INFO - Epoch [9][180/4294] lr: 4.375e-04, eta: 10:14:48, time: 1.166, data_time: 0.011, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9366, loss_cls: 0.7332, loss: 0.7332, grad_norm: 4.7507 2021-05-27 05:18:03,887 - mmaction - INFO - Epoch [9][200/4294] lr: 4.375e-04, eta: 10:14:18, time: 0.969, data_time: 0.007, memory: 29668, top1_acc: 0.7795, top5_acc: 0.9482, loss_cls: 0.7958, loss: 0.7958, grad_norm: 5.0979 2021-05-27 05:18:29,260 - mmaction - INFO - Epoch [9][220/4294] lr: 4.375e-04, eta: 10:13:54, time: 1.263, data_time: 0.003, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9500, loss_cls: 0.6939, loss: 0.6939, grad_norm: 4.9242 2021-05-27 05:18:52,643 - mmaction - INFO - Epoch [9][240/4294] lr: 4.375e-04, eta: 10:13:28, time: 1.171, data_time: 0.011, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9536, loss_cls: 0.6828, loss: 0.6828, grad_norm: 4.6950 2021-05-27 05:19:20,427 - mmaction - INFO - Epoch [9][260/4294] lr: 4.375e-04, eta: 10:13:06, time: 1.386, data_time: 0.007, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9437, loss_cls: 0.7906, loss: 0.7906, grad_norm: 5.0895 2021-05-27 05:19:47,064 - mmaction - INFO - Epoch [9][280/4294] lr: 4.375e-04, eta: 10:12:43, time: 1.334, data_time: 0.010, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9411, loss_cls: 0.7186, loss: 0.7186, grad_norm: 4.8331 2021-05-27 05:20:08,707 - mmaction - INFO - Epoch [9][300/4294] lr: 4.375e-04, eta: 10:12:15, time: 1.051, data_time: 0.009, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9491, loss_cls: 0.7361, loss: 0.7361, grad_norm: 4.7260 2021-05-27 05:20:29,519 - mmaction - INFO - Epoch [9][320/4294] lr: 4.375e-04, eta: 10:11:48, time: 1.076, data_time: 0.047, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9464, loss_cls: 0.7331, loss: 0.7331, grad_norm: 4.9539 2021-05-27 05:20:49,168 - mmaction - INFO - Epoch [9][340/4294] lr: 4.375e-04, eta: 10:11:19, time: 0.983, data_time: 0.004, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9527, loss_cls: 0.6619, loss: 0.6619, grad_norm: 4.7159 2021-05-27 05:21:08,361 - mmaction - INFO - Epoch [9][360/4294] lr: 4.375e-04, eta: 10:10:50, time: 0.955, data_time: 0.002, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9429, loss_cls: 0.7517, loss: 0.7517, grad_norm: 5.1992 2021-05-27 05:21:27,893 - mmaction - INFO - Epoch [9][380/4294] lr: 4.375e-04, eta: 10:10:21, time: 0.981, data_time: 0.006, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9402, loss_cls: 0.7679, loss: 0.7679, grad_norm: 4.9592 2021-05-27 05:21:50,129 - mmaction - INFO - Epoch [9][400/4294] lr: 4.375e-04, eta: 10:09:54, time: 1.107, data_time: 0.002, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9420, loss_cls: 0.7153, loss: 0.7153, grad_norm: 4.7276 2021-05-27 05:22:09,910 - mmaction - INFO - Epoch [9][420/4294] lr: 4.375e-04, eta: 10:09:25, time: 0.993, data_time: 0.009, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9348, loss_cls: 0.7781, loss: 0.7781, grad_norm: 5.0013 2021-05-27 05:22:30,417 - mmaction - INFO - Epoch [9][440/4294] lr: 4.375e-04, eta: 10:08:57, time: 1.023, data_time: 0.002, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9420, loss_cls: 0.7439, loss: 0.7439, grad_norm: 4.8440 2021-05-27 05:22:58,852 - mmaction - INFO - Epoch [9][460/4294] lr: 4.375e-04, eta: 10:08:35, time: 1.404, data_time: 0.007, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9464, loss_cls: 0.7265, loss: 0.7265, grad_norm: 4.8829 2021-05-27 05:23:24,450 - mmaction - INFO - Epoch [9][480/4294] lr: 4.375e-04, eta: 10:08:11, time: 1.295, data_time: 0.027, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9375, loss_cls: 0.7983, loss: 0.7983, grad_norm: 5.0967 2021-05-27 05:23:49,467 - mmaction - INFO - Epoch [9][500/4294] lr: 4.375e-04, eta: 10:07:47, time: 1.255, data_time: 0.006, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9455, loss_cls: 0.7293, loss: 0.7293, grad_norm: 4.8562 2021-05-27 05:24:16,369 - mmaction - INFO - Epoch [9][520/4294] lr: 4.375e-04, eta: 10:07:24, time: 1.340, data_time: 0.078, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9393, loss_cls: 0.7548, loss: 0.7548, grad_norm: 4.9930 2021-05-27 05:24:39,988 - mmaction - INFO - Epoch [9][540/4294] lr: 4.375e-04, eta: 10:06:59, time: 1.181, data_time: 0.014, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9634, loss_cls: 0.6662, loss: 0.6662, grad_norm: 4.7558 2021-05-27 05:25:04,148 - mmaction - INFO - Epoch [9][560/4294] lr: 4.375e-04, eta: 10:06:33, time: 1.209, data_time: 0.008, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9473, loss_cls: 0.7053, loss: 0.7053, grad_norm: 4.9136 2021-05-27 05:25:26,874 - mmaction - INFO - Epoch [9][580/4294] lr: 4.375e-04, eta: 10:06:07, time: 1.104, data_time: 0.006, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9518, loss_cls: 0.7101, loss: 0.7101, grad_norm: 4.9542 2021-05-27 05:25:52,541 - mmaction - INFO - Epoch [9][600/4294] lr: 4.375e-04, eta: 10:05:43, time: 1.320, data_time: 0.039, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9411, loss_cls: 0.7620, loss: 0.7620, grad_norm: 5.1087 2021-05-27 05:26:23,582 - mmaction - INFO - Epoch [9][620/4294] lr: 4.375e-04, eta: 10:05:24, time: 1.547, data_time: 0.003, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9411, loss_cls: 0.7207, loss: 0.7207, grad_norm: 4.7907 2021-05-27 05:26:44,525 - mmaction - INFO - Epoch [9][640/4294] lr: 4.375e-04, eta: 10:04:56, time: 1.050, data_time: 0.008, memory: 29668, top1_acc: 0.7920, top5_acc: 0.9420, loss_cls: 0.7559, loss: 0.7559, grad_norm: 5.0303 2021-05-27 05:27:04,505 - mmaction - INFO - Epoch [9][660/4294] lr: 4.375e-04, eta: 10:04:28, time: 1.001, data_time: 0.004, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9518, loss_cls: 0.7392, loss: 0.7392, grad_norm: 4.9301 2021-05-27 05:27:26,193 - mmaction - INFO - Epoch [9][680/4294] lr: 4.375e-04, eta: 10:04:00, time: 1.078, data_time: 0.002, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9473, loss_cls: 0.7362, loss: 0.7362, grad_norm: 5.0492 2021-05-27 05:27:51,792 - mmaction - INFO - Epoch [9][700/4294] lr: 4.375e-04, eta: 10:03:36, time: 1.283, data_time: 0.010, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9455, loss_cls: 0.7305, loss: 0.7305, grad_norm: 5.0019 2021-05-27 05:28:20,870 - mmaction - INFO - Epoch [9][720/4294] lr: 4.375e-04, eta: 10:03:15, time: 1.455, data_time: 0.006, memory: 29668, top1_acc: 0.7821, top5_acc: 0.9393, loss_cls: 0.7956, loss: 0.7956, grad_norm: 5.1713 2021-05-27 05:28:47,297 - mmaction - INFO - Epoch [9][740/4294] lr: 4.375e-04, eta: 10:02:52, time: 1.322, data_time: 0.005, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9420, loss_cls: 0.7290, loss: 0.7290, grad_norm: 4.8575 2021-05-27 05:29:13,096 - mmaction - INFO - Epoch [9][760/4294] lr: 4.375e-04, eta: 10:02:28, time: 1.285, data_time: 0.005, memory: 29668, top1_acc: 0.7661, top5_acc: 0.9375, loss_cls: 0.8068, loss: 0.8068, grad_norm: 5.1466 2021-05-27 05:29:34,574 - mmaction - INFO - Epoch [9][780/4294] lr: 4.375e-04, eta: 10:02:01, time: 1.081, data_time: 0.010, memory: 29668, top1_acc: 0.7848, top5_acc: 0.9357, loss_cls: 0.7900, loss: 0.7900, grad_norm: 5.1333 2021-05-27 05:29:54,749 - mmaction - INFO - Epoch [9][800/4294] lr: 4.375e-04, eta: 10:01:33, time: 1.009, data_time: 0.007, memory: 29668, top1_acc: 0.7866, top5_acc: 0.9509, loss_cls: 0.7244, loss: 0.7244, grad_norm: 5.0042 2021-05-27 05:30:16,607 - mmaction - INFO - Epoch [9][820/4294] lr: 4.375e-04, eta: 10:01:06, time: 1.087, data_time: 0.003, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9437, loss_cls: 0.7312, loss: 0.7312, grad_norm: 4.7848 2021-05-27 05:30:36,809 - mmaction - INFO - Epoch [9][840/4294] lr: 4.375e-04, eta: 10:00:37, time: 1.016, data_time: 0.009, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9357, loss_cls: 0.8159, loss: 0.8159, grad_norm: 5.0962 2021-05-27 05:31:01,448 - mmaction - INFO - Epoch [9][860/4294] lr: 4.375e-04, eta: 10:00:13, time: 1.226, data_time: 0.002, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9509, loss_cls: 0.7204, loss: 0.7204, grad_norm: 5.0172 2021-05-27 05:31:23,098 - mmaction - INFO - Epoch [9][880/4294] lr: 4.375e-04, eta: 9:59:46, time: 1.089, data_time: 0.011, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9455, loss_cls: 0.7282, loss: 0.7282, grad_norm: 4.9348 2021-05-27 05:31:45,312 - mmaction - INFO - Epoch [9][900/4294] lr: 4.375e-04, eta: 9:59:19, time: 1.108, data_time: 0.003, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9429, loss_cls: 0.7487, loss: 0.7487, grad_norm: 5.0149 2021-05-27 05:32:08,743 - mmaction - INFO - Epoch [9][920/4294] lr: 4.375e-04, eta: 9:58:53, time: 1.170, data_time: 0.007, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9446, loss_cls: 0.7242, loss: 0.7242, grad_norm: 4.9350 2021-05-27 05:32:59,237 - mmaction - INFO - Epoch [9][940/4294] lr: 4.375e-04, eta: 9:58:50, time: 2.522, data_time: 0.012, memory: 29668, top1_acc: 0.7839, top5_acc: 0.9348, loss_cls: 0.7838, loss: 0.7838, grad_norm: 5.1295 2021-05-27 05:33:21,320 - mmaction - INFO - Epoch [9][960/4294] lr: 4.375e-04, eta: 9:58:23, time: 1.111, data_time: 0.014, memory: 29668, top1_acc: 0.8286, top5_acc: 0.9616, loss_cls: 0.6427, loss: 0.6427, grad_norm: 5.1642 2021-05-27 05:33:43,489 - mmaction - INFO - Epoch [9][980/4294] lr: 4.375e-04, eta: 9:57:56, time: 1.109, data_time: 0.003, memory: 29668, top1_acc: 0.7795, top5_acc: 0.9411, loss_cls: 0.7776, loss: 0.7776, grad_norm: 5.1862 2021-05-27 05:34:06,225 - mmaction - INFO - Epoch [9][1000/4294] lr: 4.375e-04, eta: 9:57:30, time: 1.135, data_time: 0.003, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9437, loss_cls: 0.7622, loss: 0.7622, grad_norm: 4.9680 2021-05-27 05:34:31,488 - mmaction - INFO - Epoch [9][1020/4294] lr: 4.375e-04, eta: 9:57:06, time: 1.261, data_time: 0.011, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9446, loss_cls: 0.7486, loss: 0.7486, grad_norm: 4.9043 2021-05-27 05:34:51,794 - mmaction - INFO - Epoch [9][1040/4294] lr: 4.375e-04, eta: 9:56:38, time: 1.019, data_time: 0.010, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9393, loss_cls: 0.7568, loss: 0.7568, grad_norm: 5.1230 2021-05-27 05:35:17,476 - mmaction - INFO - Epoch [9][1060/4294] lr: 4.375e-04, eta: 9:56:14, time: 1.285, data_time: 0.003, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9509, loss_cls: 0.7005, loss: 0.7005, grad_norm: 4.7569 2021-05-27 05:35:40,545 - mmaction - INFO - Epoch [9][1080/4294] lr: 4.375e-04, eta: 9:55:48, time: 1.145, data_time: 0.003, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9464, loss_cls: 0.7180, loss: 0.7180, grad_norm: 4.8728 2021-05-27 05:36:02,781 - mmaction - INFO - Epoch [9][1100/4294] lr: 4.375e-04, eta: 9:55:21, time: 1.118, data_time: 0.010, memory: 29668, top1_acc: 0.8304, top5_acc: 0.9554, loss_cls: 0.6679, loss: 0.6679, grad_norm: 4.8337 2021-05-27 05:36:26,920 - mmaction - INFO - Epoch [9][1120/4294] lr: 4.375e-04, eta: 9:54:56, time: 1.203, data_time: 0.005, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9366, loss_cls: 0.7553, loss: 0.7553, grad_norm: 4.9234 2021-05-27 05:36:46,528 - mmaction - INFO - Epoch [9][1140/4294] lr: 4.375e-04, eta: 9:54:27, time: 0.985, data_time: 0.008, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9384, loss_cls: 0.7771, loss: 0.7771, grad_norm: 5.0349 2021-05-27 05:37:11,741 - mmaction - INFO - Epoch [9][1160/4294] lr: 4.375e-04, eta: 9:54:03, time: 1.261, data_time: 0.004, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9509, loss_cls: 0.6914, loss: 0.6914, grad_norm: 4.8359 2021-05-27 05:37:36,267 - mmaction - INFO - Epoch [9][1180/4294] lr: 4.375e-04, eta: 9:53:38, time: 1.218, data_time: 0.006, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9509, loss_cls: 0.7258, loss: 0.7258, grad_norm: 4.9061 2021-05-27 05:37:57,736 - mmaction - INFO - Epoch [9][1200/4294] lr: 4.375e-04, eta: 9:53:11, time: 1.083, data_time: 0.014, memory: 29668, top1_acc: 0.7866, top5_acc: 0.9509, loss_cls: 0.7729, loss: 0.7729, grad_norm: 5.0891 2021-05-27 05:38:25,497 - mmaction - INFO - Epoch [9][1220/4294] lr: 4.375e-04, eta: 9:52:49, time: 1.382, data_time: 0.002, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9571, loss_cls: 0.6428, loss: 0.6428, grad_norm: 4.6335 2021-05-27 05:38:48,193 - mmaction - INFO - Epoch [9][1240/4294] lr: 4.375e-04, eta: 9:52:22, time: 1.138, data_time: 0.008, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9554, loss_cls: 0.7074, loss: 0.7074, grad_norm: 4.8684 2021-05-27 05:39:09,988 - mmaction - INFO - Epoch [9][1260/4294] lr: 4.375e-04, eta: 9:51:55, time: 1.091, data_time: 0.005, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9500, loss_cls: 0.6680, loss: 0.6680, grad_norm: 4.7303 2021-05-27 05:39:36,233 - mmaction - INFO - Epoch [9][1280/4294] lr: 4.375e-04, eta: 9:51:32, time: 1.307, data_time: 0.003, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9473, loss_cls: 0.6847, loss: 0.6847, grad_norm: 4.7373 2021-05-27 05:39:58,046 - mmaction - INFO - Epoch [9][1300/4294] lr: 4.375e-04, eta: 9:51:05, time: 1.093, data_time: 0.009, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9554, loss_cls: 0.6580, loss: 0.6580, grad_norm: 4.6525 2021-05-27 05:40:19,269 - mmaction - INFO - Epoch [9][1320/4294] lr: 4.375e-04, eta: 9:50:38, time: 1.061, data_time: 0.006, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9500, loss_cls: 0.6798, loss: 0.6798, grad_norm: 4.6622 2021-05-27 05:40:39,222 - mmaction - INFO - Epoch [9][1340/4294] lr: 4.375e-04, eta: 9:50:09, time: 0.998, data_time: 0.007, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9429, loss_cls: 0.7328, loss: 0.7328, grad_norm: 4.8474 2021-05-27 05:40:59,662 - mmaction - INFO - Epoch [9][1360/4294] lr: 4.375e-04, eta: 9:49:41, time: 1.024, data_time: 0.010, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9509, loss_cls: 0.7192, loss: 0.7192, grad_norm: 5.0358 2021-05-27 05:41:20,501 - mmaction - INFO - Epoch [9][1380/4294] lr: 4.375e-04, eta: 9:49:13, time: 1.042, data_time: 0.004, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9393, loss_cls: 0.7604, loss: 0.7604, grad_norm: 4.8251 2021-05-27 05:41:41,067 - mmaction - INFO - Epoch [9][1400/4294] lr: 4.375e-04, eta: 9:48:45, time: 1.024, data_time: 0.002, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9509, loss_cls: 0.7200, loss: 0.7200, grad_norm: 4.9839 2021-05-27 05:42:03,840 - mmaction - INFO - Epoch [9][1420/4294] lr: 4.375e-04, eta: 9:48:19, time: 1.139, data_time: 0.009, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9643, loss_cls: 0.6696, loss: 0.6696, grad_norm: 4.7295 2021-05-27 05:42:24,525 - mmaction - INFO - Epoch [9][1440/4294] lr: 4.375e-04, eta: 9:47:51, time: 1.039, data_time: 0.008, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9491, loss_cls: 0.6994, loss: 0.6994, grad_norm: 4.7202 2021-05-27 05:42:45,805 - mmaction - INFO - Epoch [9][1460/4294] lr: 4.375e-04, eta: 9:47:24, time: 1.062, data_time: 0.002, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9286, loss_cls: 0.8166, loss: 0.8166, grad_norm: 5.0182 2021-05-27 05:43:07,703 - mmaction - INFO - Epoch [9][1480/4294] lr: 4.375e-04, eta: 9:46:57, time: 1.094, data_time: 0.006, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9437, loss_cls: 0.7425, loss: 0.7425, grad_norm: 4.8905 2021-05-27 05:43:27,862 - mmaction - INFO - Epoch [9][1500/4294] lr: 4.375e-04, eta: 9:46:29, time: 1.010, data_time: 0.006, memory: 29668, top1_acc: 0.7857, top5_acc: 0.9420, loss_cls: 0.7921, loss: 0.7921, grad_norm: 5.1611 2021-05-27 05:43:50,704 - mmaction - INFO - Epoch [9][1520/4294] lr: 4.375e-04, eta: 9:46:03, time: 1.141, data_time: 0.004, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9554, loss_cls: 0.6684, loss: 0.6684, grad_norm: 4.8535 2021-05-27 05:44:13,903 - mmaction - INFO - Epoch [9][1540/4294] lr: 4.375e-04, eta: 9:45:37, time: 1.155, data_time: 0.005, memory: 29668, top1_acc: 0.8268, top5_acc: 0.9411, loss_cls: 0.6906, loss: 0.6906, grad_norm: 4.9797 2021-05-27 05:44:36,800 - mmaction - INFO - Epoch [9][1560/4294] lr: 4.375e-04, eta: 9:45:11, time: 1.152, data_time: 0.011, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9437, loss_cls: 0.7594, loss: 0.7594, grad_norm: 5.1034 2021-05-27 05:45:00,559 - mmaction - INFO - Epoch [9][1580/4294] lr: 4.375e-04, eta: 9:44:46, time: 1.185, data_time: 0.003, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9420, loss_cls: 0.7103, loss: 0.7103, grad_norm: 4.7107 2021-05-27 05:45:23,100 - mmaction - INFO - Epoch [9][1600/4294] lr: 4.375e-04, eta: 9:44:19, time: 1.121, data_time: 0.006, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9429, loss_cls: 0.6956, loss: 0.6956, grad_norm: 5.0617 2021-05-27 05:45:45,233 - mmaction - INFO - Epoch [9][1620/4294] lr: 4.375e-04, eta: 9:43:53, time: 1.115, data_time: 0.012, memory: 29668, top1_acc: 0.7857, top5_acc: 0.9411, loss_cls: 0.7688, loss: 0.7688, grad_norm: 5.1343 2021-05-27 05:46:05,144 - mmaction - INFO - Epoch [9][1640/4294] lr: 4.375e-04, eta: 9:43:25, time: 0.996, data_time: 0.003, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9384, loss_cls: 0.7795, loss: 0.7795, grad_norm: 5.2755 2021-05-27 05:46:27,994 - mmaction - INFO - Epoch [9][1660/4294] lr: 4.375e-04, eta: 9:42:58, time: 1.139, data_time: 0.002, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9429, loss_cls: 0.7718, loss: 0.7718, grad_norm: 5.0052 2021-05-27 05:46:53,167 - mmaction - INFO - Epoch [9][1680/4294] lr: 4.375e-04, eta: 9:42:34, time: 1.252, data_time: 0.005, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9491, loss_cls: 0.7439, loss: 0.7439, grad_norm: 5.0692 2021-05-27 05:47:14,423 - mmaction - INFO - Epoch [9][1700/4294] lr: 4.375e-04, eta: 9:42:07, time: 1.072, data_time: 0.012, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9366, loss_cls: 0.7652, loss: 0.7652, grad_norm: 4.9109 2021-05-27 05:47:36,706 - mmaction - INFO - Epoch [9][1720/4294] lr: 4.375e-04, eta: 9:41:41, time: 1.113, data_time: 0.005, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9366, loss_cls: 0.7641, loss: 0.7641, grad_norm: 5.2660 2021-05-27 05:48:04,829 - mmaction - INFO - Epoch [9][1740/4294] lr: 4.375e-04, eta: 9:41:19, time: 1.402, data_time: 0.005, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9313, loss_cls: 0.8143, loss: 0.8143, grad_norm: 4.9524 2021-05-27 05:48:25,951 - mmaction - INFO - Epoch [9][1760/4294] lr: 4.375e-04, eta: 9:40:51, time: 1.062, data_time: 0.008, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9411, loss_cls: 0.7308, loss: 0.7308, grad_norm: 4.8809 2021-05-27 05:48:47,574 - mmaction - INFO - Epoch [9][1780/4294] lr: 4.375e-04, eta: 9:40:24, time: 1.081, data_time: 0.003, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9420, loss_cls: 0.7320, loss: 0.7320, grad_norm: 4.7092 2021-05-27 05:49:11,332 - mmaction - INFO - Epoch [9][1800/4294] lr: 4.375e-04, eta: 9:39:59, time: 1.187, data_time: 0.003, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9429, loss_cls: 0.7525, loss: 0.7525, grad_norm: 5.0444 2021-05-27 05:49:37,014 - mmaction - INFO - Epoch [9][1820/4294] lr: 4.375e-04, eta: 9:39:35, time: 1.283, data_time: 0.007, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9464, loss_cls: 0.7126, loss: 0.7126, grad_norm: 4.8654 2021-05-27 05:50:00,345 - mmaction - INFO - Epoch [9][1840/4294] lr: 4.375e-04, eta: 9:39:09, time: 1.165, data_time: 0.005, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9509, loss_cls: 0.7161, loss: 0.7161, grad_norm: 4.8296 2021-05-27 05:50:26,487 - mmaction - INFO - Epoch [9][1860/4294] lr: 4.375e-04, eta: 9:38:46, time: 1.305, data_time: 0.007, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9527, loss_cls: 0.7281, loss: 0.7281, grad_norm: 5.1910 2021-05-27 05:50:49,074 - mmaction - INFO - Epoch [9][1880/4294] lr: 4.375e-04, eta: 9:38:20, time: 1.134, data_time: 0.011, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9518, loss_cls: 0.6836, loss: 0.6836, grad_norm: 5.0564 2021-05-27 05:51:11,968 - mmaction - INFO - Epoch [9][1900/4294] lr: 4.375e-04, eta: 9:37:54, time: 1.142, data_time: 0.003, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9536, loss_cls: 0.7284, loss: 0.7284, grad_norm: 4.9105 2021-05-27 05:51:34,563 - mmaction - INFO - Epoch [9][1920/4294] lr: 4.375e-04, eta: 9:37:28, time: 1.132, data_time: 0.007, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9375, loss_cls: 0.7600, loss: 0.7600, grad_norm: 5.0851 2021-05-27 05:51:57,538 - mmaction - INFO - Epoch [9][1940/4294] lr: 4.375e-04, eta: 9:37:02, time: 1.148, data_time: 0.004, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9509, loss_cls: 0.7354, loss: 0.7354, grad_norm: 4.8630 2021-05-27 05:52:17,465 - mmaction - INFO - Epoch [9][1960/4294] lr: 4.375e-04, eta: 9:36:33, time: 0.997, data_time: 0.010, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9491, loss_cls: 0.7833, loss: 0.7833, grad_norm: 4.9617 2021-05-27 05:52:40,261 - mmaction - INFO - Epoch [9][1980/4294] lr: 4.375e-04, eta: 9:36:07, time: 1.139, data_time: 0.004, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9536, loss_cls: 0.6800, loss: 0.6800, grad_norm: 4.8523 2021-05-27 05:53:01,488 - mmaction - INFO - Epoch [9][2000/4294] lr: 4.375e-04, eta: 9:35:40, time: 1.060, data_time: 0.003, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9446, loss_cls: 0.7336, loss: 0.7336, grad_norm: 4.9639 2021-05-27 05:53:22,572 - mmaction - INFO - Epoch [9][2020/4294] lr: 4.375e-04, eta: 9:35:13, time: 1.053, data_time: 0.005, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9536, loss_cls: 0.7060, loss: 0.7060, grad_norm: 4.9364 2021-05-27 05:53:43,964 - mmaction - INFO - Epoch [9][2040/4294] lr: 4.375e-04, eta: 9:34:46, time: 1.071, data_time: 0.006, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9491, loss_cls: 0.7093, loss: 0.7093, grad_norm: 4.8477 2021-05-27 05:54:05,121 - mmaction - INFO - Epoch [9][2060/4294] lr: 4.375e-04, eta: 9:34:18, time: 1.060, data_time: 0.004, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9509, loss_cls: 0.6647, loss: 0.6647, grad_norm: 4.7093 2021-05-27 05:54:25,113 - mmaction - INFO - Epoch [9][2080/4294] lr: 4.375e-04, eta: 9:33:50, time: 1.000, data_time: 0.002, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9491, loss_cls: 0.7313, loss: 0.7313, grad_norm: 5.1432 2021-05-27 05:54:47,251 - mmaction - INFO - Epoch [9][2100/4294] lr: 4.375e-04, eta: 9:33:24, time: 1.104, data_time: 0.004, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9482, loss_cls: 0.7122, loss: 0.7122, grad_norm: 4.9589 2021-05-27 05:55:13,844 - mmaction - INFO - Epoch [9][2120/4294] lr: 4.375e-04, eta: 9:33:01, time: 1.333, data_time: 0.006, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9491, loss_cls: 0.6828, loss: 0.6828, grad_norm: 4.8256 2021-05-27 05:55:36,840 - mmaction - INFO - Epoch [9][2140/4294] lr: 4.375e-04, eta: 9:32:35, time: 1.150, data_time: 0.002, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9563, loss_cls: 0.6984, loss: 0.6984, grad_norm: 4.8796 2021-05-27 05:55:58,507 - mmaction - INFO - Epoch [9][2160/4294] lr: 4.375e-04, eta: 9:32:08, time: 1.083, data_time: 0.004, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9598, loss_cls: 0.7363, loss: 0.7363, grad_norm: 5.1395 2021-05-27 05:56:21,230 - mmaction - INFO - Epoch [9][2180/4294] lr: 4.375e-04, eta: 9:31:42, time: 1.133, data_time: 0.005, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9420, loss_cls: 0.7770, loss: 0.7770, grad_norm: 5.0165 2021-05-27 05:56:42,381 - mmaction - INFO - Epoch [9][2200/4294] lr: 4.375e-04, eta: 9:31:15, time: 1.052, data_time: 0.013, memory: 29668, top1_acc: 0.8321, top5_acc: 0.9536, loss_cls: 0.6585, loss: 0.6585, grad_norm: 4.6832 2021-05-27 05:57:05,216 - mmaction - INFO - Epoch [9][2220/4294] lr: 4.375e-04, eta: 9:30:49, time: 1.148, data_time: 0.013, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9455, loss_cls: 0.7040, loss: 0.7040, grad_norm: 4.8074 2021-05-27 05:57:24,783 - mmaction - INFO - Epoch [9][2240/4294] lr: 4.375e-04, eta: 9:30:20, time: 0.979, data_time: 0.004, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9339, loss_cls: 0.7920, loss: 0.7920, grad_norm: 5.2003 2021-05-27 05:57:48,510 - mmaction - INFO - Epoch [9][2260/4294] lr: 4.375e-04, eta: 9:29:55, time: 1.185, data_time: 0.004, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9545, loss_cls: 0.6730, loss: 0.6730, grad_norm: 4.8920 2021-05-27 05:58:11,997 - mmaction - INFO - Epoch [9][2280/4294] lr: 4.375e-04, eta: 9:29:30, time: 1.173, data_time: 0.005, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9437, loss_cls: 0.7478, loss: 0.7478, grad_norm: 5.0594 2021-05-27 05:58:37,612 - mmaction - INFO - Epoch [9][2300/4294] lr: 4.375e-04, eta: 9:29:06, time: 1.284, data_time: 0.006, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9455, loss_cls: 0.7223, loss: 0.7223, grad_norm: 5.0389 2021-05-27 05:59:00,354 - mmaction - INFO - Epoch [9][2320/4294] lr: 4.375e-04, eta: 9:28:40, time: 1.136, data_time: 0.003, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9545, loss_cls: 0.7116, loss: 0.7116, grad_norm: 4.9491 2021-05-27 05:59:20,396 - mmaction - INFO - Epoch [9][2340/4294] lr: 4.375e-04, eta: 9:28:12, time: 1.003, data_time: 0.003, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9420, loss_cls: 0.7433, loss: 0.7433, grad_norm: 5.0586 2021-05-27 05:59:41,720 - mmaction - INFO - Epoch [9][2360/4294] lr: 4.375e-04, eta: 9:27:45, time: 1.064, data_time: 0.003, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9455, loss_cls: 0.7340, loss: 0.7340, grad_norm: 4.9278 2021-05-27 06:00:08,801 - mmaction - INFO - Epoch [9][2380/4294] lr: 4.375e-04, eta: 9:27:22, time: 1.349, data_time: 0.005, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9473, loss_cls: 0.7304, loss: 0.7304, grad_norm: 4.8224 2021-05-27 06:00:31,289 - mmaction - INFO - Epoch [9][2400/4294] lr: 4.375e-04, eta: 9:26:56, time: 1.127, data_time: 0.014, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9420, loss_cls: 0.7334, loss: 0.7334, grad_norm: 4.9521 2021-05-27 06:00:51,023 - mmaction - INFO - Epoch [9][2420/4294] lr: 4.375e-04, eta: 9:26:27, time: 0.989, data_time: 0.009, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9455, loss_cls: 0.7168, loss: 0.7168, grad_norm: 4.7205 2021-05-27 06:01:17,983 - mmaction - INFO - Epoch [9][2440/4294] lr: 4.375e-04, eta: 9:26:05, time: 1.350, data_time: 0.005, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9455, loss_cls: 0.7464, loss: 0.7464, grad_norm: 5.1168 2021-05-27 06:01:43,070 - mmaction - INFO - Epoch [9][2460/4294] lr: 4.375e-04, eta: 9:25:40, time: 1.251, data_time: 0.002, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9473, loss_cls: 0.7160, loss: 0.7160, grad_norm: 4.6398 2021-05-27 06:02:06,477 - mmaction - INFO - Epoch [9][2480/4294] lr: 4.375e-04, eta: 9:25:15, time: 1.170, data_time: 0.006, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9455, loss_cls: 0.6954, loss: 0.6954, grad_norm: 4.9819 2021-05-27 06:02:28,178 - mmaction - INFO - Epoch [9][2500/4294] lr: 4.375e-04, eta: 9:24:48, time: 1.089, data_time: 0.007, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9527, loss_cls: 0.6704, loss: 0.6704, grad_norm: 5.0164 2021-05-27 06:02:47,507 - mmaction - INFO - Epoch [9][2520/4294] lr: 4.375e-04, eta: 9:24:20, time: 0.965, data_time: 0.003, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9393, loss_cls: 0.8088, loss: 0.8088, grad_norm: 5.3587 2021-05-27 06:03:09,975 - mmaction - INFO - Epoch [9][2540/4294] lr: 4.375e-04, eta: 9:23:53, time: 1.122, data_time: 0.005, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9321, loss_cls: 0.7865, loss: 0.7865, grad_norm: 4.9338 2021-05-27 06:03:32,397 - mmaction - INFO - Epoch [9][2560/4294] lr: 4.375e-04, eta: 9:23:27, time: 1.121, data_time: 0.007, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9437, loss_cls: 0.7230, loss: 0.7230, grad_norm: 4.8751 2021-05-27 06:03:55,470 - mmaction - INFO - Epoch [9][2580/4294] lr: 4.375e-04, eta: 9:23:01, time: 1.151, data_time: 0.008, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9437, loss_cls: 0.7918, loss: 0.7918, grad_norm: 4.9152 2021-05-27 06:04:16,758 - mmaction - INFO - Epoch [9][2600/4294] lr: 4.375e-04, eta: 9:22:34, time: 1.070, data_time: 0.010, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9366, loss_cls: 0.7633, loss: 0.7633, grad_norm: 5.0498 2021-05-27 06:04:37,965 - mmaction - INFO - Epoch [9][2620/4294] lr: 4.375e-04, eta: 9:22:07, time: 1.054, data_time: 0.002, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9393, loss_cls: 0.7547, loss: 0.7547, grad_norm: 5.1519 2021-05-27 06:05:02,591 - mmaction - INFO - Epoch [9][2640/4294] lr: 4.375e-04, eta: 9:21:43, time: 1.237, data_time: 0.009, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9313, loss_cls: 0.8227, loss: 0.8227, grad_norm: 5.1649 2021-05-27 06:05:30,456 - mmaction - INFO - Epoch [9][2660/4294] lr: 4.375e-04, eta: 9:21:21, time: 1.392, data_time: 0.003, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9482, loss_cls: 0.7246, loss: 0.7246, grad_norm: 4.8508 2021-05-27 06:05:56,263 - mmaction - INFO - Epoch [9][2680/4294] lr: 4.375e-04, eta: 9:20:57, time: 1.288, data_time: 0.006, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9455, loss_cls: 0.7554, loss: 0.7554, grad_norm: 4.9543 2021-05-27 06:06:16,348 - mmaction - INFO - Epoch [9][2700/4294] lr: 4.375e-04, eta: 9:20:29, time: 1.008, data_time: 0.007, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9446, loss_cls: 0.7070, loss: 0.7070, grad_norm: 4.9867 2021-05-27 06:06:36,516 - mmaction - INFO - Epoch [9][2720/4294] lr: 4.375e-04, eta: 9:20:01, time: 1.009, data_time: 0.003, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9464, loss_cls: 0.7216, loss: 0.7216, grad_norm: 4.9842 2021-05-27 06:06:58,101 - mmaction - INFO - Epoch [9][2740/4294] lr: 4.375e-04, eta: 9:19:34, time: 1.078, data_time: 0.003, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9295, loss_cls: 0.8057, loss: 0.8057, grad_norm: 4.9353 2021-05-27 06:07:22,307 - mmaction - INFO - Epoch [9][2760/4294] lr: 4.375e-04, eta: 9:19:10, time: 1.206, data_time: 0.004, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9482, loss_cls: 0.7482, loss: 0.7482, grad_norm: 5.0368 2021-05-27 06:07:46,442 - mmaction - INFO - Epoch [9][2780/4294] lr: 4.375e-04, eta: 9:18:45, time: 1.208, data_time: 0.009, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9518, loss_cls: 0.6814, loss: 0.6814, grad_norm: 4.7564 2021-05-27 06:08:06,738 - mmaction - INFO - Epoch [9][2800/4294] lr: 4.375e-04, eta: 9:18:17, time: 1.017, data_time: 0.007, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9366, loss_cls: 0.7897, loss: 0.7897, grad_norm: 4.9367 2021-05-27 06:08:29,763 - mmaction - INFO - Epoch [9][2820/4294] lr: 4.375e-04, eta: 9:17:51, time: 1.152, data_time: 0.005, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9518, loss_cls: 0.6916, loss: 0.6916, grad_norm: 4.7723 2021-05-27 06:08:51,422 - mmaction - INFO - Epoch [9][2840/4294] lr: 4.375e-04, eta: 9:17:24, time: 1.078, data_time: 0.003, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9536, loss_cls: 0.7500, loss: 0.7500, grad_norm: 5.0124 2021-05-27 06:09:11,939 - mmaction - INFO - Epoch [9][2860/4294] lr: 4.375e-04, eta: 9:16:57, time: 1.029, data_time: 0.006, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9473, loss_cls: 0.7108, loss: 0.7108, grad_norm: 4.9066 2021-05-27 06:09:33,400 - mmaction - INFO - Epoch [9][2880/4294] lr: 4.375e-04, eta: 9:16:30, time: 1.073, data_time: 0.003, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9402, loss_cls: 0.7301, loss: 0.7301, grad_norm: 4.8615 2021-05-27 06:09:58,536 - mmaction - INFO - Epoch [9][2900/4294] lr: 4.375e-04, eta: 9:16:06, time: 1.255, data_time: 0.004, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9554, loss_cls: 0.6832, loss: 0.6832, grad_norm: 4.8742 2021-05-27 06:10:22,741 - mmaction - INFO - Epoch [9][2920/4294] lr: 4.375e-04, eta: 9:15:41, time: 1.209, data_time: 0.008, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9384, loss_cls: 0.7638, loss: 0.7638, grad_norm: 5.0271 2021-05-27 06:10:46,619 - mmaction - INFO - Epoch [9][2940/4294] lr: 4.375e-04, eta: 9:15:16, time: 1.196, data_time: 0.009, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9420, loss_cls: 0.7720, loss: 0.7720, grad_norm: 4.9999 2021-05-27 06:11:09,167 - mmaction - INFO - Epoch [9][2960/4294] lr: 4.375e-04, eta: 9:14:50, time: 1.126, data_time: 0.006, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9429, loss_cls: 0.7348, loss: 0.7348, grad_norm: 5.0148 2021-05-27 06:11:31,970 - mmaction - INFO - Epoch [9][2980/4294] lr: 4.375e-04, eta: 9:14:24, time: 1.141, data_time: 0.007, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9491, loss_cls: 0.7105, loss: 0.7105, grad_norm: 4.8996 2021-05-27 06:11:54,995 - mmaction - INFO - Epoch [9][3000/4294] lr: 4.375e-04, eta: 9:13:58, time: 1.152, data_time: 0.006, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9545, loss_cls: 0.6828, loss: 0.6828, grad_norm: 4.7733 2021-05-27 06:12:17,845 - mmaction - INFO - Epoch [9][3020/4294] lr: 4.375e-04, eta: 9:13:33, time: 1.142, data_time: 0.006, memory: 29668, top1_acc: 0.8313, top5_acc: 0.9545, loss_cls: 0.6631, loss: 0.6631, grad_norm: 4.8526 2021-05-27 06:12:38,988 - mmaction - INFO - Epoch [9][3040/4294] lr: 4.375e-04, eta: 9:13:06, time: 1.055, data_time: 0.006, memory: 29668, top1_acc: 0.7920, top5_acc: 0.9402, loss_cls: 0.7867, loss: 0.7867, grad_norm: 5.1127 2021-05-27 06:13:01,631 - mmaction - INFO - Epoch [9][3060/4294] lr: 4.375e-04, eta: 9:12:40, time: 1.135, data_time: 0.008, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9357, loss_cls: 0.7774, loss: 0.7774, grad_norm: 5.0612 2021-05-27 06:13:25,813 - mmaction - INFO - Epoch [9][3080/4294] lr: 4.375e-04, eta: 9:12:15, time: 1.206, data_time: 0.005, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9473, loss_cls: 0.7134, loss: 0.7134, grad_norm: 4.8814 2021-05-27 06:13:48,485 - mmaction - INFO - Epoch [9][3100/4294] lr: 4.375e-04, eta: 9:11:49, time: 1.140, data_time: 0.009, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9330, loss_cls: 0.7529, loss: 0.7529, grad_norm: 5.0143 2021-05-27 06:14:13,989 - mmaction - INFO - Epoch [9][3120/4294] lr: 4.375e-04, eta: 9:11:25, time: 1.268, data_time: 0.004, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9393, loss_cls: 0.7245, loss: 0.7245, grad_norm: 4.8046 2021-05-27 06:14:41,203 - mmaction - INFO - Epoch [9][3140/4294] lr: 4.375e-04, eta: 9:11:02, time: 1.363, data_time: 0.010, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9554, loss_cls: 0.6898, loss: 0.6898, grad_norm: 4.9228 2021-05-27 06:15:04,332 - mmaction - INFO - Epoch [9][3160/4294] lr: 4.375e-04, eta: 9:10:37, time: 1.155, data_time: 0.006, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9482, loss_cls: 0.6980, loss: 0.6980, grad_norm: 4.7627 2021-05-27 06:15:30,624 - mmaction - INFO - Epoch [9][3180/4294] lr: 4.375e-04, eta: 9:10:13, time: 1.314, data_time: 0.007, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9473, loss_cls: 0.7241, loss: 0.7241, grad_norm: 5.1408 2021-05-27 06:15:51,269 - mmaction - INFO - Epoch [9][3200/4294] lr: 4.375e-04, eta: 9:09:46, time: 1.038, data_time: 0.013, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9509, loss_cls: 0.7055, loss: 0.7055, grad_norm: 4.9752 2021-05-27 06:16:13,244 - mmaction - INFO - Epoch [9][3220/4294] lr: 4.375e-04, eta: 9:09:20, time: 1.098, data_time: 0.002, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9446, loss_cls: 0.7230, loss: 0.7230, grad_norm: 5.0285 2021-05-27 06:16:34,405 - mmaction - INFO - Epoch [9][3240/4294] lr: 4.375e-04, eta: 9:08:53, time: 1.057, data_time: 0.002, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9518, loss_cls: 0.6505, loss: 0.6505, grad_norm: 4.6743 2021-05-27 06:16:53,759 - mmaction - INFO - Epoch [9][3260/4294] lr: 4.375e-04, eta: 9:08:24, time: 0.970, data_time: 0.005, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9375, loss_cls: 0.7884, loss: 0.7884, grad_norm: 4.9849 2021-05-27 06:17:17,075 - mmaction - INFO - Epoch [9][3280/4294] lr: 4.375e-04, eta: 9:07:59, time: 1.164, data_time: 0.003, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9491, loss_cls: 0.6966, loss: 0.6966, grad_norm: 4.7697 2021-05-27 06:17:36,913 - mmaction - INFO - Epoch [9][3300/4294] lr: 4.375e-04, eta: 9:07:31, time: 0.993, data_time: 0.004, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9304, loss_cls: 0.7797, loss: 0.7797, grad_norm: 5.1404 2021-05-27 06:17:59,680 - mmaction - INFO - Epoch [9][3320/4294] lr: 4.375e-04, eta: 9:07:05, time: 1.137, data_time: 0.002, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9420, loss_cls: 0.7349, loss: 0.7349, grad_norm: 5.0053 2021-05-27 06:18:21,802 - mmaction - INFO - Epoch [9][3340/4294] lr: 4.375e-04, eta: 9:06:39, time: 1.104, data_time: 0.005, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9473, loss_cls: 0.7508, loss: 0.7508, grad_norm: 5.1807 2021-05-27 06:18:44,042 - mmaction - INFO - Epoch [9][3360/4294] lr: 4.375e-04, eta: 9:06:13, time: 1.111, data_time: 0.006, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9554, loss_cls: 0.6922, loss: 0.6922, grad_norm: 4.8206 2021-05-27 06:19:06,102 - mmaction - INFO - Epoch [9][3380/4294] lr: 4.375e-04, eta: 9:05:46, time: 1.104, data_time: 0.007, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9321, loss_cls: 0.8065, loss: 0.8065, grad_norm: 5.0767 2021-05-27 06:19:32,914 - mmaction - INFO - Epoch [9][3400/4294] lr: 4.375e-04, eta: 9:05:23, time: 1.338, data_time: 0.008, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9455, loss_cls: 0.7182, loss: 0.7182, grad_norm: 4.7309 2021-05-27 06:19:56,232 - mmaction - INFO - Epoch [9][3420/4294] lr: 4.375e-04, eta: 9:04:58, time: 1.169, data_time: 0.009, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9411, loss_cls: 0.7139, loss: 0.7139, grad_norm: 4.8201 2021-05-27 06:20:23,297 - mmaction - INFO - Epoch [9][3440/4294] lr: 4.375e-04, eta: 9:04:35, time: 1.353, data_time: 0.007, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9482, loss_cls: 0.7272, loss: 0.7272, grad_norm: 4.6780 2021-05-27 06:20:42,670 - mmaction - INFO - Epoch [9][3460/4294] lr: 4.375e-04, eta: 9:04:07, time: 0.972, data_time: 0.008, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9393, loss_cls: 0.7912, loss: 0.7912, grad_norm: 5.0000 2021-05-27 06:21:07,991 - mmaction - INFO - Epoch [9][3480/4294] lr: 4.375e-04, eta: 9:03:43, time: 1.263, data_time: 0.003, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9437, loss_cls: 0.6804, loss: 0.6804, grad_norm: 4.7449 2021-05-27 06:21:32,384 - mmaction - INFO - Epoch [9][3500/4294] lr: 4.375e-04, eta: 9:03:18, time: 1.217, data_time: 0.008, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9491, loss_cls: 0.6964, loss: 0.6964, grad_norm: 4.9017 2021-05-27 06:21:55,215 - mmaction - INFO - Epoch [9][3520/4294] lr: 4.375e-04, eta: 9:02:53, time: 1.143, data_time: 0.010, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9509, loss_cls: 0.7184, loss: 0.7184, grad_norm: 5.0934 2021-05-27 06:22:19,780 - mmaction - INFO - Epoch [9][3540/4294] lr: 4.375e-04, eta: 9:02:28, time: 1.221, data_time: 0.009, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9437, loss_cls: 0.7307, loss: 0.7307, grad_norm: 4.9777 2021-05-27 06:22:43,938 - mmaction - INFO - Epoch [9][3560/4294] lr: 4.375e-04, eta: 9:02:03, time: 1.219, data_time: 0.016, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9429, loss_cls: 0.7568, loss: 0.7568, grad_norm: 4.9757 2021-05-27 06:23:07,542 - mmaction - INFO - Epoch [9][3580/4294] lr: 4.375e-04, eta: 9:01:38, time: 1.178, data_time: 0.004, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9393, loss_cls: 0.7599, loss: 0.7599, grad_norm: 4.9711 2021-05-27 06:23:30,333 - mmaction - INFO - Epoch [9][3600/4294] lr: 4.375e-04, eta: 9:01:12, time: 1.140, data_time: 0.006, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9482, loss_cls: 0.7134, loss: 0.7134, grad_norm: 4.9859 2021-05-27 06:23:53,046 - mmaction - INFO - Epoch [9][3620/4294] lr: 4.375e-04, eta: 9:00:47, time: 1.139, data_time: 0.006, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9384, loss_cls: 0.7963, loss: 0.7963, grad_norm: 5.2924 2021-05-27 06:24:14,991 - mmaction - INFO - Epoch [9][3640/4294] lr: 4.375e-04, eta: 9:00:20, time: 1.097, data_time: 0.003, memory: 29668, top1_acc: 0.7920, top5_acc: 0.9330, loss_cls: 0.8225, loss: 0.8225, grad_norm: 5.2202 2021-05-27 06:24:38,120 - mmaction - INFO - Epoch [9][3660/4294] lr: 4.375e-04, eta: 8:59:55, time: 1.156, data_time: 0.002, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9616, loss_cls: 0.6664, loss: 0.6664, grad_norm: 4.9579 2021-05-27 06:25:02,466 - mmaction - INFO - Epoch [9][3680/4294] lr: 4.375e-04, eta: 8:59:30, time: 1.214, data_time: 0.002, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9455, loss_cls: 0.6780, loss: 0.6780, grad_norm: 4.8624 2021-05-27 06:25:22,865 - mmaction - INFO - Epoch [9][3700/4294] lr: 4.375e-04, eta: 8:59:03, time: 1.023, data_time: 0.006, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9455, loss_cls: 0.7225, loss: 0.7225, grad_norm: 4.8964 2021-05-27 06:25:45,404 - mmaction - INFO - Epoch [9][3720/4294] lr: 4.375e-04, eta: 8:58:37, time: 1.126, data_time: 0.002, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9384, loss_cls: 0.7641, loss: 0.7641, grad_norm: 5.0898 2021-05-27 06:26:06,675 - mmaction - INFO - Epoch [9][3740/4294] lr: 4.375e-04, eta: 8:58:10, time: 1.058, data_time: 0.004, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9455, loss_cls: 0.7146, loss: 0.7146, grad_norm: 4.9465 2021-05-27 06:26:32,093 - mmaction - INFO - Epoch [9][3760/4294] lr: 4.375e-04, eta: 8:57:46, time: 1.257, data_time: 0.009, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9589, loss_cls: 0.6876, loss: 0.6876, grad_norm: 4.6982 2021-05-27 06:26:56,361 - mmaction - INFO - Epoch [9][3780/4294] lr: 4.375e-04, eta: 8:57:21, time: 1.232, data_time: 0.023, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9348, loss_cls: 0.7566, loss: 0.7566, grad_norm: 5.2356 2021-05-27 06:27:19,019 - mmaction - INFO - Epoch [9][3800/4294] lr: 4.375e-04, eta: 8:56:55, time: 1.134, data_time: 0.003, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9375, loss_cls: 0.7814, loss: 0.7814, grad_norm: 5.1694 2021-05-27 06:27:39,538 - mmaction - INFO - Epoch [9][3820/4294] lr: 4.375e-04, eta: 8:56:28, time: 1.027, data_time: 0.006, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9491, loss_cls: 0.7688, loss: 0.7688, grad_norm: 5.1492 2021-05-27 06:28:03,934 - mmaction - INFO - Epoch [9][3840/4294] lr: 4.375e-04, eta: 8:56:03, time: 1.215, data_time: 0.002, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9402, loss_cls: 0.7548, loss: 0.7548, grad_norm: 5.2335 2021-05-27 06:28:25,293 - mmaction - INFO - Epoch [9][3860/4294] lr: 4.375e-04, eta: 8:55:37, time: 1.072, data_time: 0.008, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9375, loss_cls: 0.7197, loss: 0.7197, grad_norm: 4.8605 2021-05-27 06:28:46,161 - mmaction - INFO - Epoch [9][3880/4294] lr: 4.375e-04, eta: 8:55:10, time: 1.039, data_time: 0.003, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9446, loss_cls: 0.7234, loss: 0.7234, grad_norm: 5.0069 2021-05-27 06:29:09,532 - mmaction - INFO - Epoch [9][3900/4294] lr: 4.375e-04, eta: 8:54:44, time: 1.171, data_time: 0.009, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9616, loss_cls: 0.6581, loss: 0.6581, grad_norm: 4.7544 2021-05-27 06:29:31,043 - mmaction - INFO - Epoch [9][3920/4294] lr: 4.375e-04, eta: 8:54:18, time: 1.076, data_time: 0.008, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9429, loss_cls: 0.7127, loss: 0.7127, grad_norm: 4.8449 2021-05-27 06:29:55,520 - mmaction - INFO - Epoch [9][3940/4294] lr: 4.375e-04, eta: 8:53:53, time: 1.223, data_time: 0.007, memory: 29668, top1_acc: 0.7812, top5_acc: 0.9429, loss_cls: 0.7911, loss: 0.7911, grad_norm: 5.0581 2021-05-27 06:30:17,076 - mmaction - INFO - Epoch [9][3960/4294] lr: 4.375e-04, eta: 8:53:27, time: 1.076, data_time: 0.005, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9437, loss_cls: 0.7301, loss: 0.7301, grad_norm: 4.9465 2021-05-27 06:30:38,824 - mmaction - INFO - Epoch [9][3980/4294] lr: 4.375e-04, eta: 8:53:00, time: 1.091, data_time: 0.008, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9527, loss_cls: 0.6911, loss: 0.6911, grad_norm: 5.1225 2021-05-27 06:31:02,120 - mmaction - INFO - Epoch [9][4000/4294] lr: 4.375e-04, eta: 8:52:35, time: 1.158, data_time: 0.005, memory: 29668, top1_acc: 0.7795, top5_acc: 0.9321, loss_cls: 0.8424, loss: 0.8424, grad_norm: 5.3847 2021-05-27 06:31:23,792 - mmaction - INFO - Epoch [9][4020/4294] lr: 4.375e-04, eta: 8:52:08, time: 1.089, data_time: 0.013, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9518, loss_cls: 0.7021, loss: 0.7021, grad_norm: 4.8108 2021-05-27 06:31:44,140 - mmaction - INFO - Epoch [9][4040/4294] lr: 4.375e-04, eta: 8:51:41, time: 1.016, data_time: 0.006, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9491, loss_cls: 0.6924, loss: 0.6924, grad_norm: 4.9335 2021-05-27 06:32:11,793 - mmaction - INFO - Epoch [9][4060/4294] lr: 4.375e-04, eta: 8:51:19, time: 1.382, data_time: 0.009, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9437, loss_cls: 0.7490, loss: 0.7490, grad_norm: 5.1557 2021-05-27 06:32:33,390 - mmaction - INFO - Epoch [9][4080/4294] lr: 4.375e-04, eta: 8:50:52, time: 1.081, data_time: 0.008, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9420, loss_cls: 0.7420, loss: 0.7420, grad_norm: 4.9975 2021-05-27 06:32:57,303 - mmaction - INFO - Epoch [9][4100/4294] lr: 4.375e-04, eta: 8:50:27, time: 1.188, data_time: 0.008, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9491, loss_cls: 0.7057, loss: 0.7057, grad_norm: 4.9772 2021-05-27 06:33:23,816 - mmaction - INFO - Epoch [9][4120/4294] lr: 4.375e-04, eta: 8:50:04, time: 1.336, data_time: 0.017, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9437, loss_cls: 0.7244, loss: 0.7244, grad_norm: 5.1395 2021-05-27 06:33:43,615 - mmaction - INFO - Epoch [9][4140/4294] lr: 4.375e-04, eta: 8:49:36, time: 0.991, data_time: 0.007, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9455, loss_cls: 0.7437, loss: 0.7437, grad_norm: 5.1558 2021-05-27 06:34:05,726 - mmaction - INFO - Epoch [9][4160/4294] lr: 4.375e-04, eta: 8:49:10, time: 1.106, data_time: 0.002, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9455, loss_cls: 0.7442, loss: 0.7442, grad_norm: 5.2374 2021-05-27 06:34:27,906 - mmaction - INFO - Epoch [9][4180/4294] lr: 4.375e-04, eta: 8:48:44, time: 1.107, data_time: 0.001, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9545, loss_cls: 0.6760, loss: 0.6760, grad_norm: 5.0089 2021-05-27 06:34:49,817 - mmaction - INFO - Epoch [9][4200/4294] lr: 4.375e-04, eta: 8:48:18, time: 1.096, data_time: 0.006, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9500, loss_cls: 0.7498, loss: 0.7498, grad_norm: 5.0657 2021-05-27 06:35:10,062 - mmaction - INFO - Epoch [9][4220/4294] lr: 4.375e-04, eta: 8:47:50, time: 1.012, data_time: 0.004, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9402, loss_cls: 0.7344, loss: 0.7344, grad_norm: 5.0006 2021-05-27 06:35:31,764 - mmaction - INFO - Epoch [9][4240/4294] lr: 4.375e-04, eta: 8:47:24, time: 1.070, data_time: 0.004, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9437, loss_cls: 0.7515, loss: 0.7515, grad_norm: 5.2252 2021-05-27 06:35:57,605 - mmaction - INFO - Epoch [9][4260/4294] lr: 4.375e-04, eta: 8:47:00, time: 1.303, data_time: 0.021, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9482, loss_cls: 0.7162, loss: 0.7162, grad_norm: 4.8988 2021-05-27 06:36:25,611 - mmaction - INFO - Epoch [9][4280/4294] lr: 4.375e-04, eta: 8:46:38, time: 1.403, data_time: 0.013, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9446, loss_cls: 0.7162, loss: 0.7162, grad_norm: 4.9738 2021-05-27 06:36:51,506 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-05-27 06:45:16,960 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 06:45:17,729 - mmaction - INFO - top1_acc 0.7569 top5_acc 0.9236 2021-05-27 06:45:17,729 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 06:45:17,765 - mmaction - INFO - mean_acc 0.7567 2021-05-27 06:45:19,287 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. 2021-05-27 06:45:19,288 - mmaction - INFO - Best top1_acc is 0.7569 at 9 epoch. 2021-05-27 06:45:19,307 - mmaction - INFO - Epoch(val) [9][4294] top1_acc: 0.7569, top5_acc: 0.9236, mean_class_accuracy: 0.7567 2021-05-27 06:51:00,448 - mmaction - INFO - Epoch [10][20/4294] lr: 4.375e-04, eta: 8:49:16, time: 17.045, data_time: 15.689, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9446, loss_cls: 0.7556, loss: 0.7556, grad_norm: 5.1788 2021-05-27 06:51:22,544 - mmaction - INFO - Epoch [10][40/4294] lr: 4.375e-04, eta: 8:48:49, time: 1.108, data_time: 0.016, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9446, loss_cls: 0.7671, loss: 0.7671, grad_norm: 5.0381 2021-05-27 06:51:45,401 - mmaction - INFO - Epoch [10][60/4294] lr: 4.375e-04, eta: 8:48:24, time: 1.150, data_time: 0.011, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9455, loss_cls: 0.7370, loss: 0.7370, grad_norm: 4.8979 2021-05-27 06:52:08,393 - mmaction - INFO - Epoch [10][80/4294] lr: 4.375e-04, eta: 8:47:58, time: 1.144, data_time: 0.003, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9589, loss_cls: 0.6519, loss: 0.6519, grad_norm: 4.9163 2021-05-27 06:52:30,585 - mmaction - INFO - Epoch [10][100/4294] lr: 4.375e-04, eta: 8:47:31, time: 1.114, data_time: 0.009, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9571, loss_cls: 0.6705, loss: 0.6705, grad_norm: 4.6878 2021-05-27 06:52:55,205 - mmaction - INFO - Epoch [10][120/4294] lr: 4.375e-04, eta: 8:47:07, time: 1.228, data_time: 0.006, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9536, loss_cls: 0.6784, loss: 0.6784, grad_norm: 4.8015 2021-05-27 06:53:16,009 - mmaction - INFO - Epoch [10][140/4294] lr: 4.375e-04, eta: 8:46:40, time: 1.045, data_time: 0.011, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9518, loss_cls: 0.7112, loss: 0.7112, grad_norm: 5.0208 2021-05-27 06:53:36,816 - mmaction - INFO - Epoch [10][160/4294] lr: 4.375e-04, eta: 8:46:12, time: 1.040, data_time: 0.004, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9420, loss_cls: 0.7101, loss: 0.7101, grad_norm: 4.8861 2021-05-27 06:54:00,379 - mmaction - INFO - Epoch [10][180/4294] lr: 4.375e-04, eta: 8:45:47, time: 1.176, data_time: 0.038, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9411, loss_cls: 0.7706, loss: 0.7706, grad_norm: 4.9852 2021-05-27 06:54:21,113 - mmaction - INFO - Epoch [10][200/4294] lr: 4.375e-04, eta: 8:45:20, time: 1.039, data_time: 0.009, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9455, loss_cls: 0.7432, loss: 0.7432, grad_norm: 5.1760 2021-05-27 06:54:44,696 - mmaction - INFO - Epoch [10][220/4294] lr: 4.375e-04, eta: 8:44:54, time: 1.178, data_time: 0.004, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9536, loss_cls: 0.6637, loss: 0.6637, grad_norm: 4.6991 2021-05-27 06:55:07,972 - mmaction - INFO - Epoch [10][240/4294] lr: 4.375e-04, eta: 8:44:28, time: 1.137, data_time: 0.004, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9518, loss_cls: 0.6958, loss: 0.6958, grad_norm: 4.8867 2021-05-27 06:55:30,147 - mmaction - INFO - Epoch [10][260/4294] lr: 4.375e-04, eta: 8:44:02, time: 1.084, data_time: 0.031, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9402, loss_cls: 0.7485, loss: 0.7485, grad_norm: 5.0543 2021-05-27 06:55:59,228 - mmaction - INFO - Epoch [10][280/4294] lr: 4.375e-04, eta: 8:43:41, time: 1.506, data_time: 0.069, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9455, loss_cls: 0.7337, loss: 0.7337, grad_norm: 4.9545 2021-05-27 06:56:23,739 - mmaction - INFO - Epoch [10][300/4294] lr: 4.375e-04, eta: 8:43:16, time: 1.223, data_time: 0.003, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9420, loss_cls: 0.7281, loss: 0.7281, grad_norm: 4.8723 2021-05-27 06:56:55,671 - mmaction - INFO - Epoch [10][320/4294] lr: 4.375e-04, eta: 8:42:56, time: 1.597, data_time: 0.008, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9411, loss_cls: 0.7374, loss: 0.7374, grad_norm: 4.8633 2021-05-27 06:57:20,861 - mmaction - INFO - Epoch [10][340/4294] lr: 4.375e-04, eta: 8:42:32, time: 1.261, data_time: 0.006, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9518, loss_cls: 0.7121, loss: 0.7121, grad_norm: 4.7721 2021-05-27 06:57:41,904 - mmaction - INFO - Epoch [10][360/4294] lr: 4.375e-04, eta: 8:42:05, time: 1.053, data_time: 0.004, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9482, loss_cls: 0.7341, loss: 0.7341, grad_norm: 5.0668 2021-05-27 06:58:06,568 - mmaction - INFO - Epoch [10][380/4294] lr: 4.375e-04, eta: 8:41:40, time: 1.230, data_time: 0.003, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9545, loss_cls: 0.6917, loss: 0.6917, grad_norm: 4.8251 2021-05-27 06:58:30,716 - mmaction - INFO - Epoch [10][400/4294] lr: 4.375e-04, eta: 8:41:15, time: 1.205, data_time: 0.006, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9509, loss_cls: 0.6961, loss: 0.6961, grad_norm: 4.8360 2021-05-27 06:58:50,725 - mmaction - INFO - Epoch [10][420/4294] lr: 4.375e-04, eta: 8:40:47, time: 1.006, data_time: 0.012, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9536, loss_cls: 0.7005, loss: 0.7005, grad_norm: 4.9264 2021-05-27 06:59:17,839 - mmaction - INFO - Epoch [10][440/4294] lr: 4.375e-04, eta: 8:40:24, time: 1.351, data_time: 0.003, memory: 29668, top1_acc: 0.7920, top5_acc: 0.9232, loss_cls: 0.8063, loss: 0.8063, grad_norm: 5.2510 2021-05-27 06:59:45,803 - mmaction - INFO - Epoch [10][460/4294] lr: 4.375e-04, eta: 8:40:02, time: 1.396, data_time: 0.009, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9518, loss_cls: 0.7117, loss: 0.7117, grad_norm: 4.8871 2021-05-27 07:00:09,829 - mmaction - INFO - Epoch [10][480/4294] lr: 4.375e-04, eta: 8:39:37, time: 1.207, data_time: 0.011, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9464, loss_cls: 0.6977, loss: 0.6977, grad_norm: 4.7824 2021-05-27 07:00:36,601 - mmaction - INFO - Epoch [10][500/4294] lr: 4.375e-04, eta: 8:39:13, time: 1.336, data_time: 0.006, memory: 29668, top1_acc: 0.7670, top5_acc: 0.9437, loss_cls: 0.8276, loss: 0.8276, grad_norm: 5.4135 2021-05-27 07:00:58,519 - mmaction - INFO - Epoch [10][520/4294] lr: 4.375e-04, eta: 8:38:47, time: 1.099, data_time: 0.007, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9598, loss_cls: 0.6645, loss: 0.6645, grad_norm: 4.9641 2021-05-27 07:01:21,084 - mmaction - INFO - Epoch [10][540/4294] lr: 4.375e-04, eta: 8:38:21, time: 1.130, data_time: 0.005, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9384, loss_cls: 0.7701, loss: 0.7701, grad_norm: 5.1175 2021-05-27 07:01:43,642 - mmaction - INFO - Epoch [10][560/4294] lr: 4.375e-04, eta: 8:37:55, time: 1.124, data_time: 0.002, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9455, loss_cls: 0.7496, loss: 0.7496, grad_norm: 5.0842 2021-05-27 07:02:10,361 - mmaction - INFO - Epoch [10][580/4294] lr: 4.375e-04, eta: 8:37:32, time: 1.333, data_time: 0.005, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9473, loss_cls: 0.6805, loss: 0.6805, grad_norm: 4.9073 2021-05-27 07:02:34,342 - mmaction - INFO - Epoch [10][600/4294] lr: 4.375e-04, eta: 8:37:06, time: 1.201, data_time: 0.015, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9500, loss_cls: 0.6728, loss: 0.6728, grad_norm: 4.6813 2021-05-27 07:02:57,064 - mmaction - INFO - Epoch [10][620/4294] lr: 4.375e-04, eta: 8:36:40, time: 1.103, data_time: 0.007, memory: 29668, top1_acc: 0.7777, top5_acc: 0.9393, loss_cls: 0.7635, loss: 0.7635, grad_norm: 5.0574 2021-05-27 07:03:17,817 - mmaction - INFO - Epoch [10][640/4294] lr: 4.375e-04, eta: 8:36:13, time: 1.073, data_time: 0.041, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9429, loss_cls: 0.7155, loss: 0.7155, grad_norm: 4.9039 2021-05-27 07:03:39,444 - mmaction - INFO - Epoch [10][660/4294] lr: 4.375e-04, eta: 8:35:47, time: 1.083, data_time: 0.005, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9429, loss_cls: 0.7084, loss: 0.7084, grad_norm: 4.7250 2021-05-27 07:04:02,706 - mmaction - INFO - Epoch [10][680/4294] lr: 4.375e-04, eta: 8:35:21, time: 1.160, data_time: 0.003, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9446, loss_cls: 0.7458, loss: 0.7458, grad_norm: 5.0546 2021-05-27 07:04:22,429 - mmaction - INFO - Epoch [10][700/4294] lr: 4.375e-04, eta: 8:34:54, time: 0.987, data_time: 0.004, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9536, loss_cls: 0.6543, loss: 0.6543, grad_norm: 4.6539 2021-05-27 07:04:45,993 - mmaction - INFO - Epoch [10][720/4294] lr: 4.375e-04, eta: 8:34:28, time: 1.176, data_time: 0.005, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9482, loss_cls: 0.7178, loss: 0.7178, grad_norm: 5.0123 2021-05-27 07:05:07,456 - mmaction - INFO - Epoch [10][740/4294] lr: 4.375e-04, eta: 8:34:02, time: 1.077, data_time: 0.008, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9437, loss_cls: 0.7055, loss: 0.7055, grad_norm: 4.8067 2021-05-27 07:05:31,996 - mmaction - INFO - Epoch [10][760/4294] lr: 4.375e-04, eta: 8:33:37, time: 1.225, data_time: 0.003, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9429, loss_cls: 0.7690, loss: 0.7690, grad_norm: 5.1060 2021-05-27 07:05:52,301 - mmaction - INFO - Epoch [10][780/4294] lr: 4.375e-04, eta: 8:33:09, time: 1.016, data_time: 0.006, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9491, loss_cls: 0.7080, loss: 0.7080, grad_norm: 4.9943 2021-05-27 07:06:12,831 - mmaction - INFO - Epoch [10][800/4294] lr: 4.375e-04, eta: 8:32:42, time: 1.027, data_time: 0.004, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9437, loss_cls: 0.7475, loss: 0.7475, grad_norm: 5.1012 2021-05-27 07:06:40,204 - mmaction - INFO - Epoch [10][820/4294] lr: 4.375e-04, eta: 8:32:19, time: 1.360, data_time: 0.003, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9366, loss_cls: 0.7913, loss: 0.7913, grad_norm: 5.0002 2021-05-27 07:07:00,073 - mmaction - INFO - Epoch [10][840/4294] lr: 4.375e-04, eta: 8:31:52, time: 1.003, data_time: 0.012, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9473, loss_cls: 0.7161, loss: 0.7161, grad_norm: 4.9290 2021-05-27 07:07:20,249 - mmaction - INFO - Epoch [10][860/4294] lr: 4.375e-04, eta: 8:31:24, time: 1.008, data_time: 0.003, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9536, loss_cls: 0.7116, loss: 0.7116, grad_norm: 5.0428 2021-05-27 07:07:44,242 - mmaction - INFO - Epoch [10][880/4294] lr: 4.375e-04, eta: 8:30:59, time: 1.198, data_time: 0.002, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9402, loss_cls: 0.7362, loss: 0.7362, grad_norm: 5.0369 2021-05-27 07:08:04,525 - mmaction - INFO - Epoch [10][900/4294] lr: 4.375e-04, eta: 8:30:32, time: 1.016, data_time: 0.006, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9580, loss_cls: 0.7271, loss: 0.7271, grad_norm: 5.0342 2021-05-27 07:08:24,593 - mmaction - INFO - Epoch [10][920/4294] lr: 4.375e-04, eta: 8:30:04, time: 1.004, data_time: 0.002, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9554, loss_cls: 0.6884, loss: 0.6884, grad_norm: 4.9886 2021-05-27 07:08:47,197 - mmaction - INFO - Epoch [10][940/4294] lr: 4.375e-04, eta: 8:29:38, time: 1.128, data_time: 0.002, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9429, loss_cls: 0.6776, loss: 0.6776, grad_norm: 4.9885 2021-05-27 07:09:08,246 - mmaction - INFO - Epoch [10][960/4294] lr: 4.375e-04, eta: 8:29:11, time: 1.052, data_time: 0.004, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9420, loss_cls: 0.6923, loss: 0.6923, grad_norm: 4.9394 2021-05-27 07:09:30,705 - mmaction - INFO - Epoch [10][980/4294] lr: 4.375e-04, eta: 8:28:45, time: 1.126, data_time: 0.004, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9491, loss_cls: 0.7099, loss: 0.7099, grad_norm: 4.9475 2021-05-27 07:09:51,153 - mmaction - INFO - Epoch [10][1000/4294] lr: 4.375e-04, eta: 8:28:18, time: 1.022, data_time: 0.002, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9429, loss_cls: 0.7201, loss: 0.7201, grad_norm: 4.8136 2021-05-27 07:10:11,186 - mmaction - INFO - Epoch [10][1020/4294] lr: 4.375e-04, eta: 8:27:51, time: 1.001, data_time: 0.002, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9429, loss_cls: 0.7495, loss: 0.7495, grad_norm: 5.0841 2021-05-27 07:10:31,929 - mmaction - INFO - Epoch [10][1040/4294] lr: 4.375e-04, eta: 8:27:23, time: 1.020, data_time: 0.005, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9536, loss_cls: 0.6949, loss: 0.6949, grad_norm: 4.7645 2021-05-27 07:10:54,108 - mmaction - INFO - Epoch [10][1060/4294] lr: 4.375e-04, eta: 8:26:57, time: 1.120, data_time: 0.026, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9500, loss_cls: 0.7143, loss: 0.7143, grad_norm: 5.1251 2021-05-27 07:11:15,778 - mmaction - INFO - Epoch [10][1080/4294] lr: 4.375e-04, eta: 8:26:31, time: 1.090, data_time: 0.010, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9571, loss_cls: 0.6384, loss: 0.6384, grad_norm: 4.4980 2021-05-27 07:11:36,990 - mmaction - INFO - Epoch [10][1100/4294] lr: 4.375e-04, eta: 8:26:04, time: 1.057, data_time: 0.006, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9500, loss_cls: 0.6797, loss: 0.6797, grad_norm: 4.7210 2021-05-27 07:12:01,572 - mmaction - INFO - Epoch [10][1120/4294] lr: 4.375e-04, eta: 8:25:40, time: 1.230, data_time: 0.006, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9411, loss_cls: 0.7281, loss: 0.7281, grad_norm: 4.7959 2021-05-27 07:12:28,827 - mmaction - INFO - Epoch [10][1140/4294] lr: 4.375e-04, eta: 8:25:16, time: 1.360, data_time: 0.009, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9429, loss_cls: 0.7277, loss: 0.7277, grad_norm: 5.0287 2021-05-27 07:12:55,260 - mmaction - INFO - Epoch [10][1160/4294] lr: 4.375e-04, eta: 8:24:53, time: 1.320, data_time: 0.015, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9375, loss_cls: 0.7661, loss: 0.7661, grad_norm: 5.0443 2021-05-27 07:13:18,424 - mmaction - INFO - Epoch [10][1180/4294] lr: 4.375e-04, eta: 8:24:28, time: 1.165, data_time: 0.015, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9518, loss_cls: 0.7093, loss: 0.7093, grad_norm: 5.1110 2021-05-27 07:13:39,125 - mmaction - INFO - Epoch [10][1200/4294] lr: 4.375e-04, eta: 8:24:00, time: 1.036, data_time: 0.004, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9473, loss_cls: 0.6978, loss: 0.6978, grad_norm: 4.8775 2021-05-27 07:14:06,421 - mmaction - INFO - Epoch [10][1220/4294] lr: 4.375e-04, eta: 8:23:38, time: 1.364, data_time: 0.004, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9518, loss_cls: 0.7368, loss: 0.7368, grad_norm: 5.0667 2021-05-27 07:14:29,489 - mmaction - INFO - Epoch [10][1240/4294] lr: 4.375e-04, eta: 8:23:12, time: 1.150, data_time: 0.013, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9375, loss_cls: 0.7611, loss: 0.7611, grad_norm: 5.1476 2021-05-27 07:14:56,397 - mmaction - INFO - Epoch [10][1260/4294] lr: 4.375e-04, eta: 8:22:49, time: 1.347, data_time: 0.012, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9563, loss_cls: 0.6675, loss: 0.6675, grad_norm: 4.8321 2021-05-27 07:15:19,143 - mmaction - INFO - Epoch [10][1280/4294] lr: 4.375e-04, eta: 8:22:23, time: 1.139, data_time: 0.005, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9464, loss_cls: 0.7056, loss: 0.7056, grad_norm: 5.0365 2021-05-27 07:15:41,256 - mmaction - INFO - Epoch [10][1300/4294] lr: 4.375e-04, eta: 8:21:57, time: 1.104, data_time: 0.005, memory: 29668, top1_acc: 0.8313, top5_acc: 0.9625, loss_cls: 0.6056, loss: 0.6056, grad_norm: 4.8211 2021-05-27 07:16:05,699 - mmaction - INFO - Epoch [10][1320/4294] lr: 4.375e-04, eta: 8:21:32, time: 1.221, data_time: 0.005, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9446, loss_cls: 0.7665, loss: 0.7665, grad_norm: 5.0261 2021-05-27 07:16:29,573 - mmaction - INFO - Epoch [10][1340/4294] lr: 4.375e-04, eta: 8:21:07, time: 1.186, data_time: 0.006, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9589, loss_cls: 0.6999, loss: 0.6999, grad_norm: 5.0050 2021-05-27 07:16:54,245 - mmaction - INFO - Epoch [10][1360/4294] lr: 4.375e-04, eta: 8:20:42, time: 1.238, data_time: 0.015, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9402, loss_cls: 0.7183, loss: 0.7183, grad_norm: 4.9772 2021-05-27 07:17:14,467 - mmaction - INFO - Epoch [10][1380/4294] lr: 4.375e-04, eta: 8:20:15, time: 1.018, data_time: 0.009, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9437, loss_cls: 0.6843, loss: 0.6843, grad_norm: 4.7620 2021-05-27 07:17:39,729 - mmaction - INFO - Epoch [10][1400/4294] lr: 4.375e-04, eta: 8:19:51, time: 1.260, data_time: 0.003, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9580, loss_cls: 0.6870, loss: 0.6870, grad_norm: 4.7382 2021-05-27 07:18:04,656 - mmaction - INFO - Epoch [10][1420/4294] lr: 4.375e-04, eta: 8:19:26, time: 1.241, data_time: 0.005, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9446, loss_cls: 0.7081, loss: 0.7081, grad_norm: 4.9180 2021-05-27 07:18:26,960 - mmaction - INFO - Epoch [10][1440/4294] lr: 4.375e-04, eta: 8:19:00, time: 1.120, data_time: 0.010, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9420, loss_cls: 0.7231, loss: 0.7231, grad_norm: 4.8901 2021-05-27 07:18:50,359 - mmaction - INFO - Epoch [10][1460/4294] lr: 4.375e-04, eta: 8:18:35, time: 1.165, data_time: 0.007, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9411, loss_cls: 0.7273, loss: 0.7273, grad_norm: 5.3174 2021-05-27 07:19:13,316 - mmaction - INFO - Epoch [10][1480/4294] lr: 4.375e-04, eta: 8:18:09, time: 1.154, data_time: 0.011, memory: 29668, top1_acc: 0.7857, top5_acc: 0.9411, loss_cls: 0.7601, loss: 0.7601, grad_norm: 5.3389 2021-05-27 07:19:35,466 - mmaction - INFO - Epoch [10][1500/4294] lr: 4.375e-04, eta: 8:17:43, time: 1.108, data_time: 0.005, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9554, loss_cls: 0.6504, loss: 0.6504, grad_norm: 4.8138 2021-05-27 07:19:58,504 - mmaction - INFO - Epoch [10][1520/4294] lr: 4.375e-04, eta: 8:17:18, time: 1.152, data_time: 0.016, memory: 29668, top1_acc: 0.8321, top5_acc: 0.9473, loss_cls: 0.6703, loss: 0.6703, grad_norm: 4.8679 2021-05-27 07:20:21,329 - mmaction - INFO - Epoch [10][1540/4294] lr: 4.375e-04, eta: 8:16:52, time: 1.138, data_time: 0.003, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9518, loss_cls: 0.7204, loss: 0.7204, grad_norm: 4.7384 2021-05-27 07:20:41,906 - mmaction - INFO - Epoch [10][1560/4294] lr: 4.375e-04, eta: 8:16:25, time: 1.032, data_time: 0.010, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9455, loss_cls: 0.7002, loss: 0.7002, grad_norm: 4.7721 2021-05-27 07:21:04,824 - mmaction - INFO - Epoch [10][1580/4294] lr: 4.375e-04, eta: 8:15:59, time: 1.147, data_time: 0.005, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9536, loss_cls: 0.6815, loss: 0.6815, grad_norm: 4.7060 2021-05-27 07:21:26,221 - mmaction - INFO - Epoch [10][1600/4294] lr: 4.375e-04, eta: 8:15:33, time: 1.067, data_time: 0.004, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9500, loss_cls: 0.6946, loss: 0.6946, grad_norm: 4.7497 2021-05-27 07:21:46,285 - mmaction - INFO - Epoch [10][1620/4294] lr: 4.375e-04, eta: 8:15:05, time: 1.006, data_time: 0.005, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9339, loss_cls: 0.7654, loss: 0.7654, grad_norm: 5.0161 2021-05-27 07:22:05,863 - mmaction - INFO - Epoch [10][1640/4294] lr: 4.375e-04, eta: 8:14:38, time: 0.979, data_time: 0.003, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9429, loss_cls: 0.7575, loss: 0.7575, grad_norm: 4.9461 2021-05-27 07:22:27,189 - mmaction - INFO - Epoch [10][1660/4294] lr: 4.375e-04, eta: 8:14:11, time: 1.065, data_time: 0.005, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9536, loss_cls: 0.6904, loss: 0.6904, grad_norm: 4.9261 2021-05-27 07:22:49,500 - mmaction - INFO - Epoch [10][1680/4294] lr: 4.375e-04, eta: 8:13:45, time: 1.114, data_time: 0.006, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9563, loss_cls: 0.7085, loss: 0.7085, grad_norm: 4.9556 2021-05-27 07:23:11,767 - mmaction - INFO - Epoch [10][1700/4294] lr: 4.375e-04, eta: 8:13:19, time: 1.111, data_time: 0.006, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9446, loss_cls: 0.7253, loss: 0.7253, grad_norm: 4.7877 2021-05-27 07:23:33,309 - mmaction - INFO - Epoch [10][1720/4294] lr: 4.375e-04, eta: 8:12:53, time: 1.078, data_time: 0.008, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9393, loss_cls: 0.7892, loss: 0.7892, grad_norm: 5.4653 2021-05-27 07:23:59,738 - mmaction - INFO - Epoch [10][1740/4294] lr: 4.375e-04, eta: 8:12:29, time: 1.323, data_time: 0.009, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9545, loss_cls: 0.6753, loss: 0.6753, grad_norm: 5.0784 2021-05-27 07:24:21,690 - mmaction - INFO - Epoch [10][1760/4294] lr: 4.375e-04, eta: 8:12:03, time: 1.100, data_time: 0.007, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9536, loss_cls: 0.7025, loss: 0.7025, grad_norm: 5.0514 2021-05-27 07:24:45,580 - mmaction - INFO - Epoch [10][1780/4294] lr: 4.375e-04, eta: 8:11:38, time: 1.195, data_time: 0.004, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9437, loss_cls: 0.7277, loss: 0.7277, grad_norm: 4.8809 2021-05-27 07:25:12,234 - mmaction - INFO - Epoch [10][1800/4294] lr: 4.375e-04, eta: 8:11:15, time: 1.328, data_time: 0.003, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9402, loss_cls: 0.7149, loss: 0.7149, grad_norm: 4.8687 2021-05-27 07:25:32,857 - mmaction - INFO - Epoch [10][1820/4294] lr: 4.375e-04, eta: 8:10:48, time: 1.036, data_time: 0.009, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9437, loss_cls: 0.7212, loss: 0.7212, grad_norm: 4.8719 2021-05-27 07:25:56,343 - mmaction - INFO - Epoch [10][1840/4294] lr: 4.375e-04, eta: 8:10:23, time: 1.174, data_time: 0.002, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9491, loss_cls: 0.7551, loss: 0.7551, grad_norm: 5.3964 2021-05-27 07:26:23,254 - mmaction - INFO - Epoch [10][1860/4294] lr: 4.375e-04, eta: 8:09:59, time: 1.342, data_time: 0.003, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9411, loss_cls: 0.7617, loss: 0.7617, grad_norm: 5.0206 2021-05-27 07:26:44,802 - mmaction - INFO - Epoch [10][1880/4294] lr: 4.375e-04, eta: 8:09:33, time: 1.077, data_time: 0.006, memory: 29668, top1_acc: 0.7804, top5_acc: 0.9259, loss_cls: 0.8319, loss: 0.8319, grad_norm: 5.3920 2021-05-27 07:27:07,617 - mmaction - INFO - Epoch [10][1900/4294] lr: 4.375e-04, eta: 8:09:07, time: 1.133, data_time: 0.007, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9402, loss_cls: 0.7519, loss: 0.7519, grad_norm: 5.1081 2021-05-27 07:27:29,644 - mmaction - INFO - Epoch [10][1920/4294] lr: 4.375e-04, eta: 8:08:41, time: 1.108, data_time: 0.017, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9339, loss_cls: 0.7878, loss: 0.7878, grad_norm: 5.0708 2021-05-27 07:27:51,492 - mmaction - INFO - Epoch [10][1940/4294] lr: 4.375e-04, eta: 8:08:15, time: 1.096, data_time: 0.006, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9527, loss_cls: 0.6742, loss: 0.6742, grad_norm: 4.8193 2021-05-27 07:28:13,843 - mmaction - INFO - Epoch [10][1960/4294] lr: 4.375e-04, eta: 8:07:49, time: 1.118, data_time: 0.003, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9527, loss_cls: 0.6552, loss: 0.6552, grad_norm: 4.6965 2021-05-27 07:28:40,087 - mmaction - INFO - Epoch [10][1980/4294] lr: 4.375e-04, eta: 8:07:25, time: 1.307, data_time: 0.002, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9375, loss_cls: 0.7693, loss: 0.7693, grad_norm: 5.2743 2021-05-27 07:29:03,244 - mmaction - INFO - Epoch [10][2000/4294] lr: 4.375e-04, eta: 8:07:00, time: 1.162, data_time: 0.008, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9375, loss_cls: 0.7916, loss: 0.7916, grad_norm: 5.1001 2021-05-27 07:29:27,324 - mmaction - INFO - Epoch [10][2020/4294] lr: 4.375e-04, eta: 8:06:35, time: 1.201, data_time: 0.005, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9437, loss_cls: 0.6859, loss: 0.6859, grad_norm: 4.9981 2021-05-27 07:29:48,458 - mmaction - INFO - Epoch [10][2040/4294] lr: 4.375e-04, eta: 8:06:09, time: 1.055, data_time: 0.006, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9554, loss_cls: 0.6518, loss: 0.6518, grad_norm: 4.6673 2021-05-27 07:30:18,248 - mmaction - INFO - Epoch [10][2060/4294] lr: 4.375e-04, eta: 8:05:47, time: 1.491, data_time: 0.008, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9545, loss_cls: 0.6641, loss: 0.6641, grad_norm: 4.8622 2021-05-27 07:30:42,349 - mmaction - INFO - Epoch [10][2080/4294] lr: 4.375e-04, eta: 8:05:22, time: 1.205, data_time: 0.006, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9491, loss_cls: 0.7299, loss: 0.7299, grad_norm: 5.0413 2021-05-27 07:31:09,515 - mmaction - INFO - Epoch [10][2100/4294] lr: 4.375e-04, eta: 8:04:59, time: 1.357, data_time: 0.008, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9437, loss_cls: 0.7586, loss: 0.7586, grad_norm: 4.9548 2021-05-27 07:31:30,313 - mmaction - INFO - Epoch [10][2120/4294] lr: 4.375e-04, eta: 8:04:32, time: 1.044, data_time: 0.010, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9527, loss_cls: 0.7064, loss: 0.7064, grad_norm: 5.0546 2021-05-27 07:31:52,127 - mmaction - INFO - Epoch [10][2140/4294] lr: 4.375e-04, eta: 8:04:06, time: 1.091, data_time: 0.005, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9411, loss_cls: 0.7520, loss: 0.7520, grad_norm: 4.9977 2021-05-27 07:32:14,442 - mmaction - INFO - Epoch [10][2160/4294] lr: 4.375e-04, eta: 8:03:40, time: 1.117, data_time: 0.005, memory: 29668, top1_acc: 0.7920, top5_acc: 0.9473, loss_cls: 0.7505, loss: 0.7505, grad_norm: 5.0321 2021-05-27 07:32:35,528 - mmaction - INFO - Epoch [10][2180/4294] lr: 4.375e-04, eta: 8:03:14, time: 1.054, data_time: 0.002, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9554, loss_cls: 0.6945, loss: 0.6945, grad_norm: 4.9338 2021-05-27 07:32:55,383 - mmaction - INFO - Epoch [10][2200/4294] lr: 4.375e-04, eta: 8:02:46, time: 0.993, data_time: 0.004, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9330, loss_cls: 0.7988, loss: 0.7988, grad_norm: 4.9444 2021-05-27 07:33:17,769 - mmaction - INFO - Epoch [10][2220/4294] lr: 4.375e-04, eta: 8:02:20, time: 1.120, data_time: 0.002, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9491, loss_cls: 0.7332, loss: 0.7332, grad_norm: 5.1014 2021-05-27 07:33:40,737 - mmaction - INFO - Epoch [10][2240/4294] lr: 4.375e-04, eta: 8:01:55, time: 1.143, data_time: 0.004, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9446, loss_cls: 0.7381, loss: 0.7381, grad_norm: 5.0883 2021-05-27 07:34:00,484 - mmaction - INFO - Epoch [10][2260/4294] lr: 4.375e-04, eta: 8:01:27, time: 0.990, data_time: 0.008, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9411, loss_cls: 0.7496, loss: 0.7496, grad_norm: 5.1218 2021-05-27 07:34:25,120 - mmaction - INFO - Epoch [10][2280/4294] lr: 4.375e-04, eta: 8:01:03, time: 1.234, data_time: 0.007, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9437, loss_cls: 0.7572, loss: 0.7572, grad_norm: 5.0218 2021-05-27 07:34:48,539 - mmaction - INFO - Epoch [10][2300/4294] lr: 4.375e-04, eta: 8:00:38, time: 1.169, data_time: 0.003, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9437, loss_cls: 0.7186, loss: 0.7186, grad_norm: 4.7757 2021-05-27 07:35:13,829 - mmaction - INFO - Epoch [10][2320/4294] lr: 4.375e-04, eta: 8:00:13, time: 1.267, data_time: 0.005, memory: 29668, top1_acc: 0.7812, top5_acc: 0.9375, loss_cls: 0.8125, loss: 0.8125, grad_norm: 5.3786 2021-05-27 07:35:38,219 - mmaction - INFO - Epoch [10][2340/4294] lr: 4.375e-04, eta: 7:59:48, time: 1.182, data_time: 0.004, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9330, loss_cls: 0.8083, loss: 0.8083, grad_norm: 5.0691 2021-05-27 07:36:01,956 - mmaction - INFO - Epoch [10][2360/4294] lr: 4.375e-04, eta: 7:59:24, time: 1.223, data_time: 0.042, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9491, loss_cls: 0.7176, loss: 0.7176, grad_norm: 4.9213 2021-05-27 07:36:24,368 - mmaction - INFO - Epoch [10][2380/4294] lr: 4.375e-04, eta: 7:58:58, time: 1.122, data_time: 0.004, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9545, loss_cls: 0.6744, loss: 0.6744, grad_norm: 4.8958 2021-05-27 07:36:48,175 - mmaction - INFO - Epoch [10][2400/4294] lr: 4.375e-04, eta: 7:58:33, time: 1.189, data_time: 0.003, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9402, loss_cls: 0.7512, loss: 0.7512, grad_norm: 5.2206 2021-05-27 07:37:13,227 - mmaction - INFO - Epoch [10][2420/4294] lr: 4.375e-04, eta: 7:58:09, time: 1.249, data_time: 0.007, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9500, loss_cls: 0.6792, loss: 0.6792, grad_norm: 4.7949 2021-05-27 07:37:34,749 - mmaction - INFO - Epoch [10][2440/4294] lr: 4.375e-04, eta: 7:57:42, time: 1.081, data_time: 0.007, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9473, loss_cls: 0.7679, loss: 0.7679, grad_norm: 5.0289 2021-05-27 07:37:56,779 - mmaction - INFO - Epoch [10][2460/4294] lr: 4.375e-04, eta: 7:57:16, time: 1.102, data_time: 0.005, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9509, loss_cls: 0.7117, loss: 0.7117, grad_norm: 5.0926 2021-05-27 07:38:23,719 - mmaction - INFO - Epoch [10][2480/4294] lr: 4.375e-04, eta: 7:56:53, time: 1.345, data_time: 0.003, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9509, loss_cls: 0.7122, loss: 0.7122, grad_norm: 4.9492 2021-05-27 07:38:44,383 - mmaction - INFO - Epoch [10][2500/4294] lr: 4.375e-04, eta: 7:56:26, time: 1.032, data_time: 0.006, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9598, loss_cls: 0.6761, loss: 0.6761, grad_norm: 4.9041 2021-05-27 07:39:06,412 - mmaction - INFO - Epoch [10][2520/4294] lr: 4.375e-04, eta: 7:56:00, time: 1.094, data_time: 0.014, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9473, loss_cls: 0.7514, loss: 0.7514, grad_norm: 5.0959 2021-05-27 07:39:28,704 - mmaction - INFO - Epoch [10][2540/4294] lr: 4.375e-04, eta: 7:55:34, time: 1.123, data_time: 0.018, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9411, loss_cls: 0.7480, loss: 0.7480, grad_norm: 5.2408 2021-05-27 07:39:54,141 - mmaction - INFO - Epoch [10][2560/4294] lr: 4.375e-04, eta: 7:55:10, time: 1.266, data_time: 0.003, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9420, loss_cls: 0.7469, loss: 0.7469, grad_norm: 5.2886 2021-05-27 07:40:13,275 - mmaction - INFO - Epoch [10][2580/4294] lr: 4.375e-04, eta: 7:54:43, time: 0.965, data_time: 0.011, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9420, loss_cls: 0.7573, loss: 0.7573, grad_norm: 5.0409 2021-05-27 07:40:35,702 - mmaction - INFO - Epoch [10][2600/4294] lr: 4.375e-04, eta: 7:54:17, time: 1.120, data_time: 0.005, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9482, loss_cls: 0.7318, loss: 0.7318, grad_norm: 4.9310 2021-05-27 07:40:57,880 - mmaction - INFO - Epoch [10][2620/4294] lr: 4.375e-04, eta: 7:53:51, time: 1.107, data_time: 0.004, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9437, loss_cls: 0.7402, loss: 0.7402, grad_norm: 4.8861 2021-05-27 07:41:21,176 - mmaction - INFO - Epoch [10][2640/4294] lr: 4.375e-04, eta: 7:53:26, time: 1.162, data_time: 0.005, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9482, loss_cls: 0.7047, loss: 0.7047, grad_norm: 4.9119 2021-05-27 07:41:46,027 - mmaction - INFO - Epoch [10][2660/4294] lr: 4.375e-04, eta: 7:53:01, time: 1.243, data_time: 0.010, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9518, loss_cls: 0.7172, loss: 0.7172, grad_norm: 4.9572 2021-05-27 07:42:14,344 - mmaction - INFO - Epoch [10][2680/4294] lr: 4.375e-04, eta: 7:52:39, time: 1.417, data_time: 0.011, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9446, loss_cls: 0.7146, loss: 0.7146, grad_norm: 4.9019 2021-05-27 07:42:35,379 - mmaction - INFO - Epoch [10][2700/4294] lr: 4.375e-04, eta: 7:52:12, time: 1.056, data_time: 0.011, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9509, loss_cls: 0.7056, loss: 0.7056, grad_norm: 4.9320 2021-05-27 07:42:57,371 - mmaction - INFO - Epoch [10][2720/4294] lr: 4.375e-04, eta: 7:51:46, time: 1.100, data_time: 0.003, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9375, loss_cls: 0.7565, loss: 0.7565, grad_norm: 4.9948 2021-05-27 07:43:16,915 - mmaction - INFO - Epoch [10][2740/4294] lr: 4.375e-04, eta: 7:51:19, time: 0.976, data_time: 0.003, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9473, loss_cls: 0.6769, loss: 0.6769, grad_norm: 4.9085 2021-05-27 07:43:39,158 - mmaction - INFO - Epoch [10][2760/4294] lr: 4.375e-04, eta: 7:50:53, time: 1.107, data_time: 0.006, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9393, loss_cls: 0.7964, loss: 0.7964, grad_norm: 5.0974 2021-05-27 07:44:03,214 - mmaction - INFO - Epoch [10][2780/4294] lr: 4.375e-04, eta: 7:50:28, time: 1.208, data_time: 0.010, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9402, loss_cls: 0.7821, loss: 0.7821, grad_norm: 5.1351 2021-05-27 07:44:28,119 - mmaction - INFO - Epoch [10][2800/4294] lr: 4.375e-04, eta: 7:50:04, time: 1.245, data_time: 0.004, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9580, loss_cls: 0.6597, loss: 0.6597, grad_norm: 4.9143 2021-05-27 07:44:51,159 - mmaction - INFO - Epoch [10][2820/4294] lr: 4.375e-04, eta: 7:49:38, time: 1.154, data_time: 0.004, memory: 29668, top1_acc: 0.8321, top5_acc: 0.9554, loss_cls: 0.6459, loss: 0.6459, grad_norm: 4.5701 2021-05-27 07:45:11,738 - mmaction - INFO - Epoch [10][2840/4294] lr: 4.375e-04, eta: 7:49:11, time: 1.000, data_time: 0.002, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9571, loss_cls: 0.7027, loss: 0.7027, grad_norm: 4.9120 2021-05-27 07:45:34,584 - mmaction - INFO - Epoch [10][2860/4294] lr: 4.375e-04, eta: 7:48:46, time: 1.168, data_time: 0.031, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9545, loss_cls: 0.6788, loss: 0.6788, grad_norm: 4.9754 2021-05-27 07:45:57,747 - mmaction - INFO - Epoch [10][2880/4294] lr: 4.375e-04, eta: 7:48:21, time: 1.156, data_time: 0.011, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9330, loss_cls: 0.7543, loss: 0.7543, grad_norm: 5.2331 2021-05-27 07:46:26,178 - mmaction - INFO - Epoch [10][2900/4294] lr: 4.375e-04, eta: 7:47:58, time: 1.418, data_time: 0.017, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9429, loss_cls: 0.7974, loss: 0.7974, grad_norm: 4.9136 2021-05-27 07:46:49,140 - mmaction - INFO - Epoch [10][2920/4294] lr: 4.375e-04, eta: 7:47:33, time: 1.152, data_time: 0.012, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9473, loss_cls: 0.6708, loss: 0.6708, grad_norm: 4.9132 2021-05-27 07:47:10,437 - mmaction - INFO - Epoch [10][2940/4294] lr: 4.375e-04, eta: 7:47:06, time: 1.065, data_time: 0.008, memory: 29668, top1_acc: 0.8295, top5_acc: 0.9563, loss_cls: 0.6377, loss: 0.6377, grad_norm: 4.7167 2021-05-27 07:47:32,251 - mmaction - INFO - Epoch [10][2960/4294] lr: 4.375e-04, eta: 7:46:40, time: 1.093, data_time: 0.009, memory: 29668, top1_acc: 0.8366, top5_acc: 0.9580, loss_cls: 0.6210, loss: 0.6210, grad_norm: 4.6060 2021-05-27 07:47:56,731 - mmaction - INFO - Epoch [10][2980/4294] lr: 4.375e-04, eta: 7:46:16, time: 1.225, data_time: 0.011, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9446, loss_cls: 0.7545, loss: 0.7545, grad_norm: 5.0006 2021-05-27 07:48:21,853 - mmaction - INFO - Epoch [10][3000/4294] lr: 4.375e-04, eta: 7:45:52, time: 1.258, data_time: 0.004, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9571, loss_cls: 0.6493, loss: 0.6493, grad_norm: 4.7875 2021-05-27 07:48:44,713 - mmaction - INFO - Epoch [10][3020/4294] lr: 4.375e-04, eta: 7:45:26, time: 1.139, data_time: 0.001, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9277, loss_cls: 0.8293, loss: 0.8293, grad_norm: 5.1371 2021-05-27 07:49:08,144 - mmaction - INFO - Epoch [10][3040/4294] lr: 4.375e-04, eta: 7:45:01, time: 1.175, data_time: 0.008, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9491, loss_cls: 0.6742, loss: 0.6742, grad_norm: 4.9662 2021-05-27 07:49:33,567 - mmaction - INFO - Epoch [10][3060/4294] lr: 4.375e-04, eta: 7:44:37, time: 1.269, data_time: 0.002, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9402, loss_cls: 0.7422, loss: 0.7422, grad_norm: 4.9891 2021-05-27 07:49:57,388 - mmaction - INFO - Epoch [10][3080/4294] lr: 4.375e-04, eta: 7:44:12, time: 1.166, data_time: 0.006, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9437, loss_cls: 0.7369, loss: 0.7369, grad_norm: 5.0652 2021-05-27 07:50:33,436 - mmaction - INFO - Epoch [10][3100/4294] lr: 4.375e-04, eta: 7:43:54, time: 1.823, data_time: 0.032, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9446, loss_cls: 0.7062, loss: 0.7062, grad_norm: 4.9370 2021-05-27 07:51:01,033 - mmaction - INFO - Epoch [10][3120/4294] lr: 4.375e-04, eta: 7:43:31, time: 1.384, data_time: 0.011, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9580, loss_cls: 0.6797, loss: 0.6797, grad_norm: 4.9181 2021-05-27 07:51:24,613 - mmaction - INFO - Epoch [10][3140/4294] lr: 4.375e-04, eta: 7:43:06, time: 1.177, data_time: 0.006, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9536, loss_cls: 0.6629, loss: 0.6629, grad_norm: 4.7765 2021-05-27 07:51:47,271 - mmaction - INFO - Epoch [10][3160/4294] lr: 4.375e-04, eta: 7:42:40, time: 1.138, data_time: 0.009, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9366, loss_cls: 0.7440, loss: 0.7440, grad_norm: 4.9270 2021-05-27 07:52:07,194 - mmaction - INFO - Epoch [10][3180/4294] lr: 4.375e-04, eta: 7:42:13, time: 0.996, data_time: 0.003, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9536, loss_cls: 0.7098, loss: 0.7098, grad_norm: 4.8665 2021-05-27 07:52:29,289 - mmaction - INFO - Epoch [10][3200/4294] lr: 4.375e-04, eta: 7:41:47, time: 1.105, data_time: 0.004, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9473, loss_cls: 0.7165, loss: 0.7165, grad_norm: 4.8881 2021-05-27 07:52:53,011 - mmaction - INFO - Epoch [10][3220/4294] lr: 4.375e-04, eta: 7:41:22, time: 1.183, data_time: 0.003, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9393, loss_cls: 0.7536, loss: 0.7536, grad_norm: 5.0706 2021-05-27 07:53:12,146 - mmaction - INFO - Epoch [10][3240/4294] lr: 4.375e-04, eta: 7:40:55, time: 0.958, data_time: 0.007, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9527, loss_cls: 0.7209, loss: 0.7209, grad_norm: 5.1187 2021-05-27 07:53:35,619 - mmaction - INFO - Epoch [10][3260/4294] lr: 4.375e-04, eta: 7:40:29, time: 1.175, data_time: 0.005, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9420, loss_cls: 0.7309, loss: 0.7309, grad_norm: 4.9820 2021-05-27 07:53:58,022 - mmaction - INFO - Epoch [10][3280/4294] lr: 4.375e-04, eta: 7:40:04, time: 1.121, data_time: 0.008, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9402, loss_cls: 0.7043, loss: 0.7043, grad_norm: 5.0465 2021-05-27 07:54:18,217 - mmaction - INFO - Epoch [10][3300/4294] lr: 4.375e-04, eta: 7:39:37, time: 1.009, data_time: 0.003, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9411, loss_cls: 0.7558, loss: 0.7558, grad_norm: 4.9941 2021-05-27 07:54:44,037 - mmaction - INFO - Epoch [10][3320/4294] lr: 4.375e-04, eta: 7:39:13, time: 1.289, data_time: 0.005, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9429, loss_cls: 0.6946, loss: 0.6946, grad_norm: 4.7501 2021-05-27 07:55:05,927 - mmaction - INFO - Epoch [10][3340/4294] lr: 4.375e-04, eta: 7:38:47, time: 1.093, data_time: 0.006, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9607, loss_cls: 0.6615, loss: 0.6615, grad_norm: 4.9202 2021-05-27 07:55:34,582 - mmaction - INFO - Epoch [10][3360/4294] lr: 4.375e-04, eta: 7:38:25, time: 1.433, data_time: 0.007, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9491, loss_cls: 0.7176, loss: 0.7176, grad_norm: 5.0293 2021-05-27 07:55:55,459 - mmaction - INFO - Epoch [10][3380/4294] lr: 4.375e-04, eta: 7:37:58, time: 1.045, data_time: 0.007, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9509, loss_cls: 0.7141, loss: 0.7141, grad_norm: 5.1317 2021-05-27 07:56:19,880 - mmaction - INFO - Epoch [10][3400/4294] lr: 4.375e-04, eta: 7:37:33, time: 1.220, data_time: 0.006, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9518, loss_cls: 0.6733, loss: 0.6733, grad_norm: 5.0378 2021-05-27 07:56:40,342 - mmaction - INFO - Epoch [10][3420/4294] lr: 4.375e-04, eta: 7:37:07, time: 1.025, data_time: 0.006, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9411, loss_cls: 0.7422, loss: 0.7422, grad_norm: 4.7969 2021-05-27 07:57:02,141 - mmaction - INFO - Epoch [10][3440/4294] lr: 4.375e-04, eta: 7:36:41, time: 1.091, data_time: 0.004, memory: 29668, top1_acc: 0.8357, top5_acc: 0.9527, loss_cls: 0.6464, loss: 0.6464, grad_norm: 4.9009 2021-05-27 07:57:25,415 - mmaction - INFO - Epoch [10][3460/4294] lr: 4.375e-04, eta: 7:36:15, time: 1.159, data_time: 0.006, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9429, loss_cls: 0.7294, loss: 0.7294, grad_norm: 4.9026 2021-05-27 07:57:49,576 - mmaction - INFO - Epoch [10][3480/4294] lr: 4.375e-04, eta: 7:35:51, time: 1.212, data_time: 0.013, memory: 29668, top1_acc: 0.8339, top5_acc: 0.9554, loss_cls: 0.6779, loss: 0.6779, grad_norm: 4.6627 2021-05-27 07:58:12,114 - mmaction - INFO - Epoch [10][3500/4294] lr: 4.375e-04, eta: 7:35:25, time: 1.125, data_time: 0.005, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9509, loss_cls: 0.7442, loss: 0.7442, grad_norm: 4.9970 2021-05-27 07:58:35,667 - mmaction - INFO - Epoch [10][3520/4294] lr: 4.375e-04, eta: 7:35:00, time: 1.180, data_time: 0.008, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9563, loss_cls: 0.7376, loss: 0.7376, grad_norm: 5.0585 2021-05-27 07:58:59,358 - mmaction - INFO - Epoch [10][3540/4294] lr: 4.375e-04, eta: 7:34:35, time: 1.184, data_time: 0.006, memory: 29668, top1_acc: 0.8313, top5_acc: 0.9580, loss_cls: 0.6472, loss: 0.6472, grad_norm: 4.9066 2021-05-27 07:59:20,083 - mmaction - INFO - Epoch [10][3560/4294] lr: 4.375e-04, eta: 7:34:09, time: 1.038, data_time: 0.005, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9536, loss_cls: 0.6495, loss: 0.6495, grad_norm: 4.8101 2021-05-27 07:59:41,869 - mmaction - INFO - Epoch [10][3580/4294] lr: 4.375e-04, eta: 7:33:42, time: 1.086, data_time: 0.007, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9491, loss_cls: 0.6912, loss: 0.6912, grad_norm: 4.9580 2021-05-27 08:00:07,284 - mmaction - INFO - Epoch [10][3600/4294] lr: 4.375e-04, eta: 7:33:18, time: 1.275, data_time: 0.008, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9491, loss_cls: 0.6893, loss: 0.6893, grad_norm: 4.7654 2021-05-27 08:00:27,934 - mmaction - INFO - Epoch [10][3620/4294] lr: 4.375e-04, eta: 7:32:52, time: 1.031, data_time: 0.003, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9518, loss_cls: 0.6929, loss: 0.6929, grad_norm: 4.8832 2021-05-27 08:00:51,915 - mmaction - INFO - Epoch [10][3640/4294] lr: 4.375e-04, eta: 7:32:27, time: 1.198, data_time: 0.005, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9527, loss_cls: 0.7131, loss: 0.7131, grad_norm: 5.0980 2021-05-27 08:01:14,452 - mmaction - INFO - Epoch [10][3660/4294] lr: 4.375e-04, eta: 7:32:01, time: 1.130, data_time: 0.009, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9429, loss_cls: 0.7198, loss: 0.7198, grad_norm: 5.0737 2021-05-27 08:01:41,360 - mmaction - INFO - Epoch [10][3680/4294] lr: 4.375e-04, eta: 7:31:38, time: 1.343, data_time: 0.003, memory: 29668, top1_acc: 0.8286, top5_acc: 0.9571, loss_cls: 0.6638, loss: 0.6638, grad_norm: 4.6830 2021-05-27 08:02:02,106 - mmaction - INFO - Epoch [10][3700/4294] lr: 4.375e-04, eta: 7:31:12, time: 1.035, data_time: 0.009, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9464, loss_cls: 0.7494, loss: 0.7494, grad_norm: 5.1923 2021-05-27 08:02:29,173 - mmaction - INFO - Epoch [10][3720/4294] lr: 4.375e-04, eta: 7:30:48, time: 1.338, data_time: 0.009, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9464, loss_cls: 0.7082, loss: 0.7082, grad_norm: 4.9649 2021-05-27 08:02:50,386 - mmaction - INFO - Epoch [10][3740/4294] lr: 4.375e-04, eta: 7:30:22, time: 1.074, data_time: 0.022, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9375, loss_cls: 0.7367, loss: 0.7367, grad_norm: 4.8836 2021-05-27 08:03:15,231 - mmaction - INFO - Epoch [10][3760/4294] lr: 4.375e-04, eta: 7:29:58, time: 1.249, data_time: 0.009, memory: 29668, top1_acc: 0.7777, top5_acc: 0.9348, loss_cls: 0.8393, loss: 0.8393, grad_norm: 5.3990 2021-05-27 08:03:36,929 - mmaction - INFO - Epoch [10][3780/4294] lr: 4.375e-04, eta: 7:29:32, time: 1.083, data_time: 0.003, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9464, loss_cls: 0.7366, loss: 0.7366, grad_norm: 5.1590 2021-05-27 08:03:56,585 - mmaction - INFO - Epoch [10][3800/4294] lr: 4.375e-04, eta: 7:29:05, time: 0.984, data_time: 0.004, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9437, loss_cls: 0.7550, loss: 0.7550, grad_norm: 5.1096 2021-05-27 08:04:19,232 - mmaction - INFO - Epoch [10][3820/4294] lr: 4.375e-04, eta: 7:28:39, time: 1.133, data_time: 0.003, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9580, loss_cls: 0.6740, loss: 0.6740, grad_norm: 4.7505 2021-05-27 08:04:44,974 - mmaction - INFO - Epoch [10][3840/4294] lr: 4.375e-04, eta: 7:28:15, time: 1.285, data_time: 0.005, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9491, loss_cls: 0.7003, loss: 0.7003, grad_norm: 4.8949 2021-05-27 08:05:07,784 - mmaction - INFO - Epoch [10][3860/4294] lr: 4.375e-04, eta: 7:27:50, time: 1.142, data_time: 0.005, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9384, loss_cls: 0.7275, loss: 0.7275, grad_norm: 4.8798 2021-05-27 08:05:29,988 - mmaction - INFO - Epoch [10][3880/4294] lr: 4.375e-04, eta: 7:27:24, time: 1.110, data_time: 0.005, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9500, loss_cls: 0.7056, loss: 0.7056, grad_norm: 4.9414 2021-05-27 08:05:51,329 - mmaction - INFO - Epoch [10][3900/4294] lr: 4.375e-04, eta: 7:26:58, time: 1.062, data_time: 0.002, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9411, loss_cls: 0.7487, loss: 0.7487, grad_norm: 5.1102 2021-05-27 08:06:13,069 - mmaction - INFO - Epoch [10][3920/4294] lr: 4.375e-04, eta: 7:26:32, time: 1.092, data_time: 0.010, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9437, loss_cls: 0.7777, loss: 0.7777, grad_norm: 5.1515 2021-05-27 08:06:38,954 - mmaction - INFO - Epoch [10][3940/4294] lr: 4.375e-04, eta: 7:26:08, time: 1.290, data_time: 0.003, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9518, loss_cls: 0.6915, loss: 0.6915, grad_norm: 5.0006 2021-05-27 08:07:02,187 - mmaction - INFO - Epoch [10][3960/4294] lr: 4.375e-04, eta: 7:25:43, time: 1.164, data_time: 0.012, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9536, loss_cls: 0.7538, loss: 0.7538, grad_norm: 5.2426 2021-05-27 08:07:23,683 - mmaction - INFO - Epoch [10][3980/4294] lr: 4.375e-04, eta: 7:25:17, time: 1.073, data_time: 0.005, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9375, loss_cls: 0.7336, loss: 0.7336, grad_norm: 4.9774 2021-05-27 08:07:45,852 - mmaction - INFO - Epoch [10][4000/4294] lr: 4.375e-04, eta: 7:24:51, time: 1.114, data_time: 0.007, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9437, loss_cls: 0.6892, loss: 0.6892, grad_norm: 4.7210 2021-05-27 08:08:05,745 - mmaction - INFO - Epoch [10][4020/4294] lr: 4.375e-04, eta: 7:24:24, time: 0.994, data_time: 0.002, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9518, loss_cls: 0.7156, loss: 0.7156, grad_norm: 4.9142 2021-05-27 08:08:33,143 - mmaction - INFO - Epoch [10][4040/4294] lr: 4.375e-04, eta: 7:24:01, time: 1.365, data_time: 0.002, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9554, loss_cls: 0.6801, loss: 0.6801, grad_norm: 4.8654 2021-05-27 08:08:55,560 - mmaction - INFO - Epoch [10][4060/4294] lr: 4.375e-04, eta: 7:23:36, time: 1.122, data_time: 0.007, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9446, loss_cls: 0.7054, loss: 0.7054, grad_norm: 4.9347 2021-05-27 08:09:17,744 - mmaction - INFO - Epoch [10][4080/4294] lr: 4.375e-04, eta: 7:23:10, time: 1.111, data_time: 0.009, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9491, loss_cls: 0.7209, loss: 0.7209, grad_norm: 5.0250 2021-05-27 08:09:42,014 - mmaction - INFO - Epoch [10][4100/4294] lr: 4.375e-04, eta: 7:22:45, time: 1.213, data_time: 0.005, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9545, loss_cls: 0.7263, loss: 0.7263, grad_norm: 5.0193 2021-05-27 08:10:04,016 - mmaction - INFO - Epoch [10][4120/4294] lr: 4.375e-04, eta: 7:22:19, time: 1.103, data_time: 0.005, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9554, loss_cls: 0.6893, loss: 0.6893, grad_norm: 4.9223 2021-05-27 08:10:27,678 - mmaction - INFO - Epoch [10][4140/4294] lr: 4.375e-04, eta: 7:21:54, time: 1.179, data_time: 0.002, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9625, loss_cls: 0.6154, loss: 0.6154, grad_norm: 4.6342 2021-05-27 08:10:49,523 - mmaction - INFO - Epoch [10][4160/4294] lr: 4.375e-04, eta: 7:21:29, time: 1.096, data_time: 0.007, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9464, loss_cls: 0.7444, loss: 0.7444, grad_norm: 5.1870 2021-05-27 08:11:09,318 - mmaction - INFO - Epoch [10][4180/4294] lr: 4.375e-04, eta: 7:21:02, time: 0.989, data_time: 0.004, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9375, loss_cls: 0.7403, loss: 0.7403, grad_norm: 4.9186 2021-05-27 08:11:31,322 - mmaction - INFO - Epoch [10][4200/4294] lr: 4.375e-04, eta: 7:20:36, time: 1.098, data_time: 0.003, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9518, loss_cls: 0.6749, loss: 0.6749, grad_norm: 4.7024 2021-05-27 08:11:55,013 - mmaction - INFO - Epoch [10][4220/4294] lr: 4.375e-04, eta: 7:20:11, time: 1.185, data_time: 0.007, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9500, loss_cls: 0.7100, loss: 0.7100, grad_norm: 4.9671 2021-05-27 08:12:16,286 - mmaction - INFO - Epoch [10][4240/4294] lr: 4.375e-04, eta: 7:19:45, time: 1.064, data_time: 0.006, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9482, loss_cls: 0.6970, loss: 0.6970, grad_norm: 4.8421 2021-05-27 08:12:38,140 - mmaction - INFO - Epoch [10][4260/4294] lr: 4.375e-04, eta: 7:19:19, time: 1.091, data_time: 0.005, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9554, loss_cls: 0.6861, loss: 0.6861, grad_norm: 5.0876 2021-05-27 08:13:05,035 - mmaction - INFO - Epoch [10][4280/4294] lr: 4.375e-04, eta: 7:18:56, time: 1.345, data_time: 0.008, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9375, loss_cls: 0.6990, loss: 0.6990, grad_norm: 4.8986 2021-05-27 08:13:31,792 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-05-27 08:22:17,794 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 08:22:18,771 - mmaction - INFO - top1_acc 0.7581 top5_acc 0.9242 2021-05-27 08:22:18,771 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 08:22:18,858 - mmaction - INFO - mean_acc 0.7580 2021-05-27 08:22:20,552 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2021-05-27 08:22:20,553 - mmaction - INFO - Best top1_acc is 0.7581 at 10 epoch. 2021-05-27 08:22:20,562 - mmaction - INFO - Epoch(val) [10][4294] top1_acc: 0.7581, top5_acc: 0.9242, mean_class_accuracy: 0.7580 2021-05-27 08:27:45,218 - mmaction - INFO - Epoch [11][20/4294] lr: 4.375e-05, eta: 7:20:35, time: 16.226, data_time: 15.021, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9491, loss_cls: 0.7116, loss: 0.7116, grad_norm: 5.0239 2021-05-27 08:28:08,310 - mmaction - INFO - Epoch [11][40/4294] lr: 4.375e-05, eta: 7:20:10, time: 1.155, data_time: 0.008, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9429, loss_cls: 0.7363, loss: 0.7363, grad_norm: 4.9785 2021-05-27 08:28:32,426 - mmaction - INFO - Epoch [11][60/4294] lr: 4.375e-05, eta: 7:19:45, time: 1.205, data_time: 0.006, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9527, loss_cls: 0.6495, loss: 0.6495, grad_norm: 4.7404 2021-05-27 08:28:55,688 - mmaction - INFO - Epoch [11][80/4294] lr: 4.375e-05, eta: 7:19:19, time: 1.159, data_time: 0.008, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9446, loss_cls: 0.7934, loss: 0.7934, grad_norm: 5.3579 2021-05-27 08:29:18,395 - mmaction - INFO - Epoch [11][100/4294] lr: 4.375e-05, eta: 7:18:54, time: 1.143, data_time: 0.010, memory: 29668, top1_acc: 0.8321, top5_acc: 0.9536, loss_cls: 0.6702, loss: 0.6702, grad_norm: 4.7785 2021-05-27 08:29:40,540 - mmaction - INFO - Epoch [11][120/4294] lr: 4.375e-05, eta: 7:18:28, time: 1.106, data_time: 0.003, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9393, loss_cls: 0.7523, loss: 0.7523, grad_norm: 5.0480 2021-05-27 08:30:01,243 - mmaction - INFO - Epoch [11][140/4294] lr: 4.375e-05, eta: 7:18:01, time: 1.028, data_time: 0.006, memory: 29668, top1_acc: 0.8339, top5_acc: 0.9580, loss_cls: 0.6421, loss: 0.6421, grad_norm: 4.8199 2021-05-27 08:30:24,616 - mmaction - INFO - Epoch [11][160/4294] lr: 4.375e-05, eta: 7:17:36, time: 1.176, data_time: 0.013, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9348, loss_cls: 0.7971, loss: 0.7971, grad_norm: 5.2177 2021-05-27 08:30:44,728 - mmaction - INFO - Epoch [11][180/4294] lr: 4.375e-05, eta: 7:17:09, time: 0.985, data_time: 0.005, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9589, loss_cls: 0.6359, loss: 0.6359, grad_norm: 4.7843 2021-05-27 08:31:07,976 - mmaction - INFO - Epoch [11][200/4294] lr: 4.375e-05, eta: 7:16:44, time: 1.184, data_time: 0.026, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9321, loss_cls: 0.7574, loss: 0.7574, grad_norm: 5.0592 2021-05-27 08:31:31,355 - mmaction - INFO - Epoch [11][220/4294] lr: 4.375e-05, eta: 7:16:19, time: 1.166, data_time: 0.004, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9446, loss_cls: 0.7187, loss: 0.7187, grad_norm: 5.0295 2021-05-27 08:31:52,945 - mmaction - INFO - Epoch [11][240/4294] lr: 4.375e-05, eta: 7:15:52, time: 1.082, data_time: 0.007, memory: 29668, top1_acc: 0.7830, top5_acc: 0.9330, loss_cls: 0.8201, loss: 0.8201, grad_norm: 5.3659 2021-05-27 08:32:13,202 - mmaction - INFO - Epoch [11][260/4294] lr: 4.375e-05, eta: 7:15:26, time: 1.013, data_time: 0.006, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9482, loss_cls: 0.7106, loss: 0.7106, grad_norm: 4.9244 2021-05-27 08:32:33,347 - mmaction - INFO - Epoch [11][280/4294] lr: 4.375e-05, eta: 7:14:59, time: 1.007, data_time: 0.005, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9375, loss_cls: 0.7863, loss: 0.7863, grad_norm: 5.1968 2021-05-27 08:32:55,372 - mmaction - INFO - Epoch [11][300/4294] lr: 4.375e-05, eta: 7:14:33, time: 1.101, data_time: 0.017, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9446, loss_cls: 0.6779, loss: 0.6779, grad_norm: 4.8883 2021-05-27 08:33:16,114 - mmaction - INFO - Epoch [11][320/4294] lr: 4.375e-05, eta: 7:14:06, time: 1.039, data_time: 0.005, memory: 29668, top1_acc: 0.8339, top5_acc: 0.9563, loss_cls: 0.5918, loss: 0.5918, grad_norm: 4.3967 2021-05-27 08:33:38,375 - mmaction - INFO - Epoch [11][340/4294] lr: 4.375e-05, eta: 7:13:41, time: 1.111, data_time: 0.003, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9464, loss_cls: 0.6954, loss: 0.6954, grad_norm: 4.9171 2021-05-27 08:33:57,995 - mmaction - INFO - Epoch [11][360/4294] lr: 4.375e-05, eta: 7:13:14, time: 0.984, data_time: 0.006, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9545, loss_cls: 0.6607, loss: 0.6607, grad_norm: 4.9683 2021-05-27 08:34:19,844 - mmaction - INFO - Epoch [11][380/4294] lr: 4.375e-05, eta: 7:12:47, time: 1.082, data_time: 0.004, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9473, loss_cls: 0.7186, loss: 0.7186, grad_norm: 5.2434 2021-05-27 08:34:40,596 - mmaction - INFO - Epoch [11][400/4294] lr: 4.375e-05, eta: 7:12:21, time: 1.048, data_time: 0.014, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9339, loss_cls: 0.8022, loss: 0.8022, grad_norm: 4.9665 2021-05-27 08:35:04,145 - mmaction - INFO - Epoch [11][420/4294] lr: 4.375e-05, eta: 7:11:56, time: 1.174, data_time: 0.004, memory: 29668, top1_acc: 0.8286, top5_acc: 0.9589, loss_cls: 0.6459, loss: 0.6459, grad_norm: 4.6365 2021-05-27 08:35:24,201 - mmaction - INFO - Epoch [11][440/4294] lr: 4.375e-05, eta: 7:11:29, time: 1.006, data_time: 0.006, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9643, loss_cls: 0.6696, loss: 0.6696, grad_norm: 5.0097 2021-05-27 08:35:45,826 - mmaction - INFO - Epoch [11][460/4294] lr: 4.375e-05, eta: 7:11:03, time: 1.081, data_time: 0.004, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9527, loss_cls: 0.6607, loss: 0.6607, grad_norm: 4.8104 2021-05-27 08:36:09,736 - mmaction - INFO - Epoch [11][480/4294] lr: 4.375e-05, eta: 7:10:38, time: 1.193, data_time: 0.003, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9509, loss_cls: 0.7045, loss: 0.7045, grad_norm: 4.8672 2021-05-27 08:36:30,688 - mmaction - INFO - Epoch [11][500/4294] lr: 4.375e-05, eta: 7:10:12, time: 1.051, data_time: 0.008, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9411, loss_cls: 0.7685, loss: 0.7685, grad_norm: 5.2085 2021-05-27 08:36:56,317 - mmaction - INFO - Epoch [11][520/4294] lr: 4.375e-05, eta: 7:09:48, time: 1.280, data_time: 0.006, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9437, loss_cls: 0.7503, loss: 0.7503, grad_norm: 5.0096 2021-05-27 08:37:16,587 - mmaction - INFO - Epoch [11][540/4294] lr: 4.375e-05, eta: 7:09:21, time: 1.015, data_time: 0.004, memory: 29668, top1_acc: 0.8268, top5_acc: 0.9607, loss_cls: 0.6594, loss: 0.6594, grad_norm: 4.9397 2021-05-27 08:37:42,004 - mmaction - INFO - Epoch [11][560/4294] lr: 4.375e-05, eta: 7:08:57, time: 1.271, data_time: 0.003, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9545, loss_cls: 0.6887, loss: 0.6887, grad_norm: 5.1250 2021-05-27 08:38:06,938 - mmaction - INFO - Epoch [11][580/4294] lr: 4.375e-05, eta: 7:08:32, time: 1.247, data_time: 0.002, memory: 29668, top1_acc: 0.8348, top5_acc: 0.9518, loss_cls: 0.6381, loss: 0.6381, grad_norm: 4.6924 2021-05-27 08:38:27,956 - mmaction - INFO - Epoch [11][600/4294] lr: 4.375e-05, eta: 7:08:06, time: 1.046, data_time: 0.002, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9571, loss_cls: 0.6862, loss: 0.6862, grad_norm: 4.8912 2021-05-27 08:38:50,152 - mmaction - INFO - Epoch [11][620/4294] lr: 4.375e-05, eta: 7:07:40, time: 1.110, data_time: 0.008, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9455, loss_cls: 0.7291, loss: 0.7291, grad_norm: 5.0639 2021-05-27 08:39:12,435 - mmaction - INFO - Epoch [11][640/4294] lr: 4.375e-05, eta: 7:07:14, time: 1.116, data_time: 0.006, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9598, loss_cls: 0.6449, loss: 0.6449, grad_norm: 4.7688 2021-05-27 08:39:36,915 - mmaction - INFO - Epoch [11][660/4294] lr: 4.375e-05, eta: 7:06:50, time: 1.219, data_time: 0.005, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9402, loss_cls: 0.7440, loss: 0.7440, grad_norm: 5.0103 2021-05-27 08:40:06,791 - mmaction - INFO - Epoch [11][680/4294] lr: 4.375e-05, eta: 7:06:27, time: 1.494, data_time: 0.013, memory: 29668, top1_acc: 0.8330, top5_acc: 0.9580, loss_cls: 0.6392, loss: 0.6392, grad_norm: 4.7301 2021-05-27 08:40:32,706 - mmaction - INFO - Epoch [11][700/4294] lr: 4.375e-05, eta: 7:06:03, time: 1.288, data_time: 0.012, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9589, loss_cls: 0.6533, loss: 0.6533, grad_norm: 4.7874 2021-05-27 08:40:58,990 - mmaction - INFO - Epoch [11][720/4294] lr: 4.375e-05, eta: 7:05:40, time: 1.326, data_time: 0.019, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9420, loss_cls: 0.7386, loss: 0.7386, grad_norm: 5.0983 2021-05-27 08:41:20,803 - mmaction - INFO - Epoch [11][740/4294] lr: 4.375e-05, eta: 7:05:14, time: 1.078, data_time: 0.006, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9473, loss_cls: 0.7143, loss: 0.7143, grad_norm: 4.8531 2021-05-27 08:41:52,224 - mmaction - INFO - Epoch [11][760/4294] lr: 4.375e-05, eta: 7:04:52, time: 1.584, data_time: 0.019, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9545, loss_cls: 0.6935, loss: 0.6935, grad_norm: 5.1172 2021-05-27 08:42:15,792 - mmaction - INFO - Epoch [11][780/4294] lr: 4.375e-05, eta: 7:04:27, time: 1.181, data_time: 0.007, memory: 29668, top1_acc: 0.8268, top5_acc: 0.9482, loss_cls: 0.6697, loss: 0.6697, grad_norm: 4.7971 2021-05-27 08:42:44,271 - mmaction - INFO - Epoch [11][800/4294] lr: 4.375e-05, eta: 7:04:04, time: 1.417, data_time: 0.005, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9527, loss_cls: 0.6813, loss: 0.6813, grad_norm: 4.8176 2021-05-27 08:43:06,008 - mmaction - INFO - Epoch [11][820/4294] lr: 4.375e-05, eta: 7:03:38, time: 1.093, data_time: 0.018, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9491, loss_cls: 0.6903, loss: 0.6903, grad_norm: 5.1456 2021-05-27 08:43:27,161 - mmaction - INFO - Epoch [11][840/4294] lr: 4.375e-05, eta: 7:03:12, time: 1.059, data_time: 0.007, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9518, loss_cls: 0.6417, loss: 0.6417, grad_norm: 4.7653 2021-05-27 08:43:50,461 - mmaction - INFO - Epoch [11][860/4294] lr: 4.375e-05, eta: 7:02:47, time: 1.158, data_time: 0.004, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9482, loss_cls: 0.7112, loss: 0.7112, grad_norm: 4.7487 2021-05-27 08:44:13,350 - mmaction - INFO - Epoch [11][880/4294] lr: 4.375e-05, eta: 7:02:22, time: 1.152, data_time: 0.010, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9429, loss_cls: 0.7250, loss: 0.7250, grad_norm: 4.9760 2021-05-27 08:44:38,563 - mmaction - INFO - Epoch [11][900/4294] lr: 4.375e-05, eta: 7:01:57, time: 1.251, data_time: 0.003, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9607, loss_cls: 0.7208, loss: 0.7208, grad_norm: 5.3336 2021-05-27 08:45:01,550 - mmaction - INFO - Epoch [11][920/4294] lr: 4.375e-05, eta: 7:01:32, time: 1.157, data_time: 0.014, memory: 29668, top1_acc: 0.8295, top5_acc: 0.9509, loss_cls: 0.6633, loss: 0.6633, grad_norm: 4.6361 2021-05-27 08:45:20,911 - mmaction - INFO - Epoch [11][940/4294] lr: 4.375e-05, eta: 7:01:05, time: 0.969, data_time: 0.004, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9518, loss_cls: 0.6825, loss: 0.6825, grad_norm: 4.8150 2021-05-27 08:45:43,708 - mmaction - INFO - Epoch [11][960/4294] lr: 4.375e-05, eta: 7:00:39, time: 1.141, data_time: 0.003, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9625, loss_cls: 0.6408, loss: 0.6408, grad_norm: 4.8067 2021-05-27 08:46:05,148 - mmaction - INFO - Epoch [11][980/4294] lr: 4.375e-05, eta: 7:00:13, time: 1.059, data_time: 0.004, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9473, loss_cls: 0.7302, loss: 0.7302, grad_norm: 4.7778 2021-05-27 08:46:31,803 - mmaction - INFO - Epoch [11][1000/4294] lr: 4.375e-05, eta: 6:59:49, time: 1.339, data_time: 0.016, memory: 29668, top1_acc: 0.8313, top5_acc: 0.9491, loss_cls: 0.6558, loss: 0.6558, grad_norm: 4.9810 2021-05-27 08:46:57,884 - mmaction - INFO - Epoch [11][1020/4294] lr: 4.375e-05, eta: 6:59:26, time: 1.307, data_time: 0.012, memory: 29668, top1_acc: 0.8438, top5_acc: 0.9598, loss_cls: 0.6028, loss: 0.6028, grad_norm: 4.6090 2021-05-27 08:47:19,371 - mmaction - INFO - Epoch [11][1040/4294] lr: 4.375e-05, eta: 6:59:00, time: 1.077, data_time: 0.007, memory: 29668, top1_acc: 0.8268, top5_acc: 0.9536, loss_cls: 0.6235, loss: 0.6235, grad_norm: 4.6864 2021-05-27 08:47:44,768 - mmaction - INFO - Epoch [11][1060/4294] lr: 4.375e-05, eta: 6:58:35, time: 1.263, data_time: 0.002, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9652, loss_cls: 0.6168, loss: 0.6168, grad_norm: 4.7558 2021-05-27 08:48:08,680 - mmaction - INFO - Epoch [11][1080/4294] lr: 4.375e-05, eta: 6:58:10, time: 1.187, data_time: 0.010, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9348, loss_cls: 0.7642, loss: 0.7642, grad_norm: 5.0959 2021-05-27 08:48:34,675 - mmaction - INFO - Epoch [11][1100/4294] lr: 4.375e-05, eta: 6:57:46, time: 1.309, data_time: 0.026, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9473, loss_cls: 0.7857, loss: 0.7857, grad_norm: 5.2642 2021-05-27 08:48:55,750 - mmaction - INFO - Epoch [11][1120/4294] lr: 4.375e-05, eta: 6:57:20, time: 1.056, data_time: 0.012, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9491, loss_cls: 0.6560, loss: 0.6560, grad_norm: 4.7706 2021-05-27 08:49:18,857 - mmaction - INFO - Epoch [11][1140/4294] lr: 4.375e-05, eta: 6:56:55, time: 1.156, data_time: 0.007, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9518, loss_cls: 0.6786, loss: 0.6786, grad_norm: 4.6814 2021-05-27 08:49:41,503 - mmaction - INFO - Epoch [11][1160/4294] lr: 4.375e-05, eta: 6:56:29, time: 1.132, data_time: 0.010, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9393, loss_cls: 0.7187, loss: 0.7187, grad_norm: 5.1129 2021-05-27 08:50:01,087 - mmaction - INFO - Epoch [11][1180/4294] lr: 4.375e-05, eta: 6:56:02, time: 0.983, data_time: 0.006, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9446, loss_cls: 0.7525, loss: 0.7525, grad_norm: 4.8965 2021-05-27 08:50:26,823 - mmaction - INFO - Epoch [11][1200/4294] lr: 4.375e-05, eta: 6:55:38, time: 1.285, data_time: 0.003, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9491, loss_cls: 0.7111, loss: 0.7111, grad_norm: 4.9772 2021-05-27 08:50:51,606 - mmaction - INFO - Epoch [11][1220/4294] lr: 4.375e-05, eta: 6:55:14, time: 1.233, data_time: 0.005, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9536, loss_cls: 0.6564, loss: 0.6564, grad_norm: 4.8126 2021-05-27 08:51:12,169 - mmaction - INFO - Epoch [11][1240/4294] lr: 4.375e-05, eta: 6:54:47, time: 1.035, data_time: 0.010, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9482, loss_cls: 0.6943, loss: 0.6943, grad_norm: 5.0032 2021-05-27 08:51:37,819 - mmaction - INFO - Epoch [11][1260/4294] lr: 4.375e-05, eta: 6:54:23, time: 1.278, data_time: 0.003, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9491, loss_cls: 0.7409, loss: 0.7409, grad_norm: 5.1260 2021-05-27 08:51:59,800 - mmaction - INFO - Epoch [11][1280/4294] lr: 4.375e-05, eta: 6:53:57, time: 1.104, data_time: 0.006, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9500, loss_cls: 0.7483, loss: 0.7483, grad_norm: 5.1032 2021-05-27 08:52:24,793 - mmaction - INFO - Epoch [11][1300/4294] lr: 4.375e-05, eta: 6:53:33, time: 1.250, data_time: 0.002, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9554, loss_cls: 0.6760, loss: 0.6760, grad_norm: 4.9066 2021-05-27 08:52:45,798 - mmaction - INFO - Epoch [11][1320/4294] lr: 4.375e-05, eta: 6:53:07, time: 1.046, data_time: 0.004, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9563, loss_cls: 0.6804, loss: 0.6804, grad_norm: 4.9099 2021-05-27 08:53:12,851 - mmaction - INFO - Epoch [11][1340/4294] lr: 4.375e-05, eta: 6:52:43, time: 1.355, data_time: 0.008, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9500, loss_cls: 0.7342, loss: 0.7342, grad_norm: 5.1512 2021-05-27 08:53:35,055 - mmaction - INFO - Epoch [11][1360/4294] lr: 4.375e-05, eta: 6:52:17, time: 1.094, data_time: 0.006, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9527, loss_cls: 0.6731, loss: 0.6731, grad_norm: 4.8320 2021-05-27 08:53:58,563 - mmaction - INFO - Epoch [11][1380/4294] lr: 4.375e-05, eta: 6:51:52, time: 1.190, data_time: 0.033, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9545, loss_cls: 0.6407, loss: 0.6407, grad_norm: 4.8719 2021-05-27 08:54:19,102 - mmaction - INFO - Epoch [11][1400/4294] lr: 4.375e-05, eta: 6:51:26, time: 1.030, data_time: 0.007, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9330, loss_cls: 0.7861, loss: 0.7861, grad_norm: 5.0862 2021-05-27 08:54:45,022 - mmaction - INFO - Epoch [11][1420/4294] lr: 4.375e-05, eta: 6:51:02, time: 1.286, data_time: 0.004, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9571, loss_cls: 0.7195, loss: 0.7195, grad_norm: 5.0004 2021-05-27 08:55:07,968 - mmaction - INFO - Epoch [11][1440/4294] lr: 4.375e-05, eta: 6:50:37, time: 1.159, data_time: 0.014, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9375, loss_cls: 0.7984, loss: 0.7984, grad_norm: 5.0899 2021-05-27 08:55:32,322 - mmaction - INFO - Epoch [11][1460/4294] lr: 4.375e-05, eta: 6:50:12, time: 1.213, data_time: 0.002, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9580, loss_cls: 0.6584, loss: 0.6584, grad_norm: 4.8252 2021-05-27 08:55:56,066 - mmaction - INFO - Epoch [11][1480/4294] lr: 4.375e-05, eta: 6:49:47, time: 1.186, data_time: 0.009, memory: 29668, top1_acc: 0.8286, top5_acc: 0.9571, loss_cls: 0.6470, loss: 0.6470, grad_norm: 4.7071 2021-05-27 08:56:15,700 - mmaction - INFO - Epoch [11][1500/4294] lr: 4.375e-05, eta: 6:49:20, time: 0.988, data_time: 0.010, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9429, loss_cls: 0.7029, loss: 0.7029, grad_norm: 4.7914 2021-05-27 08:56:35,559 - mmaction - INFO - Epoch [11][1520/4294] lr: 4.375e-05, eta: 6:48:53, time: 0.991, data_time: 0.002, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9509, loss_cls: 0.6995, loss: 0.6995, grad_norm: 4.8977 2021-05-27 08:57:02,623 - mmaction - INFO - Epoch [11][1540/4294] lr: 4.375e-05, eta: 6:48:30, time: 1.353, data_time: 0.004, memory: 29668, top1_acc: 0.8313, top5_acc: 0.9563, loss_cls: 0.6250, loss: 0.6250, grad_norm: 4.6473 2021-05-27 08:57:24,076 - mmaction - INFO - Epoch [11][1560/4294] lr: 4.375e-05, eta: 6:48:04, time: 1.071, data_time: 0.004, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9518, loss_cls: 0.6797, loss: 0.6797, grad_norm: 4.8377 2021-05-27 08:57:45,844 - mmaction - INFO - Epoch [11][1580/4294] lr: 4.375e-05, eta: 6:47:38, time: 1.091, data_time: 0.005, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9473, loss_cls: 0.7269, loss: 0.7269, grad_norm: 4.9511 2021-05-27 08:58:10,905 - mmaction - INFO - Epoch [11][1600/4294] lr: 4.375e-05, eta: 6:47:14, time: 1.253, data_time: 0.003, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9446, loss_cls: 0.7266, loss: 0.7266, grad_norm: 5.0252 2021-05-27 08:58:31,824 - mmaction - INFO - Epoch [11][1620/4294] lr: 4.375e-05, eta: 6:46:47, time: 1.046, data_time: 0.003, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9366, loss_cls: 0.7784, loss: 0.7784, grad_norm: 5.0908 2021-05-27 08:58:52,594 - mmaction - INFO - Epoch [11][1640/4294] lr: 4.375e-05, eta: 6:46:21, time: 1.036, data_time: 0.004, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9527, loss_cls: 0.6770, loss: 0.6770, grad_norm: 4.9101 2021-05-27 08:59:15,553 - mmaction - INFO - Epoch [11][1660/4294] lr: 4.375e-05, eta: 6:45:56, time: 1.150, data_time: 0.006, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9500, loss_cls: 0.7180, loss: 0.7180, grad_norm: 5.0870 2021-05-27 08:59:38,645 - mmaction - INFO - Epoch [11][1680/4294] lr: 4.375e-05, eta: 6:45:31, time: 1.151, data_time: 0.004, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9491, loss_cls: 0.7143, loss: 0.7143, grad_norm: 4.9075 2021-05-27 08:59:59,275 - mmaction - INFO - Epoch [11][1700/4294] lr: 4.375e-05, eta: 6:45:04, time: 1.027, data_time: 0.008, memory: 29668, top1_acc: 0.8295, top5_acc: 0.9554, loss_cls: 0.6458, loss: 0.6458, grad_norm: 4.7131 2021-05-27 09:00:22,226 - mmaction - INFO - Epoch [11][1720/4294] lr: 4.375e-05, eta: 6:44:39, time: 1.154, data_time: 0.012, memory: 29668, top1_acc: 0.8402, top5_acc: 0.9580, loss_cls: 0.6265, loss: 0.6265, grad_norm: 4.6871 2021-05-27 09:00:46,869 - mmaction - INFO - Epoch [11][1740/4294] lr: 4.375e-05, eta: 6:44:14, time: 1.232, data_time: 0.008, memory: 29668, top1_acc: 0.8313, top5_acc: 0.9455, loss_cls: 0.6705, loss: 0.6705, grad_norm: 4.8024 2021-05-27 09:01:14,643 - mmaction - INFO - Epoch [11][1760/4294] lr: 4.375e-05, eta: 6:43:51, time: 1.386, data_time: 0.008, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9375, loss_cls: 0.7598, loss: 0.7598, grad_norm: 5.0400 2021-05-27 09:01:35,380 - mmaction - INFO - Epoch [11][1780/4294] lr: 4.375e-05, eta: 6:43:25, time: 1.043, data_time: 0.009, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9509, loss_cls: 0.6838, loss: 0.6838, grad_norm: 5.0364 2021-05-27 09:01:57,494 - mmaction - INFO - Epoch [11][1800/4294] lr: 4.375e-05, eta: 6:42:59, time: 1.107, data_time: 0.003, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9518, loss_cls: 0.7036, loss: 0.7036, grad_norm: 4.9701 2021-05-27 09:02:23,519 - mmaction - INFO - Epoch [11][1820/4294] lr: 4.375e-05, eta: 6:42:35, time: 1.292, data_time: 0.001, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9429, loss_cls: 0.7231, loss: 0.7231, grad_norm: 4.9182 2021-05-27 09:02:43,631 - mmaction - INFO - Epoch [11][1840/4294] lr: 4.375e-05, eta: 6:42:09, time: 1.013, data_time: 0.015, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9509, loss_cls: 0.6972, loss: 0.6972, grad_norm: 4.9285 2021-05-27 09:03:03,602 - mmaction - INFO - Epoch [11][1860/4294] lr: 4.375e-05, eta: 6:41:42, time: 0.997, data_time: 0.003, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9527, loss_cls: 0.6724, loss: 0.6724, grad_norm: 5.0418 2021-05-27 09:03:23,325 - mmaction - INFO - Epoch [11][1880/4294] lr: 4.375e-05, eta: 6:41:15, time: 0.989, data_time: 0.006, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9509, loss_cls: 0.6904, loss: 0.6904, grad_norm: 4.9638 2021-05-27 09:03:45,694 - mmaction - INFO - Epoch [11][1900/4294] lr: 4.375e-05, eta: 6:40:50, time: 1.118, data_time: 0.002, memory: 29668, top1_acc: 0.8313, top5_acc: 0.9554, loss_cls: 0.6477, loss: 0.6477, grad_norm: 4.8167 2021-05-27 09:04:14,755 - mmaction - INFO - Epoch [11][1920/4294] lr: 4.375e-05, eta: 6:40:27, time: 1.450, data_time: 0.003, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9545, loss_cls: 0.6948, loss: 0.6948, grad_norm: 4.9479 2021-05-27 09:04:35,968 - mmaction - INFO - Epoch [11][1940/4294] lr: 4.375e-05, eta: 6:40:01, time: 1.064, data_time: 0.006, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9482, loss_cls: 0.7346, loss: 0.7346, grad_norm: 4.9832 2021-05-27 09:05:01,480 - mmaction - INFO - Epoch [11][1960/4294] lr: 4.375e-05, eta: 6:39:37, time: 1.275, data_time: 0.002, memory: 29668, top1_acc: 0.8313, top5_acc: 0.9446, loss_cls: 0.6520, loss: 0.6520, grad_norm: 4.8864 2021-05-27 09:05:22,038 - mmaction - INFO - Epoch [11][1980/4294] lr: 4.375e-05, eta: 6:39:11, time: 1.028, data_time: 0.002, memory: 29668, top1_acc: 0.8268, top5_acc: 0.9473, loss_cls: 0.6906, loss: 0.6906, grad_norm: 4.7713 2021-05-27 09:05:48,990 - mmaction - INFO - Epoch [11][2000/4294] lr: 4.375e-05, eta: 6:38:47, time: 1.344, data_time: 0.003, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9518, loss_cls: 0.6892, loss: 0.6892, grad_norm: 4.9108 2021-05-27 09:06:17,433 - mmaction - INFO - Epoch [11][2020/4294] lr: 4.375e-05, eta: 6:38:24, time: 1.421, data_time: 0.006, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9411, loss_cls: 0.7228, loss: 0.7228, grad_norm: 4.9873 2021-05-27 09:06:37,080 - mmaction - INFO - Epoch [11][2040/4294] lr: 4.375e-05, eta: 6:37:58, time: 0.987, data_time: 0.008, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9500, loss_cls: 0.6669, loss: 0.6669, grad_norm: 5.0279 2021-05-27 09:06:57,004 - mmaction - INFO - Epoch [11][2060/4294] lr: 4.375e-05, eta: 6:37:31, time: 0.996, data_time: 0.002, memory: 29668, top1_acc: 0.8313, top5_acc: 0.9563, loss_cls: 0.6259, loss: 0.6259, grad_norm: 4.6787 2021-05-27 09:07:22,321 - mmaction - INFO - Epoch [11][2080/4294] lr: 4.375e-05, eta: 6:37:07, time: 1.258, data_time: 0.004, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9518, loss_cls: 0.6541, loss: 0.6541, grad_norm: 4.9669 2021-05-27 09:07:49,368 - mmaction - INFO - Epoch [11][2100/4294] lr: 4.375e-05, eta: 6:36:43, time: 1.358, data_time: 0.012, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9420, loss_cls: 0.7432, loss: 0.7432, grad_norm: 5.1513 2021-05-27 09:08:14,588 - mmaction - INFO - Epoch [11][2120/4294] lr: 4.375e-05, eta: 6:36:19, time: 1.261, data_time: 0.005, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9473, loss_cls: 0.7086, loss: 0.7086, grad_norm: 5.0187 2021-05-27 09:08:36,227 - mmaction - INFO - Epoch [11][2140/4294] lr: 4.375e-05, eta: 6:35:53, time: 1.081, data_time: 0.005, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9357, loss_cls: 0.7659, loss: 0.7659, grad_norm: 5.0208 2021-05-27 09:08:55,968 - mmaction - INFO - Epoch [11][2160/4294] lr: 4.375e-05, eta: 6:35:26, time: 0.990, data_time: 0.006, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9437, loss_cls: 0.7220, loss: 0.7220, grad_norm: 5.0781 2021-05-27 09:09:17,211 - mmaction - INFO - Epoch [11][2180/4294] lr: 4.375e-05, eta: 6:35:00, time: 1.059, data_time: 0.002, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9482, loss_cls: 0.7393, loss: 0.7393, grad_norm: 5.0359 2021-05-27 09:09:37,448 - mmaction - INFO - Epoch [11][2200/4294] lr: 4.375e-05, eta: 6:34:34, time: 1.015, data_time: 0.006, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9518, loss_cls: 0.6816, loss: 0.6816, grad_norm: 4.9364 2021-05-27 09:09:57,114 - mmaction - INFO - Epoch [11][2220/4294] lr: 4.375e-05, eta: 6:34:07, time: 0.984, data_time: 0.002, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9518, loss_cls: 0.7018, loss: 0.7018, grad_norm: 4.8897 2021-05-27 09:10:18,200 - mmaction - INFO - Epoch [11][2240/4294] lr: 4.375e-05, eta: 6:33:41, time: 1.052, data_time: 0.008, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9500, loss_cls: 0.6994, loss: 0.6994, grad_norm: 4.6841 2021-05-27 09:10:41,570 - mmaction - INFO - Epoch [11][2260/4294] lr: 4.375e-05, eta: 6:33:16, time: 1.169, data_time: 0.004, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9500, loss_cls: 0.6971, loss: 0.6971, grad_norm: 4.8730 2021-05-27 09:11:09,978 - mmaction - INFO - Epoch [11][2280/4294] lr: 4.375e-05, eta: 6:32:53, time: 1.416, data_time: 0.006, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9437, loss_cls: 0.6916, loss: 0.6916, grad_norm: 4.9720 2021-05-27 09:11:33,725 - mmaction - INFO - Epoch [11][2300/4294] lr: 4.375e-05, eta: 6:32:28, time: 1.188, data_time: 0.009, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9429, loss_cls: 0.7001, loss: 0.7001, grad_norm: 4.8709 2021-05-27 09:11:59,096 - mmaction - INFO - Epoch [11][2320/4294] lr: 4.375e-05, eta: 6:32:04, time: 1.270, data_time: 0.007, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9580, loss_cls: 0.6902, loss: 0.6902, grad_norm: 4.9831 2021-05-27 09:12:23,497 - mmaction - INFO - Epoch [11][2340/4294] lr: 4.375e-05, eta: 6:31:39, time: 1.217, data_time: 0.005, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9500, loss_cls: 0.7366, loss: 0.7366, grad_norm: 4.9238 2021-05-27 09:12:45,043 - mmaction - INFO - Epoch [11][2360/4294] lr: 4.375e-05, eta: 6:31:14, time: 1.078, data_time: 0.012, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9580, loss_cls: 0.6526, loss: 0.6526, grad_norm: 4.8042 2021-05-27 09:13:08,251 - mmaction - INFO - Epoch [11][2380/4294] lr: 4.375e-05, eta: 6:30:48, time: 1.167, data_time: 0.010, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9527, loss_cls: 0.6710, loss: 0.6710, grad_norm: 4.9365 2021-05-27 09:13:30,297 - mmaction - INFO - Epoch [11][2400/4294] lr: 4.375e-05, eta: 6:30:23, time: 1.102, data_time: 0.002, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9437, loss_cls: 0.6952, loss: 0.6952, grad_norm: 4.9105 2021-05-27 09:13:59,559 - mmaction - INFO - Epoch [11][2420/4294] lr: 4.375e-05, eta: 6:30:00, time: 1.461, data_time: 0.003, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9429, loss_cls: 0.6844, loss: 0.6844, grad_norm: 5.0427 2021-05-27 09:14:21,142 - mmaction - INFO - Epoch [11][2440/4294] lr: 4.375e-05, eta: 6:29:34, time: 1.081, data_time: 0.006, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9518, loss_cls: 0.6693, loss: 0.6693, grad_norm: 4.9531 2021-05-27 09:14:43,430 - mmaction - INFO - Epoch [11][2460/4294] lr: 4.375e-05, eta: 6:29:09, time: 1.113, data_time: 0.003, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9580, loss_cls: 0.6545, loss: 0.6545, grad_norm: 4.7459 2021-05-27 09:15:05,203 - mmaction - INFO - Epoch [11][2480/4294] lr: 4.375e-05, eta: 6:28:43, time: 1.091, data_time: 0.006, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9482, loss_cls: 0.6587, loss: 0.6587, grad_norm: 4.8917 2021-05-27 09:15:29,805 - mmaction - INFO - Epoch [11][2500/4294] lr: 4.375e-05, eta: 6:28:19, time: 1.228, data_time: 0.003, memory: 29668, top1_acc: 0.8321, top5_acc: 0.9393, loss_cls: 0.6936, loss: 0.6936, grad_norm: 4.7772 2021-05-27 09:15:57,886 - mmaction - INFO - Epoch [11][2520/4294] lr: 4.375e-05, eta: 6:27:55, time: 1.388, data_time: 0.006, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9437, loss_cls: 0.7228, loss: 0.7228, grad_norm: 5.0796 2021-05-27 09:16:24,438 - mmaction - INFO - Epoch [11][2540/4294] lr: 4.375e-05, eta: 6:27:32, time: 1.339, data_time: 0.020, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9500, loss_cls: 0.6982, loss: 0.6982, grad_norm: 4.9527 2021-05-27 09:16:48,434 - mmaction - INFO - Epoch [11][2560/4294] lr: 4.375e-05, eta: 6:27:07, time: 1.197, data_time: 0.010, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9473, loss_cls: 0.6633, loss: 0.6633, grad_norm: 4.6597 2021-05-27 09:17:12,921 - mmaction - INFO - Epoch [11][2580/4294] lr: 4.375e-05, eta: 6:26:42, time: 1.234, data_time: 0.013, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9536, loss_cls: 0.6765, loss: 0.6765, grad_norm: 4.8501 2021-05-27 09:17:35,366 - mmaction - INFO - Epoch [11][2600/4294] lr: 4.375e-05, eta: 6:26:17, time: 1.122, data_time: 0.003, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9571, loss_cls: 0.6605, loss: 0.6605, grad_norm: 4.8683 2021-05-27 09:18:03,859 - mmaction - INFO - Epoch [11][2620/4294] lr: 4.375e-05, eta: 6:25:54, time: 1.423, data_time: 0.003, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9518, loss_cls: 0.7163, loss: 0.7163, grad_norm: 4.9621 2021-05-27 09:18:27,575 - mmaction - INFO - Epoch [11][2640/4294] lr: 4.375e-05, eta: 6:25:29, time: 1.166, data_time: 0.005, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9545, loss_cls: 0.6889, loss: 0.6889, grad_norm: 5.1244 2021-05-27 09:18:53,383 - mmaction - INFO - Epoch [11][2660/4294] lr: 4.375e-05, eta: 6:25:05, time: 1.312, data_time: 0.025, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9402, loss_cls: 0.7218, loss: 0.7218, grad_norm: 4.9751 2021-05-27 09:19:13,991 - mmaction - INFO - Epoch [11][2680/4294] lr: 4.375e-05, eta: 6:24:39, time: 1.029, data_time: 0.004, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9509, loss_cls: 0.6956, loss: 0.6956, grad_norm: 4.8705 2021-05-27 09:19:37,875 - mmaction - INFO - Epoch [11][2700/4294] lr: 4.375e-05, eta: 6:24:14, time: 1.193, data_time: 0.005, memory: 29668, top1_acc: 0.8268, top5_acc: 0.9464, loss_cls: 0.6839, loss: 0.6839, grad_norm: 4.8562 2021-05-27 09:20:00,516 - mmaction - INFO - Epoch [11][2720/4294] lr: 4.375e-05, eta: 6:23:49, time: 1.134, data_time: 0.006, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9554, loss_cls: 0.6867, loss: 0.6867, grad_norm: 4.8385 2021-05-27 09:20:22,945 - mmaction - INFO - Epoch [11][2740/4294] lr: 4.375e-05, eta: 6:23:23, time: 1.123, data_time: 0.005, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9429, loss_cls: 0.7603, loss: 0.7603, grad_norm: 5.1131 2021-05-27 09:20:44,713 - mmaction - INFO - Epoch [11][2760/4294] lr: 4.375e-05, eta: 6:22:57, time: 1.080, data_time: 0.005, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9500, loss_cls: 0.6870, loss: 0.6870, grad_norm: 5.0061 2021-05-27 09:21:05,479 - mmaction - INFO - Epoch [11][2780/4294] lr: 4.375e-05, eta: 6:22:31, time: 1.041, data_time: 0.011, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9536, loss_cls: 0.6851, loss: 0.6851, grad_norm: 4.8703 2021-05-27 09:21:27,480 - mmaction - INFO - Epoch [11][2800/4294] lr: 4.375e-05, eta: 6:22:06, time: 1.107, data_time: 0.009, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9491, loss_cls: 0.7324, loss: 0.7324, grad_norm: 5.1119 2021-05-27 09:21:49,019 - mmaction - INFO - Epoch [11][2820/4294] lr: 4.375e-05, eta: 6:21:40, time: 1.077, data_time: 0.002, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9527, loss_cls: 0.7049, loss: 0.7049, grad_norm: 4.9081 2021-05-27 09:22:16,702 - mmaction - INFO - Epoch [11][2840/4294] lr: 4.375e-05, eta: 6:21:17, time: 1.375, data_time: 0.002, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9518, loss_cls: 0.6982, loss: 0.6982, grad_norm: 4.8050 2021-05-27 09:22:48,574 - mmaction - INFO - Epoch [11][2860/4294] lr: 4.375e-05, eta: 6:20:55, time: 1.601, data_time: 0.013, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9402, loss_cls: 0.7353, loss: 0.7353, grad_norm: 5.1010 2021-05-27 09:23:15,899 - mmaction - INFO - Epoch [11][2880/4294] lr: 4.375e-05, eta: 6:20:32, time: 1.365, data_time: 0.007, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9437, loss_cls: 0.7484, loss: 0.7484, grad_norm: 4.8347 2021-05-27 09:23:38,195 - mmaction - INFO - Epoch [11][2900/4294] lr: 4.375e-05, eta: 6:20:06, time: 1.115, data_time: 0.008, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9589, loss_cls: 0.6760, loss: 0.6760, grad_norm: 4.8522 2021-05-27 09:24:06,424 - mmaction - INFO - Epoch [11][2920/4294] lr: 4.375e-05, eta: 6:19:43, time: 1.411, data_time: 0.007, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9482, loss_cls: 0.6994, loss: 0.6994, grad_norm: 4.8580 2021-05-27 09:24:30,660 - mmaction - INFO - Epoch [11][2940/4294] lr: 4.375e-05, eta: 6:19:18, time: 1.212, data_time: 0.008, memory: 29668, top1_acc: 0.7812, top5_acc: 0.9446, loss_cls: 0.7572, loss: 0.7572, grad_norm: 5.2191 2021-05-27 09:24:52,025 - mmaction - INFO - Epoch [11][2960/4294] lr: 4.375e-05, eta: 6:18:53, time: 1.072, data_time: 0.006, memory: 29668, top1_acc: 0.8357, top5_acc: 0.9554, loss_cls: 0.6364, loss: 0.6364, grad_norm: 4.6801 2021-05-27 09:25:15,511 - mmaction - INFO - Epoch [11][2980/4294] lr: 4.375e-05, eta: 6:18:27, time: 1.171, data_time: 0.004, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9375, loss_cls: 0.7353, loss: 0.7353, grad_norm: 4.9419 2021-05-27 09:25:41,873 - mmaction - INFO - Epoch [11][3000/4294] lr: 4.375e-05, eta: 6:18:04, time: 1.320, data_time: 0.008, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9536, loss_cls: 0.6865, loss: 0.6865, grad_norm: 4.9676 2021-05-27 09:26:05,187 - mmaction - INFO - Epoch [11][3020/4294] lr: 4.375e-05, eta: 6:17:39, time: 1.161, data_time: 0.007, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9491, loss_cls: 0.6417, loss: 0.6417, grad_norm: 4.8083 2021-05-27 09:26:27,739 - mmaction - INFO - Epoch [11][3040/4294] lr: 4.375e-05, eta: 6:17:13, time: 1.135, data_time: 0.010, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9482, loss_cls: 0.7573, loss: 0.7573, grad_norm: 5.2735 2021-05-27 09:26:55,494 - mmaction - INFO - Epoch [11][3060/4294] lr: 4.375e-05, eta: 6:16:50, time: 1.385, data_time: 0.002, memory: 29668, top1_acc: 0.8277, top5_acc: 0.9518, loss_cls: 0.6222, loss: 0.6222, grad_norm: 4.7071 2021-05-27 09:27:19,774 - mmaction - INFO - Epoch [11][3080/4294] lr: 4.375e-05, eta: 6:16:25, time: 1.216, data_time: 0.009, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9437, loss_cls: 0.7003, loss: 0.7003, grad_norm: 5.0365 2021-05-27 09:27:42,696 - mmaction - INFO - Epoch [11][3100/4294] lr: 4.375e-05, eta: 6:16:00, time: 1.144, data_time: 0.003, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9473, loss_cls: 0.6999, loss: 0.6999, grad_norm: 4.8829 2021-05-27 09:28:04,480 - mmaction - INFO - Epoch [11][3120/4294] lr: 4.375e-05, eta: 6:15:34, time: 1.089, data_time: 0.005, memory: 29668, top1_acc: 0.8375, top5_acc: 0.9571, loss_cls: 0.6344, loss: 0.6344, grad_norm: 4.9345 2021-05-27 09:28:30,028 - mmaction - INFO - Epoch [11][3140/4294] lr: 4.375e-05, eta: 6:15:10, time: 1.274, data_time: 0.007, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9589, loss_cls: 0.6578, loss: 0.6578, grad_norm: 4.7906 2021-05-27 09:28:53,863 - mmaction - INFO - Epoch [11][3160/4294] lr: 4.375e-05, eta: 6:14:45, time: 1.188, data_time: 0.010, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9482, loss_cls: 0.7244, loss: 0.7244, grad_norm: 5.0900 2021-05-27 09:29:15,615 - mmaction - INFO - Epoch [11][3180/4294] lr: 4.375e-05, eta: 6:14:20, time: 1.097, data_time: 0.014, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9366, loss_cls: 0.7509, loss: 0.7509, grad_norm: 5.3121 2021-05-27 09:29:40,434 - mmaction - INFO - Epoch [11][3200/4294] lr: 4.375e-05, eta: 6:13:55, time: 1.232, data_time: 0.004, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9446, loss_cls: 0.6854, loss: 0.6854, grad_norm: 4.9594 2021-05-27 09:30:06,922 - mmaction - INFO - Epoch [11][3220/4294] lr: 4.375e-05, eta: 6:13:31, time: 1.332, data_time: 0.013, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9402, loss_cls: 0.7425, loss: 0.7425, grad_norm: 5.1345 2021-05-27 09:30:31,346 - mmaction - INFO - Epoch [11][3240/4294] lr: 4.375e-05, eta: 6:13:07, time: 1.217, data_time: 0.004, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9393, loss_cls: 0.7231, loss: 0.7231, grad_norm: 4.9586 2021-05-27 09:30:55,047 - mmaction - INFO - Epoch [11][3260/4294] lr: 4.375e-05, eta: 6:12:42, time: 1.189, data_time: 0.014, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9411, loss_cls: 0.7773, loss: 0.7773, grad_norm: 5.2139 2021-05-27 09:31:16,681 - mmaction - INFO - Epoch [11][3280/4294] lr: 4.375e-05, eta: 6:12:16, time: 1.077, data_time: 0.006, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9482, loss_cls: 0.7066, loss: 0.7066, grad_norm: 5.0272 2021-05-27 09:31:38,202 - mmaction - INFO - Epoch [11][3300/4294] lr: 4.375e-05, eta: 6:11:50, time: 1.081, data_time: 0.009, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9348, loss_cls: 0.7459, loss: 0.7459, grad_norm: 5.2089 2021-05-27 09:32:00,240 - mmaction - INFO - Epoch [11][3320/4294] lr: 4.375e-05, eta: 6:11:25, time: 1.098, data_time: 0.005, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9402, loss_cls: 0.7556, loss: 0.7556, grad_norm: 4.8279 2021-05-27 09:32:23,512 - mmaction - INFO - Epoch [11][3340/4294] lr: 4.375e-05, eta: 6:11:00, time: 1.166, data_time: 0.008, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9491, loss_cls: 0.7223, loss: 0.7223, grad_norm: 4.9954 2021-05-27 09:32:48,200 - mmaction - INFO - Epoch [11][3360/4294] lr: 4.375e-05, eta: 6:10:35, time: 1.237, data_time: 0.006, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9464, loss_cls: 0.7038, loss: 0.7038, grad_norm: 4.8906 2021-05-27 09:33:16,058 - mmaction - INFO - Epoch [11][3380/4294] lr: 4.375e-05, eta: 6:10:12, time: 1.385, data_time: 0.005, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9563, loss_cls: 0.6688, loss: 0.6688, grad_norm: 5.0809 2021-05-27 09:33:38,866 - mmaction - INFO - Epoch [11][3400/4294] lr: 4.375e-05, eta: 6:09:46, time: 1.051, data_time: 0.013, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9545, loss_cls: 0.6588, loss: 0.6588, grad_norm: 4.8107 2021-05-27 09:34:03,810 - mmaction - INFO - Epoch [11][3420/4294] lr: 4.375e-05, eta: 6:09:22, time: 1.345, data_time: 0.110, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9455, loss_cls: 0.6847, loss: 0.6847, grad_norm: 4.7624 2021-05-27 09:34:26,773 - mmaction - INFO - Epoch [11][3440/4294] lr: 4.375e-05, eta: 6:08:57, time: 1.144, data_time: 0.003, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9393, loss_cls: 0.7388, loss: 0.7388, grad_norm: 5.1533 2021-05-27 09:34:51,184 - mmaction - INFO - Epoch [11][3460/4294] lr: 4.375e-05, eta: 6:08:33, time: 1.216, data_time: 0.006, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9491, loss_cls: 0.7021, loss: 0.7021, grad_norm: 4.7528 2021-05-27 09:35:14,404 - mmaction - INFO - Epoch [11][3480/4294] lr: 4.375e-05, eta: 6:08:08, time: 1.168, data_time: 0.016, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9446, loss_cls: 0.7191, loss: 0.7191, grad_norm: 5.0026 2021-05-27 09:35:40,985 - mmaction - INFO - Epoch [11][3500/4294] lr: 4.375e-05, eta: 6:07:44, time: 1.327, data_time: 0.004, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9473, loss_cls: 0.7229, loss: 0.7229, grad_norm: 5.0195 2021-05-27 09:36:03,305 - mmaction - INFO - Epoch [11][3520/4294] lr: 4.375e-05, eta: 6:07:18, time: 1.113, data_time: 0.006, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9464, loss_cls: 0.7338, loss: 0.7338, grad_norm: 5.2228 2021-05-27 09:36:28,137 - mmaction - INFO - Epoch [11][3540/4294] lr: 4.375e-05, eta: 6:06:54, time: 1.213, data_time: 0.012, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9339, loss_cls: 0.7478, loss: 0.7478, grad_norm: 5.1932 2021-05-27 09:36:52,712 - mmaction - INFO - Epoch [11][3560/4294] lr: 4.375e-05, eta: 6:06:29, time: 1.248, data_time: 0.039, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9420, loss_cls: 0.7859, loss: 0.7859, grad_norm: 5.0914 2021-05-27 09:37:12,868 - mmaction - INFO - Epoch [11][3580/4294] lr: 4.375e-05, eta: 6:06:03, time: 1.016, data_time: 0.019, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9366, loss_cls: 0.7821, loss: 0.7821, grad_norm: 5.0646 2021-05-27 09:37:39,005 - mmaction - INFO - Epoch [11][3600/4294] lr: 4.375e-05, eta: 6:05:39, time: 1.310, data_time: 0.012, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9482, loss_cls: 0.6875, loss: 0.6875, grad_norm: 4.9635 2021-05-27 09:38:02,795 - mmaction - INFO - Epoch [11][3620/4294] lr: 4.375e-05, eta: 6:05:14, time: 1.188, data_time: 0.008, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9589, loss_cls: 0.6737, loss: 0.6737, grad_norm: 4.8705 2021-05-27 09:38:25,120 - mmaction - INFO - Epoch [11][3640/4294] lr: 4.375e-05, eta: 6:04:49, time: 1.116, data_time: 0.009, memory: 29668, top1_acc: 0.8402, top5_acc: 0.9607, loss_cls: 0.6155, loss: 0.6155, grad_norm: 4.7462 2021-05-27 09:38:50,982 - mmaction - INFO - Epoch [11][3660/4294] lr: 4.375e-05, eta: 6:04:25, time: 1.294, data_time: 0.009, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9464, loss_cls: 0.7289, loss: 0.7289, grad_norm: 4.9993 2021-05-27 09:39:14,546 - mmaction - INFO - Epoch [11][3680/4294] lr: 4.375e-05, eta: 6:04:00, time: 1.179, data_time: 0.010, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9464, loss_cls: 0.6844, loss: 0.6844, grad_norm: 4.7891 2021-05-27 09:39:36,771 - mmaction - INFO - Epoch [11][3700/4294] lr: 4.375e-05, eta: 6:03:34, time: 1.112, data_time: 0.006, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9616, loss_cls: 0.6447, loss: 0.6447, grad_norm: 4.7668 2021-05-27 09:39:59,036 - mmaction - INFO - Epoch [11][3720/4294] lr: 4.375e-05, eta: 6:03:09, time: 1.117, data_time: 0.009, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9527, loss_cls: 0.7311, loss: 0.7311, grad_norm: 4.9514 2021-05-27 09:40:18,933 - mmaction - INFO - Epoch [11][3740/4294] lr: 4.375e-05, eta: 6:02:43, time: 0.995, data_time: 0.005, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9500, loss_cls: 0.7349, loss: 0.7349, grad_norm: 5.1475 2021-05-27 09:40:41,694 - mmaction - INFO - Epoch [11][3760/4294] lr: 4.375e-05, eta: 6:02:18, time: 1.137, data_time: 0.003, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9393, loss_cls: 0.7271, loss: 0.7271, grad_norm: 5.0461 2021-05-27 09:41:02,790 - mmaction - INFO - Epoch [11][3780/4294] lr: 4.375e-05, eta: 6:01:52, time: 1.054, data_time: 0.003, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9527, loss_cls: 0.7047, loss: 0.7047, grad_norm: 4.9837 2021-05-27 09:41:25,854 - mmaction - INFO - Epoch [11][3800/4294] lr: 4.375e-05, eta: 6:01:27, time: 1.154, data_time: 0.004, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9411, loss_cls: 0.7302, loss: 0.7302, grad_norm: 4.8988 2021-05-27 09:41:48,652 - mmaction - INFO - Epoch [11][3820/4294] lr: 4.375e-05, eta: 6:01:01, time: 1.138, data_time: 0.005, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9536, loss_cls: 0.6871, loss: 0.6871, grad_norm: 4.9806 2021-05-27 09:42:10,973 - mmaction - INFO - Epoch [11][3840/4294] lr: 4.375e-05, eta: 6:00:36, time: 1.118, data_time: 0.010, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9411, loss_cls: 0.7264, loss: 0.7264, grad_norm: 4.9047 2021-05-27 09:42:35,709 - mmaction - INFO - Epoch [11][3860/4294] lr: 4.375e-05, eta: 6:00:12, time: 1.238, data_time: 0.006, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9491, loss_cls: 0.7043, loss: 0.7043, grad_norm: 4.9960 2021-05-27 09:43:09,362 - mmaction - INFO - Epoch [11][3880/4294] lr: 4.375e-05, eta: 5:59:50, time: 1.679, data_time: 0.074, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9518, loss_cls: 0.7165, loss: 0.7165, grad_norm: 4.9395 2021-05-27 09:43:35,478 - mmaction - INFO - Epoch [11][3900/4294] lr: 4.375e-05, eta: 5:59:26, time: 1.309, data_time: 0.005, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9500, loss_cls: 0.6978, loss: 0.6978, grad_norm: 4.9997 2021-05-27 09:43:59,460 - mmaction - INFO - Epoch [11][3920/4294] lr: 4.375e-05, eta: 5:59:02, time: 1.199, data_time: 0.002, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9455, loss_cls: 0.7251, loss: 0.7251, grad_norm: 4.8643 2021-05-27 09:44:24,242 - mmaction - INFO - Epoch [11][3940/4294] lr: 4.375e-05, eta: 5:58:37, time: 1.236, data_time: 0.006, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9589, loss_cls: 0.6600, loss: 0.6600, grad_norm: 4.8493 2021-05-27 09:44:45,707 - mmaction - INFO - Epoch [11][3960/4294] lr: 4.375e-05, eta: 5:58:11, time: 1.076, data_time: 0.006, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9598, loss_cls: 0.6380, loss: 0.6380, grad_norm: 4.8296 2021-05-27 09:45:07,566 - mmaction - INFO - Epoch [11][3980/4294] lr: 4.375e-05, eta: 5:57:46, time: 1.091, data_time: 0.003, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9643, loss_cls: 0.6297, loss: 0.6297, grad_norm: 4.8132 2021-05-27 09:45:32,016 - mmaction - INFO - Epoch [11][4000/4294] lr: 4.375e-05, eta: 5:57:21, time: 1.224, data_time: 0.005, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9411, loss_cls: 0.7108, loss: 0.7108, grad_norm: 4.7753 2021-05-27 09:45:55,748 - mmaction - INFO - Epoch [11][4020/4294] lr: 4.375e-05, eta: 5:56:56, time: 1.185, data_time: 0.003, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9500, loss_cls: 0.6969, loss: 0.6969, grad_norm: 4.6700 2021-05-27 09:46:15,958 - mmaction - INFO - Epoch [11][4040/4294] lr: 4.375e-05, eta: 5:56:30, time: 1.008, data_time: 0.005, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9580, loss_cls: 0.7005, loss: 0.7005, grad_norm: 4.9576 2021-05-27 09:46:36,370 - mmaction - INFO - Epoch [11][4060/4294] lr: 4.375e-05, eta: 5:56:04, time: 1.026, data_time: 0.010, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9375, loss_cls: 0.7539, loss: 0.7539, grad_norm: 5.1177 2021-05-27 09:46:59,905 - mmaction - INFO - Epoch [11][4080/4294] lr: 4.375e-05, eta: 5:55:39, time: 1.171, data_time: 0.001, memory: 29668, top1_acc: 0.8348, top5_acc: 0.9500, loss_cls: 0.6517, loss: 0.6517, grad_norm: 4.6685 2021-05-27 09:47:23,808 - mmaction - INFO - Epoch [11][4100/4294] lr: 4.375e-05, eta: 5:55:15, time: 1.197, data_time: 0.009, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9455, loss_cls: 0.7597, loss: 0.7597, grad_norm: 5.0585 2021-05-27 09:47:45,428 - mmaction - INFO - Epoch [11][4120/4294] lr: 4.375e-05, eta: 5:54:49, time: 1.084, data_time: 0.006, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9491, loss_cls: 0.7161, loss: 0.7161, grad_norm: 4.9037 2021-05-27 09:48:11,857 - mmaction - INFO - Epoch [11][4140/4294] lr: 4.375e-05, eta: 5:54:25, time: 1.321, data_time: 0.004, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9580, loss_cls: 0.6671, loss: 0.6671, grad_norm: 4.7811 2021-05-27 09:48:35,080 - mmaction - INFO - Epoch [11][4160/4294] lr: 4.375e-05, eta: 5:54:00, time: 1.158, data_time: 0.003, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9571, loss_cls: 0.6370, loss: 0.6370, grad_norm: 4.7544 2021-05-27 09:48:59,681 - mmaction - INFO - Epoch [11][4180/4294] lr: 4.375e-05, eta: 5:53:36, time: 1.228, data_time: 0.007, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9554, loss_cls: 0.6532, loss: 0.6532, grad_norm: 4.7248 2021-05-27 09:49:24,619 - mmaction - INFO - Epoch [11][4200/4294] lr: 4.375e-05, eta: 5:53:11, time: 1.249, data_time: 0.008, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9509, loss_cls: 0.6925, loss: 0.6925, grad_norm: 4.9700 2021-05-27 09:49:44,567 - mmaction - INFO - Epoch [11][4220/4294] lr: 4.375e-05, eta: 5:52:45, time: 1.000, data_time: 0.005, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9500, loss_cls: 0.6670, loss: 0.6670, grad_norm: 4.7764 2021-05-27 09:50:13,023 - mmaction - INFO - Epoch [11][4240/4294] lr: 4.375e-05, eta: 5:52:22, time: 1.408, data_time: 0.005, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9536, loss_cls: 0.6543, loss: 0.6543, grad_norm: 4.6537 2021-05-27 09:50:39,149 - mmaction - INFO - Epoch [11][4260/4294] lr: 4.375e-05, eta: 5:51:58, time: 1.322, data_time: 0.019, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9598, loss_cls: 0.6641, loss: 0.6641, grad_norm: 4.8679 2021-05-27 09:51:00,593 - mmaction - INFO - Epoch [11][4280/4294] lr: 4.375e-05, eta: 5:51:32, time: 1.073, data_time: 0.003, memory: 29668, top1_acc: 0.8348, top5_acc: 0.9563, loss_cls: 0.6237, loss: 0.6237, grad_norm: 4.8016 2021-05-27 09:51:33,728 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-05-27 10:00:39,783 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 10:00:40,730 - mmaction - INFO - top1_acc 0.7601 top5_acc 0.9255 2021-05-27 10:00:40,730 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 10:00:40,826 - mmaction - INFO - mean_acc 0.7599 2021-05-27 10:00:42,290 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. 2021-05-27 10:00:42,291 - mmaction - INFO - Best top1_acc is 0.7601 at 11 epoch. 2021-05-27 10:00:42,304 - mmaction - INFO - Epoch(val) [11][4294] top1_acc: 0.7601, top5_acc: 0.9255, mean_class_accuracy: 0.7599 2021-05-27 10:06:31,025 - mmaction - INFO - Epoch [12][20/4294] lr: 4.375e-05, eta: 5:52:42, time: 17.429, data_time: 16.091, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9429, loss_cls: 0.7010, loss: 0.7010, grad_norm: 4.8921 2021-05-27 10:06:57,106 - mmaction - INFO - Epoch [12][40/4294] lr: 4.375e-05, eta: 5:52:18, time: 1.304, data_time: 0.009, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9393, loss_cls: 0.7135, loss: 0.7135, grad_norm: 4.9211 2021-05-27 10:07:18,834 - mmaction - INFO - Epoch [12][60/4294] lr: 4.375e-05, eta: 5:51:52, time: 1.089, data_time: 0.008, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9437, loss_cls: 0.7478, loss: 0.7478, grad_norm: 5.0249 2021-05-27 10:07:45,525 - mmaction - INFO - Epoch [12][80/4294] lr: 4.375e-05, eta: 5:51:28, time: 1.334, data_time: 0.006, memory: 29668, top1_acc: 0.8348, top5_acc: 0.9643, loss_cls: 0.6632, loss: 0.6632, grad_norm: 4.7456 2021-05-27 10:08:11,970 - mmaction - INFO - Epoch [12][100/4294] lr: 4.375e-05, eta: 5:51:04, time: 1.324, data_time: 0.008, memory: 29668, top1_acc: 0.7920, top5_acc: 0.9473, loss_cls: 0.7505, loss: 0.7505, grad_norm: 4.9869 2021-05-27 10:08:34,903 - mmaction - INFO - Epoch [12][120/4294] lr: 4.375e-05, eta: 5:50:39, time: 1.144, data_time: 0.004, memory: 29668, top1_acc: 0.8295, top5_acc: 0.9545, loss_cls: 0.6855, loss: 0.6855, grad_norm: 4.8748 2021-05-27 10:08:55,668 - mmaction - INFO - Epoch [12][140/4294] lr: 4.375e-05, eta: 5:50:13, time: 1.043, data_time: 0.009, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9518, loss_cls: 0.6924, loss: 0.6924, grad_norm: 4.8394 2021-05-27 10:09:19,021 - mmaction - INFO - Epoch [12][160/4294] lr: 4.375e-05, eta: 5:49:48, time: 1.167, data_time: 0.004, memory: 29668, top1_acc: 0.8321, top5_acc: 0.9563, loss_cls: 0.6479, loss: 0.6479, grad_norm: 4.7991 2021-05-27 10:09:39,840 - mmaction - INFO - Epoch [12][180/4294] lr: 4.375e-05, eta: 5:49:21, time: 1.039, data_time: 0.002, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9473, loss_cls: 0.6732, loss: 0.6732, grad_norm: 4.9068 2021-05-27 10:09:59,397 - mmaction - INFO - Epoch [12][200/4294] lr: 4.375e-05, eta: 5:48:55, time: 0.980, data_time: 0.004, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9563, loss_cls: 0.6938, loss: 0.6938, grad_norm: 4.7893 2021-05-27 10:10:19,385 - mmaction - INFO - Epoch [12][220/4294] lr: 4.375e-05, eta: 5:48:29, time: 1.000, data_time: 0.002, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9518, loss_cls: 0.7043, loss: 0.7043, grad_norm: 5.0689 2021-05-27 10:10:40,854 - mmaction - INFO - Epoch [12][240/4294] lr: 4.375e-05, eta: 5:48:03, time: 1.073, data_time: 0.002, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9536, loss_cls: 0.6810, loss: 0.6810, grad_norm: 4.8467 2021-05-27 10:11:01,881 - mmaction - INFO - Epoch [12][260/4294] lr: 4.375e-05, eta: 5:47:37, time: 1.051, data_time: 0.003, memory: 29668, top1_acc: 0.8313, top5_acc: 0.9429, loss_cls: 0.6806, loss: 0.6806, grad_norm: 4.7269 2021-05-27 10:11:25,128 - mmaction - INFO - Epoch [12][280/4294] lr: 4.375e-05, eta: 5:47:12, time: 1.160, data_time: 0.003, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9554, loss_cls: 0.6774, loss: 0.6774, grad_norm: 4.9843 2021-05-27 10:11:51,037 - mmaction - INFO - Epoch [12][300/4294] lr: 4.375e-05, eta: 5:46:48, time: 1.297, data_time: 0.006, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9455, loss_cls: 0.7735, loss: 0.7735, grad_norm: 5.0999 2021-05-27 10:12:12,392 - mmaction - INFO - Epoch [12][320/4294] lr: 4.375e-05, eta: 5:46:22, time: 1.063, data_time: 0.005, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9589, loss_cls: 0.6509, loss: 0.6509, grad_norm: 4.8508 2021-05-27 10:12:36,595 - mmaction - INFO - Epoch [12][340/4294] lr: 4.375e-05, eta: 5:45:57, time: 1.212, data_time: 0.009, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9536, loss_cls: 0.6881, loss: 0.6881, grad_norm: 4.9236 2021-05-27 10:13:02,284 - mmaction - INFO - Epoch [12][360/4294] lr: 4.375e-05, eta: 5:45:33, time: 1.281, data_time: 0.007, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9437, loss_cls: 0.7629, loss: 0.7629, grad_norm: 4.8657 2021-05-27 10:13:26,338 - mmaction - INFO - Epoch [12][380/4294] lr: 4.375e-05, eta: 5:45:07, time: 1.172, data_time: 0.010, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9563, loss_cls: 0.6805, loss: 0.6805, grad_norm: 4.8700 2021-05-27 10:13:51,106 - mmaction - INFO - Epoch [12][400/4294] lr: 4.375e-05, eta: 5:44:43, time: 1.275, data_time: 0.046, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9527, loss_cls: 0.6657, loss: 0.6657, grad_norm: 4.8977 2021-05-27 10:14:14,732 - mmaction - INFO - Epoch [12][420/4294] lr: 4.375e-05, eta: 5:44:18, time: 1.180, data_time: 0.007, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9500, loss_cls: 0.6765, loss: 0.6765, grad_norm: 4.9086 2021-05-27 10:14:41,745 - mmaction - INFO - Epoch [12][440/4294] lr: 4.375e-05, eta: 5:43:54, time: 1.347, data_time: 0.005, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9455, loss_cls: 0.7021, loss: 0.7021, grad_norm: 4.9800 2021-05-27 10:15:01,792 - mmaction - INFO - Epoch [12][460/4294] lr: 4.375e-05, eta: 5:43:28, time: 1.009, data_time: 0.010, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9384, loss_cls: 0.7615, loss: 0.7615, grad_norm: 5.1787 2021-05-27 10:15:27,436 - mmaction - INFO - Epoch [12][480/4294] lr: 4.375e-05, eta: 5:43:04, time: 1.277, data_time: 0.005, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9455, loss_cls: 0.7003, loss: 0.7003, grad_norm: 5.0768 2021-05-27 10:15:48,335 - mmaction - INFO - Epoch [12][500/4294] lr: 4.375e-05, eta: 5:42:38, time: 1.051, data_time: 0.009, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9598, loss_cls: 0.6473, loss: 0.6473, grad_norm: 4.6717 2021-05-27 10:16:08,720 - mmaction - INFO - Epoch [12][520/4294] lr: 4.375e-05, eta: 5:42:11, time: 1.012, data_time: 0.003, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9589, loss_cls: 0.6666, loss: 0.6666, grad_norm: 4.8895 2021-05-27 10:16:34,791 - mmaction - INFO - Epoch [12][540/4294] lr: 4.375e-05, eta: 5:41:47, time: 1.307, data_time: 0.010, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9536, loss_cls: 0.7089, loss: 0.7089, grad_norm: 4.9481 2021-05-27 10:16:58,288 - mmaction - INFO - Epoch [12][560/4294] lr: 4.375e-05, eta: 5:41:22, time: 1.178, data_time: 0.007, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9446, loss_cls: 0.7364, loss: 0.7364, grad_norm: 4.8888 2021-05-27 10:17:18,480 - mmaction - INFO - Epoch [12][580/4294] lr: 4.375e-05, eta: 5:40:56, time: 1.008, data_time: 0.003, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9500, loss_cls: 0.7151, loss: 0.7151, grad_norm: 5.1629 2021-05-27 10:17:40,320 - mmaction - INFO - Epoch [12][600/4294] lr: 4.375e-05, eta: 5:40:30, time: 1.093, data_time: 0.004, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9509, loss_cls: 0.6999, loss: 0.6999, grad_norm: 4.9725 2021-05-27 10:18:03,951 - mmaction - INFO - Epoch [12][620/4294] lr: 4.375e-05, eta: 5:40:05, time: 1.175, data_time: 0.002, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9545, loss_cls: 0.6715, loss: 0.6715, grad_norm: 4.9204 2021-05-27 10:18:24,858 - mmaction - INFO - Epoch [12][640/4294] lr: 4.375e-05, eta: 5:39:40, time: 1.050, data_time: 0.012, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9393, loss_cls: 0.7219, loss: 0.7219, grad_norm: 4.5731 2021-05-27 10:18:45,117 - mmaction - INFO - Epoch [12][660/4294] lr: 4.375e-05, eta: 5:39:13, time: 1.005, data_time: 0.005, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9554, loss_cls: 0.6419, loss: 0.6419, grad_norm: 4.7480 2021-05-27 10:19:10,373 - mmaction - INFO - Epoch [12][680/4294] lr: 4.375e-05, eta: 5:38:49, time: 1.270, data_time: 0.014, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9482, loss_cls: 0.6796, loss: 0.6796, grad_norm: 4.9211 2021-05-27 10:19:30,163 - mmaction - INFO - Epoch [12][700/4294] lr: 4.375e-05, eta: 5:38:23, time: 0.993, data_time: 0.006, memory: 29668, top1_acc: 0.8321, top5_acc: 0.9616, loss_cls: 0.6159, loss: 0.6159, grad_norm: 4.7868 2021-05-27 10:19:54,177 - mmaction - INFO - Epoch [12][720/4294] lr: 4.375e-05, eta: 5:37:58, time: 1.197, data_time: 0.003, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9473, loss_cls: 0.6970, loss: 0.6970, grad_norm: 4.8332 2021-05-27 10:20:19,276 - mmaction - INFO - Epoch [12][740/4294] lr: 4.375e-05, eta: 5:37:33, time: 1.253, data_time: 0.007, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9402, loss_cls: 0.7457, loss: 0.7457, grad_norm: 5.0012 2021-05-27 10:20:45,222 - mmaction - INFO - Epoch [12][760/4294] lr: 4.375e-05, eta: 5:37:09, time: 1.299, data_time: 0.008, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9375, loss_cls: 0.7207, loss: 0.7207, grad_norm: 4.8731 2021-05-27 10:21:05,255 - mmaction - INFO - Epoch [12][780/4294] lr: 4.375e-05, eta: 5:36:43, time: 1.005, data_time: 0.007, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9473, loss_cls: 0.7501, loss: 0.7501, grad_norm: 5.0021 2021-05-27 10:21:31,693 - mmaction - INFO - Epoch [12][800/4294] lr: 4.375e-05, eta: 5:36:19, time: 1.318, data_time: 0.003, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9563, loss_cls: 0.6642, loss: 0.6642, grad_norm: 4.9566 2021-05-27 10:21:55,336 - mmaction - INFO - Epoch [12][820/4294] lr: 4.375e-05, eta: 5:35:54, time: 1.179, data_time: 0.005, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9509, loss_cls: 0.7133, loss: 0.7133, grad_norm: 4.9611 2021-05-27 10:22:17,117 - mmaction - INFO - Epoch [12][840/4294] lr: 4.375e-05, eta: 5:35:28, time: 1.094, data_time: 0.010, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9429, loss_cls: 0.7251, loss: 0.7251, grad_norm: 5.2284 2021-05-27 10:22:40,915 - mmaction - INFO - Epoch [12][860/4294] lr: 4.375e-05, eta: 5:35:03, time: 1.186, data_time: 0.003, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9518, loss_cls: 0.7178, loss: 0.7178, grad_norm: 4.9007 2021-05-27 10:23:04,170 - mmaction - INFO - Epoch [12][880/4294] lr: 4.375e-05, eta: 5:34:38, time: 1.164, data_time: 0.007, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9464, loss_cls: 0.7316, loss: 0.7316, grad_norm: 5.0185 2021-05-27 10:23:27,233 - mmaction - INFO - Epoch [12][900/4294] lr: 4.375e-05, eta: 5:34:13, time: 1.154, data_time: 0.007, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9473, loss_cls: 0.6970, loss: 0.6970, grad_norm: 4.8852 2021-05-27 10:23:49,217 - mmaction - INFO - Epoch [12][920/4294] lr: 4.375e-05, eta: 5:33:47, time: 1.102, data_time: 0.007, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9420, loss_cls: 0.6810, loss: 0.6810, grad_norm: 4.8087 2021-05-27 10:24:10,943 - mmaction - INFO - Epoch [12][940/4294] lr: 4.375e-05, eta: 5:33:22, time: 1.086, data_time: 0.004, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9411, loss_cls: 0.7652, loss: 0.7652, grad_norm: 4.8760 2021-05-27 10:24:33,709 - mmaction - INFO - Epoch [12][960/4294] lr: 4.375e-05, eta: 5:32:57, time: 1.135, data_time: 0.003, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9545, loss_cls: 0.6860, loss: 0.6860, grad_norm: 4.8568 2021-05-27 10:24:56,971 - mmaction - INFO - Epoch [12][980/4294] lr: 4.375e-05, eta: 5:32:31, time: 1.165, data_time: 0.006, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9473, loss_cls: 0.6557, loss: 0.6557, grad_norm: 4.8775 2021-05-27 10:25:19,387 - mmaction - INFO - Epoch [12][1000/4294] lr: 4.375e-05, eta: 5:32:06, time: 1.121, data_time: 0.004, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9482, loss_cls: 0.7180, loss: 0.7180, grad_norm: 4.9405 2021-05-27 10:25:43,668 - mmaction - INFO - Epoch [12][1020/4294] lr: 4.375e-05, eta: 5:31:41, time: 1.212, data_time: 0.003, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9482, loss_cls: 0.7497, loss: 0.7497, grad_norm: 5.0321 2021-05-27 10:26:05,132 - mmaction - INFO - Epoch [12][1040/4294] lr: 4.375e-05, eta: 5:31:16, time: 1.073, data_time: 0.006, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9482, loss_cls: 0.7528, loss: 0.7528, grad_norm: 5.0461 2021-05-27 10:26:25,182 - mmaction - INFO - Epoch [12][1060/4294] lr: 4.375e-05, eta: 5:30:49, time: 1.004, data_time: 0.006, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9625, loss_cls: 0.6444, loss: 0.6444, grad_norm: 4.8830 2021-05-27 10:26:48,642 - mmaction - INFO - Epoch [12][1080/4294] lr: 4.375e-05, eta: 5:30:24, time: 1.174, data_time: 0.006, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9446, loss_cls: 0.7088, loss: 0.7088, grad_norm: 4.8708 2021-05-27 10:27:12,821 - mmaction - INFO - Epoch [12][1100/4294] lr: 4.375e-05, eta: 5:30:00, time: 1.202, data_time: 0.005, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9411, loss_cls: 0.7224, loss: 0.7224, grad_norm: 4.9374 2021-05-27 10:27:41,908 - mmaction - INFO - Epoch [12][1120/4294] lr: 4.375e-05, eta: 5:29:36, time: 1.457, data_time: 0.009, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9491, loss_cls: 0.7414, loss: 0.7414, grad_norm: 5.1090 2021-05-27 10:28:07,800 - mmaction - INFO - Epoch [12][1140/4294] lr: 4.375e-05, eta: 5:29:12, time: 1.296, data_time: 0.008, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9482, loss_cls: 0.7364, loss: 0.7364, grad_norm: 5.1106 2021-05-27 10:28:31,814 - mmaction - INFO - Epoch [12][1160/4294] lr: 4.375e-05, eta: 5:28:47, time: 1.203, data_time: 0.005, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9518, loss_cls: 0.6735, loss: 0.6735, grad_norm: 4.6959 2021-05-27 10:28:51,912 - mmaction - INFO - Epoch [12][1180/4294] lr: 4.375e-05, eta: 5:28:21, time: 1.005, data_time: 0.002, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9518, loss_cls: 0.7148, loss: 0.7148, grad_norm: 4.8817 2021-05-27 10:29:12,067 - mmaction - INFO - Epoch [12][1200/4294] lr: 4.375e-05, eta: 5:27:55, time: 1.004, data_time: 0.002, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9473, loss_cls: 0.7038, loss: 0.7038, grad_norm: 4.9613 2021-05-27 10:29:33,981 - mmaction - INFO - Epoch [12][1220/4294] lr: 4.375e-05, eta: 5:27:30, time: 1.090, data_time: 0.007, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9554, loss_cls: 0.6833, loss: 0.6833, grad_norm: 4.6872 2021-05-27 10:29:56,521 - mmaction - INFO - Epoch [12][1240/4294] lr: 4.375e-05, eta: 5:27:04, time: 1.136, data_time: 0.018, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9411, loss_cls: 0.7213, loss: 0.7213, grad_norm: 4.9068 2021-05-27 10:30:19,373 - mmaction - INFO - Epoch [12][1260/4294] lr: 4.375e-05, eta: 5:26:39, time: 1.140, data_time: 0.006, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9473, loss_cls: 0.6919, loss: 0.6919, grad_norm: 4.8749 2021-05-27 10:30:39,497 - mmaction - INFO - Epoch [12][1280/4294] lr: 4.375e-05, eta: 5:26:13, time: 1.010, data_time: 0.007, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9491, loss_cls: 0.7030, loss: 0.7030, grad_norm: 4.8021 2021-05-27 10:31:02,787 - mmaction - INFO - Epoch [12][1300/4294] lr: 4.375e-05, eta: 5:25:48, time: 1.151, data_time: 0.010, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9509, loss_cls: 0.6765, loss: 0.6765, grad_norm: 5.0776 2021-05-27 10:31:33,526 - mmaction - INFO - Epoch [12][1320/4294] lr: 4.375e-05, eta: 5:25:25, time: 1.543, data_time: 0.016, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9491, loss_cls: 0.6794, loss: 0.6794, grad_norm: 4.7203 2021-05-27 10:31:52,786 - mmaction - INFO - Epoch [12][1340/4294] lr: 4.375e-05, eta: 5:24:59, time: 0.972, data_time: 0.011, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9554, loss_cls: 0.6423, loss: 0.6423, grad_norm: 4.9159 2021-05-27 10:32:16,786 - mmaction - INFO - Epoch [12][1360/4294] lr: 4.375e-05, eta: 5:24:34, time: 1.188, data_time: 0.001, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9527, loss_cls: 0.6975, loss: 0.6975, grad_norm: 5.0427 2021-05-27 10:32:41,150 - mmaction - INFO - Epoch [12][1380/4294] lr: 4.375e-05, eta: 5:24:09, time: 1.226, data_time: 0.015, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9616, loss_cls: 0.6461, loss: 0.6461, grad_norm: 4.9272 2021-05-27 10:33:01,780 - mmaction - INFO - Epoch [12][1400/4294] lr: 4.375e-05, eta: 5:23:43, time: 1.033, data_time: 0.011, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9518, loss_cls: 0.6922, loss: 0.6922, grad_norm: 4.6728 2021-05-27 10:33:22,726 - mmaction - INFO - Epoch [12][1420/4294] lr: 4.375e-05, eta: 5:23:18, time: 1.032, data_time: 0.004, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9473, loss_cls: 0.6986, loss: 0.6986, grad_norm: 4.8743 2021-05-27 10:33:48,805 - mmaction - INFO - Epoch [12][1440/4294] lr: 4.375e-05, eta: 5:22:53, time: 1.317, data_time: 0.019, memory: 29668, top1_acc: 0.8313, top5_acc: 0.9518, loss_cls: 0.6581, loss: 0.6581, grad_norm: 4.7957 2021-05-27 10:34:11,574 - mmaction - INFO - Epoch [12][1460/4294] lr: 4.375e-05, eta: 5:22:28, time: 1.136, data_time: 0.010, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9357, loss_cls: 0.7106, loss: 0.7106, grad_norm: 4.8593 2021-05-27 10:34:33,133 - mmaction - INFO - Epoch [12][1480/4294] lr: 4.375e-05, eta: 5:22:03, time: 1.080, data_time: 0.010, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9446, loss_cls: 0.7559, loss: 0.7559, grad_norm: 5.1603 2021-05-27 10:34:57,034 - mmaction - INFO - Epoch [12][1500/4294] lr: 4.375e-05, eta: 5:21:38, time: 1.199, data_time: 0.007, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9482, loss_cls: 0.7275, loss: 0.7275, grad_norm: 4.9735 2021-05-27 10:35:18,579 - mmaction - INFO - Epoch [12][1520/4294] lr: 4.375e-05, eta: 5:21:12, time: 1.077, data_time: 0.003, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9554, loss_cls: 0.6597, loss: 0.6597, grad_norm: 5.0085 2021-05-27 10:35:39,239 - mmaction - INFO - Epoch [12][1540/4294] lr: 4.375e-05, eta: 5:20:46, time: 1.033, data_time: 0.004, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9643, loss_cls: 0.5931, loss: 0.5931, grad_norm: 4.5812 2021-05-27 10:35:59,949 - mmaction - INFO - Epoch [12][1560/4294] lr: 4.375e-05, eta: 5:20:20, time: 1.035, data_time: 0.004, memory: 29668, top1_acc: 0.7920, top5_acc: 0.9420, loss_cls: 0.7687, loss: 0.7687, grad_norm: 5.0139 2021-05-27 10:36:21,908 - mmaction - INFO - Epoch [12][1580/4294] lr: 4.375e-05, eta: 5:19:55, time: 1.098, data_time: 0.004, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9464, loss_cls: 0.6810, loss: 0.6810, grad_norm: 4.8512 2021-05-27 10:36:45,787 - mmaction - INFO - Epoch [12][1600/4294] lr: 4.375e-05, eta: 5:19:30, time: 1.193, data_time: 0.006, memory: 29668, top1_acc: 0.8357, top5_acc: 0.9554, loss_cls: 0.6224, loss: 0.6224, grad_norm: 4.7979 2021-05-27 10:37:05,576 - mmaction - INFO - Epoch [12][1620/4294] lr: 4.375e-05, eta: 5:19:04, time: 0.992, data_time: 0.006, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9536, loss_cls: 0.6799, loss: 0.6799, grad_norm: 4.6854 2021-05-27 10:37:29,227 - mmaction - INFO - Epoch [12][1640/4294] lr: 4.375e-05, eta: 5:18:39, time: 1.181, data_time: 0.002, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9580, loss_cls: 0.6534, loss: 0.6534, grad_norm: 4.8684 2021-05-27 10:37:50,968 - mmaction - INFO - Epoch [12][1660/4294] lr: 4.375e-05, eta: 5:18:14, time: 1.088, data_time: 0.004, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9482, loss_cls: 0.7055, loss: 0.7055, grad_norm: 4.8631 2021-05-27 10:38:15,413 - mmaction - INFO - Epoch [12][1680/4294] lr: 4.375e-05, eta: 5:17:49, time: 1.217, data_time: 0.003, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9420, loss_cls: 0.7389, loss: 0.7389, grad_norm: 4.9796 2021-05-27 10:38:35,528 - mmaction - INFO - Epoch [12][1700/4294] lr: 4.375e-05, eta: 5:17:23, time: 1.006, data_time: 0.008, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9437, loss_cls: 0.6922, loss: 0.6922, grad_norm: 4.9211 2021-05-27 10:38:59,023 - mmaction - INFO - Epoch [12][1720/4294] lr: 4.375e-05, eta: 5:16:58, time: 1.159, data_time: 0.010, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9482, loss_cls: 0.6754, loss: 0.6754, grad_norm: 4.8103 2021-05-27 10:39:19,285 - mmaction - INFO - Epoch [12][1740/4294] lr: 4.375e-05, eta: 5:16:32, time: 1.032, data_time: 0.024, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9473, loss_cls: 0.7022, loss: 0.7022, grad_norm: 5.1257 2021-05-27 10:39:48,998 - mmaction - INFO - Epoch [12][1760/4294] lr: 4.375e-05, eta: 5:16:09, time: 1.480, data_time: 0.005, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9464, loss_cls: 0.7322, loss: 0.7322, grad_norm: 5.0308 2021-05-27 10:40:10,498 - mmaction - INFO - Epoch [12][1780/4294] lr: 4.375e-05, eta: 5:15:43, time: 1.080, data_time: 0.011, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9446, loss_cls: 0.7028, loss: 0.7028, grad_norm: 4.9270 2021-05-27 10:40:31,348 - mmaction - INFO - Epoch [12][1800/4294] lr: 4.375e-05, eta: 5:15:18, time: 1.044, data_time: 0.007, memory: 29668, top1_acc: 0.7830, top5_acc: 0.9384, loss_cls: 0.8188, loss: 0.8188, grad_norm: 5.4218 2021-05-27 10:40:53,245 - mmaction - INFO - Epoch [12][1820/4294] lr: 4.375e-05, eta: 5:14:52, time: 1.096, data_time: 0.003, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9482, loss_cls: 0.7147, loss: 0.7147, grad_norm: 5.0333 2021-05-27 10:41:14,474 - mmaction - INFO - Epoch [12][1840/4294] lr: 4.375e-05, eta: 5:14:26, time: 1.061, data_time: 0.002, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9491, loss_cls: 0.6975, loss: 0.6975, grad_norm: 4.8358 2021-05-27 10:41:35,303 - mmaction - INFO - Epoch [12][1860/4294] lr: 4.375e-05, eta: 5:14:01, time: 1.038, data_time: 0.002, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9455, loss_cls: 0.6869, loss: 0.6869, grad_norm: 4.9265 2021-05-27 10:41:56,530 - mmaction - INFO - Epoch [12][1880/4294] lr: 4.375e-05, eta: 5:13:35, time: 1.044, data_time: 0.005, memory: 29668, top1_acc: 0.7848, top5_acc: 0.9429, loss_cls: 0.7962, loss: 0.7962, grad_norm: 5.4169 2021-05-27 10:42:18,170 - mmaction - INFO - Epoch [12][1900/4294] lr: 4.375e-05, eta: 5:13:09, time: 1.101, data_time: 0.024, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9420, loss_cls: 0.7000, loss: 0.7000, grad_norm: 5.0423 2021-05-27 10:42:45,525 - mmaction - INFO - Epoch [12][1920/4294] lr: 4.375e-05, eta: 5:12:46, time: 1.361, data_time: 0.004, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9455, loss_cls: 0.6858, loss: 0.6858, grad_norm: 4.9728 2021-05-27 10:43:07,804 - mmaction - INFO - Epoch [12][1940/4294] lr: 4.375e-05, eta: 5:12:20, time: 1.122, data_time: 0.011, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9527, loss_cls: 0.6771, loss: 0.6771, grad_norm: 4.9337 2021-05-27 10:43:32,356 - mmaction - INFO - Epoch [12][1960/4294] lr: 4.375e-05, eta: 5:11:56, time: 1.221, data_time: 0.002, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9589, loss_cls: 0.6517, loss: 0.6517, grad_norm: 4.9068 2021-05-27 10:43:53,407 - mmaction - INFO - Epoch [12][1980/4294] lr: 4.375e-05, eta: 5:11:30, time: 1.059, data_time: 0.014, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9366, loss_cls: 0.7048, loss: 0.7048, grad_norm: 4.8920 2021-05-27 10:44:14,643 - mmaction - INFO - Epoch [12][2000/4294] lr: 4.375e-05, eta: 5:11:04, time: 1.062, data_time: 0.003, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9420, loss_cls: 0.7366, loss: 0.7366, grad_norm: 5.0277 2021-05-27 10:44:34,365 - mmaction - INFO - Epoch [12][2020/4294] lr: 4.375e-05, eta: 5:10:38, time: 0.985, data_time: 0.002, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9446, loss_cls: 0.7246, loss: 0.7246, grad_norm: 4.6718 2021-05-27 10:44:57,180 - mmaction - INFO - Epoch [12][2040/4294] lr: 4.375e-05, eta: 5:10:13, time: 1.139, data_time: 0.004, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9411, loss_cls: 0.7454, loss: 0.7454, grad_norm: 5.1534 2021-05-27 10:45:19,844 - mmaction - INFO - Epoch [12][2060/4294] lr: 4.375e-05, eta: 5:09:48, time: 1.131, data_time: 0.005, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9563, loss_cls: 0.6647, loss: 0.6647, grad_norm: 4.8440 2021-05-27 10:45:39,846 - mmaction - INFO - Epoch [12][2080/4294] lr: 4.375e-05, eta: 5:09:22, time: 1.004, data_time: 0.006, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9420, loss_cls: 0.7231, loss: 0.7231, grad_norm: 4.9735 2021-05-27 10:46:00,936 - mmaction - INFO - Epoch [12][2100/4294] lr: 4.375e-05, eta: 5:08:56, time: 1.054, data_time: 0.004, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9536, loss_cls: 0.6653, loss: 0.6653, grad_norm: 5.0229 2021-05-27 10:46:22,914 - mmaction - INFO - Epoch [12][2120/4294] lr: 4.375e-05, eta: 5:08:31, time: 1.095, data_time: 0.005, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9437, loss_cls: 0.7236, loss: 0.7236, grad_norm: 4.9498 2021-05-27 10:46:46,159 - mmaction - INFO - Epoch [12][2140/4294] lr: 4.375e-05, eta: 5:08:06, time: 1.161, data_time: 0.009, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9402, loss_cls: 0.7531, loss: 0.7531, grad_norm: 4.9865 2021-05-27 10:47:09,823 - mmaction - INFO - Epoch [12][2160/4294] lr: 4.375e-05, eta: 5:07:41, time: 1.183, data_time: 0.010, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9473, loss_cls: 0.7313, loss: 0.7313, grad_norm: 5.0555 2021-05-27 10:47:34,133 - mmaction - INFO - Epoch [12][2180/4294] lr: 4.375e-05, eta: 5:07:16, time: 1.218, data_time: 0.008, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9616, loss_cls: 0.6264, loss: 0.6264, grad_norm: 4.7098 2021-05-27 10:47:54,329 - mmaction - INFO - Epoch [12][2200/4294] lr: 4.375e-05, eta: 5:06:50, time: 1.013, data_time: 0.010, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9545, loss_cls: 0.6900, loss: 0.6900, grad_norm: 4.9805 2021-05-27 10:48:17,751 - mmaction - INFO - Epoch [12][2220/4294] lr: 4.375e-05, eta: 5:06:26, time: 1.168, data_time: 0.002, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9473, loss_cls: 0.6523, loss: 0.6523, grad_norm: 4.8445 2021-05-27 10:48:37,441 - mmaction - INFO - Epoch [12][2240/4294] lr: 4.375e-05, eta: 5:05:59, time: 0.988, data_time: 0.005, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9545, loss_cls: 0.7397, loss: 0.7397, grad_norm: 5.1413 2021-05-27 10:48:59,461 - mmaction - INFO - Epoch [12][2260/4294] lr: 4.375e-05, eta: 5:05:34, time: 1.096, data_time: 0.007, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9429, loss_cls: 0.7234, loss: 0.7234, grad_norm: 5.0670 2021-05-27 10:49:21,173 - mmaction - INFO - Epoch [12][2280/4294] lr: 4.375e-05, eta: 5:05:09, time: 1.087, data_time: 0.007, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9536, loss_cls: 0.6962, loss: 0.6962, grad_norm: 4.9004 2021-05-27 10:49:42,903 - mmaction - INFO - Epoch [12][2300/4294] lr: 4.375e-05, eta: 5:04:43, time: 1.085, data_time: 0.007, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9554, loss_cls: 0.6896, loss: 0.6896, grad_norm: 5.2391 2021-05-27 10:50:05,008 - mmaction - INFO - Epoch [12][2320/4294] lr: 4.375e-05, eta: 5:04:18, time: 1.106, data_time: 0.008, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9482, loss_cls: 0.6854, loss: 0.6854, grad_norm: 4.8267 2021-05-27 10:50:26,231 - mmaction - INFO - Epoch [12][2340/4294] lr: 4.375e-05, eta: 5:03:52, time: 1.065, data_time: 0.007, memory: 29668, top1_acc: 0.8313, top5_acc: 0.9598, loss_cls: 0.6514, loss: 0.6514, grad_norm: 4.6788 2021-05-27 10:50:49,769 - mmaction - INFO - Epoch [12][2360/4294] lr: 4.375e-05, eta: 5:03:27, time: 1.173, data_time: 0.005, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9563, loss_cls: 0.6809, loss: 0.6809, grad_norm: 4.9383 2021-05-27 10:51:13,551 - mmaction - INFO - Epoch [12][2380/4294] lr: 4.375e-05, eta: 5:03:03, time: 1.184, data_time: 0.006, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9491, loss_cls: 0.6800, loss: 0.6800, grad_norm: 5.0053 2021-05-27 10:51:36,932 - mmaction - INFO - Epoch [12][2400/4294] lr: 4.375e-05, eta: 5:02:38, time: 1.172, data_time: 0.019, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9563, loss_cls: 0.6984, loss: 0.6984, grad_norm: 4.9739 2021-05-27 10:51:58,990 - mmaction - INFO - Epoch [12][2420/4294] lr: 4.375e-05, eta: 5:02:12, time: 1.108, data_time: 0.013, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9420, loss_cls: 0.7189, loss: 0.7189, grad_norm: 4.9834 2021-05-27 10:52:19,399 - mmaction - INFO - Epoch [12][2440/4294] lr: 4.375e-05, eta: 5:01:47, time: 1.020, data_time: 0.004, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9482, loss_cls: 0.7284, loss: 0.7284, grad_norm: 5.2116 2021-05-27 10:52:44,992 - mmaction - INFO - Epoch [12][2460/4294] lr: 4.375e-05, eta: 5:01:22, time: 1.275, data_time: 0.004, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9402, loss_cls: 0.6752, loss: 0.6752, grad_norm: 4.7990 2021-05-27 10:53:06,163 - mmaction - INFO - Epoch [12][2480/4294] lr: 4.375e-05, eta: 5:00:57, time: 1.065, data_time: 0.009, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9545, loss_cls: 0.7055, loss: 0.7055, grad_norm: 4.9317 2021-05-27 10:53:29,822 - mmaction - INFO - Epoch [12][2500/4294] lr: 4.375e-05, eta: 5:00:32, time: 1.179, data_time: 0.006, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9491, loss_cls: 0.6941, loss: 0.6941, grad_norm: 4.9983 2021-05-27 10:53:51,095 - mmaction - INFO - Epoch [12][2520/4294] lr: 4.375e-05, eta: 5:00:06, time: 1.041, data_time: 0.007, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9464, loss_cls: 0.7145, loss: 0.7145, grad_norm: 5.1970 2021-05-27 10:54:18,041 - mmaction - INFO - Epoch [12][2540/4294] lr: 4.375e-05, eta: 4:59:42, time: 1.370, data_time: 0.029, memory: 29668, top1_acc: 0.8375, top5_acc: 0.9536, loss_cls: 0.6246, loss: 0.6246, grad_norm: 4.6374 2021-05-27 10:54:39,313 - mmaction - INFO - Epoch [12][2560/4294] lr: 4.375e-05, eta: 4:59:17, time: 1.068, data_time: 0.005, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9375, loss_cls: 0.7534, loss: 0.7534, grad_norm: 4.9623 2021-05-27 10:55:01,190 - mmaction - INFO - Epoch [12][2580/4294] lr: 4.375e-05, eta: 4:58:52, time: 1.093, data_time: 0.001, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9563, loss_cls: 0.6508, loss: 0.6508, grad_norm: 4.7748 2021-05-27 10:55:24,320 - mmaction - INFO - Epoch [12][2600/4294] lr: 4.375e-05, eta: 4:58:27, time: 1.154, data_time: 0.004, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9473, loss_cls: 0.7328, loss: 0.7328, grad_norm: 5.1538 2021-05-27 10:55:48,354 - mmaction - INFO - Epoch [12][2620/4294] lr: 4.375e-05, eta: 4:58:02, time: 1.198, data_time: 0.005, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9509, loss_cls: 0.6855, loss: 0.6855, grad_norm: 4.9930 2021-05-27 10:56:11,250 - mmaction - INFO - Epoch [12][2640/4294] lr: 4.375e-05, eta: 4:57:37, time: 1.146, data_time: 0.010, memory: 29668, top1_acc: 0.8384, top5_acc: 0.9580, loss_cls: 0.6139, loss: 0.6139, grad_norm: 4.5246 2021-05-27 10:56:33,866 - mmaction - INFO - Epoch [12][2660/4294] lr: 4.375e-05, eta: 4:57:12, time: 1.129, data_time: 0.007, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9545, loss_cls: 0.6477, loss: 0.6477, grad_norm: 4.6496 2021-05-27 10:56:56,847 - mmaction - INFO - Epoch [12][2680/4294] lr: 4.375e-05, eta: 4:56:47, time: 1.156, data_time: 0.009, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9554, loss_cls: 0.6892, loss: 0.6892, grad_norm: 5.0599 2021-05-27 10:57:18,485 - mmaction - INFO - Epoch [12][2700/4294] lr: 4.375e-05, eta: 4:56:21, time: 1.080, data_time: 0.002, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9545, loss_cls: 0.6710, loss: 0.6710, grad_norm: 5.0611 2021-05-27 10:57:41,574 - mmaction - INFO - Epoch [12][2720/4294] lr: 4.375e-05, eta: 4:55:56, time: 1.149, data_time: 0.015, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9563, loss_cls: 0.6683, loss: 0.6683, grad_norm: 5.0078 2021-05-27 10:58:03,599 - mmaction - INFO - Epoch [12][2740/4294] lr: 4.375e-05, eta: 4:55:31, time: 1.108, data_time: 0.015, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9411, loss_cls: 0.8072, loss: 0.8072, grad_norm: 5.1226 2021-05-27 10:58:25,088 - mmaction - INFO - Epoch [12][2760/4294] lr: 4.375e-05, eta: 4:55:05, time: 1.068, data_time: 0.005, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9571, loss_cls: 0.7179, loss: 0.7179, grad_norm: 5.2033 2021-05-27 10:58:48,288 - mmaction - INFO - Epoch [12][2780/4294] lr: 4.375e-05, eta: 4:54:40, time: 1.164, data_time: 0.010, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9554, loss_cls: 0.6609, loss: 0.6609, grad_norm: 4.8310 2021-05-27 10:59:10,666 - mmaction - INFO - Epoch [12][2800/4294] lr: 4.375e-05, eta: 4:54:15, time: 1.089, data_time: 0.006, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9518, loss_cls: 0.7333, loss: 0.7333, grad_norm: 5.0210 2021-05-27 10:59:33,956 - mmaction - INFO - Epoch [12][2820/4294] lr: 4.375e-05, eta: 4:53:50, time: 1.174, data_time: 0.039, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9473, loss_cls: 0.7224, loss: 0.7224, grad_norm: 5.0007 2021-05-27 10:59:54,270 - mmaction - INFO - Epoch [12][2840/4294] lr: 4.375e-05, eta: 4:53:25, time: 1.040, data_time: 0.027, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9402, loss_cls: 0.7508, loss: 0.7508, grad_norm: 5.1689 2021-05-27 11:00:16,389 - mmaction - INFO - Epoch [12][2860/4294] lr: 4.375e-05, eta: 4:52:59, time: 1.099, data_time: 0.003, memory: 29668, top1_acc: 0.8402, top5_acc: 0.9580, loss_cls: 0.6087, loss: 0.6087, grad_norm: 4.6974 2021-05-27 11:00:37,167 - mmaction - INFO - Epoch [12][2880/4294] lr: 4.375e-05, eta: 4:52:34, time: 1.041, data_time: 0.012, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9420, loss_cls: 0.7595, loss: 0.7595, grad_norm: 5.2843 2021-05-27 11:00:58,550 - mmaction - INFO - Epoch [12][2900/4294] lr: 4.375e-05, eta: 4:52:08, time: 1.066, data_time: 0.011, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9429, loss_cls: 0.7279, loss: 0.7279, grad_norm: 4.9999 2021-05-27 11:01:19,893 - mmaction - INFO - Epoch [12][2920/4294] lr: 4.375e-05, eta: 4:51:43, time: 1.070, data_time: 0.010, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9393, loss_cls: 0.7150, loss: 0.7150, grad_norm: 4.7929 2021-05-27 11:01:44,455 - mmaction - INFO - Epoch [12][2940/4294] lr: 4.375e-05, eta: 4:51:18, time: 1.222, data_time: 0.007, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9437, loss_cls: 0.7165, loss: 0.7165, grad_norm: 4.8652 2021-05-27 11:02:06,533 - mmaction - INFO - Epoch [12][2960/4294] lr: 4.375e-05, eta: 4:50:53, time: 1.109, data_time: 0.016, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9464, loss_cls: 0.7133, loss: 0.7133, grad_norm: 5.0051 2021-05-27 11:02:29,717 - mmaction - INFO - Epoch [12][2980/4294] lr: 4.375e-05, eta: 4:50:28, time: 1.165, data_time: 0.009, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9554, loss_cls: 0.7183, loss: 0.7183, grad_norm: 5.1017 2021-05-27 11:02:54,078 - mmaction - INFO - Epoch [12][3000/4294] lr: 4.375e-05, eta: 4:50:03, time: 1.211, data_time: 0.003, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9518, loss_cls: 0.6997, loss: 0.6997, grad_norm: 4.8616 2021-05-27 11:03:17,597 - mmaction - INFO - Epoch [12][3020/4294] lr: 4.375e-05, eta: 4:49:38, time: 1.179, data_time: 0.011, memory: 29668, top1_acc: 0.8348, top5_acc: 0.9563, loss_cls: 0.6070, loss: 0.6070, grad_norm: 4.7972 2021-05-27 11:03:40,620 - mmaction - INFO - Epoch [12][3040/4294] lr: 4.375e-05, eta: 4:49:14, time: 1.152, data_time: 0.008, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9473, loss_cls: 0.6955, loss: 0.6955, grad_norm: 4.9190 2021-05-27 11:04:03,384 - mmaction - INFO - Epoch [12][3060/4294] lr: 4.375e-05, eta: 4:48:48, time: 1.140, data_time: 0.006, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9375, loss_cls: 0.7680, loss: 0.7680, grad_norm: 5.0611 2021-05-27 11:04:24,251 - mmaction - INFO - Epoch [12][3080/4294] lr: 4.375e-05, eta: 4:48:23, time: 1.038, data_time: 0.003, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9464, loss_cls: 0.6827, loss: 0.6827, grad_norm: 4.8594 2021-05-27 11:04:47,752 - mmaction - INFO - Epoch [12][3100/4294] lr: 4.375e-05, eta: 4:47:58, time: 1.173, data_time: 0.010, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9366, loss_cls: 0.7343, loss: 0.7343, grad_norm: 4.9729 2021-05-27 11:05:10,602 - mmaction - INFO - Epoch [12][3120/4294] lr: 4.375e-05, eta: 4:47:33, time: 1.147, data_time: 0.010, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9545, loss_cls: 0.7000, loss: 0.7000, grad_norm: 5.0733 2021-05-27 11:05:30,842 - mmaction - INFO - Epoch [12][3140/4294] lr: 4.375e-05, eta: 4:47:07, time: 1.015, data_time: 0.005, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9580, loss_cls: 0.6271, loss: 0.6271, grad_norm: 4.6807 2021-05-27 11:05:52,353 - mmaction - INFO - Epoch [12][3160/4294] lr: 4.375e-05, eta: 4:46:42, time: 1.062, data_time: 0.006, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9473, loss_cls: 0.7187, loss: 0.7187, grad_norm: 5.0125 2021-05-27 11:06:14,214 - mmaction - INFO - Epoch [12][3180/4294] lr: 4.375e-05, eta: 4:46:17, time: 1.105, data_time: 0.015, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9536, loss_cls: 0.6587, loss: 0.6587, grad_norm: 5.0616 2021-05-27 11:06:35,657 - mmaction - INFO - Epoch [12][3200/4294] lr: 4.375e-05, eta: 4:45:51, time: 1.070, data_time: 0.005, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9446, loss_cls: 0.7187, loss: 0.7187, grad_norm: 4.8757 2021-05-27 11:06:57,863 - mmaction - INFO - Epoch [12][3220/4294] lr: 4.375e-05, eta: 4:45:26, time: 1.109, data_time: 0.009, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9446, loss_cls: 0.7804, loss: 0.7804, grad_norm: 5.1950 2021-05-27 11:07:22,570 - mmaction - INFO - Epoch [12][3240/4294] lr: 4.375e-05, eta: 4:45:01, time: 1.234, data_time: 0.006, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9464, loss_cls: 0.7098, loss: 0.7098, grad_norm: 4.9433 2021-05-27 11:07:45,375 - mmaction - INFO - Epoch [12][3260/4294] lr: 4.375e-05, eta: 4:44:36, time: 1.140, data_time: 0.007, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9491, loss_cls: 0.6887, loss: 0.6887, grad_norm: 4.9051 2021-05-27 11:08:07,411 - mmaction - INFO - Epoch [12][3280/4294] lr: 4.375e-05, eta: 4:44:11, time: 1.104, data_time: 0.008, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9536, loss_cls: 0.6619, loss: 0.6619, grad_norm: 4.5261 2021-05-27 11:08:31,504 - mmaction - INFO - Epoch [12][3300/4294] lr: 4.375e-05, eta: 4:43:47, time: 1.203, data_time: 0.007, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9563, loss_cls: 0.6778, loss: 0.6778, grad_norm: 4.7944 2021-05-27 11:08:54,255 - mmaction - INFO - Epoch [12][3320/4294] lr: 4.375e-05, eta: 4:43:21, time: 1.128, data_time: 0.014, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9491, loss_cls: 0.6969, loss: 0.6969, grad_norm: 5.0116 2021-05-27 11:09:17,999 - mmaction - INFO - Epoch [12][3340/4294] lr: 4.375e-05, eta: 4:42:57, time: 1.192, data_time: 0.018, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9607, loss_cls: 0.6424, loss: 0.6424, grad_norm: 4.7457 2021-05-27 11:09:42,315 - mmaction - INFO - Epoch [12][3360/4294] lr: 4.375e-05, eta: 4:42:32, time: 1.211, data_time: 0.011, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9473, loss_cls: 0.7144, loss: 0.7144, grad_norm: 5.1590 2021-05-27 11:10:08,364 - mmaction - INFO - Epoch [12][3380/4294] lr: 4.375e-05, eta: 4:42:08, time: 1.259, data_time: 0.024, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9402, loss_cls: 0.6954, loss: 0.6954, grad_norm: 4.7355 2021-05-27 11:10:32,178 - mmaction - INFO - Epoch [12][3400/4294] lr: 4.375e-05, eta: 4:41:43, time: 1.245, data_time: 0.063, memory: 29668, top1_acc: 0.8268, top5_acc: 0.9437, loss_cls: 0.6665, loss: 0.6665, grad_norm: 4.8292 2021-05-27 11:10:54,979 - mmaction - INFO - Epoch [12][3420/4294] lr: 4.375e-05, eta: 4:41:18, time: 1.138, data_time: 0.004, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9482, loss_cls: 0.7302, loss: 0.7302, grad_norm: 5.0158 2021-05-27 11:11:17,825 - mmaction - INFO - Epoch [12][3440/4294] lr: 4.375e-05, eta: 4:40:53, time: 1.146, data_time: 0.005, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9446, loss_cls: 0.7494, loss: 0.7494, grad_norm: 4.9391 2021-05-27 11:11:42,858 - mmaction - INFO - Epoch [12][3460/4294] lr: 4.375e-05, eta: 4:40:29, time: 1.247, data_time: 0.003, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9375, loss_cls: 0.7273, loss: 0.7273, grad_norm: 5.1283 2021-05-27 11:12:05,210 - mmaction - INFO - Epoch [12][3480/4294] lr: 4.375e-05, eta: 4:40:04, time: 1.121, data_time: 0.006, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9598, loss_cls: 0.6731, loss: 0.6731, grad_norm: 4.8781 2021-05-27 11:12:26,630 - mmaction - INFO - Epoch [12][3500/4294] lr: 4.375e-05, eta: 4:39:38, time: 1.069, data_time: 0.004, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9491, loss_cls: 0.7288, loss: 0.7288, grad_norm: 5.1558 2021-05-27 11:12:47,142 - mmaction - INFO - Epoch [12][3520/4294] lr: 4.375e-05, eta: 4:39:13, time: 1.028, data_time: 0.005, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9375, loss_cls: 0.7632, loss: 0.7632, grad_norm: 5.3998 2021-05-27 11:13:08,371 - mmaction - INFO - Epoch [12][3540/4294] lr: 4.375e-05, eta: 4:38:47, time: 1.060, data_time: 0.003, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9402, loss_cls: 0.7352, loss: 0.7352, grad_norm: 4.9778 2021-05-27 11:13:28,458 - mmaction - INFO - Epoch [12][3560/4294] lr: 4.375e-05, eta: 4:38:22, time: 1.006, data_time: 0.004, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9437, loss_cls: 0.7100, loss: 0.7100, grad_norm: 4.7798 2021-05-27 11:13:48,378 - mmaction - INFO - Epoch [12][3580/4294] lr: 4.375e-05, eta: 4:37:56, time: 0.996, data_time: 0.004, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9563, loss_cls: 0.6924, loss: 0.6924, grad_norm: 4.9303 2021-05-27 11:14:11,917 - mmaction - INFO - Epoch [12][3600/4294] lr: 4.375e-05, eta: 4:37:31, time: 1.175, data_time: 0.002, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9527, loss_cls: 0.6810, loss: 0.6810, grad_norm: 4.7674 2021-05-27 11:14:32,500 - mmaction - INFO - Epoch [12][3620/4294] lr: 4.375e-05, eta: 4:37:05, time: 1.020, data_time: 0.005, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9509, loss_cls: 0.7135, loss: 0.7135, grad_norm: 4.9548 2021-05-27 11:14:56,119 - mmaction - INFO - Epoch [12][3640/4294] lr: 4.375e-05, eta: 4:36:41, time: 1.192, data_time: 0.015, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9589, loss_cls: 0.6749, loss: 0.6749, grad_norm: 4.8911 2021-05-27 11:15:18,532 - mmaction - INFO - Epoch [12][3660/4294] lr: 4.375e-05, eta: 4:36:16, time: 1.120, data_time: 0.002, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9393, loss_cls: 0.7222, loss: 0.7222, grad_norm: 4.9877 2021-05-27 11:15:38,623 - mmaction - INFO - Epoch [12][3680/4294] lr: 4.375e-05, eta: 4:35:50, time: 0.988, data_time: 0.004, memory: 29668, top1_acc: 0.8321, top5_acc: 0.9500, loss_cls: 0.6643, loss: 0.6643, grad_norm: 4.7958 2021-05-27 11:16:02,203 - mmaction - INFO - Epoch [12][3700/4294] lr: 4.375e-05, eta: 4:35:25, time: 1.193, data_time: 0.019, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9464, loss_cls: 0.7036, loss: 0.7036, grad_norm: 4.8577 2021-05-27 11:16:23,550 - mmaction - INFO - Epoch [12][3720/4294] lr: 4.375e-05, eta: 4:35:00, time: 1.071, data_time: 0.006, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9455, loss_cls: 0.7140, loss: 0.7140, grad_norm: 4.9709 2021-05-27 11:16:45,079 - mmaction - INFO - Epoch [12][3740/4294] lr: 4.375e-05, eta: 4:34:34, time: 1.072, data_time: 0.004, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9518, loss_cls: 0.6549, loss: 0.6549, grad_norm: 4.7479 2021-05-27 11:17:06,557 - mmaction - INFO - Epoch [12][3760/4294] lr: 4.375e-05, eta: 4:34:09, time: 1.076, data_time: 0.008, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9545, loss_cls: 0.6825, loss: 0.6825, grad_norm: 5.0837 2021-05-27 11:17:28,070 - mmaction - INFO - Epoch [12][3780/4294] lr: 4.375e-05, eta: 4:33:44, time: 1.078, data_time: 0.004, memory: 29668, top1_acc: 0.8321, top5_acc: 0.9616, loss_cls: 0.6083, loss: 0.6083, grad_norm: 4.9726 2021-05-27 11:17:48,790 - mmaction - INFO - Epoch [12][3800/4294] lr: 4.375e-05, eta: 4:33:18, time: 1.035, data_time: 0.002, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9437, loss_cls: 0.7230, loss: 0.7230, grad_norm: 5.1634 2021-05-27 11:18:08,638 - mmaction - INFO - Epoch [12][3820/4294] lr: 4.375e-05, eta: 4:32:53, time: 0.991, data_time: 0.002, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9482, loss_cls: 0.7345, loss: 0.7345, grad_norm: 4.8864 2021-05-27 11:18:29,080 - mmaction - INFO - Epoch [12][3840/4294] lr: 4.375e-05, eta: 4:32:27, time: 1.020, data_time: 0.007, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9589, loss_cls: 0.7148, loss: 0.7148, grad_norm: 4.9339 2021-05-27 11:18:52,048 - mmaction - INFO - Epoch [12][3860/4294] lr: 4.375e-05, eta: 4:32:02, time: 1.149, data_time: 0.007, memory: 29668, top1_acc: 0.8286, top5_acc: 0.9643, loss_cls: 0.6539, loss: 0.6539, grad_norm: 4.8456 2021-05-27 11:19:12,500 - mmaction - INFO - Epoch [12][3880/4294] lr: 4.375e-05, eta: 4:31:36, time: 1.024, data_time: 0.005, memory: 29668, top1_acc: 0.8268, top5_acc: 0.9446, loss_cls: 0.6793, loss: 0.6793, grad_norm: 4.8911 2021-05-27 11:19:34,863 - mmaction - INFO - Epoch [12][3900/4294] lr: 4.375e-05, eta: 4:31:11, time: 1.119, data_time: 0.005, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9491, loss_cls: 0.6823, loss: 0.6823, grad_norm: 4.8543 2021-05-27 11:19:57,905 - mmaction - INFO - Epoch [12][3920/4294] lr: 4.375e-05, eta: 4:30:46, time: 1.149, data_time: 0.003, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9464, loss_cls: 0.6972, loss: 0.6972, grad_norm: 4.8929 2021-05-27 11:20:25,248 - mmaction - INFO - Epoch [12][3940/4294] lr: 4.375e-05, eta: 4:30:23, time: 1.364, data_time: 0.008, memory: 29668, top1_acc: 0.8268, top5_acc: 0.9527, loss_cls: 0.6741, loss: 0.6741, grad_norm: 4.8271 2021-05-27 11:20:47,440 - mmaction - INFO - Epoch [12][3960/4294] lr: 4.375e-05, eta: 4:29:58, time: 1.114, data_time: 0.010, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9437, loss_cls: 0.7516, loss: 0.7516, grad_norm: 5.0353 2021-05-27 11:21:08,551 - mmaction - INFO - Epoch [12][3980/4294] lr: 4.375e-05, eta: 4:29:32, time: 1.057, data_time: 0.004, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9491, loss_cls: 0.7032, loss: 0.7032, grad_norm: 5.1195 2021-05-27 11:21:33,546 - mmaction - INFO - Epoch [12][4000/4294] lr: 4.375e-05, eta: 4:29:08, time: 1.250, data_time: 0.003, memory: 29668, top1_acc: 0.8357, top5_acc: 0.9563, loss_cls: 0.6366, loss: 0.6366, grad_norm: 4.7882 2021-05-27 11:21:56,571 - mmaction - INFO - Epoch [12][4020/4294] lr: 4.375e-05, eta: 4:28:43, time: 1.147, data_time: 0.003, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9509, loss_cls: 0.7000, loss: 0.7000, grad_norm: 4.8654 2021-05-27 11:22:21,019 - mmaction - INFO - Epoch [12][4040/4294] lr: 4.375e-05, eta: 4:28:18, time: 1.227, data_time: 0.007, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9491, loss_cls: 0.6978, loss: 0.6978, grad_norm: 5.0606 2021-05-27 11:22:43,358 - mmaction - INFO - Epoch [12][4060/4294] lr: 4.375e-05, eta: 4:27:53, time: 1.114, data_time: 0.004, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9482, loss_cls: 0.7197, loss: 0.7197, grad_norm: 4.9872 2021-05-27 11:23:10,213 - mmaction - INFO - Epoch [12][4080/4294] lr: 4.375e-05, eta: 4:27:29, time: 1.343, data_time: 0.007, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9473, loss_cls: 0.6945, loss: 0.6945, grad_norm: 4.9576 2021-05-27 11:23:32,590 - mmaction - INFO - Epoch [12][4100/4294] lr: 4.375e-05, eta: 4:27:04, time: 1.122, data_time: 0.007, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9491, loss_cls: 0.7285, loss: 0.7285, grad_norm: 5.2157 2021-05-27 11:23:56,595 - mmaction - INFO - Epoch [12][4120/4294] lr: 4.375e-05, eta: 4:26:40, time: 1.197, data_time: 0.003, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9437, loss_cls: 0.7433, loss: 0.7433, grad_norm: 5.0869 2021-05-27 11:24:20,630 - mmaction - INFO - Epoch [12][4140/4294] lr: 4.375e-05, eta: 4:26:15, time: 1.202, data_time: 0.008, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9482, loss_cls: 0.6889, loss: 0.6889, grad_norm: 4.7831 2021-05-27 11:24:47,644 - mmaction - INFO - Epoch [12][4160/4294] lr: 4.375e-05, eta: 4:25:51, time: 1.345, data_time: 0.011, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9393, loss_cls: 0.7812, loss: 0.7812, grad_norm: 5.2400 2021-05-27 11:25:15,986 - mmaction - INFO - Epoch [12][4180/4294] lr: 4.375e-05, eta: 4:25:28, time: 1.418, data_time: 0.036, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9527, loss_cls: 0.6819, loss: 0.6819, grad_norm: 5.0366 2021-05-27 11:25:42,232 - mmaction - INFO - Epoch [12][4200/4294] lr: 4.375e-05, eta: 4:25:04, time: 1.316, data_time: 0.016, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9554, loss_cls: 0.6657, loss: 0.6657, grad_norm: 4.7941 2021-05-27 11:26:02,712 - mmaction - INFO - Epoch [12][4220/4294] lr: 4.375e-05, eta: 4:24:38, time: 1.025, data_time: 0.006, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9402, loss_cls: 0.7406, loss: 0.7406, grad_norm: 5.2455 2021-05-27 11:26:25,470 - mmaction - INFO - Epoch [12][4240/4294] lr: 4.375e-05, eta: 4:24:13, time: 1.140, data_time: 0.006, memory: 29668, top1_acc: 0.8268, top5_acc: 0.9509, loss_cls: 0.6769, loss: 0.6769, grad_norm: 4.8622 2021-05-27 11:26:45,526 - mmaction - INFO - Epoch [12][4260/4294] lr: 4.375e-05, eta: 4:23:48, time: 1.003, data_time: 0.004, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9464, loss_cls: 0.7124, loss: 0.7124, grad_norm: 4.7835 2021-05-27 11:27:09,369 - mmaction - INFO - Epoch [12][4280/4294] lr: 4.375e-05, eta: 4:23:23, time: 1.193, data_time: 0.002, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9554, loss_cls: 0.7015, loss: 0.7015, grad_norm: 4.8795 2021-05-27 11:27:37,393 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-05-27 11:36:40,205 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 11:36:40,956 - mmaction - INFO - top1_acc 0.7600 top5_acc 0.9257 2021-05-27 11:36:40,957 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 11:36:40,995 - mmaction - INFO - mean_acc 0.7598 2021-05-27 11:36:41,002 - mmaction - INFO - Epoch(val) [12][4294] top1_acc: 0.7600, top5_acc: 0.9257, mean_class_accuracy: 0.7598 2021-05-27 11:41:33,082 - mmaction - INFO - Epoch [13][20/4294] lr: 4.375e-05, eta: 4:23:44, time: 14.595, data_time: 13.418, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9366, loss_cls: 0.7653, loss: 0.7653, grad_norm: 5.1946 2021-05-27 11:41:53,915 - mmaction - INFO - Epoch [13][40/4294] lr: 4.375e-05, eta: 4:23:18, time: 1.047, data_time: 0.009, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9527, loss_cls: 0.6805, loss: 0.6805, grad_norm: 5.0407 2021-05-27 11:42:16,532 - mmaction - INFO - Epoch [13][60/4294] lr: 4.375e-05, eta: 4:22:53, time: 1.129, data_time: 0.006, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9411, loss_cls: 0.7367, loss: 0.7367, grad_norm: 4.9762 2021-05-27 11:42:39,445 - mmaction - INFO - Epoch [13][80/4294] lr: 4.375e-05, eta: 4:22:28, time: 1.147, data_time: 0.007, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9536, loss_cls: 0.6716, loss: 0.6716, grad_norm: 5.0516 2021-05-27 11:43:06,053 - mmaction - INFO - Epoch [13][100/4294] lr: 4.375e-05, eta: 4:22:04, time: 1.327, data_time: 0.007, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9393, loss_cls: 0.7187, loss: 0.7187, grad_norm: 4.9925 2021-05-27 11:43:35,660 - mmaction - INFO - Epoch [13][120/4294] lr: 4.375e-05, eta: 4:21:40, time: 1.480, data_time: 0.011, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9563, loss_cls: 0.6821, loss: 0.6821, grad_norm: 4.8528 2021-05-27 11:43:59,891 - mmaction - INFO - Epoch [13][140/4294] lr: 4.375e-05, eta: 4:21:16, time: 1.213, data_time: 0.009, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9491, loss_cls: 0.6789, loss: 0.6789, grad_norm: 4.8915 2021-05-27 11:44:23,564 - mmaction - INFO - Epoch [13][160/4294] lr: 4.375e-05, eta: 4:20:51, time: 1.188, data_time: 0.007, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9420, loss_cls: 0.7523, loss: 0.7523, grad_norm: 4.8441 2021-05-27 11:44:47,323 - mmaction - INFO - Epoch [13][180/4294] lr: 4.375e-05, eta: 4:20:26, time: 1.182, data_time: 0.004, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9446, loss_cls: 0.7327, loss: 0.7327, grad_norm: 5.0066 2021-05-27 11:45:09,632 - mmaction - INFO - Epoch [13][200/4294] lr: 4.375e-05, eta: 4:20:01, time: 1.123, data_time: 0.010, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9473, loss_cls: 0.7285, loss: 0.7285, grad_norm: 4.9715 2021-05-27 11:45:37,299 - mmaction - INFO - Epoch [13][220/4294] lr: 4.375e-05, eta: 4:19:37, time: 1.360, data_time: 0.002, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9518, loss_cls: 0.6676, loss: 0.6676, grad_norm: 4.5911 2021-05-27 11:45:56,834 - mmaction - INFO - Epoch [13][240/4294] lr: 4.375e-05, eta: 4:19:11, time: 1.001, data_time: 0.025, memory: 29668, top1_acc: 0.8339, top5_acc: 0.9554, loss_cls: 0.6281, loss: 0.6281, grad_norm: 4.8023 2021-05-27 11:46:19,029 - mmaction - INFO - Epoch [13][260/4294] lr: 4.375e-05, eta: 4:18:46, time: 1.108, data_time: 0.003, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9491, loss_cls: 0.6807, loss: 0.6807, grad_norm: 4.6537 2021-05-27 11:46:40,386 - mmaction - INFO - Epoch [13][280/4294] lr: 4.375e-05, eta: 4:18:21, time: 1.062, data_time: 0.002, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9580, loss_cls: 0.6704, loss: 0.6704, grad_norm: 4.9098 2021-05-27 11:47:02,815 - mmaction - INFO - Epoch [13][300/4294] lr: 4.375e-05, eta: 4:17:56, time: 1.127, data_time: 0.008, memory: 29668, top1_acc: 0.8304, top5_acc: 0.9580, loss_cls: 0.6238, loss: 0.6238, grad_norm: 4.6144 2021-05-27 11:47:29,411 - mmaction - INFO - Epoch [13][320/4294] lr: 4.375e-05, eta: 4:17:31, time: 1.322, data_time: 0.002, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9455, loss_cls: 0.7139, loss: 0.7139, grad_norm: 5.1770 2021-05-27 11:47:55,327 - mmaction - INFO - Epoch [13][340/4294] lr: 4.375e-05, eta: 4:17:07, time: 1.301, data_time: 0.011, memory: 29668, top1_acc: 0.7920, top5_acc: 0.9473, loss_cls: 0.7499, loss: 0.7499, grad_norm: 5.4376 2021-05-27 11:48:19,510 - mmaction - INFO - Epoch [13][360/4294] lr: 4.375e-05, eta: 4:16:42, time: 1.201, data_time: 0.006, memory: 29668, top1_acc: 0.8330, top5_acc: 0.9661, loss_cls: 0.6031, loss: 0.6031, grad_norm: 4.6178 2021-05-27 11:48:43,252 - mmaction - INFO - Epoch [13][380/4294] lr: 4.375e-05, eta: 4:16:18, time: 1.198, data_time: 0.014, memory: 29668, top1_acc: 0.8295, top5_acc: 0.9518, loss_cls: 0.6702, loss: 0.6702, grad_norm: 4.8032 2021-05-27 11:49:05,037 - mmaction - INFO - Epoch [13][400/4294] lr: 4.375e-05, eta: 4:15:52, time: 1.085, data_time: 0.003, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9563, loss_cls: 0.6743, loss: 0.6743, grad_norm: 4.9717 2021-05-27 11:49:25,201 - mmaction - INFO - Epoch [13][420/4294] lr: 4.375e-05, eta: 4:15:27, time: 1.012, data_time: 0.009, memory: 29668, top1_acc: 0.8330, top5_acc: 0.9509, loss_cls: 0.6537, loss: 0.6537, grad_norm: 4.6112 2021-05-27 11:49:48,360 - mmaction - INFO - Epoch [13][440/4294] lr: 4.375e-05, eta: 4:15:02, time: 1.156, data_time: 0.016, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9411, loss_cls: 0.7336, loss: 0.7336, grad_norm: 4.7874 2021-05-27 11:50:11,541 - mmaction - INFO - Epoch [13][460/4294] lr: 4.375e-05, eta: 4:14:37, time: 1.160, data_time: 0.007, memory: 29668, top1_acc: 0.8321, top5_acc: 0.9491, loss_cls: 0.6892, loss: 0.6892, grad_norm: 4.7729 2021-05-27 11:50:33,165 - mmaction - INFO - Epoch [13][480/4294] lr: 4.375e-05, eta: 4:14:12, time: 1.083, data_time: 0.004, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9429, loss_cls: 0.7444, loss: 0.7444, grad_norm: 5.0567 2021-05-27 11:50:52,633 - mmaction - INFO - Epoch [13][500/4294] lr: 4.375e-05, eta: 4:13:46, time: 0.974, data_time: 0.005, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9536, loss_cls: 0.6560, loss: 0.6560, grad_norm: 4.6258 2021-05-27 11:51:14,180 - mmaction - INFO - Epoch [13][520/4294] lr: 4.375e-05, eta: 4:13:20, time: 1.072, data_time: 0.002, memory: 29668, top1_acc: 0.8473, top5_acc: 0.9563, loss_cls: 0.6310, loss: 0.6310, grad_norm: 4.6061 2021-05-27 11:51:33,947 - mmaction - INFO - Epoch [13][540/4294] lr: 4.375e-05, eta: 4:12:55, time: 0.993, data_time: 0.009, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9509, loss_cls: 0.7047, loss: 0.7047, grad_norm: 5.1285 2021-05-27 11:51:56,913 - mmaction - INFO - Epoch [13][560/4294] lr: 4.375e-05, eta: 4:12:30, time: 1.149, data_time: 0.004, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9446, loss_cls: 0.6828, loss: 0.6828, grad_norm: 4.6211 2021-05-27 11:52:19,429 - mmaction - INFO - Epoch [13][580/4294] lr: 4.375e-05, eta: 4:12:05, time: 1.119, data_time: 0.002, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9527, loss_cls: 0.6803, loss: 0.6803, grad_norm: 5.0609 2021-05-27 11:52:41,231 - mmaction - INFO - Epoch [13][600/4294] lr: 4.375e-05, eta: 4:11:39, time: 1.096, data_time: 0.010, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9429, loss_cls: 0.7493, loss: 0.7493, grad_norm: 5.2483 2021-05-27 11:53:07,685 - mmaction - INFO - Epoch [13][620/4294] lr: 4.375e-05, eta: 4:11:15, time: 1.316, data_time: 0.002, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9571, loss_cls: 0.6519, loss: 0.6519, grad_norm: 4.7770 2021-05-27 11:53:30,519 - mmaction - INFO - Epoch [13][640/4294] lr: 4.375e-05, eta: 4:10:50, time: 1.148, data_time: 0.010, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9491, loss_cls: 0.6783, loss: 0.6783, grad_norm: 5.1008 2021-05-27 11:53:50,077 - mmaction - INFO - Epoch [13][660/4294] lr: 4.375e-05, eta: 4:10:24, time: 0.978, data_time: 0.003, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9464, loss_cls: 0.6724, loss: 0.6724, grad_norm: 4.9541 2021-05-27 11:54:12,766 - mmaction - INFO - Epoch [13][680/4294] lr: 4.375e-05, eta: 4:09:59, time: 1.132, data_time: 0.003, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9545, loss_cls: 0.6764, loss: 0.6764, grad_norm: 4.9412 2021-05-27 11:54:33,139 - mmaction - INFO - Epoch [13][700/4294] lr: 4.375e-05, eta: 4:09:34, time: 1.022, data_time: 0.005, memory: 29668, top1_acc: 0.8411, top5_acc: 0.9607, loss_cls: 0.6010, loss: 0.6010, grad_norm: 4.6546 2021-05-27 11:54:55,505 - mmaction - INFO - Epoch [13][720/4294] lr: 4.375e-05, eta: 4:09:09, time: 1.114, data_time: 0.001, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9500, loss_cls: 0.6467, loss: 0.6467, grad_norm: 4.8769 2021-05-27 11:55:16,974 - mmaction - INFO - Epoch [13][740/4294] lr: 4.375e-05, eta: 4:08:43, time: 1.076, data_time: 0.008, memory: 29668, top1_acc: 0.8366, top5_acc: 0.9598, loss_cls: 0.6121, loss: 0.6121, grad_norm: 4.7112 2021-05-27 11:55:44,041 - mmaction - INFO - Epoch [13][760/4294] lr: 4.375e-05, eta: 4:08:19, time: 1.332, data_time: 0.003, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9339, loss_cls: 0.7378, loss: 0.7378, grad_norm: 5.1744 2021-05-27 11:56:07,765 - mmaction - INFO - Epoch [13][780/4294] lr: 4.375e-05, eta: 4:07:55, time: 1.208, data_time: 0.025, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9464, loss_cls: 0.6939, loss: 0.6939, grad_norm: 4.9789 2021-05-27 11:56:29,019 - mmaction - INFO - Epoch [13][800/4294] lr: 4.375e-05, eta: 4:07:29, time: 1.063, data_time: 0.003, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9545, loss_cls: 0.6484, loss: 0.6484, grad_norm: 4.5441 2021-05-27 11:56:49,272 - mmaction - INFO - Epoch [13][820/4294] lr: 4.375e-05, eta: 4:07:04, time: 1.013, data_time: 0.002, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9527, loss_cls: 0.7079, loss: 0.7079, grad_norm: 5.0139 2021-05-27 11:57:11,858 - mmaction - INFO - Epoch [13][840/4294] lr: 4.375e-05, eta: 4:06:39, time: 1.129, data_time: 0.002, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9446, loss_cls: 0.7258, loss: 0.7258, grad_norm: 5.0811 2021-05-27 11:57:34,647 - mmaction - INFO - Epoch [13][860/4294] lr: 4.375e-05, eta: 4:06:14, time: 1.139, data_time: 0.004, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9464, loss_cls: 0.7135, loss: 0.7135, grad_norm: 5.0138 2021-05-27 11:57:55,744 - mmaction - INFO - Epoch [13][880/4294] lr: 4.375e-05, eta: 4:05:48, time: 1.049, data_time: 0.006, memory: 29668, top1_acc: 0.8339, top5_acc: 0.9589, loss_cls: 0.6307, loss: 0.6307, grad_norm: 4.7627 2021-05-27 11:58:18,891 - mmaction - INFO - Epoch [13][900/4294] lr: 4.375e-05, eta: 4:05:23, time: 1.165, data_time: 0.011, memory: 29668, top1_acc: 0.8295, top5_acc: 0.9545, loss_cls: 0.6584, loss: 0.6584, grad_norm: 4.7022 2021-05-27 11:58:40,004 - mmaction - INFO - Epoch [13][920/4294] lr: 4.375e-05, eta: 4:04:58, time: 1.055, data_time: 0.002, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9402, loss_cls: 0.7153, loss: 0.7153, grad_norm: 4.8774 2021-05-27 11:59:01,570 - mmaction - INFO - Epoch [13][940/4294] lr: 4.375e-05, eta: 4:04:33, time: 1.079, data_time: 0.004, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9473, loss_cls: 0.6747, loss: 0.6747, grad_norm: 4.7551 2021-05-27 11:59:23,507 - mmaction - INFO - Epoch [13][960/4294] lr: 4.375e-05, eta: 4:04:08, time: 1.096, data_time: 0.002, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9437, loss_cls: 0.7295, loss: 0.7295, grad_norm: 5.0259 2021-05-27 11:59:43,431 - mmaction - INFO - Epoch [13][980/4294] lr: 4.375e-05, eta: 4:03:42, time: 0.994, data_time: 0.002, memory: 29668, top1_acc: 0.8277, top5_acc: 0.9527, loss_cls: 0.6679, loss: 0.6679, grad_norm: 4.7747 2021-05-27 12:00:08,095 - mmaction - INFO - Epoch [13][1000/4294] lr: 4.375e-05, eta: 4:03:17, time: 1.181, data_time: 0.005, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9473, loss_cls: 0.7634, loss: 0.7634, grad_norm: 5.0642 2021-05-27 12:00:37,419 - mmaction - INFO - Epoch [13][1020/4294] lr: 4.375e-05, eta: 4:02:54, time: 1.515, data_time: 0.061, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9384, loss_cls: 0.7785, loss: 0.7785, grad_norm: 5.0841 2021-05-27 12:00:59,726 - mmaction - INFO - Epoch [13][1040/4294] lr: 4.375e-05, eta: 4:02:29, time: 1.111, data_time: 0.008, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9437, loss_cls: 0.7211, loss: 0.7211, grad_norm: 4.9747 2021-05-27 12:01:24,034 - mmaction - INFO - Epoch [13][1060/4294] lr: 4.375e-05, eta: 4:02:04, time: 1.218, data_time: 0.011, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9545, loss_cls: 0.6549, loss: 0.6549, grad_norm: 4.8372 2021-05-27 12:01:45,277 - mmaction - INFO - Epoch [13][1080/4294] lr: 4.375e-05, eta: 4:01:39, time: 1.066, data_time: 0.008, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9563, loss_cls: 0.6841, loss: 0.6841, grad_norm: 4.8905 2021-05-27 12:02:09,015 - mmaction - INFO - Epoch [13][1100/4294] lr: 4.375e-05, eta: 4:01:14, time: 1.185, data_time: 0.004, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9518, loss_cls: 0.6936, loss: 0.6936, grad_norm: 4.8978 2021-05-27 12:02:35,276 - mmaction - INFO - Epoch [13][1120/4294] lr: 4.375e-05, eta: 4:00:50, time: 1.317, data_time: 0.007, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9554, loss_cls: 0.6622, loss: 0.6622, grad_norm: 4.7450 2021-05-27 12:02:59,522 - mmaction - INFO - Epoch [13][1140/4294] lr: 4.375e-05, eta: 4:00:25, time: 1.211, data_time: 0.003, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9411, loss_cls: 0.7485, loss: 0.7485, grad_norm: 5.1376 2021-05-27 12:03:23,741 - mmaction - INFO - Epoch [13][1160/4294] lr: 4.375e-05, eta: 4:00:01, time: 1.209, data_time: 0.006, memory: 29668, top1_acc: 0.8268, top5_acc: 0.9455, loss_cls: 0.6644, loss: 0.6644, grad_norm: 4.7884 2021-05-27 12:03:43,458 - mmaction - INFO - Epoch [13][1180/4294] lr: 4.375e-05, eta: 3:59:35, time: 0.986, data_time: 0.008, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9563, loss_cls: 0.6671, loss: 0.6671, grad_norm: 4.7509 2021-05-27 12:04:07,771 - mmaction - INFO - Epoch [13][1200/4294] lr: 4.375e-05, eta: 3:59:10, time: 1.218, data_time: 0.007, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9446, loss_cls: 0.7046, loss: 0.7046, grad_norm: 5.0485 2021-05-27 12:04:29,770 - mmaction - INFO - Epoch [13][1220/4294] lr: 4.375e-05, eta: 3:58:45, time: 1.102, data_time: 0.005, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9473, loss_cls: 0.6934, loss: 0.6934, grad_norm: 4.9638 2021-05-27 12:04:52,306 - mmaction - INFO - Epoch [13][1240/4294] lr: 4.375e-05, eta: 3:58:20, time: 1.127, data_time: 0.003, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9545, loss_cls: 0.6823, loss: 0.6823, grad_norm: 5.0975 2021-05-27 12:05:15,154 - mmaction - INFO - Epoch [13][1260/4294] lr: 4.375e-05, eta: 3:57:55, time: 1.141, data_time: 0.006, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9482, loss_cls: 0.7020, loss: 0.7020, grad_norm: 4.9054 2021-05-27 12:05:36,054 - mmaction - INFO - Epoch [13][1280/4294] lr: 4.375e-05, eta: 3:57:30, time: 1.048, data_time: 0.007, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9607, loss_cls: 0.6528, loss: 0.6528, grad_norm: 4.9446 2021-05-27 12:05:57,225 - mmaction - INFO - Epoch [13][1300/4294] lr: 4.375e-05, eta: 3:57:05, time: 1.051, data_time: 0.002, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9437, loss_cls: 0.7397, loss: 0.7397, grad_norm: 5.0069 2021-05-27 12:06:16,974 - mmaction - INFO - Epoch [13][1320/4294] lr: 4.375e-05, eta: 3:56:39, time: 0.994, data_time: 0.010, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9482, loss_cls: 0.7136, loss: 0.7136, grad_norm: 4.9931 2021-05-27 12:06:40,085 - mmaction - INFO - Epoch [13][1340/4294] lr: 4.375e-05, eta: 3:56:14, time: 1.151, data_time: 0.006, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9420, loss_cls: 0.7185, loss: 0.7185, grad_norm: 4.9447 2021-05-27 12:07:05,051 - mmaction - INFO - Epoch [13][1360/4294] lr: 4.375e-05, eta: 3:55:50, time: 1.248, data_time: 0.008, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9491, loss_cls: 0.6997, loss: 0.6997, grad_norm: 5.0022 2021-05-27 12:07:28,641 - mmaction - INFO - Epoch [13][1380/4294] lr: 4.375e-05, eta: 3:55:25, time: 1.185, data_time: 0.007, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9402, loss_cls: 0.7751, loss: 0.7751, grad_norm: 5.1830 2021-05-27 12:07:54,304 - mmaction - INFO - Epoch [13][1400/4294] lr: 4.375e-05, eta: 3:55:01, time: 1.281, data_time: 0.003, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9580, loss_cls: 0.6638, loss: 0.6638, grad_norm: 4.9769 2021-05-27 12:08:19,609 - mmaction - INFO - Epoch [13][1420/4294] lr: 4.375e-05, eta: 3:54:36, time: 1.266, data_time: 0.005, memory: 29668, top1_acc: 0.7795, top5_acc: 0.9268, loss_cls: 0.8355, loss: 0.8355, grad_norm: 5.3008 2021-05-27 12:08:40,734 - mmaction - INFO - Epoch [13][1440/4294] lr: 4.375e-05, eta: 3:54:11, time: 1.057, data_time: 0.004, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9420, loss_cls: 0.7491, loss: 0.7491, grad_norm: 4.9555 2021-05-27 12:09:05,026 - mmaction - INFO - Epoch [13][1460/4294] lr: 4.375e-05, eta: 3:53:46, time: 1.209, data_time: 0.003, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9545, loss_cls: 0.6911, loss: 0.6911, grad_norm: 4.7740 2021-05-27 12:09:26,920 - mmaction - INFO - Epoch [13][1480/4294] lr: 4.375e-05, eta: 3:53:21, time: 1.100, data_time: 0.009, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9482, loss_cls: 0.7046, loss: 0.7046, grad_norm: 5.0088 2021-05-27 12:09:49,203 - mmaction - INFO - Epoch [13][1500/4294] lr: 4.375e-05, eta: 3:52:56, time: 1.114, data_time: 0.002, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9500, loss_cls: 0.7407, loss: 0.7407, grad_norm: 4.9670 2021-05-27 12:10:11,456 - mmaction - INFO - Epoch [13][1520/4294] lr: 4.375e-05, eta: 3:52:31, time: 1.111, data_time: 0.003, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9455, loss_cls: 0.7484, loss: 0.7484, grad_norm: 5.0903 2021-05-27 12:10:37,070 - mmaction - INFO - Epoch [13][1540/4294] lr: 4.375e-05, eta: 3:52:07, time: 1.280, data_time: 0.004, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9357, loss_cls: 0.7508, loss: 0.7508, grad_norm: 5.1421 2021-05-27 12:11:02,816 - mmaction - INFO - Epoch [13][1560/4294] lr: 4.375e-05, eta: 3:51:42, time: 1.290, data_time: 0.005, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9473, loss_cls: 0.6950, loss: 0.6950, grad_norm: 4.6372 2021-05-27 12:11:26,321 - mmaction - INFO - Epoch [13][1580/4294] lr: 4.375e-05, eta: 3:51:18, time: 1.174, data_time: 0.018, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9455, loss_cls: 0.7161, loss: 0.7161, grad_norm: 4.8818 2021-05-27 12:11:48,014 - mmaction - INFO - Epoch [13][1600/4294] lr: 4.375e-05, eta: 3:50:52, time: 1.086, data_time: 0.003, memory: 29668, top1_acc: 0.8286, top5_acc: 0.9482, loss_cls: 0.6865, loss: 0.6865, grad_norm: 4.7353 2021-05-27 12:12:15,231 - mmaction - INFO - Epoch [13][1620/4294] lr: 4.375e-05, eta: 3:50:28, time: 1.358, data_time: 0.003, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9464, loss_cls: 0.7367, loss: 0.7367, grad_norm: 5.2397 2021-05-27 12:12:35,239 - mmaction - INFO - Epoch [13][1640/4294] lr: 4.375e-05, eta: 3:50:03, time: 1.002, data_time: 0.009, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9482, loss_cls: 0.7001, loss: 0.7001, grad_norm: 4.8678 2021-05-27 12:12:56,509 - mmaction - INFO - Epoch [13][1660/4294] lr: 4.375e-05, eta: 3:49:38, time: 1.065, data_time: 0.003, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9473, loss_cls: 0.7305, loss: 0.7305, grad_norm: 5.0685 2021-05-27 12:13:16,672 - mmaction - INFO - Epoch [13][1680/4294] lr: 4.375e-05, eta: 3:49:12, time: 1.008, data_time: 0.002, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9518, loss_cls: 0.6939, loss: 0.6939, grad_norm: 4.8541 2021-05-27 12:13:36,194 - mmaction - INFO - Epoch [13][1700/4294] lr: 4.375e-05, eta: 3:48:47, time: 0.976, data_time: 0.004, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9429, loss_cls: 0.6654, loss: 0.6654, grad_norm: 4.7100 2021-05-27 12:14:00,953 - mmaction - INFO - Epoch [13][1720/4294] lr: 4.375e-05, eta: 3:48:22, time: 1.235, data_time: 0.003, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9446, loss_cls: 0.7257, loss: 0.7257, grad_norm: 5.1001 2021-05-27 12:14:20,806 - mmaction - INFO - Epoch [13][1740/4294] lr: 4.375e-05, eta: 3:47:56, time: 0.996, data_time: 0.006, memory: 29668, top1_acc: 0.8268, top5_acc: 0.9527, loss_cls: 0.6474, loss: 0.6474, grad_norm: 4.6566 2021-05-27 12:14:43,470 - mmaction - INFO - Epoch [13][1760/4294] lr: 4.375e-05, eta: 3:47:32, time: 1.133, data_time: 0.002, memory: 29668, top1_acc: 0.8375, top5_acc: 0.9545, loss_cls: 0.6285, loss: 0.6285, grad_norm: 4.5703 2021-05-27 12:15:10,900 - mmaction - INFO - Epoch [13][1780/4294] lr: 4.375e-05, eta: 3:47:08, time: 1.369, data_time: 0.012, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9563, loss_cls: 0.6737, loss: 0.6737, grad_norm: 4.8914 2021-05-27 12:15:35,791 - mmaction - INFO - Epoch [13][1800/4294] lr: 4.375e-05, eta: 3:46:43, time: 1.242, data_time: 0.007, memory: 29668, top1_acc: 0.8348, top5_acc: 0.9527, loss_cls: 0.6476, loss: 0.6476, grad_norm: 4.6892 2021-05-27 12:15:56,597 - mmaction - INFO - Epoch [13][1820/4294] lr: 4.375e-05, eta: 3:46:18, time: 1.046, data_time: 0.011, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9509, loss_cls: 0.6871, loss: 0.6871, grad_norm: 4.9219 2021-05-27 12:16:19,942 - mmaction - INFO - Epoch [13][1840/4294] lr: 4.375e-05, eta: 3:45:53, time: 1.166, data_time: 0.003, memory: 29668, top1_acc: 0.8429, top5_acc: 0.9580, loss_cls: 0.6012, loss: 0.6012, grad_norm: 4.5448 2021-05-27 12:16:47,102 - mmaction - INFO - Epoch [13][1860/4294] lr: 4.375e-05, eta: 3:45:29, time: 1.355, data_time: 0.004, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9437, loss_cls: 0.7090, loss: 0.7090, grad_norm: 4.8894 2021-05-27 12:17:08,346 - mmaction - INFO - Epoch [13][1880/4294] lr: 4.375e-05, eta: 3:45:04, time: 1.064, data_time: 0.008, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9446, loss_cls: 0.6655, loss: 0.6655, grad_norm: 4.7745 2021-05-27 12:17:29,046 - mmaction - INFO - Epoch [13][1900/4294] lr: 4.375e-05, eta: 3:44:38, time: 1.038, data_time: 0.005, memory: 29668, top1_acc: 0.8330, top5_acc: 0.9598, loss_cls: 0.6179, loss: 0.6179, grad_norm: 4.6420 2021-05-27 12:17:50,473 - mmaction - INFO - Epoch [13][1920/4294] lr: 4.375e-05, eta: 3:44:13, time: 1.066, data_time: 0.003, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9518, loss_cls: 0.6858, loss: 0.6858, grad_norm: 5.1014 2021-05-27 12:18:19,652 - mmaction - INFO - Epoch [13][1940/4294] lr: 4.375e-05, eta: 3:43:50, time: 1.457, data_time: 0.009, memory: 29668, top1_acc: 0.8304, top5_acc: 0.9518, loss_cls: 0.6659, loss: 0.6659, grad_norm: 4.8768 2021-05-27 12:18:45,156 - mmaction - INFO - Epoch [13][1960/4294] lr: 4.375e-05, eta: 3:43:25, time: 1.277, data_time: 0.011, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9536, loss_cls: 0.7172, loss: 0.7172, grad_norm: 4.8865 2021-05-27 12:19:05,129 - mmaction - INFO - Epoch [13][1980/4294] lr: 4.375e-05, eta: 3:43:00, time: 1.002, data_time: 0.010, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9491, loss_cls: 0.7494, loss: 0.7494, grad_norm: 5.1042 2021-05-27 12:19:30,139 - mmaction - INFO - Epoch [13][2000/4294] lr: 4.375e-05, eta: 3:42:35, time: 1.249, data_time: 0.015, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9491, loss_cls: 0.7024, loss: 0.7024, grad_norm: 4.9211 2021-05-27 12:19:51,010 - mmaction - INFO - Epoch [13][2020/4294] lr: 4.375e-05, eta: 3:42:10, time: 1.023, data_time: 0.005, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9437, loss_cls: 0.7181, loss: 0.7181, grad_norm: 5.0906 2021-05-27 12:20:21,215 - mmaction - INFO - Epoch [13][2040/4294] lr: 4.375e-05, eta: 3:41:47, time: 1.530, data_time: 0.027, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9545, loss_cls: 0.6864, loss: 0.6864, grad_norm: 4.6893 2021-05-27 12:20:44,965 - mmaction - INFO - Epoch [13][2060/4294] lr: 4.375e-05, eta: 3:41:22, time: 1.185, data_time: 0.007, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9455, loss_cls: 0.6985, loss: 0.6985, grad_norm: 4.9689 2021-05-27 12:21:05,416 - mmaction - INFO - Epoch [13][2080/4294] lr: 4.375e-05, eta: 3:40:57, time: 1.026, data_time: 0.009, memory: 29668, top1_acc: 0.7866, top5_acc: 0.9446, loss_cls: 0.7770, loss: 0.7770, grad_norm: 5.2560 2021-05-27 12:21:30,489 - mmaction - INFO - Epoch [13][2100/4294] lr: 4.375e-05, eta: 3:40:32, time: 1.253, data_time: 0.007, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9446, loss_cls: 0.7470, loss: 0.7470, grad_norm: 5.1581 2021-05-27 12:21:56,389 - mmaction - INFO - Epoch [13][2120/4294] lr: 4.375e-05, eta: 3:40:08, time: 1.294, data_time: 0.007, memory: 29668, top1_acc: 0.8277, top5_acc: 0.9482, loss_cls: 0.6561, loss: 0.6561, grad_norm: 4.6179 2021-05-27 12:22:19,048 - mmaction - INFO - Epoch [13][2140/4294] lr: 4.375e-05, eta: 3:39:43, time: 1.136, data_time: 0.009, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9446, loss_cls: 0.7234, loss: 0.7234, grad_norm: 4.9161 2021-05-27 12:22:40,390 - mmaction - INFO - Epoch [13][2160/4294] lr: 4.375e-05, eta: 3:39:18, time: 1.068, data_time: 0.004, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9437, loss_cls: 0.7596, loss: 0.7596, grad_norm: 5.0277 2021-05-27 12:23:04,832 - mmaction - INFO - Epoch [13][2180/4294] lr: 4.375e-05, eta: 3:38:53, time: 1.208, data_time: 0.007, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9598, loss_cls: 0.6390, loss: 0.6390, grad_norm: 4.8347 2021-05-27 12:23:30,383 - mmaction - INFO - Epoch [13][2200/4294] lr: 4.375e-05, eta: 3:38:29, time: 1.285, data_time: 0.022, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9491, loss_cls: 0.6858, loss: 0.6858, grad_norm: 4.8271 2021-05-27 12:23:54,687 - mmaction - INFO - Epoch [13][2220/4294] lr: 4.375e-05, eta: 3:38:04, time: 1.216, data_time: 0.010, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9500, loss_cls: 0.6810, loss: 0.6810, grad_norm: 4.7172 2021-05-27 12:24:16,501 - mmaction - INFO - Epoch [13][2240/4294] lr: 4.375e-05, eta: 3:37:39, time: 1.096, data_time: 0.011, memory: 29668, top1_acc: 0.8277, top5_acc: 0.9607, loss_cls: 0.6531, loss: 0.6531, grad_norm: 4.6512 2021-05-27 12:24:36,525 - mmaction - INFO - Epoch [13][2260/4294] lr: 4.375e-05, eta: 3:37:14, time: 1.002, data_time: 0.006, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9509, loss_cls: 0.6772, loss: 0.6772, grad_norm: 4.8725 2021-05-27 12:25:00,085 - mmaction - INFO - Epoch [13][2280/4294] lr: 4.375e-05, eta: 3:36:49, time: 1.173, data_time: 0.002, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9455, loss_cls: 0.6786, loss: 0.6786, grad_norm: 4.9273 2021-05-27 12:25:19,746 - mmaction - INFO - Epoch [13][2300/4294] lr: 4.375e-05, eta: 3:36:23, time: 0.988, data_time: 0.009, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9429, loss_cls: 0.7766, loss: 0.7766, grad_norm: 5.1731 2021-05-27 12:25:40,882 - mmaction - INFO - Epoch [13][2320/4294] lr: 4.375e-05, eta: 3:35:58, time: 1.046, data_time: 0.003, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9509, loss_cls: 0.6508, loss: 0.6508, grad_norm: 4.6897 2021-05-27 12:26:04,829 - mmaction - INFO - Epoch [13][2340/4294] lr: 4.375e-05, eta: 3:35:34, time: 1.208, data_time: 0.014, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9330, loss_cls: 0.7338, loss: 0.7338, grad_norm: 5.1256 2021-05-27 12:26:25,753 - mmaction - INFO - Epoch [13][2360/4294] lr: 4.375e-05, eta: 3:35:08, time: 1.035, data_time: 0.003, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9527, loss_cls: 0.6920, loss: 0.6920, grad_norm: 4.8880 2021-05-27 12:26:49,660 - mmaction - INFO - Epoch [13][2380/4294] lr: 4.375e-05, eta: 3:34:44, time: 1.205, data_time: 0.015, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9518, loss_cls: 0.7128, loss: 0.7128, grad_norm: 5.1989 2021-05-27 12:27:10,365 - mmaction - INFO - Epoch [13][2400/4294] lr: 4.375e-05, eta: 3:34:18, time: 1.033, data_time: 0.006, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9393, loss_cls: 0.7315, loss: 0.7315, grad_norm: 4.8389 2021-05-27 12:27:29,763 - mmaction - INFO - Epoch [13][2420/4294] lr: 4.375e-05, eta: 3:33:53, time: 0.973, data_time: 0.006, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9464, loss_cls: 0.6855, loss: 0.6855, grad_norm: 4.7684 2021-05-27 12:27:53,612 - mmaction - INFO - Epoch [13][2440/4294] lr: 4.375e-05, eta: 3:33:28, time: 1.193, data_time: 0.002, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9598, loss_cls: 0.6490, loss: 0.6490, grad_norm: 4.8669 2021-05-27 12:28:21,898 - mmaction - INFO - Epoch [13][2460/4294] lr: 4.375e-05, eta: 3:33:04, time: 1.405, data_time: 0.003, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9464, loss_cls: 0.6855, loss: 0.6855, grad_norm: 5.0292 2021-05-27 12:28:42,322 - mmaction - INFO - Epoch [13][2480/4294] lr: 4.375e-05, eta: 3:32:39, time: 1.032, data_time: 0.014, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9455, loss_cls: 0.7156, loss: 0.7156, grad_norm: 5.0172 2021-05-27 12:29:13,083 - mmaction - INFO - Epoch [13][2500/4294] lr: 4.375e-05, eta: 3:32:16, time: 1.533, data_time: 0.011, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9393, loss_cls: 0.7440, loss: 0.7440, grad_norm: 5.0731 2021-05-27 12:29:35,326 - mmaction - INFO - Epoch [13][2520/4294] lr: 4.375e-05, eta: 3:31:51, time: 1.116, data_time: 0.010, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9446, loss_cls: 0.6827, loss: 0.6827, grad_norm: 4.8495 2021-05-27 12:29:55,106 - mmaction - INFO - Epoch [13][2540/4294] lr: 4.375e-05, eta: 3:31:25, time: 0.989, data_time: 0.003, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9420, loss_cls: 0.7709, loss: 0.7709, grad_norm: 4.9854 2021-05-27 12:30:17,341 - mmaction - INFO - Epoch [13][2560/4294] lr: 4.375e-05, eta: 3:31:00, time: 1.107, data_time: 0.001, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9518, loss_cls: 0.6759, loss: 0.6759, grad_norm: 4.7835 2021-05-27 12:30:37,885 - mmaction - INFO - Epoch [13][2580/4294] lr: 4.375e-05, eta: 3:30:35, time: 1.031, data_time: 0.016, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9509, loss_cls: 0.7015, loss: 0.7015, grad_norm: 4.9471 2021-05-27 12:31:00,035 - mmaction - INFO - Epoch [13][2600/4294] lr: 4.375e-05, eta: 3:30:10, time: 1.107, data_time: 0.005, memory: 29668, top1_acc: 0.8295, top5_acc: 0.9571, loss_cls: 0.6426, loss: 0.6426, grad_norm: 4.9184 2021-05-27 12:31:21,809 - mmaction - INFO - Epoch [13][2620/4294] lr: 4.375e-05, eta: 3:29:45, time: 1.090, data_time: 0.004, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9500, loss_cls: 0.7060, loss: 0.7060, grad_norm: 4.9434 2021-05-27 12:31:41,990 - mmaction - INFO - Epoch [13][2640/4294] lr: 4.375e-05, eta: 3:29:20, time: 0.995, data_time: 0.002, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9500, loss_cls: 0.7085, loss: 0.7085, grad_norm: 5.0412 2021-05-27 12:32:10,472 - mmaction - INFO - Epoch [13][2660/4294] lr: 4.375e-05, eta: 3:28:56, time: 1.437, data_time: 0.017, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9518, loss_cls: 0.7107, loss: 0.7107, grad_norm: 5.1027 2021-05-27 12:32:33,442 - mmaction - INFO - Epoch [13][2680/4294] lr: 4.375e-05, eta: 3:28:31, time: 1.139, data_time: 0.005, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9536, loss_cls: 0.6658, loss: 0.6658, grad_norm: 4.8129 2021-05-27 12:32:54,502 - mmaction - INFO - Epoch [13][2700/4294] lr: 4.375e-05, eta: 3:28:06, time: 1.064, data_time: 0.026, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9366, loss_cls: 0.7227, loss: 0.7227, grad_norm: 4.9169 2021-05-27 12:33:19,959 - mmaction - INFO - Epoch [13][2720/4294] lr: 4.375e-05, eta: 3:27:42, time: 1.269, data_time: 0.002, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9339, loss_cls: 0.7329, loss: 0.7329, grad_norm: 5.0256 2021-05-27 12:33:42,859 - mmaction - INFO - Epoch [13][2740/4294] lr: 4.375e-05, eta: 3:27:17, time: 1.146, data_time: 0.006, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9277, loss_cls: 0.7623, loss: 0.7623, grad_norm: 5.0143 2021-05-27 12:34:02,043 - mmaction - INFO - Epoch [13][2760/4294] lr: 4.375e-05, eta: 3:26:51, time: 0.960, data_time: 0.007, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9563, loss_cls: 0.6707, loss: 0.6707, grad_norm: 4.9515 2021-05-27 12:34:27,179 - mmaction - INFO - Epoch [13][2780/4294] lr: 4.375e-05, eta: 3:26:27, time: 1.246, data_time: 0.005, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9464, loss_cls: 0.6959, loss: 0.6959, grad_norm: 4.9100 2021-05-27 12:34:54,157 - mmaction - INFO - Epoch [13][2800/4294] lr: 4.375e-05, eta: 3:26:03, time: 1.356, data_time: 0.015, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9554, loss_cls: 0.6579, loss: 0.6579, grad_norm: 5.0734 2021-05-27 12:35:15,194 - mmaction - INFO - Epoch [13][2820/4294] lr: 4.375e-05, eta: 3:25:38, time: 1.056, data_time: 0.010, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9527, loss_cls: 0.7225, loss: 0.7225, grad_norm: 5.0711 2021-05-27 12:35:35,875 - mmaction - INFO - Epoch [13][2840/4294] lr: 4.375e-05, eta: 3:25:12, time: 1.034, data_time: 0.007, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9348, loss_cls: 0.7329, loss: 0.7329, grad_norm: 5.0137 2021-05-27 12:35:56,596 - mmaction - INFO - Epoch [13][2860/4294] lr: 4.375e-05, eta: 3:24:47, time: 1.038, data_time: 0.004, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9589, loss_cls: 0.6544, loss: 0.6544, grad_norm: 4.7839 2021-05-27 12:36:18,570 - mmaction - INFO - Epoch [13][2880/4294] lr: 4.375e-05, eta: 3:24:22, time: 1.095, data_time: 0.003, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9446, loss_cls: 0.7248, loss: 0.7248, grad_norm: 5.1755 2021-05-27 12:36:45,088 - mmaction - INFO - Epoch [13][2900/4294] lr: 4.375e-05, eta: 3:23:58, time: 1.327, data_time: 0.007, memory: 29668, top1_acc: 0.8304, top5_acc: 0.9580, loss_cls: 0.6279, loss: 0.6279, grad_norm: 4.7715 2021-05-27 12:37:05,853 - mmaction - INFO - Epoch [13][2920/4294] lr: 4.375e-05, eta: 3:23:33, time: 1.040, data_time: 0.005, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9518, loss_cls: 0.6932, loss: 0.6932, grad_norm: 4.9156 2021-05-27 12:37:30,435 - mmaction - INFO - Epoch [13][2940/4294] lr: 4.375e-05, eta: 3:23:08, time: 1.224, data_time: 0.014, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9491, loss_cls: 0.6752, loss: 0.6752, grad_norm: 4.7546 2021-05-27 12:37:55,037 - mmaction - INFO - Epoch [13][2960/4294] lr: 4.375e-05, eta: 3:22:44, time: 1.229, data_time: 0.045, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9411, loss_cls: 0.7349, loss: 0.7349, grad_norm: 4.8257 2021-05-27 12:38:17,015 - mmaction - INFO - Epoch [13][2980/4294] lr: 4.375e-05, eta: 3:22:19, time: 1.104, data_time: 0.010, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9500, loss_cls: 0.6758, loss: 0.6758, grad_norm: 4.8432 2021-05-27 12:38:38,244 - mmaction - INFO - Epoch [13][3000/4294] lr: 4.375e-05, eta: 3:21:54, time: 1.057, data_time: 0.007, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9589, loss_cls: 0.6233, loss: 0.6233, grad_norm: 4.7878 2021-05-27 12:38:59,689 - mmaction - INFO - Epoch [13][3020/4294] lr: 4.375e-05, eta: 3:21:29, time: 1.075, data_time: 0.010, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9500, loss_cls: 0.6874, loss: 0.6874, grad_norm: 4.9745 2021-05-27 12:39:21,845 - mmaction - INFO - Epoch [13][3040/4294] lr: 4.375e-05, eta: 3:21:04, time: 1.111, data_time: 0.009, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9464, loss_cls: 0.7574, loss: 0.7574, grad_norm: 5.3596 2021-05-27 12:39:44,942 - mmaction - INFO - Epoch [13][3060/4294] lr: 4.375e-05, eta: 3:20:39, time: 1.148, data_time: 0.003, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9536, loss_cls: 0.6706, loss: 0.6706, grad_norm: 4.9126 2021-05-27 12:40:09,076 - mmaction - INFO - Epoch [13][3080/4294] lr: 4.375e-05, eta: 3:20:14, time: 1.210, data_time: 0.010, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9357, loss_cls: 0.7474, loss: 0.7474, grad_norm: 5.1709 2021-05-27 12:40:35,611 - mmaction - INFO - Epoch [13][3100/4294] lr: 4.375e-05, eta: 3:19:50, time: 1.325, data_time: 0.007, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9420, loss_cls: 0.7395, loss: 0.7395, grad_norm: 4.9778 2021-05-27 12:40:57,019 - mmaction - INFO - Epoch [13][3120/4294] lr: 4.375e-05, eta: 3:19:25, time: 1.074, data_time: 0.009, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9500, loss_cls: 0.6905, loss: 0.6905, grad_norm: 4.8856 2021-05-27 12:41:20,186 - mmaction - INFO - Epoch [13][3140/4294] lr: 4.375e-05, eta: 3:19:00, time: 1.161, data_time: 0.009, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9536, loss_cls: 0.6820, loss: 0.6820, grad_norm: 4.8132 2021-05-27 12:41:41,169 - mmaction - INFO - Epoch [13][3160/4294] lr: 4.375e-05, eta: 3:18:35, time: 1.048, data_time: 0.002, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9518, loss_cls: 0.6476, loss: 0.6476, grad_norm: 4.9965 2021-05-27 12:42:02,698 - mmaction - INFO - Epoch [13][3180/4294] lr: 4.375e-05, eta: 3:18:10, time: 1.070, data_time: 0.006, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9563, loss_cls: 0.6999, loss: 0.6999, grad_norm: 4.9364 2021-05-27 12:42:25,181 - mmaction - INFO - Epoch [13][3200/4294] lr: 4.375e-05, eta: 3:17:45, time: 1.125, data_time: 0.011, memory: 29668, top1_acc: 0.8375, top5_acc: 0.9437, loss_cls: 0.6847, loss: 0.6847, grad_norm: 4.6689 2021-05-27 12:42:44,527 - mmaction - INFO - Epoch [13][3220/4294] lr: 4.375e-05, eta: 3:17:20, time: 0.973, data_time: 0.008, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9455, loss_cls: 0.7663, loss: 0.7663, grad_norm: 5.1455 2021-05-27 12:43:07,260 - mmaction - INFO - Epoch [13][3240/4294] lr: 4.375e-05, eta: 3:16:55, time: 1.133, data_time: 0.006, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9661, loss_cls: 0.6449, loss: 0.6449, grad_norm: 4.7746 2021-05-27 12:43:30,570 - mmaction - INFO - Epoch [13][3260/4294] lr: 4.375e-05, eta: 3:16:30, time: 1.169, data_time: 0.007, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9384, loss_cls: 0.7420, loss: 0.7420, grad_norm: 4.9758 2021-05-27 12:43:57,572 - mmaction - INFO - Epoch [13][3280/4294] lr: 4.375e-05, eta: 3:16:06, time: 1.346, data_time: 0.003, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9411, loss_cls: 0.7600, loss: 0.7600, grad_norm: 5.1717 2021-05-27 12:44:18,122 - mmaction - INFO - Epoch [13][3300/4294] lr: 4.375e-05, eta: 3:15:41, time: 1.029, data_time: 0.005, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9545, loss_cls: 0.7047, loss: 0.7047, grad_norm: 5.1608 2021-05-27 12:44:39,863 - mmaction - INFO - Epoch [13][3320/4294] lr: 4.375e-05, eta: 3:15:16, time: 1.089, data_time: 0.004, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9402, loss_cls: 0.7433, loss: 0.7433, grad_norm: 5.2219 2021-05-27 12:45:02,442 - mmaction - INFO - Epoch [13][3340/4294] lr: 4.375e-05, eta: 3:14:51, time: 1.127, data_time: 0.004, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9509, loss_cls: 0.6985, loss: 0.6985, grad_norm: 4.7179 2021-05-27 12:45:22,335 - mmaction - INFO - Epoch [13][3360/4294] lr: 4.375e-05, eta: 3:14:26, time: 0.997, data_time: 0.005, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9527, loss_cls: 0.6661, loss: 0.6661, grad_norm: 4.9231 2021-05-27 12:45:42,151 - mmaction - INFO - Epoch [13][3380/4294] lr: 4.375e-05, eta: 3:14:01, time: 0.990, data_time: 0.002, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9500, loss_cls: 0.6842, loss: 0.6842, grad_norm: 4.7345 2021-05-27 12:46:01,943 - mmaction - INFO - Epoch [13][3400/4294] lr: 4.375e-05, eta: 3:13:35, time: 0.990, data_time: 0.003, memory: 29668, top1_acc: 0.8286, top5_acc: 0.9545, loss_cls: 0.6961, loss: 0.6961, grad_norm: 4.8816 2021-05-27 12:46:22,478 - mmaction - INFO - Epoch [13][3420/4294] lr: 4.375e-05, eta: 3:13:10, time: 1.025, data_time: 0.003, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9509, loss_cls: 0.7376, loss: 0.7376, grad_norm: 5.1250 2021-05-27 12:46:42,971 - mmaction - INFO - Epoch [13][3440/4294] lr: 4.375e-05, eta: 3:12:45, time: 1.025, data_time: 0.003, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9446, loss_cls: 0.6836, loss: 0.6836, grad_norm: 4.6360 2021-05-27 12:47:07,686 - mmaction - INFO - Epoch [13][3460/4294] lr: 4.375e-05, eta: 3:12:20, time: 1.234, data_time: 0.003, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9518, loss_cls: 0.6798, loss: 0.6798, grad_norm: 4.8224 2021-05-27 12:47:28,964 - mmaction - INFO - Epoch [13][3480/4294] lr: 4.375e-05, eta: 3:11:55, time: 1.065, data_time: 0.007, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9491, loss_cls: 0.6627, loss: 0.6627, grad_norm: 4.7145 2021-05-27 12:47:53,058 - mmaction - INFO - Epoch [13][3500/4294] lr: 4.375e-05, eta: 3:11:31, time: 1.200, data_time: 0.007, memory: 29668, top1_acc: 0.8286, top5_acc: 0.9536, loss_cls: 0.6732, loss: 0.6732, grad_norm: 4.9126 2021-05-27 12:48:15,924 - mmaction - INFO - Epoch [13][3520/4294] lr: 4.375e-05, eta: 3:11:06, time: 1.146, data_time: 0.007, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9554, loss_cls: 0.6398, loss: 0.6398, grad_norm: 4.7167 2021-05-27 12:48:41,380 - mmaction - INFO - Epoch [13][3540/4294] lr: 4.375e-05, eta: 3:10:42, time: 1.275, data_time: 0.005, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9455, loss_cls: 0.7038, loss: 0.7038, grad_norm: 5.1676 2021-05-27 12:49:05,265 - mmaction - INFO - Epoch [13][3560/4294] lr: 4.375e-05, eta: 3:10:17, time: 1.168, data_time: 0.005, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9491, loss_cls: 0.6970, loss: 0.6970, grad_norm: 4.9339 2021-05-27 12:49:29,368 - mmaction - INFO - Epoch [13][3580/4294] lr: 4.375e-05, eta: 3:09:53, time: 1.228, data_time: 0.029, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9464, loss_cls: 0.7320, loss: 0.7320, grad_norm: 4.9486 2021-05-27 12:49:51,135 - mmaction - INFO - Epoch [13][3600/4294] lr: 4.375e-05, eta: 3:09:28, time: 1.081, data_time: 0.007, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9446, loss_cls: 0.6977, loss: 0.6977, grad_norm: 4.8397 2021-05-27 12:50:12,979 - mmaction - INFO - Epoch [13][3620/4294] lr: 4.375e-05, eta: 3:09:03, time: 1.101, data_time: 0.015, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9473, loss_cls: 0.7123, loss: 0.7123, grad_norm: 4.9740 2021-05-27 12:50:38,210 - mmaction - INFO - Epoch [13][3640/4294] lr: 4.375e-05, eta: 3:08:38, time: 1.262, data_time: 0.004, memory: 29668, top1_acc: 0.8384, top5_acc: 0.9482, loss_cls: 0.6662, loss: 0.6662, grad_norm: 4.7712 2021-05-27 12:51:01,004 - mmaction - INFO - Epoch [13][3660/4294] lr: 4.375e-05, eta: 3:08:13, time: 1.140, data_time: 0.003, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9563, loss_cls: 0.6811, loss: 0.6811, grad_norm: 4.8231 2021-05-27 12:51:25,257 - mmaction - INFO - Epoch [13][3680/4294] lr: 4.375e-05, eta: 3:07:49, time: 1.210, data_time: 0.005, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9455, loss_cls: 0.6987, loss: 0.6987, grad_norm: 4.9285 2021-05-27 12:51:46,165 - mmaction - INFO - Epoch [13][3700/4294] lr: 4.375e-05, eta: 3:07:24, time: 1.049, data_time: 0.009, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9554, loss_cls: 0.6349, loss: 0.6349, grad_norm: 4.7598 2021-05-27 12:52:09,861 - mmaction - INFO - Epoch [13][3720/4294] lr: 4.375e-05, eta: 3:06:59, time: 1.183, data_time: 0.002, memory: 29668, top1_acc: 0.8313, top5_acc: 0.9563, loss_cls: 0.6243, loss: 0.6243, grad_norm: 4.7290 2021-05-27 12:52:30,100 - mmaction - INFO - Epoch [13][3740/4294] lr: 4.375e-05, eta: 3:06:34, time: 1.013, data_time: 0.005, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9554, loss_cls: 0.6734, loss: 0.6734, grad_norm: 4.8775 2021-05-27 12:52:53,991 - mmaction - INFO - Epoch [13][3760/4294] lr: 4.375e-05, eta: 3:06:09, time: 1.189, data_time: 0.003, memory: 29668, top1_acc: 0.8295, top5_acc: 0.9545, loss_cls: 0.6473, loss: 0.6473, grad_norm: 4.9464 2021-05-27 12:53:17,307 - mmaction - INFO - Epoch [13][3780/4294] lr: 4.375e-05, eta: 3:05:45, time: 1.166, data_time: 0.011, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9446, loss_cls: 0.6698, loss: 0.6698, grad_norm: 4.7752 2021-05-27 12:53:42,937 - mmaction - INFO - Epoch [13][3800/4294] lr: 4.375e-05, eta: 3:05:20, time: 1.280, data_time: 0.010, memory: 29668, top1_acc: 0.7795, top5_acc: 0.9491, loss_cls: 0.7281, loss: 0.7281, grad_norm: 5.1696 2021-05-27 12:54:05,034 - mmaction - INFO - Epoch [13][3820/4294] lr: 4.375e-05, eta: 3:04:56, time: 1.111, data_time: 0.011, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9473, loss_cls: 0.7648, loss: 0.7648, grad_norm: 5.1662 2021-05-27 12:54:28,994 - mmaction - INFO - Epoch [13][3840/4294] lr: 4.375e-05, eta: 3:04:31, time: 1.195, data_time: 0.002, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9518, loss_cls: 0.6969, loss: 0.6969, grad_norm: 4.9540 2021-05-27 12:54:51,504 - mmaction - INFO - Epoch [13][3860/4294] lr: 4.375e-05, eta: 3:04:06, time: 1.124, data_time: 0.005, memory: 29668, top1_acc: 0.8411, top5_acc: 0.9589, loss_cls: 0.6220, loss: 0.6220, grad_norm: 4.8527 2021-05-27 12:55:11,433 - mmaction - INFO - Epoch [13][3880/4294] lr: 4.375e-05, eta: 3:03:41, time: 0.999, data_time: 0.008, memory: 29668, top1_acc: 0.8411, top5_acc: 0.9652, loss_cls: 0.6035, loss: 0.6035, grad_norm: 4.8059 2021-05-27 12:55:35,685 - mmaction - INFO - Epoch [13][3900/4294] lr: 4.375e-05, eta: 3:03:16, time: 1.215, data_time: 0.005, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9437, loss_cls: 0.7377, loss: 0.7377, grad_norm: 5.0028 2021-05-27 12:55:56,188 - mmaction - INFO - Epoch [13][3920/4294] lr: 4.375e-05, eta: 3:02:51, time: 1.021, data_time: 0.002, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9589, loss_cls: 0.6784, loss: 0.6784, grad_norm: 4.8315 2021-05-27 12:56:16,549 - mmaction - INFO - Epoch [13][3940/4294] lr: 4.375e-05, eta: 3:02:26, time: 1.022, data_time: 0.007, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9580, loss_cls: 0.6605, loss: 0.6605, grad_norm: 4.8665 2021-05-27 12:56:38,302 - mmaction - INFO - Epoch [13][3960/4294] lr: 4.375e-05, eta: 3:02:01, time: 1.088, data_time: 0.002, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9473, loss_cls: 0.6958, loss: 0.6958, grad_norm: 4.8888 2021-05-27 12:56:59,487 - mmaction - INFO - Epoch [13][3980/4294] lr: 4.375e-05, eta: 3:01:36, time: 1.060, data_time: 0.002, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9500, loss_cls: 0.7357, loss: 0.7357, grad_norm: 4.9155 2021-05-27 12:57:20,403 - mmaction - INFO - Epoch [13][4000/4294] lr: 4.375e-05, eta: 3:01:11, time: 1.040, data_time: 0.003, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9536, loss_cls: 0.7216, loss: 0.7216, grad_norm: 5.1776 2021-05-27 12:57:42,635 - mmaction - INFO - Epoch [13][4020/4294] lr: 4.375e-05, eta: 3:00:46, time: 1.117, data_time: 0.008, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9563, loss_cls: 0.6517, loss: 0.6517, grad_norm: 4.7901 2021-05-27 12:58:11,523 - mmaction - INFO - Epoch [13][4040/4294] lr: 4.375e-05, eta: 3:00:23, time: 1.442, data_time: 0.004, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9473, loss_cls: 0.7180, loss: 0.7180, grad_norm: 5.0228 2021-05-27 12:58:35,015 - mmaction - INFO - Epoch [13][4060/4294] lr: 4.375e-05, eta: 2:59:58, time: 1.172, data_time: 0.005, memory: 29668, top1_acc: 0.8339, top5_acc: 0.9545, loss_cls: 0.6310, loss: 0.6310, grad_norm: 4.6902 2021-05-27 12:58:58,467 - mmaction - INFO - Epoch [13][4080/4294] lr: 4.375e-05, eta: 2:59:33, time: 1.173, data_time: 0.009, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9464, loss_cls: 0.7207, loss: 0.7207, grad_norm: 5.0371 2021-05-27 12:59:23,223 - mmaction - INFO - Epoch [13][4100/4294] lr: 4.375e-05, eta: 2:59:09, time: 1.239, data_time: 0.007, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9652, loss_cls: 0.6079, loss: 0.6079, grad_norm: 4.7323 2021-05-27 12:59:45,827 - mmaction - INFO - Epoch [13][4120/4294] lr: 4.375e-05, eta: 2:58:44, time: 1.128, data_time: 0.005, memory: 29668, top1_acc: 0.8393, top5_acc: 0.9598, loss_cls: 0.6364, loss: 0.6364, grad_norm: 4.8153 2021-05-27 13:00:10,253 - mmaction - INFO - Epoch [13][4140/4294] lr: 4.375e-05, eta: 2:58:20, time: 1.225, data_time: 0.014, memory: 29668, top1_acc: 0.8268, top5_acc: 0.9500, loss_cls: 0.6681, loss: 0.6681, grad_norm: 4.7148 2021-05-27 13:00:32,134 - mmaction - INFO - Epoch [13][4160/4294] lr: 4.375e-05, eta: 2:57:55, time: 1.093, data_time: 0.005, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9393, loss_cls: 0.7556, loss: 0.7556, grad_norm: 5.0371 2021-05-27 13:00:57,313 - mmaction - INFO - Epoch [13][4180/4294] lr: 4.375e-05, eta: 2:57:30, time: 1.260, data_time: 0.007, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9500, loss_cls: 0.6933, loss: 0.6933, grad_norm: 4.8763 2021-05-27 13:01:21,827 - mmaction - INFO - Epoch [13][4200/4294] lr: 4.375e-05, eta: 2:57:06, time: 1.223, data_time: 0.004, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9384, loss_cls: 0.7183, loss: 0.7183, grad_norm: 4.9609 2021-05-27 13:01:46,615 - mmaction - INFO - Epoch [13][4220/4294] lr: 4.375e-05, eta: 2:56:41, time: 1.243, data_time: 0.007, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9473, loss_cls: 0.7069, loss: 0.7069, grad_norm: 5.1220 2021-05-27 13:02:07,952 - mmaction - INFO - Epoch [13][4240/4294] lr: 4.375e-05, eta: 2:56:16, time: 1.066, data_time: 0.004, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9446, loss_cls: 0.6841, loss: 0.6841, grad_norm: 4.9682 2021-05-27 13:02:32,116 - mmaction - INFO - Epoch [13][4260/4294] lr: 4.375e-05, eta: 2:55:52, time: 1.200, data_time: 0.006, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9437, loss_cls: 0.7646, loss: 0.7646, grad_norm: 5.1069 2021-05-27 13:02:53,956 - mmaction - INFO - Epoch [13][4280/4294] lr: 4.375e-05, eta: 2:55:27, time: 1.096, data_time: 0.012, memory: 29668, top1_acc: 0.8268, top5_acc: 0.9580, loss_cls: 0.6840, loss: 0.6840, grad_norm: 4.9060 2021-05-27 13:03:21,980 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-05-27 13:11:57,790 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 13:11:58,776 - mmaction - INFO - top1_acc 0.7601 top5_acc 0.9255 2021-05-27 13:11:58,776 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 13:11:58,864 - mmaction - INFO - mean_acc 0.7599 2021-05-27 13:11:58,873 - mmaction - INFO - Epoch(val) [13][4294] top1_acc: 0.7601, top5_acc: 0.9255, mean_class_accuracy: 0.7599 2021-05-27 13:17:52,531 - mmaction - INFO - Epoch [14][20/4294] lr: 4.375e-05, eta: 2:55:33, time: 17.675, data_time: 16.294, memory: 29668, top1_acc: 0.8295, top5_acc: 0.9509, loss_cls: 0.6254, loss: 0.6254, grad_norm: 4.6460 2021-05-27 13:18:13,723 - mmaction - INFO - Epoch [14][40/4294] lr: 4.375e-05, eta: 2:55:08, time: 1.046, data_time: 0.011, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9509, loss_cls: 0.7137, loss: 0.7137, grad_norm: 4.9997 2021-05-27 13:18:33,822 - mmaction - INFO - Epoch [14][60/4294] lr: 4.375e-05, eta: 2:54:43, time: 1.019, data_time: 0.022, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9509, loss_cls: 0.7142, loss: 0.7142, grad_norm: 5.0558 2021-05-27 13:19:02,013 - mmaction - INFO - Epoch [14][80/4294] lr: 4.375e-05, eta: 2:54:19, time: 1.404, data_time: 0.016, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9482, loss_cls: 0.7403, loss: 0.7403, grad_norm: 5.2356 2021-05-27 13:19:22,658 - mmaction - INFO - Epoch [14][100/4294] lr: 4.375e-05, eta: 2:53:54, time: 1.042, data_time: 0.017, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9473, loss_cls: 0.6794, loss: 0.6794, grad_norm: 4.9584 2021-05-27 13:19:45,849 - mmaction - INFO - Epoch [14][120/4294] lr: 4.375e-05, eta: 2:53:29, time: 1.158, data_time: 0.002, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9500, loss_cls: 0.7259, loss: 0.7259, grad_norm: 4.9879 2021-05-27 13:20:08,568 - mmaction - INFO - Epoch [14][140/4294] lr: 4.375e-05, eta: 2:53:04, time: 1.138, data_time: 0.005, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9429, loss_cls: 0.7361, loss: 0.7361, grad_norm: 5.2845 2021-05-27 13:20:29,373 - mmaction - INFO - Epoch [14][160/4294] lr: 4.375e-05, eta: 2:52:39, time: 1.040, data_time: 0.003, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9500, loss_cls: 0.7159, loss: 0.7159, grad_norm: 5.0901 2021-05-27 13:20:51,048 - mmaction - INFO - Epoch [14][180/4294] lr: 4.375e-05, eta: 2:52:14, time: 1.085, data_time: 0.005, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9536, loss_cls: 0.7010, loss: 0.7010, grad_norm: 5.0256 2021-05-27 13:21:11,036 - mmaction - INFO - Epoch [14][200/4294] lr: 4.375e-05, eta: 2:51:49, time: 0.999, data_time: 0.002, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9607, loss_cls: 0.6790, loss: 0.6790, grad_norm: 5.1977 2021-05-27 13:21:34,569 - mmaction - INFO - Epoch [14][220/4294] lr: 4.375e-05, eta: 2:51:24, time: 1.171, data_time: 0.002, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9402, loss_cls: 0.7090, loss: 0.7090, grad_norm: 5.0272 2021-05-27 13:21:58,424 - mmaction - INFO - Epoch [14][240/4294] lr: 4.375e-05, eta: 2:50:59, time: 1.192, data_time: 0.010, memory: 29668, top1_acc: 0.8286, top5_acc: 0.9580, loss_cls: 0.6625, loss: 0.6625, grad_norm: 5.0345 2021-05-27 13:22:21,598 - mmaction - INFO - Epoch [14][260/4294] lr: 4.375e-05, eta: 2:50:34, time: 1.160, data_time: 0.019, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9509, loss_cls: 0.7058, loss: 0.7058, grad_norm: 5.1433 2021-05-27 13:22:44,334 - mmaction - INFO - Epoch [14][280/4294] lr: 4.375e-05, eta: 2:50:09, time: 1.129, data_time: 0.008, memory: 29668, top1_acc: 0.8277, top5_acc: 0.9563, loss_cls: 0.6359, loss: 0.6359, grad_norm: 4.7650 2021-05-27 13:23:04,300 - mmaction - INFO - Epoch [14][300/4294] lr: 4.375e-05, eta: 2:49:44, time: 1.010, data_time: 0.018, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9437, loss_cls: 0.7363, loss: 0.7363, grad_norm: 4.9928 2021-05-27 13:23:23,751 - mmaction - INFO - Epoch [14][320/4294] lr: 4.375e-05, eta: 2:49:19, time: 0.974, data_time: 0.004, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9491, loss_cls: 0.6828, loss: 0.6828, grad_norm: 4.9976 2021-05-27 13:23:45,584 - mmaction - INFO - Epoch [14][340/4294] lr: 4.375e-05, eta: 2:48:54, time: 1.091, data_time: 0.005, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9393, loss_cls: 0.7488, loss: 0.7488, grad_norm: 4.8837 2021-05-27 13:24:09,677 - mmaction - INFO - Epoch [14][360/4294] lr: 4.375e-05, eta: 2:48:29, time: 1.200, data_time: 0.003, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9473, loss_cls: 0.7494, loss: 0.7494, grad_norm: 4.9702 2021-05-27 13:24:31,926 - mmaction - INFO - Epoch [14][380/4294] lr: 4.375e-05, eta: 2:48:04, time: 1.117, data_time: 0.007, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9402, loss_cls: 0.7341, loss: 0.7341, grad_norm: 5.0833 2021-05-27 13:24:54,079 - mmaction - INFO - Epoch [14][400/4294] lr: 4.375e-05, eta: 2:47:39, time: 1.103, data_time: 0.004, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9563, loss_cls: 0.6795, loss: 0.6795, grad_norm: 5.0323 2021-05-27 13:25:19,404 - mmaction - INFO - Epoch [14][420/4294] lr: 4.375e-05, eta: 2:47:15, time: 1.266, data_time: 0.011, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9464, loss_cls: 0.7175, loss: 0.7175, grad_norm: 4.9413 2021-05-27 13:25:41,471 - mmaction - INFO - Epoch [14][440/4294] lr: 4.375e-05, eta: 2:46:50, time: 1.109, data_time: 0.013, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9446, loss_cls: 0.6932, loss: 0.6932, grad_norm: 4.7817 2021-05-27 13:26:03,950 - mmaction - INFO - Epoch [14][460/4294] lr: 4.375e-05, eta: 2:46:25, time: 1.120, data_time: 0.002, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9527, loss_cls: 0.6758, loss: 0.6758, grad_norm: 5.0908 2021-05-27 13:26:23,954 - mmaction - INFO - Epoch [14][480/4294] lr: 4.375e-05, eta: 2:46:00, time: 1.002, data_time: 0.006, memory: 29668, top1_acc: 0.8277, top5_acc: 0.9563, loss_cls: 0.6417, loss: 0.6417, grad_norm: 4.6887 2021-05-27 13:26:48,276 - mmaction - INFO - Epoch [14][500/4294] lr: 4.375e-05, eta: 2:45:35, time: 1.209, data_time: 0.009, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9545, loss_cls: 0.6858, loss: 0.6858, grad_norm: 5.0540 2021-05-27 13:27:16,725 - mmaction - INFO - Epoch [14][520/4294] lr: 4.375e-05, eta: 2:45:11, time: 1.428, data_time: 0.014, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9464, loss_cls: 0.6935, loss: 0.6935, grad_norm: 4.8615 2021-05-27 13:27:38,302 - mmaction - INFO - Epoch [14][540/4294] lr: 4.375e-05, eta: 2:44:46, time: 1.079, data_time: 0.006, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9518, loss_cls: 0.6680, loss: 0.6680, grad_norm: 4.6362 2021-05-27 13:28:02,604 - mmaction - INFO - Epoch [14][560/4294] lr: 4.375e-05, eta: 2:44:22, time: 1.219, data_time: 0.007, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9625, loss_cls: 0.6476, loss: 0.6476, grad_norm: 4.6602 2021-05-27 13:28:26,316 - mmaction - INFO - Epoch [14][580/4294] lr: 4.375e-05, eta: 2:43:57, time: 1.183, data_time: 0.006, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9384, loss_cls: 0.7601, loss: 0.7601, grad_norm: 5.2158 2021-05-27 13:28:50,690 - mmaction - INFO - Epoch [14][600/4294] lr: 4.375e-05, eta: 2:43:32, time: 1.220, data_time: 0.006, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9455, loss_cls: 0.6829, loss: 0.6829, grad_norm: 4.7542 2021-05-27 13:29:13,568 - mmaction - INFO - Epoch [14][620/4294] lr: 4.375e-05, eta: 2:43:08, time: 1.146, data_time: 0.008, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9527, loss_cls: 0.6474, loss: 0.6474, grad_norm: 5.0560 2021-05-27 13:29:33,311 - mmaction - INFO - Epoch [14][640/4294] lr: 4.375e-05, eta: 2:42:42, time: 0.986, data_time: 0.002, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9527, loss_cls: 0.6712, loss: 0.6712, grad_norm: 4.9115 2021-05-27 13:29:54,688 - mmaction - INFO - Epoch [14][660/4294] lr: 4.375e-05, eta: 2:42:17, time: 1.069, data_time: 0.005, memory: 29668, top1_acc: 0.8295, top5_acc: 0.9545, loss_cls: 0.6236, loss: 0.6236, grad_norm: 4.6127 2021-05-27 13:30:19,172 - mmaction - INFO - Epoch [14][680/4294] lr: 4.375e-05, eta: 2:41:53, time: 1.223, data_time: 0.003, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9473, loss_cls: 0.6914, loss: 0.6914, grad_norm: 5.0928 2021-05-27 13:30:39,232 - mmaction - INFO - Epoch [14][700/4294] lr: 4.375e-05, eta: 2:41:28, time: 1.005, data_time: 0.007, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9473, loss_cls: 0.7253, loss: 0.7253, grad_norm: 5.0560 2021-05-27 13:31:05,215 - mmaction - INFO - Epoch [14][720/4294] lr: 4.375e-05, eta: 2:41:03, time: 1.289, data_time: 0.003, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9429, loss_cls: 0.6915, loss: 0.6915, grad_norm: 5.0387 2021-05-27 13:31:25,241 - mmaction - INFO - Epoch [14][740/4294] lr: 4.375e-05, eta: 2:40:38, time: 1.011, data_time: 0.018, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9518, loss_cls: 0.6901, loss: 0.6901, grad_norm: 5.0532 2021-05-27 13:31:48,565 - mmaction - INFO - Epoch [14][760/4294] lr: 4.375e-05, eta: 2:40:13, time: 1.167, data_time: 0.003, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9375, loss_cls: 0.7283, loss: 0.7283, grad_norm: 5.0945 2021-05-27 13:32:09,356 - mmaction - INFO - Epoch [14][780/4294] lr: 4.375e-05, eta: 2:39:48, time: 1.039, data_time: 0.003, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9554, loss_cls: 0.6436, loss: 0.6436, grad_norm: 4.6092 2021-05-27 13:32:31,489 - mmaction - INFO - Epoch [14][800/4294] lr: 4.375e-05, eta: 2:39:23, time: 1.107, data_time: 0.005, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9455, loss_cls: 0.7341, loss: 0.7341, grad_norm: 5.1169 2021-05-27 13:32:53,850 - mmaction - INFO - Epoch [14][820/4294] lr: 4.375e-05, eta: 2:38:58, time: 1.119, data_time: 0.009, memory: 29668, top1_acc: 0.8438, top5_acc: 0.9625, loss_cls: 0.5821, loss: 0.5821, grad_norm: 4.5446 2021-05-27 13:33:15,477 - mmaction - INFO - Epoch [14][840/4294] lr: 4.375e-05, eta: 2:38:33, time: 1.081, data_time: 0.005, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9518, loss_cls: 0.6777, loss: 0.6777, grad_norm: 4.9174 2021-05-27 13:34:08,640 - mmaction - INFO - Epoch [14][860/4294] lr: 4.375e-05, eta: 2:38:13, time: 2.652, data_time: 0.016, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9491, loss_cls: 0.6886, loss: 0.6886, grad_norm: 4.8091 2021-05-27 13:34:32,285 - mmaction - INFO - Epoch [14][880/4294] lr: 4.375e-05, eta: 2:37:48, time: 1.186, data_time: 0.014, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9420, loss_cls: 0.7142, loss: 0.7142, grad_norm: 4.9190 2021-05-27 13:34:58,532 - mmaction - INFO - Epoch [14][900/4294] lr: 4.375e-05, eta: 2:37:24, time: 1.312, data_time: 0.013, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9482, loss_cls: 0.7012, loss: 0.7012, grad_norm: 4.9987 2021-05-27 13:35:20,364 - mmaction - INFO - Epoch [14][920/4294] lr: 4.375e-05, eta: 2:36:59, time: 1.095, data_time: 0.009, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9482, loss_cls: 0.7191, loss: 0.7191, grad_norm: 5.0490 2021-05-27 13:35:41,023 - mmaction - INFO - Epoch [14][940/4294] lr: 4.375e-05, eta: 2:36:34, time: 1.034, data_time: 0.003, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9518, loss_cls: 0.7089, loss: 0.7089, grad_norm: 4.9845 2021-05-27 13:36:01,884 - mmaction - INFO - Epoch [14][960/4294] lr: 4.375e-05, eta: 2:36:09, time: 1.038, data_time: 0.002, memory: 29668, top1_acc: 0.8420, top5_acc: 0.9634, loss_cls: 0.6123, loss: 0.6123, grad_norm: 4.7508 2021-05-27 13:36:28,725 - mmaction - INFO - Epoch [14][980/4294] lr: 4.375e-05, eta: 2:35:44, time: 1.343, data_time: 0.011, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9598, loss_cls: 0.6425, loss: 0.6425, grad_norm: 4.7145 2021-05-27 13:36:49,502 - mmaction - INFO - Epoch [14][1000/4294] lr: 4.375e-05, eta: 2:35:19, time: 1.042, data_time: 0.006, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9446, loss_cls: 0.7309, loss: 0.7309, grad_norm: 4.9855 2021-05-27 13:37:18,382 - mmaction - INFO - Epoch [14][1020/4294] lr: 4.375e-05, eta: 2:34:55, time: 1.440, data_time: 0.002, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9420, loss_cls: 0.7176, loss: 0.7176, grad_norm: 4.8946 2021-05-27 13:37:41,170 - mmaction - INFO - Epoch [14][1040/4294] lr: 4.375e-05, eta: 2:34:31, time: 1.139, data_time: 0.006, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9607, loss_cls: 0.6360, loss: 0.6360, grad_norm: 4.7754 2021-05-27 13:38:05,978 - mmaction - INFO - Epoch [14][1060/4294] lr: 4.375e-05, eta: 2:34:06, time: 1.238, data_time: 0.019, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9518, loss_cls: 0.6870, loss: 0.6870, grad_norm: 4.9248 2021-05-27 13:38:28,730 - mmaction - INFO - Epoch [14][1080/4294] lr: 4.375e-05, eta: 2:33:41, time: 1.144, data_time: 0.010, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9509, loss_cls: 0.6721, loss: 0.6721, grad_norm: 4.8006 2021-05-27 13:38:49,285 - mmaction - INFO - Epoch [14][1100/4294] lr: 4.375e-05, eta: 2:33:16, time: 0.994, data_time: 0.003, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9518, loss_cls: 0.6856, loss: 0.6856, grad_norm: 4.9011 2021-05-27 13:39:10,105 - mmaction - INFO - Epoch [14][1120/4294] lr: 4.375e-05, eta: 2:32:51, time: 1.073, data_time: 0.036, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9491, loss_cls: 0.6698, loss: 0.6698, grad_norm: 4.8426 2021-05-27 13:39:32,371 - mmaction - INFO - Epoch [14][1140/4294] lr: 4.375e-05, eta: 2:32:26, time: 1.107, data_time: 0.007, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9339, loss_cls: 0.7709, loss: 0.7709, grad_norm: 5.1408 2021-05-27 13:39:54,932 - mmaction - INFO - Epoch [14][1160/4294] lr: 4.375e-05, eta: 2:32:01, time: 1.131, data_time: 0.011, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9455, loss_cls: 0.7408, loss: 0.7408, grad_norm: 4.9408 2021-05-27 13:40:18,117 - mmaction - INFO - Epoch [14][1180/4294] lr: 4.375e-05, eta: 2:31:37, time: 1.161, data_time: 0.008, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9527, loss_cls: 0.6252, loss: 0.6252, grad_norm: 4.9435 2021-05-27 13:40:42,811 - mmaction - INFO - Epoch [14][1200/4294] lr: 4.375e-05, eta: 2:31:12, time: 1.232, data_time: 0.006, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9473, loss_cls: 0.7247, loss: 0.7247, grad_norm: 5.0887 2021-05-27 13:41:07,850 - mmaction - INFO - Epoch [14][1220/4294] lr: 4.375e-05, eta: 2:30:48, time: 1.252, data_time: 0.018, memory: 29668, top1_acc: 0.7875, top5_acc: 0.9384, loss_cls: 0.7933, loss: 0.7933, grad_norm: 5.2875 2021-05-27 13:41:31,075 - mmaction - INFO - Epoch [14][1240/4294] lr: 4.375e-05, eta: 2:30:23, time: 1.166, data_time: 0.009, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9464, loss_cls: 0.7245, loss: 0.7245, grad_norm: 5.1743 2021-05-27 13:41:53,303 - mmaction - INFO - Epoch [14][1260/4294] lr: 4.375e-05, eta: 2:29:58, time: 1.111, data_time: 0.003, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9473, loss_cls: 0.6985, loss: 0.6985, grad_norm: 4.9161 2021-05-27 13:42:17,927 - mmaction - INFO - Epoch [14][1280/4294] lr: 4.375e-05, eta: 2:29:33, time: 1.230, data_time: 0.004, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9437, loss_cls: 0.7473, loss: 0.7473, grad_norm: 4.9304 2021-05-27 13:42:44,573 - mmaction - INFO - Epoch [14][1300/4294] lr: 4.375e-05, eta: 2:29:09, time: 1.333, data_time: 0.019, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9384, loss_cls: 0.7619, loss: 0.7619, grad_norm: 5.0794 2021-05-27 13:43:08,184 - mmaction - INFO - Epoch [14][1320/4294] lr: 4.375e-05, eta: 2:28:44, time: 1.179, data_time: 0.005, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9455, loss_cls: 0.7665, loss: 0.7665, grad_norm: 5.2997 2021-05-27 13:43:31,210 - mmaction - INFO - Epoch [14][1340/4294] lr: 4.375e-05, eta: 2:28:20, time: 1.153, data_time: 0.006, memory: 29668, top1_acc: 0.8393, top5_acc: 0.9554, loss_cls: 0.6382, loss: 0.6382, grad_norm: 4.9629 2021-05-27 13:43:53,328 - mmaction - INFO - Epoch [14][1360/4294] lr: 4.375e-05, eta: 2:27:55, time: 1.107, data_time: 0.005, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9545, loss_cls: 0.6598, loss: 0.6598, grad_norm: 4.8449 2021-05-27 13:44:15,757 - mmaction - INFO - Epoch [14][1380/4294] lr: 4.375e-05, eta: 2:27:30, time: 1.087, data_time: 0.004, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9455, loss_cls: 0.7252, loss: 0.7252, grad_norm: 4.9922 2021-05-27 13:44:44,899 - mmaction - INFO - Epoch [14][1400/4294] lr: 4.375e-05, eta: 2:27:06, time: 1.486, data_time: 0.048, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9357, loss_cls: 0.7891, loss: 0.7891, grad_norm: 5.2480 2021-05-27 13:45:08,460 - mmaction - INFO - Epoch [14][1420/4294] lr: 4.375e-05, eta: 2:26:41, time: 1.180, data_time: 0.012, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9518, loss_cls: 0.7212, loss: 0.7212, grad_norm: 5.0083 2021-05-27 13:45:30,610 - mmaction - INFO - Epoch [14][1440/4294] lr: 4.375e-05, eta: 2:26:17, time: 1.110, data_time: 0.007, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9527, loss_cls: 0.6941, loss: 0.6941, grad_norm: 4.8070 2021-05-27 13:45:53,147 - mmaction - INFO - Epoch [14][1460/4294] lr: 4.375e-05, eta: 2:25:52, time: 1.111, data_time: 0.005, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9437, loss_cls: 0.7056, loss: 0.7056, grad_norm: 5.1054 2021-05-27 13:46:17,021 - mmaction - INFO - Epoch [14][1480/4294] lr: 4.375e-05, eta: 2:25:27, time: 1.211, data_time: 0.021, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9518, loss_cls: 0.6777, loss: 0.6777, grad_norm: 4.8041 2021-05-27 13:46:37,373 - mmaction - INFO - Epoch [14][1500/4294] lr: 4.375e-05, eta: 2:25:02, time: 1.010, data_time: 0.002, memory: 29668, top1_acc: 0.8330, top5_acc: 0.9563, loss_cls: 0.6555, loss: 0.6555, grad_norm: 4.5364 2021-05-27 13:46:57,189 - mmaction - INFO - Epoch [14][1520/4294] lr: 4.375e-05, eta: 2:24:37, time: 0.999, data_time: 0.012, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9509, loss_cls: 0.7190, loss: 0.7190, grad_norm: 5.0420 2021-05-27 13:47:20,699 - mmaction - INFO - Epoch [14][1540/4294] lr: 4.375e-05, eta: 2:24:12, time: 1.173, data_time: 0.006, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9509, loss_cls: 0.7171, loss: 0.7171, grad_norm: 5.0416 2021-05-27 13:47:50,023 - mmaction - INFO - Epoch [14][1560/4294] lr: 4.375e-05, eta: 2:23:48, time: 1.465, data_time: 0.006, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9473, loss_cls: 0.6910, loss: 0.6910, grad_norm: 4.8891 2021-05-27 13:48:09,949 - mmaction - INFO - Epoch [14][1580/4294] lr: 4.375e-05, eta: 2:23:23, time: 0.999, data_time: 0.006, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9634, loss_cls: 0.6212, loss: 0.6212, grad_norm: 4.6610 2021-05-27 13:48:32,898 - mmaction - INFO - Epoch [14][1600/4294] lr: 4.375e-05, eta: 2:22:58, time: 1.148, data_time: 0.003, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9527, loss_cls: 0.6484, loss: 0.6484, grad_norm: 4.7900 2021-05-27 13:48:57,106 - mmaction - INFO - Epoch [14][1620/4294] lr: 4.375e-05, eta: 2:22:34, time: 1.211, data_time: 0.007, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9580, loss_cls: 0.6849, loss: 0.6849, grad_norm: 4.9735 2021-05-27 13:49:23,941 - mmaction - INFO - Epoch [14][1640/4294] lr: 4.375e-05, eta: 2:22:09, time: 1.340, data_time: 0.005, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9429, loss_cls: 0.7131, loss: 0.7131, grad_norm: 5.0030 2021-05-27 13:49:45,752 - mmaction - INFO - Epoch [14][1660/4294] lr: 4.375e-05, eta: 2:21:45, time: 1.089, data_time: 0.003, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9500, loss_cls: 0.6616, loss: 0.6616, grad_norm: 4.7924 2021-05-27 13:50:10,343 - mmaction - INFO - Epoch [14][1680/4294] lr: 4.375e-05, eta: 2:21:20, time: 1.222, data_time: 0.005, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9598, loss_cls: 0.6598, loss: 0.6598, grad_norm: 4.6725 2021-05-27 13:50:36,597 - mmaction - INFO - Epoch [14][1700/4294] lr: 4.375e-05, eta: 2:20:56, time: 1.323, data_time: 0.014, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9446, loss_cls: 0.6923, loss: 0.6923, grad_norm: 4.7250 2021-05-27 13:51:02,102 - mmaction - INFO - Epoch [14][1720/4294] lr: 4.375e-05, eta: 2:20:31, time: 1.275, data_time: 0.007, memory: 29668, top1_acc: 0.8295, top5_acc: 0.9500, loss_cls: 0.6619, loss: 0.6619, grad_norm: 4.8052 2021-05-27 13:51:23,822 - mmaction - INFO - Epoch [14][1740/4294] lr: 4.375e-05, eta: 2:20:06, time: 1.085, data_time: 0.002, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9527, loss_cls: 0.6818, loss: 0.6818, grad_norm: 4.6457 2021-05-27 13:51:46,111 - mmaction - INFO - Epoch [14][1760/4294] lr: 4.375e-05, eta: 2:19:42, time: 1.113, data_time: 0.003, memory: 29668, top1_acc: 0.8277, top5_acc: 0.9580, loss_cls: 0.6594, loss: 0.6594, grad_norm: 4.9339 2021-05-27 13:52:06,811 - mmaction - INFO - Epoch [14][1780/4294] lr: 4.375e-05, eta: 2:19:17, time: 1.038, data_time: 0.006, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9518, loss_cls: 0.7121, loss: 0.7121, grad_norm: 4.8567 2021-05-27 13:52:34,489 - mmaction - INFO - Epoch [14][1800/4294] lr: 4.375e-05, eta: 2:18:52, time: 1.376, data_time: 0.002, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9563, loss_cls: 0.6558, loss: 0.6558, grad_norm: 4.8837 2021-05-27 13:53:00,771 - mmaction - INFO - Epoch [14][1820/4294] lr: 4.375e-05, eta: 2:18:28, time: 1.313, data_time: 0.010, memory: 29668, top1_acc: 0.8295, top5_acc: 0.9589, loss_cls: 0.6383, loss: 0.6383, grad_norm: 4.8615 2021-05-27 13:53:22,323 - mmaction - INFO - Epoch [14][1840/4294] lr: 4.375e-05, eta: 2:18:03, time: 1.080, data_time: 0.016, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9545, loss_cls: 0.6962, loss: 0.6962, grad_norm: 5.0235 2021-05-27 13:53:47,971 - mmaction - INFO - Epoch [14][1860/4294] lr: 4.375e-05, eta: 2:17:39, time: 1.288, data_time: 0.011, memory: 29668, top1_acc: 0.8268, top5_acc: 0.9536, loss_cls: 0.6699, loss: 0.6699, grad_norm: 4.8521 2021-05-27 13:54:10,854 - mmaction - INFO - Epoch [14][1880/4294] lr: 4.375e-05, eta: 2:17:14, time: 1.137, data_time: 0.003, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9571, loss_cls: 0.6914, loss: 0.6914, grad_norm: 4.8603 2021-05-27 13:54:35,766 - mmaction - INFO - Epoch [14][1900/4294] lr: 4.375e-05, eta: 2:16:49, time: 1.244, data_time: 0.010, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9437, loss_cls: 0.7525, loss: 0.7525, grad_norm: 5.0624 2021-05-27 13:55:01,794 - mmaction - INFO - Epoch [14][1920/4294] lr: 4.375e-05, eta: 2:16:25, time: 1.304, data_time: 0.011, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9491, loss_cls: 0.6978, loss: 0.6978, grad_norm: 4.7037 2021-05-27 13:55:27,523 - mmaction - INFO - Epoch [14][1940/4294] lr: 4.375e-05, eta: 2:16:01, time: 1.285, data_time: 0.009, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9607, loss_cls: 0.6579, loss: 0.6579, grad_norm: 4.6654 2021-05-27 13:55:51,046 - mmaction - INFO - Epoch [14][1960/4294] lr: 4.375e-05, eta: 2:15:36, time: 1.181, data_time: 0.010, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9491, loss_cls: 0.7061, loss: 0.7061, grad_norm: 5.1640 2021-05-27 13:56:11,853 - mmaction - INFO - Epoch [14][1980/4294] lr: 4.375e-05, eta: 2:15:11, time: 1.042, data_time: 0.006, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9277, loss_cls: 0.7827, loss: 0.7827, grad_norm: 5.1925 2021-05-27 13:56:38,506 - mmaction - INFO - Epoch [14][2000/4294] lr: 4.375e-05, eta: 2:14:47, time: 1.329, data_time: 0.005, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9518, loss_cls: 0.6867, loss: 0.6867, grad_norm: 5.1327 2021-05-27 13:57:02,457 - mmaction - INFO - Epoch [14][2020/4294] lr: 4.375e-05, eta: 2:14:22, time: 1.199, data_time: 0.013, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9554, loss_cls: 0.6635, loss: 0.6635, grad_norm: 4.8789 2021-05-27 13:57:28,316 - mmaction - INFO - Epoch [14][2040/4294] lr: 4.375e-05, eta: 2:13:58, time: 1.293, data_time: 0.007, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9375, loss_cls: 0.7285, loss: 0.7285, grad_norm: 4.8422 2021-05-27 13:57:51,736 - mmaction - INFO - Epoch [14][2060/4294] lr: 4.375e-05, eta: 2:13:33, time: 1.174, data_time: 0.006, memory: 29668, top1_acc: 0.8304, top5_acc: 0.9518, loss_cls: 0.6729, loss: 0.6729, grad_norm: 5.0199 2021-05-27 13:58:13,562 - mmaction - INFO - Epoch [14][2080/4294] lr: 4.375e-05, eta: 2:13:08, time: 1.090, data_time: 0.002, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9402, loss_cls: 0.7269, loss: 0.7269, grad_norm: 4.8629 2021-05-27 13:58:39,877 - mmaction - INFO - Epoch [14][2100/4294] lr: 4.375e-05, eta: 2:12:44, time: 1.311, data_time: 0.006, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9616, loss_cls: 0.6570, loss: 0.6570, grad_norm: 4.9860 2021-05-27 13:59:02,217 - mmaction - INFO - Epoch [14][2120/4294] lr: 4.375e-05, eta: 2:12:19, time: 1.122, data_time: 0.009, memory: 29668, top1_acc: 0.8366, top5_acc: 0.9518, loss_cls: 0.6082, loss: 0.6082, grad_norm: 4.5061 2021-05-27 13:59:22,471 - mmaction - INFO - Epoch [14][2140/4294] lr: 4.375e-05, eta: 2:11:54, time: 1.001, data_time: 0.003, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9411, loss_cls: 0.6924, loss: 0.6924, grad_norm: 4.7424 2021-05-27 13:59:48,841 - mmaction - INFO - Epoch [14][2160/4294] lr: 4.375e-05, eta: 2:11:30, time: 1.325, data_time: 0.015, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9509, loss_cls: 0.6749, loss: 0.6749, grad_norm: 4.9565 2021-05-27 14:00:13,526 - mmaction - INFO - Epoch [14][2180/4294] lr: 4.375e-05, eta: 2:11:05, time: 1.238, data_time: 0.011, memory: 29668, top1_acc: 0.8366, top5_acc: 0.9509, loss_cls: 0.6385, loss: 0.6385, grad_norm: 4.8058 2021-05-27 14:00:34,239 - mmaction - INFO - Epoch [14][2200/4294] lr: 4.375e-05, eta: 2:10:40, time: 1.037, data_time: 0.004, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9437, loss_cls: 0.7228, loss: 0.7228, grad_norm: 5.1698 2021-05-27 14:00:59,339 - mmaction - INFO - Epoch [14][2220/4294] lr: 4.375e-05, eta: 2:10:16, time: 1.244, data_time: 0.003, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9464, loss_cls: 0.6959, loss: 0.6959, grad_norm: 5.0280 2021-05-27 14:01:24,376 - mmaction - INFO - Epoch [14][2240/4294] lr: 4.375e-05, eta: 2:09:51, time: 1.264, data_time: 0.016, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9500, loss_cls: 0.6545, loss: 0.6545, grad_norm: 4.6287 2021-05-27 14:01:49,507 - mmaction - INFO - Epoch [14][2260/4294] lr: 4.375e-05, eta: 2:09:27, time: 1.223, data_time: 0.004, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9536, loss_cls: 0.6646, loss: 0.6646, grad_norm: 4.7648 2021-05-27 14:02:10,637 - mmaction - INFO - Epoch [14][2280/4294] lr: 4.375e-05, eta: 2:09:02, time: 1.087, data_time: 0.037, memory: 29668, top1_acc: 0.8321, top5_acc: 0.9536, loss_cls: 0.6348, loss: 0.6348, grad_norm: 4.8415 2021-05-27 14:02:32,261 - mmaction - INFO - Epoch [14][2300/4294] lr: 4.375e-05, eta: 2:08:37, time: 1.083, data_time: 0.007, memory: 29668, top1_acc: 0.8339, top5_acc: 0.9679, loss_cls: 0.6111, loss: 0.6111, grad_norm: 4.6734 2021-05-27 14:02:59,762 - mmaction - INFO - Epoch [14][2320/4294] lr: 4.375e-05, eta: 2:08:13, time: 1.373, data_time: 0.007, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9536, loss_cls: 0.6698, loss: 0.6698, grad_norm: 4.9795 2021-05-27 14:03:22,807 - mmaction - INFO - Epoch [14][2340/4294] lr: 4.375e-05, eta: 2:07:48, time: 1.149, data_time: 0.007, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9384, loss_cls: 0.7543, loss: 0.7543, grad_norm: 5.2135 2021-05-27 14:03:45,953 - mmaction - INFO - Epoch [14][2360/4294] lr: 4.375e-05, eta: 2:07:23, time: 1.164, data_time: 0.011, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9545, loss_cls: 0.6977, loss: 0.6977, grad_norm: 5.0036 2021-05-27 14:04:09,625 - mmaction - INFO - Epoch [14][2380/4294] lr: 4.375e-05, eta: 2:06:59, time: 1.183, data_time: 0.061, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9491, loss_cls: 0.6582, loss: 0.6582, grad_norm: 4.7938 2021-05-27 14:04:29,957 - mmaction - INFO - Epoch [14][2400/4294] lr: 4.375e-05, eta: 2:06:34, time: 1.015, data_time: 0.002, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9491, loss_cls: 0.6880, loss: 0.6880, grad_norm: 5.0165 2021-05-27 14:04:52,873 - mmaction - INFO - Epoch [14][2420/4294] lr: 4.375e-05, eta: 2:06:09, time: 1.148, data_time: 0.008, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9411, loss_cls: 0.7623, loss: 0.7623, grad_norm: 5.1449 2021-05-27 14:05:14,835 - mmaction - INFO - Epoch [14][2440/4294] lr: 4.375e-05, eta: 2:05:44, time: 1.097, data_time: 0.002, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9554, loss_cls: 0.6485, loss: 0.6485, grad_norm: 4.9088 2021-05-27 14:05:37,509 - mmaction - INFO - Epoch [14][2460/4294] lr: 4.375e-05, eta: 2:05:19, time: 1.130, data_time: 0.003, memory: 29668, top1_acc: 0.8277, top5_acc: 0.9536, loss_cls: 0.6628, loss: 0.6628, grad_norm: 4.9240 2021-05-27 14:06:00,334 - mmaction - INFO - Epoch [14][2480/4294] lr: 4.375e-05, eta: 2:04:55, time: 1.140, data_time: 0.010, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9446, loss_cls: 0.7275, loss: 0.7275, grad_norm: 4.7828 2021-05-27 14:06:22,572 - mmaction - INFO - Epoch [14][2500/4294] lr: 4.375e-05, eta: 2:04:30, time: 1.114, data_time: 0.011, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9455, loss_cls: 0.7372, loss: 0.7372, grad_norm: 5.0399 2021-05-27 14:06:47,636 - mmaction - INFO - Epoch [14][2520/4294] lr: 4.375e-05, eta: 2:04:05, time: 1.255, data_time: 0.006, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9491, loss_cls: 0.6648, loss: 0.6648, grad_norm: 4.8410 2021-05-27 14:07:10,508 - mmaction - INFO - Epoch [14][2540/4294] lr: 4.375e-05, eta: 2:03:41, time: 1.143, data_time: 0.004, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9509, loss_cls: 0.6902, loss: 0.6902, grad_norm: 5.0825 2021-05-27 14:07:37,443 - mmaction - INFO - Epoch [14][2560/4294] lr: 4.375e-05, eta: 2:03:16, time: 1.347, data_time: 0.006, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9563, loss_cls: 0.7044, loss: 0.7044, grad_norm: 4.9349 2021-05-27 14:08:00,674 - mmaction - INFO - Epoch [14][2580/4294] lr: 4.375e-05, eta: 2:02:52, time: 1.159, data_time: 0.006, memory: 29668, top1_acc: 0.8348, top5_acc: 0.9545, loss_cls: 0.6741, loss: 0.6741, grad_norm: 4.8943 2021-05-27 14:08:22,206 - mmaction - INFO - Epoch [14][2600/4294] lr: 4.375e-05, eta: 2:02:27, time: 1.080, data_time: 0.008, memory: 29668, top1_acc: 0.8268, top5_acc: 0.9563, loss_cls: 0.7087, loss: 0.7087, grad_norm: 4.8663 2021-05-27 14:08:48,847 - mmaction - INFO - Epoch [14][2620/4294] lr: 4.375e-05, eta: 2:02:02, time: 1.329, data_time: 0.004, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9366, loss_cls: 0.7457, loss: 0.7457, grad_norm: 4.7464 2021-05-27 14:09:09,378 - mmaction - INFO - Epoch [14][2640/4294] lr: 4.375e-05, eta: 2:01:37, time: 1.031, data_time: 0.010, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9563, loss_cls: 0.6644, loss: 0.6644, grad_norm: 4.7996 2021-05-27 14:09:33,225 - mmaction - INFO - Epoch [14][2660/4294] lr: 4.375e-05, eta: 2:01:13, time: 1.188, data_time: 0.006, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9491, loss_cls: 0.6579, loss: 0.6579, grad_norm: 4.8314 2021-05-27 14:09:52,891 - mmaction - INFO - Epoch [14][2680/4294] lr: 4.375e-05, eta: 2:00:48, time: 0.988, data_time: 0.008, memory: 29668, top1_acc: 0.8429, top5_acc: 0.9580, loss_cls: 0.6102, loss: 0.6102, grad_norm: 4.7279 2021-05-27 14:10:19,981 - mmaction - INFO - Epoch [14][2700/4294] lr: 4.375e-05, eta: 2:00:24, time: 1.353, data_time: 0.002, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9500, loss_cls: 0.6735, loss: 0.6735, grad_norm: 4.9294 2021-05-27 14:10:43,177 - mmaction - INFO - Epoch [14][2720/4294] lr: 4.375e-05, eta: 1:59:59, time: 1.161, data_time: 0.004, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9393, loss_cls: 0.7348, loss: 0.7348, grad_norm: 5.1441 2021-05-27 14:11:06,522 - mmaction - INFO - Epoch [14][2740/4294] lr: 4.375e-05, eta: 1:59:34, time: 1.156, data_time: 0.005, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9563, loss_cls: 0.6410, loss: 0.6410, grad_norm: 4.8792 2021-05-27 14:11:31,315 - mmaction - INFO - Epoch [14][2760/4294] lr: 4.375e-05, eta: 1:59:10, time: 1.248, data_time: 0.014, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9420, loss_cls: 0.7473, loss: 0.7473, grad_norm: 5.0332 2021-05-27 14:11:51,166 - mmaction - INFO - Epoch [14][2780/4294] lr: 4.375e-05, eta: 1:58:45, time: 0.981, data_time: 0.005, memory: 29668, top1_acc: 0.8277, top5_acc: 0.9509, loss_cls: 0.6505, loss: 0.6505, grad_norm: 4.7612 2021-05-27 14:12:17,772 - mmaction - INFO - Epoch [14][2800/4294] lr: 4.375e-05, eta: 1:58:20, time: 1.337, data_time: 0.017, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9500, loss_cls: 0.6763, loss: 0.6763, grad_norm: 4.9258 2021-05-27 14:12:40,189 - mmaction - INFO - Epoch [14][2820/4294] lr: 4.375e-05, eta: 1:57:56, time: 1.116, data_time: 0.016, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9527, loss_cls: 0.7119, loss: 0.7119, grad_norm: 5.2097 2021-05-27 14:13:02,012 - mmaction - INFO - Epoch [14][2840/4294] lr: 4.375e-05, eta: 1:57:31, time: 1.103, data_time: 0.018, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9589, loss_cls: 0.6908, loss: 0.6908, grad_norm: 5.1679 2021-05-27 14:13:31,162 - mmaction - INFO - Epoch [14][2860/4294] lr: 4.375e-05, eta: 1:57:07, time: 1.457, data_time: 0.005, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9554, loss_cls: 0.6697, loss: 0.6697, grad_norm: 4.6989 2021-05-27 14:13:51,100 - mmaction - INFO - Epoch [14][2880/4294] lr: 4.375e-05, eta: 1:56:42, time: 0.998, data_time: 0.003, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9563, loss_cls: 0.6684, loss: 0.6684, grad_norm: 4.9430 2021-05-27 14:14:14,620 - mmaction - INFO - Epoch [14][2900/4294] lr: 4.375e-05, eta: 1:56:17, time: 1.172, data_time: 0.005, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9473, loss_cls: 0.7329, loss: 0.7329, grad_norm: 5.0767 2021-05-27 14:14:35,175 - mmaction - INFO - Epoch [14][2920/4294] lr: 4.375e-05, eta: 1:55:52, time: 1.032, data_time: 0.007, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9446, loss_cls: 0.7397, loss: 0.7397, grad_norm: 5.1181 2021-05-27 14:15:00,102 - mmaction - INFO - Epoch [14][2940/4294] lr: 4.375e-05, eta: 1:55:28, time: 1.207, data_time: 0.004, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9366, loss_cls: 0.7758, loss: 0.7758, grad_norm: 5.0807 2021-05-27 14:15:22,114 - mmaction - INFO - Epoch [14][2960/4294] lr: 4.375e-05, eta: 1:55:03, time: 1.133, data_time: 0.042, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9482, loss_cls: 0.6804, loss: 0.6804, grad_norm: 4.7005 2021-05-27 14:15:48,121 - mmaction - INFO - Epoch [14][2980/4294] lr: 4.375e-05, eta: 1:54:39, time: 1.302, data_time: 0.012, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9446, loss_cls: 0.7001, loss: 0.7001, grad_norm: 4.9242 2021-05-27 14:16:16,036 - mmaction - INFO - Epoch [14][3000/4294] lr: 4.375e-05, eta: 1:54:14, time: 1.401, data_time: 0.010, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9571, loss_cls: 0.6434, loss: 0.6434, grad_norm: 4.8780 2021-05-27 14:16:38,614 - mmaction - INFO - Epoch [14][3020/4294] lr: 4.375e-05, eta: 1:53:50, time: 1.128, data_time: 0.002, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9491, loss_cls: 0.7001, loss: 0.7001, grad_norm: 5.0014 2021-05-27 14:17:01,515 - mmaction - INFO - Epoch [14][3040/4294] lr: 4.375e-05, eta: 1:53:25, time: 1.138, data_time: 0.003, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9571, loss_cls: 0.6741, loss: 0.6741, grad_norm: 4.8779 2021-05-27 14:17:25,413 - mmaction - INFO - Epoch [14][3060/4294] lr: 4.375e-05, eta: 1:53:00, time: 1.200, data_time: 0.012, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9482, loss_cls: 0.6755, loss: 0.6755, grad_norm: 4.9163 2021-05-27 14:17:48,699 - mmaction - INFO - Epoch [14][3080/4294] lr: 4.375e-05, eta: 1:52:36, time: 1.165, data_time: 0.013, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9545, loss_cls: 0.6647, loss: 0.6647, grad_norm: 5.0338 2021-05-27 14:18:13,659 - mmaction - INFO - Epoch [14][3100/4294] lr: 4.375e-05, eta: 1:52:11, time: 1.248, data_time: 0.006, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9607, loss_cls: 0.6921, loss: 0.6921, grad_norm: 4.9594 2021-05-27 14:18:39,668 - mmaction - INFO - Epoch [14][3120/4294] lr: 4.375e-05, eta: 1:51:47, time: 1.298, data_time: 0.005, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9420, loss_cls: 0.7229, loss: 0.7229, grad_norm: 5.0295 2021-05-27 14:19:03,300 - mmaction - INFO - Epoch [14][3140/4294] lr: 4.375e-05, eta: 1:51:22, time: 1.181, data_time: 0.008, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9420, loss_cls: 0.7233, loss: 0.7233, grad_norm: 4.8235 2021-05-27 14:19:28,865 - mmaction - INFO - Epoch [14][3160/4294] lr: 4.375e-05, eta: 1:50:58, time: 1.281, data_time: 0.008, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9420, loss_cls: 0.7275, loss: 0.7275, grad_norm: 5.0030 2021-05-27 14:19:51,034 - mmaction - INFO - Epoch [14][3180/4294] lr: 4.375e-05, eta: 1:50:33, time: 1.109, data_time: 0.008, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9464, loss_cls: 0.7084, loss: 0.7084, grad_norm: 4.8980 2021-05-27 14:20:11,938 - mmaction - INFO - Epoch [14][3200/4294] lr: 4.375e-05, eta: 1:50:08, time: 1.043, data_time: 0.004, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9420, loss_cls: 0.7497, loss: 0.7497, grad_norm: 5.0394 2021-05-27 14:20:35,090 - mmaction - INFO - Epoch [14][3220/4294] lr: 4.375e-05, eta: 1:49:43, time: 1.157, data_time: 0.008, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9563, loss_cls: 0.6783, loss: 0.6783, grad_norm: 4.9788 2021-05-27 14:20:55,067 - mmaction - INFO - Epoch [14][3240/4294] lr: 4.375e-05, eta: 1:49:19, time: 1.002, data_time: 0.007, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9491, loss_cls: 0.7114, loss: 0.7114, grad_norm: 5.0225 2021-05-27 14:21:15,788 - mmaction - INFO - Epoch [14][3260/4294] lr: 4.375e-05, eta: 1:48:54, time: 1.037, data_time: 0.004, memory: 29668, top1_acc: 0.8339, top5_acc: 0.9518, loss_cls: 0.6464, loss: 0.6464, grad_norm: 4.8182 2021-05-27 14:21:36,032 - mmaction - INFO - Epoch [14][3280/4294] lr: 4.375e-05, eta: 1:48:29, time: 1.013, data_time: 0.004, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9437, loss_cls: 0.7399, loss: 0.7399, grad_norm: 5.0276 2021-05-27 14:21:57,291 - mmaction - INFO - Epoch [14][3300/4294] lr: 4.375e-05, eta: 1:48:04, time: 1.055, data_time: 0.005, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9571, loss_cls: 0.6947, loss: 0.6947, grad_norm: 5.1700 2021-05-27 14:22:20,760 - mmaction - INFO - Epoch [14][3320/4294] lr: 4.375e-05, eta: 1:47:39, time: 1.178, data_time: 0.011, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9446, loss_cls: 0.7228, loss: 0.7228, grad_norm: 4.9149 2021-05-27 14:22:42,353 - mmaction - INFO - Epoch [14][3340/4294] lr: 4.375e-05, eta: 1:47:15, time: 1.079, data_time: 0.005, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9518, loss_cls: 0.6706, loss: 0.6706, grad_norm: 4.8163 2021-05-27 14:23:04,779 - mmaction - INFO - Epoch [14][3360/4294] lr: 4.375e-05, eta: 1:46:50, time: 1.114, data_time: 0.007, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9464, loss_cls: 0.7397, loss: 0.7397, grad_norm: 4.9365 2021-05-27 14:23:26,484 - mmaction - INFO - Epoch [14][3380/4294] lr: 4.375e-05, eta: 1:46:25, time: 1.096, data_time: 0.022, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9420, loss_cls: 0.7101, loss: 0.7101, grad_norm: 4.9905 2021-05-27 14:23:52,211 - mmaction - INFO - Epoch [14][3400/4294] lr: 4.375e-05, eta: 1:46:01, time: 1.279, data_time: 0.003, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9545, loss_cls: 0.6548, loss: 0.6548, grad_norm: 4.7754 2021-05-27 14:24:16,544 - mmaction - INFO - Epoch [14][3420/4294] lr: 4.375e-05, eta: 1:45:36, time: 1.221, data_time: 0.011, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9402, loss_cls: 0.7533, loss: 0.7533, grad_norm: 5.2250 2021-05-27 14:24:40,579 - mmaction - INFO - Epoch [14][3440/4294] lr: 4.375e-05, eta: 1:45:12, time: 1.203, data_time: 0.005, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9366, loss_cls: 0.7528, loss: 0.7528, grad_norm: 5.1038 2021-05-27 14:25:00,902 - mmaction - INFO - Epoch [14][3460/4294] lr: 4.375e-05, eta: 1:44:47, time: 1.017, data_time: 0.006, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9554, loss_cls: 0.6535, loss: 0.6535, grad_norm: 4.7661 2021-05-27 14:25:30,351 - mmaction - INFO - Epoch [14][3480/4294] lr: 4.375e-05, eta: 1:44:23, time: 1.465, data_time: 0.010, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9446, loss_cls: 0.6862, loss: 0.6862, grad_norm: 4.8134 2021-05-27 14:25:52,446 - mmaction - INFO - Epoch [14][3500/4294] lr: 4.375e-05, eta: 1:43:58, time: 1.112, data_time: 0.014, memory: 29668, top1_acc: 0.7795, top5_acc: 0.9455, loss_cls: 0.7748, loss: 0.7748, grad_norm: 5.2296 2021-05-27 14:26:18,537 - mmaction - INFO - Epoch [14][3520/4294] lr: 4.375e-05, eta: 1:43:33, time: 1.303, data_time: 0.003, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9616, loss_cls: 0.7158, loss: 0.7158, grad_norm: 5.0806 2021-05-27 14:26:44,079 - mmaction - INFO - Epoch [14][3540/4294] lr: 4.375e-05, eta: 1:43:09, time: 1.275, data_time: 0.007, memory: 29668, top1_acc: 0.8304, top5_acc: 0.9536, loss_cls: 0.6301, loss: 0.6301, grad_norm: 4.8921 2021-05-27 14:27:07,633 - mmaction - INFO - Epoch [14][3560/4294] lr: 4.375e-05, eta: 1:42:44, time: 1.178, data_time: 0.009, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9598, loss_cls: 0.6725, loss: 0.6725, grad_norm: 5.2051 2021-05-27 14:27:26,803 - mmaction - INFO - Epoch [14][3580/4294] lr: 4.375e-05, eta: 1:42:19, time: 0.962, data_time: 0.009, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9509, loss_cls: 0.7069, loss: 0.7069, grad_norm: 5.1478 2021-05-27 14:27:50,617 - mmaction - INFO - Epoch [14][3600/4294] lr: 4.375e-05, eta: 1:41:55, time: 1.185, data_time: 0.011, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9464, loss_cls: 0.7406, loss: 0.7406, grad_norm: 5.0999 2021-05-27 14:28:12,678 - mmaction - INFO - Epoch [14][3620/4294] lr: 4.375e-05, eta: 1:41:30, time: 1.109, data_time: 0.013, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9375, loss_cls: 0.7797, loss: 0.7797, grad_norm: 5.1435 2021-05-27 14:28:37,586 - mmaction - INFO - Epoch [14][3640/4294] lr: 4.375e-05, eta: 1:41:06, time: 1.242, data_time: 0.003, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9563, loss_cls: 0.6912, loss: 0.6912, grad_norm: 5.0985 2021-05-27 14:29:01,006 - mmaction - INFO - Epoch [14][3660/4294] lr: 4.375e-05, eta: 1:40:41, time: 1.166, data_time: 0.006, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9536, loss_cls: 0.7001, loss: 0.7001, grad_norm: 4.9729 2021-05-27 14:29:25,976 - mmaction - INFO - Epoch [14][3680/4294] lr: 4.375e-05, eta: 1:40:17, time: 1.256, data_time: 0.011, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9429, loss_cls: 0.6911, loss: 0.6911, grad_norm: 4.8723 2021-05-27 14:29:48,743 - mmaction - INFO - Epoch [14][3700/4294] lr: 4.375e-05, eta: 1:39:52, time: 1.138, data_time: 0.016, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9527, loss_cls: 0.7181, loss: 0.7181, grad_norm: 4.9652 2021-05-27 14:30:08,809 - mmaction - INFO - Epoch [14][3720/4294] lr: 4.375e-05, eta: 1:39:27, time: 1.001, data_time: 0.004, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9473, loss_cls: 0.7063, loss: 0.7063, grad_norm: 4.9548 2021-05-27 14:30:29,039 - mmaction - INFO - Epoch [14][3740/4294] lr: 4.375e-05, eta: 1:39:02, time: 1.014, data_time: 0.005, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9500, loss_cls: 0.6623, loss: 0.6623, grad_norm: 4.9008 2021-05-27 14:30:54,184 - mmaction - INFO - Epoch [14][3760/4294] lr: 4.375e-05, eta: 1:38:38, time: 1.254, data_time: 0.003, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9580, loss_cls: 0.6340, loss: 0.6340, grad_norm: 4.6249 2021-05-27 14:31:13,904 - mmaction - INFO - Epoch [14][3780/4294] lr: 4.375e-05, eta: 1:38:13, time: 0.990, data_time: 0.008, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9518, loss_cls: 0.6433, loss: 0.6433, grad_norm: 4.7904 2021-05-27 14:31:36,421 - mmaction - INFO - Epoch [14][3800/4294] lr: 4.375e-05, eta: 1:37:48, time: 1.125, data_time: 0.003, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9437, loss_cls: 0.6937, loss: 0.6937, grad_norm: 4.7141 2021-05-27 14:31:57,560 - mmaction - INFO - Epoch [14][3820/4294] lr: 4.375e-05, eta: 1:37:23, time: 1.057, data_time: 0.006, memory: 29668, top1_acc: 0.8455, top5_acc: 0.9634, loss_cls: 0.5895, loss: 0.5895, grad_norm: 4.4464 2021-05-27 14:32:22,650 - mmaction - INFO - Epoch [14][3840/4294] lr: 4.375e-05, eta: 1:36:59, time: 1.255, data_time: 0.003, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9527, loss_cls: 0.6927, loss: 0.6927, grad_norm: 4.8385 2021-05-27 14:32:47,394 - mmaction - INFO - Epoch [14][3860/4294] lr: 4.375e-05, eta: 1:36:34, time: 1.236, data_time: 0.004, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9500, loss_cls: 0.7130, loss: 0.7130, grad_norm: 5.1140 2021-05-27 14:33:08,253 - mmaction - INFO - Epoch [14][3880/4294] lr: 4.375e-05, eta: 1:36:10, time: 1.040, data_time: 0.006, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9482, loss_cls: 0.6813, loss: 0.6813, grad_norm: 4.9350 2021-05-27 14:33:33,876 - mmaction - INFO - Epoch [14][3900/4294] lr: 4.375e-05, eta: 1:35:45, time: 1.285, data_time: 0.008, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9464, loss_cls: 0.7356, loss: 0.7356, grad_norm: 5.0086 2021-05-27 14:33:57,903 - mmaction - INFO - Epoch [14][3920/4294] lr: 4.375e-05, eta: 1:35:21, time: 1.202, data_time: 0.002, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9455, loss_cls: 0.6702, loss: 0.6702, grad_norm: 4.7096 2021-05-27 14:34:22,198 - mmaction - INFO - Epoch [14][3940/4294] lr: 4.375e-05, eta: 1:34:56, time: 1.212, data_time: 0.007, memory: 29668, top1_acc: 0.8304, top5_acc: 0.9509, loss_cls: 0.6392, loss: 0.6392, grad_norm: 4.6572 2021-05-27 14:34:47,636 - mmaction - INFO - Epoch [14][3960/4294] lr: 4.375e-05, eta: 1:34:32, time: 1.274, data_time: 0.007, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9491, loss_cls: 0.6959, loss: 0.6959, grad_norm: 5.0100 2021-05-27 14:35:12,957 - mmaction - INFO - Epoch [14][3980/4294] lr: 4.375e-05, eta: 1:34:07, time: 1.264, data_time: 0.003, memory: 29668, top1_acc: 0.7830, top5_acc: 0.9375, loss_cls: 0.7768, loss: 0.7768, grad_norm: 5.2708 2021-05-27 14:35:34,404 - mmaction - INFO - Epoch [14][4000/4294] lr: 4.375e-05, eta: 1:33:42, time: 1.075, data_time: 0.006, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9473, loss_cls: 0.7141, loss: 0.7141, grad_norm: 5.2251 2021-05-27 14:36:00,274 - mmaction - INFO - Epoch [14][4020/4294] lr: 4.375e-05, eta: 1:33:18, time: 1.293, data_time: 0.005, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9491, loss_cls: 0.7055, loss: 0.7055, grad_norm: 5.0613 2021-05-27 14:36:22,074 - mmaction - INFO - Epoch [14][4040/4294] lr: 4.375e-05, eta: 1:32:53, time: 1.091, data_time: 0.003, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9429, loss_cls: 0.7171, loss: 0.7171, grad_norm: 5.0415 2021-05-27 14:36:44,627 - mmaction - INFO - Epoch [14][4060/4294] lr: 4.375e-05, eta: 1:32:29, time: 1.127, data_time: 0.002, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9527, loss_cls: 0.6971, loss: 0.6971, grad_norm: 4.9703 2021-05-27 14:37:04,734 - mmaction - INFO - Epoch [14][4080/4294] lr: 4.375e-05, eta: 1:32:04, time: 1.006, data_time: 0.003, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9429, loss_cls: 0.7296, loss: 0.7296, grad_norm: 5.0148 2021-05-27 14:37:28,485 - mmaction - INFO - Epoch [14][4100/4294] lr: 4.375e-05, eta: 1:31:39, time: 1.182, data_time: 0.005, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9545, loss_cls: 0.7267, loss: 0.7267, grad_norm: 5.1286 2021-05-27 14:37:49,664 - mmaction - INFO - Epoch [14][4120/4294] lr: 4.375e-05, eta: 1:31:14, time: 1.064, data_time: 0.008, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9429, loss_cls: 0.7372, loss: 0.7372, grad_norm: 5.2232 2021-05-27 14:38:14,513 - mmaction - INFO - Epoch [14][4140/4294] lr: 4.375e-05, eta: 1:30:50, time: 1.242, data_time: 0.004, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9580, loss_cls: 0.6891, loss: 0.6891, grad_norm: 4.9958 2021-05-27 14:38:37,252 - mmaction - INFO - Epoch [14][4160/4294] lr: 4.375e-05, eta: 1:30:25, time: 1.134, data_time: 0.003, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9473, loss_cls: 0.6704, loss: 0.6704, grad_norm: 4.9032 2021-05-27 14:38:57,265 - mmaction - INFO - Epoch [14][4180/4294] lr: 4.375e-05, eta: 1:30:00, time: 1.004, data_time: 0.009, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9518, loss_cls: 0.6907, loss: 0.6907, grad_norm: 4.7796 2021-05-27 14:39:17,816 - mmaction - INFO - Epoch [14][4200/4294] lr: 4.375e-05, eta: 1:29:36, time: 1.015, data_time: 0.004, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9402, loss_cls: 0.7308, loss: 0.7308, grad_norm: 5.0990 2021-05-27 14:39:39,478 - mmaction - INFO - Epoch [14][4220/4294] lr: 4.375e-05, eta: 1:29:11, time: 1.092, data_time: 0.014, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9500, loss_cls: 0.6786, loss: 0.6786, grad_norm: 5.0469 2021-05-27 14:40:01,446 - mmaction - INFO - Epoch [14][4240/4294] lr: 4.375e-05, eta: 1:28:46, time: 1.099, data_time: 0.005, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9482, loss_cls: 0.7013, loss: 0.7013, grad_norm: 4.7292 2021-05-27 14:40:28,042 - mmaction - INFO - Epoch [14][4260/4294] lr: 4.375e-05, eta: 1:28:22, time: 1.331, data_time: 0.007, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9518, loss_cls: 0.6826, loss: 0.6826, grad_norm: 4.7896 2021-05-27 14:40:49,644 - mmaction - INFO - Epoch [14][4280/4294] lr: 4.375e-05, eta: 1:27:57, time: 1.081, data_time: 0.005, memory: 29668, top1_acc: 0.8268, top5_acc: 0.9482, loss_cls: 0.6711, loss: 0.6711, grad_norm: 4.7934 2021-05-27 14:41:23,161 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-05-27 14:50:37,729 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 14:50:38,512 - mmaction - INFO - top1_acc 0.7604 top5_acc 0.9257 2021-05-27 14:50:38,512 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 14:50:38,593 - mmaction - INFO - mean_acc 0.7602 2021-05-27 14:50:40,460 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2021-05-27 14:50:40,461 - mmaction - INFO - Best top1_acc is 0.7604 at 14 epoch. 2021-05-27 14:50:40,469 - mmaction - INFO - Epoch(val) [14][4294] top1_acc: 0.7604, top5_acc: 0.9257, mean_class_accuracy: 0.7602 2021-05-27 14:56:33,777 - mmaction - INFO - Epoch [15][20/4294] lr: 4.375e-05, eta: 1:27:38, time: 17.660, data_time: 16.254, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9375, loss_cls: 0.7307, loss: 0.7307, grad_norm: 5.2084 2021-05-27 14:56:58,634 - mmaction - INFO - Epoch [15][40/4294] lr: 4.375e-05, eta: 1:27:13, time: 1.245, data_time: 0.009, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9563, loss_cls: 0.6902, loss: 0.6902, grad_norm: 5.2459 2021-05-27 14:57:23,238 - mmaction - INFO - Epoch [15][60/4294] lr: 4.375e-05, eta: 1:26:49, time: 1.226, data_time: 0.005, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9536, loss_cls: 0.6897, loss: 0.6897, grad_norm: 5.0127 2021-05-27 14:57:48,175 - mmaction - INFO - Epoch [15][80/4294] lr: 4.375e-05, eta: 1:26:24, time: 1.248, data_time: 0.008, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9545, loss_cls: 0.6377, loss: 0.6377, grad_norm: 4.6872 2021-05-27 14:58:17,929 - mmaction - INFO - Epoch [15][100/4294] lr: 4.375e-05, eta: 1:26:00, time: 1.489, data_time: 0.008, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9473, loss_cls: 0.6785, loss: 0.6785, grad_norm: 4.7566 2021-05-27 14:58:41,805 - mmaction - INFO - Epoch [15][120/4294] lr: 4.375e-05, eta: 1:25:35, time: 1.193, data_time: 0.005, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9357, loss_cls: 0.7367, loss: 0.7367, grad_norm: 4.7759 2021-05-27 14:59:05,042 - mmaction - INFO - Epoch [15][140/4294] lr: 4.375e-05, eta: 1:25:10, time: 1.164, data_time: 0.008, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9500, loss_cls: 0.7120, loss: 0.7120, grad_norm: 4.8537 2021-05-27 14:59:31,992 - mmaction - INFO - Epoch [15][160/4294] lr: 4.375e-05, eta: 1:24:46, time: 1.344, data_time: 0.004, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9563, loss_cls: 0.6896, loss: 0.6896, grad_norm: 5.0731 2021-05-27 14:59:55,398 - mmaction - INFO - Epoch [15][180/4294] lr: 4.375e-05, eta: 1:24:21, time: 1.172, data_time: 0.009, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9473, loss_cls: 0.7135, loss: 0.7135, grad_norm: 5.0678 2021-05-27 15:00:17,004 - mmaction - INFO - Epoch [15][200/4294] lr: 4.375e-05, eta: 1:23:56, time: 1.082, data_time: 0.009, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9473, loss_cls: 0.7111, loss: 0.7111, grad_norm: 5.0065 2021-05-27 15:00:38,955 - mmaction - INFO - Epoch [15][220/4294] lr: 4.375e-05, eta: 1:23:32, time: 1.096, data_time: 0.009, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9491, loss_cls: 0.7010, loss: 0.7010, grad_norm: 5.0696 2021-05-27 15:01:03,506 - mmaction - INFO - Epoch [15][240/4294] lr: 4.375e-05, eta: 1:23:07, time: 1.223, data_time: 0.005, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9464, loss_cls: 0.7027, loss: 0.7027, grad_norm: 4.9117 2021-05-27 15:01:26,747 - mmaction - INFO - Epoch [15][260/4294] lr: 4.375e-05, eta: 1:22:42, time: 1.166, data_time: 0.011, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9455, loss_cls: 0.7014, loss: 0.7014, grad_norm: 7.3131 2021-05-27 15:01:49,793 - mmaction - INFO - Epoch [15][280/4294] lr: 4.375e-05, eta: 1:22:18, time: 1.154, data_time: 0.008, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9446, loss_cls: 0.7214, loss: 0.7214, grad_norm: 5.1773 2021-05-27 15:02:10,973 - mmaction - INFO - Epoch [15][300/4294] lr: 4.375e-05, eta: 1:21:53, time: 1.056, data_time: 0.009, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9545, loss_cls: 0.6685, loss: 0.6685, grad_norm: 4.9273 2021-05-27 15:02:33,970 - mmaction - INFO - Epoch [15][320/4294] lr: 4.375e-05, eta: 1:21:28, time: 1.149, data_time: 0.009, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9527, loss_cls: 0.6687, loss: 0.6687, grad_norm: 4.6861 2021-05-27 15:02:55,752 - mmaction - INFO - Epoch [15][340/4294] lr: 4.375e-05, eta: 1:21:03, time: 1.095, data_time: 0.011, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9393, loss_cls: 0.7704, loss: 0.7704, grad_norm: 5.3784 2021-05-27 15:03:16,265 - mmaction - INFO - Epoch [15][360/4294] lr: 4.375e-05, eta: 1:20:38, time: 1.023, data_time: 0.003, memory: 29668, top1_acc: 0.8348, top5_acc: 0.9634, loss_cls: 0.6193, loss: 0.6193, grad_norm: 4.6202 2021-05-27 15:03:42,617 - mmaction - INFO - Epoch [15][380/4294] lr: 4.375e-05, eta: 1:20:14, time: 1.290, data_time: 0.008, memory: 29668, top1_acc: 0.8357, top5_acc: 0.9536, loss_cls: 0.6502, loss: 0.6502, grad_norm: 4.8353 2021-05-27 15:04:11,838 - mmaction - INFO - Epoch [15][400/4294] lr: 4.375e-05, eta: 1:19:50, time: 1.488, data_time: 0.034, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9455, loss_cls: 0.6974, loss: 0.6974, grad_norm: 5.1773 2021-05-27 15:04:36,173 - mmaction - INFO - Epoch [15][420/4294] lr: 4.375e-05, eta: 1:19:25, time: 1.218, data_time: 0.005, memory: 29668, top1_acc: 0.8277, top5_acc: 0.9500, loss_cls: 0.6639, loss: 0.6639, grad_norm: 4.8638 2021-05-27 15:04:57,154 - mmaction - INFO - Epoch [15][440/4294] lr: 4.375e-05, eta: 1:19:00, time: 1.048, data_time: 0.004, memory: 29668, top1_acc: 0.8277, top5_acc: 0.9527, loss_cls: 0.6661, loss: 0.6661, grad_norm: 4.9273 2021-05-27 15:05:17,879 - mmaction - INFO - Epoch [15][460/4294] lr: 4.375e-05, eta: 1:18:35, time: 1.039, data_time: 0.007, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9268, loss_cls: 0.8174, loss: 0.8174, grad_norm: 5.2172 2021-05-27 15:05:37,575 - mmaction - INFO - Epoch [15][480/4294] lr: 4.375e-05, eta: 1:18:10, time: 0.983, data_time: 0.002, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9607, loss_cls: 0.6457, loss: 0.6457, grad_norm: 4.9246 2021-05-27 15:05:57,275 - mmaction - INFO - Epoch [15][500/4294] lr: 4.375e-05, eta: 1:17:45, time: 0.986, data_time: 0.005, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9420, loss_cls: 0.6884, loss: 0.6884, grad_norm: 4.8210 2021-05-27 15:06:18,285 - mmaction - INFO - Epoch [15][520/4294] lr: 4.375e-05, eta: 1:17:21, time: 1.048, data_time: 0.010, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9437, loss_cls: 0.7297, loss: 0.7297, grad_norm: 5.1134 2021-05-27 15:06:42,458 - mmaction - INFO - Epoch [15][540/4294] lr: 4.375e-05, eta: 1:16:56, time: 1.211, data_time: 0.009, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9509, loss_cls: 0.6636, loss: 0.6636, grad_norm: 4.7971 2021-05-27 15:07:03,354 - mmaction - INFO - Epoch [15][560/4294] lr: 4.375e-05, eta: 1:16:31, time: 1.045, data_time: 0.003, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9482, loss_cls: 0.7205, loss: 0.7205, grad_norm: 4.9650 2021-05-27 15:07:25,833 - mmaction - INFO - Epoch [15][580/4294] lr: 4.375e-05, eta: 1:16:07, time: 1.123, data_time: 0.003, memory: 29668, top1_acc: 0.7893, top5_acc: 0.9411, loss_cls: 0.7617, loss: 0.7617, grad_norm: 5.4206 2021-05-27 15:07:51,322 - mmaction - INFO - Epoch [15][600/4294] lr: 4.375e-05, eta: 1:15:42, time: 1.272, data_time: 0.005, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9491, loss_cls: 0.7167, loss: 0.7167, grad_norm: 4.8931 2021-05-27 15:08:11,690 - mmaction - INFO - Epoch [15][620/4294] lr: 4.375e-05, eta: 1:15:17, time: 1.021, data_time: 0.008, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9446, loss_cls: 0.7115, loss: 0.7115, grad_norm: 4.9910 2021-05-27 15:08:36,442 - mmaction - INFO - Epoch [15][640/4294] lr: 4.375e-05, eta: 1:14:53, time: 1.235, data_time: 0.007, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9437, loss_cls: 0.7113, loss: 0.7113, grad_norm: 4.7901 2021-05-27 15:08:59,225 - mmaction - INFO - Epoch [15][660/4294] lr: 4.375e-05, eta: 1:14:28, time: 1.139, data_time: 0.010, memory: 29668, top1_acc: 0.7937, top5_acc: 0.9321, loss_cls: 0.7490, loss: 0.7490, grad_norm: 5.1947 2021-05-27 15:09:22,234 - mmaction - INFO - Epoch [15][680/4294] lr: 4.375e-05, eta: 1:14:03, time: 1.148, data_time: 0.007, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9339, loss_cls: 0.7507, loss: 0.7507, grad_norm: 4.9361 2021-05-27 15:09:43,491 - mmaction - INFO - Epoch [15][700/4294] lr: 4.375e-05, eta: 1:13:38, time: 1.065, data_time: 0.011, memory: 29668, top1_acc: 0.8357, top5_acc: 0.9589, loss_cls: 0.6107, loss: 0.6107, grad_norm: 4.7484 2021-05-27 15:10:05,921 - mmaction - INFO - Epoch [15][720/4294] lr: 4.375e-05, eta: 1:13:14, time: 1.123, data_time: 0.008, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9545, loss_cls: 0.6832, loss: 0.6832, grad_norm: 4.8262 2021-05-27 15:10:28,327 - mmaction - INFO - Epoch [15][740/4294] lr: 4.375e-05, eta: 1:12:49, time: 1.119, data_time: 0.004, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9482, loss_cls: 0.6984, loss: 0.6984, grad_norm: 4.8596 2021-05-27 15:10:52,025 - mmaction - INFO - Epoch [15][760/4294] lr: 4.375e-05, eta: 1:12:24, time: 1.180, data_time: 0.009, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9536, loss_cls: 0.6484, loss: 0.6484, grad_norm: 4.7884 2021-05-27 15:11:17,241 - mmaction - INFO - Epoch [15][780/4294] lr: 4.375e-05, eta: 1:12:00, time: 1.265, data_time: 0.018, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9571, loss_cls: 0.7024, loss: 0.7024, grad_norm: 5.0032 2021-05-27 15:11:38,317 - mmaction - INFO - Epoch [15][800/4294] lr: 4.375e-05, eta: 1:11:35, time: 1.055, data_time: 0.006, memory: 29668, top1_acc: 0.7920, top5_acc: 0.9420, loss_cls: 0.7577, loss: 0.7577, grad_norm: 5.0381 2021-05-27 15:12:02,804 - mmaction - INFO - Epoch [15][820/4294] lr: 4.375e-05, eta: 1:11:10, time: 1.227, data_time: 0.007, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9473, loss_cls: 0.6896, loss: 0.6896, grad_norm: 4.8207 2021-05-27 15:12:26,306 - mmaction - INFO - Epoch [15][840/4294] lr: 4.375e-05, eta: 1:10:46, time: 1.175, data_time: 0.003, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9455, loss_cls: 0.6868, loss: 0.6868, grad_norm: 4.8863 2021-05-27 15:12:49,657 - mmaction - INFO - Epoch [15][860/4294] lr: 4.375e-05, eta: 1:10:21, time: 1.165, data_time: 0.006, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9393, loss_cls: 0.7413, loss: 0.7413, grad_norm: 4.9554 2021-05-27 15:13:15,467 - mmaction - INFO - Epoch [15][880/4294] lr: 4.375e-05, eta: 1:09:57, time: 1.293, data_time: 0.010, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9464, loss_cls: 0.6879, loss: 0.6879, grad_norm: 4.9633 2021-05-27 15:13:40,612 - mmaction - INFO - Epoch [15][900/4294] lr: 4.375e-05, eta: 1:09:32, time: 1.257, data_time: 0.004, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9455, loss_cls: 0.7240, loss: 0.7240, grad_norm: 5.1714 2021-05-27 15:14:09,628 - mmaction - INFO - Epoch [15][920/4294] lr: 4.375e-05, eta: 1:09:08, time: 1.446, data_time: 0.006, memory: 29668, top1_acc: 0.8277, top5_acc: 0.9571, loss_cls: 0.6564, loss: 0.6564, grad_norm: 4.9591 2021-05-27 15:14:34,232 - mmaction - INFO - Epoch [15][940/4294] lr: 4.375e-05, eta: 1:08:43, time: 1.231, data_time: 0.010, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9509, loss_cls: 0.7095, loss: 0.7095, grad_norm: 5.0925 2021-05-27 15:14:59,013 - mmaction - INFO - Epoch [15][960/4294] lr: 4.375e-05, eta: 1:08:18, time: 1.240, data_time: 0.008, memory: 29668, top1_acc: 0.7884, top5_acc: 0.9384, loss_cls: 0.7877, loss: 0.7877, grad_norm: 5.2960 2021-05-27 15:15:21,797 - mmaction - INFO - Epoch [15][980/4294] lr: 4.375e-05, eta: 1:07:54, time: 1.143, data_time: 0.005, memory: 29668, top1_acc: 0.8277, top5_acc: 0.9518, loss_cls: 0.6534, loss: 0.6534, grad_norm: 4.8475 2021-05-27 15:15:44,090 - mmaction - INFO - Epoch [15][1000/4294] lr: 4.375e-05, eta: 1:07:29, time: 1.114, data_time: 0.002, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9527, loss_cls: 0.7395, loss: 0.7395, grad_norm: 4.9754 2021-05-27 15:16:06,043 - mmaction - INFO - Epoch [15][1020/4294] lr: 4.375e-05, eta: 1:07:04, time: 1.097, data_time: 0.006, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9455, loss_cls: 0.7122, loss: 0.7122, grad_norm: 5.0522 2021-05-27 15:16:29,109 - mmaction - INFO - Epoch [15][1040/4294] lr: 4.375e-05, eta: 1:06:40, time: 1.153, data_time: 0.004, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9473, loss_cls: 0.7230, loss: 0.7230, grad_norm: 5.1225 2021-05-27 15:16:49,716 - mmaction - INFO - Epoch [15][1060/4294] lr: 4.375e-05, eta: 1:06:15, time: 1.031, data_time: 0.004, memory: 29668, top1_acc: 0.8393, top5_acc: 0.9598, loss_cls: 0.6262, loss: 0.6262, grad_norm: 4.6072 2021-05-27 15:17:13,875 - mmaction - INFO - Epoch [15][1080/4294] lr: 4.375e-05, eta: 1:05:50, time: 1.203, data_time: 0.002, memory: 29668, top1_acc: 0.8268, top5_acc: 0.9527, loss_cls: 0.6539, loss: 0.6539, grad_norm: 4.6097 2021-05-27 15:17:34,065 - mmaction - INFO - Epoch [15][1100/4294] lr: 4.375e-05, eta: 1:05:25, time: 1.013, data_time: 0.010, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9482, loss_cls: 0.6676, loss: 0.6676, grad_norm: 4.8121 2021-05-27 15:17:55,774 - mmaction - INFO - Epoch [15][1120/4294] lr: 4.375e-05, eta: 1:05:01, time: 1.085, data_time: 0.005, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9527, loss_cls: 0.6642, loss: 0.6642, grad_norm: 5.0001 2021-05-27 15:18:26,348 - mmaction - INFO - Epoch [15][1140/4294] lr: 4.375e-05, eta: 1:04:36, time: 1.527, data_time: 0.007, memory: 29668, top1_acc: 0.7929, top5_acc: 0.9446, loss_cls: 0.7233, loss: 0.7233, grad_norm: 5.0203 2021-05-27 15:18:48,561 - mmaction - INFO - Epoch [15][1160/4294] lr: 4.375e-05, eta: 1:04:12, time: 1.112, data_time: 0.009, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9500, loss_cls: 0.7217, loss: 0.7217, grad_norm: 5.2116 2021-05-27 15:19:11,695 - mmaction - INFO - Epoch [15][1180/4294] lr: 4.375e-05, eta: 1:03:47, time: 1.156, data_time: 0.008, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9402, loss_cls: 0.6940, loss: 0.6940, grad_norm: 5.0951 2021-05-27 15:19:36,736 - mmaction - INFO - Epoch [15][1200/4294] lr: 4.375e-05, eta: 1:03:23, time: 1.249, data_time: 0.005, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9518, loss_cls: 0.7046, loss: 0.7046, grad_norm: 4.8917 2021-05-27 15:20:04,086 - mmaction - INFO - Epoch [15][1220/4294] lr: 4.375e-05, eta: 1:02:58, time: 1.372, data_time: 0.010, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9491, loss_cls: 0.7219, loss: 0.7219, grad_norm: 5.2765 2021-05-27 15:20:29,108 - mmaction - INFO - Epoch [15][1240/4294] lr: 4.375e-05, eta: 1:02:34, time: 1.250, data_time: 0.007, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9429, loss_cls: 0.7245, loss: 0.7245, grad_norm: 4.9355 2021-05-27 15:20:54,526 - mmaction - INFO - Epoch [15][1260/4294] lr: 4.375e-05, eta: 1:02:09, time: 1.271, data_time: 0.009, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9473, loss_cls: 0.7221, loss: 0.7221, grad_norm: 5.0328 2021-05-27 15:21:18,764 - mmaction - INFO - Epoch [15][1280/4294] lr: 4.375e-05, eta: 1:01:44, time: 1.213, data_time: 0.006, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9473, loss_cls: 0.6602, loss: 0.6602, grad_norm: 5.0066 2021-05-27 15:21:44,906 - mmaction - INFO - Epoch [15][1300/4294] lr: 4.375e-05, eta: 1:01:20, time: 1.276, data_time: 0.005, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9545, loss_cls: 0.6948, loss: 0.6948, grad_norm: 4.9853 2021-05-27 15:22:07,829 - mmaction - INFO - Epoch [15][1320/4294] lr: 4.375e-05, eta: 1:00:55, time: 1.178, data_time: 0.036, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9536, loss_cls: 0.6556, loss: 0.6556, grad_norm: 4.8911 2021-05-27 15:22:28,937 - mmaction - INFO - Epoch [15][1340/4294] lr: 4.375e-05, eta: 1:00:30, time: 1.050, data_time: 0.010, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9295, loss_cls: 0.7999, loss: 0.7999, grad_norm: 5.0879 2021-05-27 15:22:53,347 - mmaction - INFO - Epoch [15][1360/4294] lr: 4.375e-05, eta: 1:00:06, time: 1.228, data_time: 0.010, memory: 29668, top1_acc: 0.7902, top5_acc: 0.9393, loss_cls: 0.7519, loss: 0.7519, grad_norm: 5.1371 2021-05-27 15:23:13,211 - mmaction - INFO - Epoch [15][1380/4294] lr: 4.375e-05, eta: 0:59:41, time: 0.993, data_time: 0.003, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9491, loss_cls: 0.6531, loss: 0.6531, grad_norm: 4.8721 2021-05-27 15:23:39,754 - mmaction - INFO - Epoch [15][1400/4294] lr: 4.375e-05, eta: 0:59:17, time: 1.322, data_time: 0.003, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9446, loss_cls: 0.6835, loss: 0.6835, grad_norm: 5.0071 2021-05-27 15:24:00,404 - mmaction - INFO - Epoch [15][1420/4294] lr: 4.375e-05, eta: 0:58:52, time: 1.038, data_time: 0.014, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9491, loss_cls: 0.7394, loss: 0.7394, grad_norm: 5.0969 2021-05-27 15:24:24,005 - mmaction - INFO - Epoch [15][1440/4294] lr: 4.375e-05, eta: 0:58:27, time: 1.178, data_time: 0.004, memory: 29668, top1_acc: 0.8268, top5_acc: 0.9589, loss_cls: 0.6317, loss: 0.6317, grad_norm: 4.8879 2021-05-27 15:24:50,806 - mmaction - INFO - Epoch [15][1460/4294] lr: 4.375e-05, eta: 0:58:03, time: 1.337, data_time: 0.012, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9518, loss_cls: 0.7137, loss: 0.7137, grad_norm: 5.1836 2021-05-27 15:25:11,353 - mmaction - INFO - Epoch [15][1480/4294] lr: 4.375e-05, eta: 0:57:38, time: 1.031, data_time: 0.009, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9420, loss_cls: 0.7444, loss: 0.7444, grad_norm: 4.9465 2021-05-27 15:25:31,611 - mmaction - INFO - Epoch [15][1500/4294] lr: 4.375e-05, eta: 0:57:13, time: 1.015, data_time: 0.014, memory: 29668, top1_acc: 0.8375, top5_acc: 0.9518, loss_cls: 0.6094, loss: 0.6094, grad_norm: 4.8046 2021-05-27 15:25:50,906 - mmaction - INFO - Epoch [15][1520/4294] lr: 4.375e-05, eta: 0:56:48, time: 0.963, data_time: 0.005, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9339, loss_cls: 0.7379, loss: 0.7379, grad_norm: 4.8263 2021-05-27 15:26:18,518 - mmaction - INFO - Epoch [15][1540/4294] lr: 4.375e-05, eta: 0:56:24, time: 1.377, data_time: 0.005, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9473, loss_cls: 0.7129, loss: 0.7129, grad_norm: 4.9915 2021-05-27 15:26:45,799 - mmaction - INFO - Epoch [15][1560/4294] lr: 4.375e-05, eta: 0:55:59, time: 1.360, data_time: 0.007, memory: 29668, top1_acc: 0.8313, top5_acc: 0.9616, loss_cls: 0.6522, loss: 0.6522, grad_norm: 4.7856 2021-05-27 15:27:10,204 - mmaction - INFO - Epoch [15][1580/4294] lr: 4.375e-05, eta: 0:55:35, time: 1.228, data_time: 0.013, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9420, loss_cls: 0.7405, loss: 0.7405, grad_norm: 4.9796 2021-05-27 15:27:33,592 - mmaction - INFO - Epoch [15][1600/4294] lr: 4.375e-05, eta: 0:55:10, time: 1.166, data_time: 0.007, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9527, loss_cls: 0.6496, loss: 0.6496, grad_norm: 4.7189 2021-05-27 15:27:53,546 - mmaction - INFO - Epoch [15][1620/4294] lr: 4.375e-05, eta: 0:54:45, time: 1.001, data_time: 0.006, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9482, loss_cls: 0.7608, loss: 0.7608, grad_norm: 5.2054 2021-05-27 15:28:15,166 - mmaction - INFO - Epoch [15][1640/4294] lr: 4.375e-05, eta: 0:54:21, time: 1.081, data_time: 0.004, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9545, loss_cls: 0.6747, loss: 0.6747, grad_norm: 4.6791 2021-05-27 15:28:35,049 - mmaction - INFO - Epoch [15][1660/4294] lr: 4.375e-05, eta: 0:53:56, time: 0.992, data_time: 0.004, memory: 29668, top1_acc: 0.8268, top5_acc: 0.9500, loss_cls: 0.6456, loss: 0.6456, grad_norm: 4.9986 2021-05-27 15:28:56,346 - mmaction - INFO - Epoch [15][1680/4294] lr: 4.375e-05, eta: 0:53:31, time: 1.068, data_time: 0.005, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9402, loss_cls: 0.7696, loss: 0.7696, grad_norm: 5.1581 2021-05-27 15:29:18,962 - mmaction - INFO - Epoch [15][1700/4294] lr: 4.375e-05, eta: 0:53:07, time: 1.118, data_time: 0.003, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9491, loss_cls: 0.7000, loss: 0.7000, grad_norm: 5.0060 2021-05-27 15:29:40,691 - mmaction - INFO - Epoch [15][1720/4294] lr: 4.375e-05, eta: 0:52:42, time: 1.098, data_time: 0.015, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9482, loss_cls: 0.7036, loss: 0.7036, grad_norm: 4.9773 2021-05-27 15:30:02,838 - mmaction - INFO - Epoch [15][1740/4294] lr: 4.375e-05, eta: 0:52:17, time: 1.104, data_time: 0.006, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9536, loss_cls: 0.7009, loss: 0.7009, grad_norm: 4.9075 2021-05-27 15:30:24,663 - mmaction - INFO - Epoch [15][1760/4294] lr: 4.375e-05, eta: 0:51:53, time: 1.068, data_time: 0.006, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9437, loss_cls: 0.7421, loss: 0.7421, grad_norm: 5.1807 2021-05-27 15:30:54,980 - mmaction - INFO - Epoch [15][1780/4294] lr: 4.375e-05, eta: 0:51:28, time: 1.537, data_time: 0.036, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9411, loss_cls: 0.7305, loss: 0.7305, grad_norm: 4.8847 2021-05-27 15:31:16,852 - mmaction - INFO - Epoch [15][1800/4294] lr: 4.375e-05, eta: 0:51:04, time: 1.096, data_time: 0.008, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9455, loss_cls: 0.7284, loss: 0.7284, grad_norm: 5.1502 2021-05-27 15:31:41,332 - mmaction - INFO - Epoch [15][1820/4294] lr: 4.375e-05, eta: 0:50:39, time: 1.227, data_time: 0.007, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9491, loss_cls: 0.6791, loss: 0.6791, grad_norm: 4.7916 2021-05-27 15:32:05,413 - mmaction - INFO - Epoch [15][1840/4294] lr: 4.375e-05, eta: 0:50:14, time: 1.199, data_time: 0.003, memory: 29668, top1_acc: 0.8411, top5_acc: 0.9589, loss_cls: 0.6086, loss: 0.6086, grad_norm: 4.4838 2021-05-27 15:32:27,239 - mmaction - INFO - Epoch [15][1860/4294] lr: 4.375e-05, eta: 0:49:50, time: 1.095, data_time: 0.007, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9464, loss_cls: 0.7115, loss: 0.7115, grad_norm: 5.0239 2021-05-27 15:32:46,758 - mmaction - INFO - Epoch [15][1880/4294] lr: 4.375e-05, eta: 0:49:25, time: 0.977, data_time: 0.004, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9384, loss_cls: 0.7538, loss: 0.7538, grad_norm: 5.1035 2021-05-27 15:33:15,760 - mmaction - INFO - Epoch [15][1900/4294] lr: 4.375e-05, eta: 0:49:01, time: 1.448, data_time: 0.004, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9473, loss_cls: 0.6618, loss: 0.6618, grad_norm: 4.8236 2021-05-27 15:33:41,944 - mmaction - INFO - Epoch [15][1920/4294] lr: 4.375e-05, eta: 0:48:36, time: 1.303, data_time: 0.004, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9518, loss_cls: 0.7289, loss: 0.7289, grad_norm: 5.3538 2021-05-27 15:34:07,374 - mmaction - INFO - Epoch [15][1940/4294] lr: 4.375e-05, eta: 0:48:11, time: 1.269, data_time: 0.021, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9563, loss_cls: 0.6936, loss: 0.6936, grad_norm: 5.1780 2021-05-27 15:34:31,146 - mmaction - INFO - Epoch [15][1960/4294] lr: 4.375e-05, eta: 0:47:47, time: 1.196, data_time: 0.014, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9554, loss_cls: 0.6836, loss: 0.6836, grad_norm: 4.9643 2021-05-27 15:34:52,447 - mmaction - INFO - Epoch [15][1980/4294] lr: 4.375e-05, eta: 0:47:22, time: 1.068, data_time: 0.008, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9509, loss_cls: 0.6847, loss: 0.6847, grad_norm: 4.9385 2021-05-27 15:35:18,250 - mmaction - INFO - Epoch [15][2000/4294] lr: 4.375e-05, eta: 0:46:58, time: 1.284, data_time: 0.010, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9437, loss_cls: 0.7257, loss: 0.7257, grad_norm: 4.8904 2021-05-27 15:35:39,771 - mmaction - INFO - Epoch [15][2020/4294] lr: 4.375e-05, eta: 0:46:33, time: 1.081, data_time: 0.011, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9545, loss_cls: 0.6906, loss: 0.6906, grad_norm: 5.1271 2021-05-27 15:36:07,664 - mmaction - INFO - Epoch [15][2040/4294] lr: 4.375e-05, eta: 0:46:09, time: 1.390, data_time: 0.003, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9518, loss_cls: 0.7137, loss: 0.7137, grad_norm: 5.0599 2021-05-27 15:36:31,786 - mmaction - INFO - Epoch [15][2060/4294] lr: 4.375e-05, eta: 0:45:44, time: 1.207, data_time: 0.009, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9491, loss_cls: 0.7063, loss: 0.7063, grad_norm: 4.9221 2021-05-27 15:36:56,220 - mmaction - INFO - Epoch [15][2080/4294] lr: 4.375e-05, eta: 0:45:19, time: 1.221, data_time: 0.006, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9580, loss_cls: 0.6767, loss: 0.6767, grad_norm: 5.0185 2021-05-27 15:37:19,744 - mmaction - INFO - Epoch [15][2100/4294] lr: 4.375e-05, eta: 0:44:55, time: 1.180, data_time: 0.008, memory: 29668, top1_acc: 0.7991, top5_acc: 0.9500, loss_cls: 0.7174, loss: 0.7174, grad_norm: 4.9864 2021-05-27 15:37:39,161 - mmaction - INFO - Epoch [15][2120/4294] lr: 4.375e-05, eta: 0:44:30, time: 0.972, data_time: 0.005, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9563, loss_cls: 0.6641, loss: 0.6641, grad_norm: 4.8023 2021-05-27 15:38:01,504 - mmaction - INFO - Epoch [15][2140/4294] lr: 4.375e-05, eta: 0:44:05, time: 1.114, data_time: 0.006, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9393, loss_cls: 0.7150, loss: 0.7150, grad_norm: 4.9245 2021-05-27 15:38:22,828 - mmaction - INFO - Epoch [15][2160/4294] lr: 4.375e-05, eta: 0:43:41, time: 1.066, data_time: 0.009, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9500, loss_cls: 0.6918, loss: 0.6918, grad_norm: 5.0664 2021-05-27 15:38:42,741 - mmaction - INFO - Epoch [15][2180/4294] lr: 4.375e-05, eta: 0:43:16, time: 0.999, data_time: 0.007, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9393, loss_cls: 0.7635, loss: 0.7635, grad_norm: 5.0015 2021-05-27 15:39:07,381 - mmaction - INFO - Epoch [15][2200/4294] lr: 4.375e-05, eta: 0:42:51, time: 1.232, data_time: 0.002, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9473, loss_cls: 0.7083, loss: 0.7083, grad_norm: 5.1034 2021-05-27 15:39:32,412 - mmaction - INFO - Epoch [15][2220/4294] lr: 4.375e-05, eta: 0:42:27, time: 1.248, data_time: 0.004, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9437, loss_cls: 0.7457, loss: 0.7457, grad_norm: 5.2086 2021-05-27 15:39:55,797 - mmaction - INFO - Epoch [15][2240/4294] lr: 4.375e-05, eta: 0:42:02, time: 1.167, data_time: 0.005, memory: 29668, top1_acc: 0.8054, top5_acc: 0.9420, loss_cls: 0.7238, loss: 0.7238, grad_norm: 5.1424 2021-05-27 15:40:17,639 - mmaction - INFO - Epoch [15][2260/4294] lr: 4.375e-05, eta: 0:41:38, time: 1.097, data_time: 0.008, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9554, loss_cls: 0.6788, loss: 0.6788, grad_norm: 5.1648 2021-05-27 15:40:37,679 - mmaction - INFO - Epoch [15][2280/4294] lr: 4.375e-05, eta: 0:41:13, time: 1.002, data_time: 0.002, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9563, loss_cls: 0.6366, loss: 0.6366, grad_norm: 4.8679 2021-05-27 15:41:01,216 - mmaction - INFO - Epoch [15][2300/4294] lr: 4.375e-05, eta: 0:40:48, time: 1.172, data_time: 0.004, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9527, loss_cls: 0.6710, loss: 0.6710, grad_norm: 4.8239 2021-05-27 15:41:23,072 - mmaction - INFO - Epoch [15][2320/4294] lr: 4.375e-05, eta: 0:40:24, time: 1.089, data_time: 0.007, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9455, loss_cls: 0.6676, loss: 0.6676, grad_norm: 4.8910 2021-05-27 15:41:45,790 - mmaction - INFO - Epoch [15][2340/4294] lr: 4.375e-05, eta: 0:39:59, time: 1.143, data_time: 0.011, memory: 29668, top1_acc: 0.7920, top5_acc: 0.9437, loss_cls: 0.7503, loss: 0.7503, grad_norm: 5.1220 2021-05-27 15:42:08,602 - mmaction - INFO - Epoch [15][2360/4294] lr: 4.375e-05, eta: 0:39:34, time: 1.141, data_time: 0.004, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9598, loss_cls: 0.6503, loss: 0.6503, grad_norm: 4.8419 2021-05-27 15:42:33,371 - mmaction - INFO - Epoch [15][2380/4294] lr: 4.375e-05, eta: 0:39:10, time: 1.235, data_time: 0.009, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9464, loss_cls: 0.7163, loss: 0.7163, grad_norm: 4.9782 2021-05-27 15:42:58,966 - mmaction - INFO - Epoch [15][2400/4294] lr: 4.375e-05, eta: 0:38:45, time: 1.281, data_time: 0.008, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9455, loss_cls: 0.7690, loss: 0.7690, grad_norm: 5.0727 2021-05-27 15:43:23,038 - mmaction - INFO - Epoch [15][2420/4294] lr: 4.375e-05, eta: 0:38:21, time: 1.203, data_time: 0.006, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9589, loss_cls: 0.6354, loss: 0.6354, grad_norm: 4.9789 2021-05-27 15:43:43,046 - mmaction - INFO - Epoch [15][2440/4294] lr: 4.375e-05, eta: 0:37:56, time: 1.004, data_time: 0.010, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9473, loss_cls: 0.6903, loss: 0.6903, grad_norm: 4.9077 2021-05-27 15:44:05,749 - mmaction - INFO - Epoch [15][2460/4294] lr: 4.375e-05, eta: 0:37:31, time: 1.113, data_time: 0.004, memory: 29668, top1_acc: 0.8304, top5_acc: 0.9545, loss_cls: 0.6539, loss: 0.6539, grad_norm: 4.7491 2021-05-27 15:44:28,479 - mmaction - INFO - Epoch [15][2480/4294] lr: 4.375e-05, eta: 0:37:07, time: 1.155, data_time: 0.027, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9527, loss_cls: 0.6786, loss: 0.6786, grad_norm: 4.7039 2021-05-27 15:44:50,188 - mmaction - INFO - Epoch [15][2500/4294] lr: 4.375e-05, eta: 0:36:42, time: 1.086, data_time: 0.007, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9509, loss_cls: 0.7046, loss: 0.7046, grad_norm: 5.2002 2021-05-27 15:45:12,885 - mmaction - INFO - Epoch [15][2520/4294] lr: 4.375e-05, eta: 0:36:18, time: 1.135, data_time: 0.007, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9518, loss_cls: 0.7200, loss: 0.7200, grad_norm: 5.0269 2021-05-27 15:45:34,510 - mmaction - INFO - Epoch [15][2540/4294] lr: 4.375e-05, eta: 0:35:53, time: 1.082, data_time: 0.011, memory: 29668, top1_acc: 0.7982, top5_acc: 0.9429, loss_cls: 0.7490, loss: 0.7490, grad_norm: 5.3090 2021-05-27 15:46:00,565 - mmaction - INFO - Epoch [15][2560/4294] lr: 4.375e-05, eta: 0:35:28, time: 1.301, data_time: 0.005, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9527, loss_cls: 0.6943, loss: 0.6943, grad_norm: 4.9070 2021-05-27 15:46:23,718 - mmaction - INFO - Epoch [15][2580/4294] lr: 4.375e-05, eta: 0:35:04, time: 1.158, data_time: 0.006, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9554, loss_cls: 0.6722, loss: 0.6722, grad_norm: 4.8881 2021-05-27 15:46:50,241 - mmaction - INFO - Epoch [15][2600/4294] lr: 4.375e-05, eta: 0:34:39, time: 1.324, data_time: 0.007, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9437, loss_cls: 0.7565, loss: 0.7565, grad_norm: 5.2170 2021-05-27 15:47:19,793 - mmaction - INFO - Epoch [15][2620/4294] lr: 4.375e-05, eta: 0:34:15, time: 1.478, data_time: 0.011, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9571, loss_cls: 0.6879, loss: 0.6879, grad_norm: 4.9681 2021-05-27 15:47:41,133 - mmaction - INFO - Epoch [15][2640/4294] lr: 4.375e-05, eta: 0:33:50, time: 1.053, data_time: 0.008, memory: 29668, top1_acc: 0.8232, top5_acc: 0.9518, loss_cls: 0.6619, loss: 0.6619, grad_norm: 4.9334 2021-05-27 15:48:04,163 - mmaction - INFO - Epoch [15][2660/4294] lr: 4.375e-05, eta: 0:33:26, time: 1.166, data_time: 0.022, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9554, loss_cls: 0.6872, loss: 0.6872, grad_norm: 4.9579 2021-05-27 15:48:25,776 - mmaction - INFO - Epoch [15][2680/4294] lr: 4.375e-05, eta: 0:33:01, time: 1.078, data_time: 0.006, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9536, loss_cls: 0.6554, loss: 0.6554, grad_norm: 4.9138 2021-05-27 15:48:50,588 - mmaction - INFO - Epoch [15][2700/4294] lr: 4.375e-05, eta: 0:32:36, time: 1.240, data_time: 0.011, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9366, loss_cls: 0.7325, loss: 0.7325, grad_norm: 4.9296 2021-05-27 15:49:14,270 - mmaction - INFO - Epoch [15][2720/4294] lr: 4.375e-05, eta: 0:32:12, time: 1.164, data_time: 0.009, memory: 29668, top1_acc: 0.8313, top5_acc: 0.9536, loss_cls: 0.6680, loss: 0.6680, grad_norm: 4.8109 2021-05-27 15:49:37,240 - mmaction - INFO - Epoch [15][2740/4294] lr: 4.375e-05, eta: 0:31:47, time: 1.174, data_time: 0.029, memory: 29668, top1_acc: 0.8018, top5_acc: 0.9509, loss_cls: 0.7089, loss: 0.7089, grad_norm: 4.9839 2021-05-27 15:49:59,578 - mmaction - INFO - Epoch [15][2760/4294] lr: 4.375e-05, eta: 0:31:23, time: 1.118, data_time: 0.005, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9402, loss_cls: 0.7326, loss: 0.7326, grad_norm: 4.9563 2021-05-27 15:50:24,726 - mmaction - INFO - Epoch [15][2780/4294] lr: 4.375e-05, eta: 0:30:58, time: 1.257, data_time: 0.005, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9554, loss_cls: 0.7263, loss: 0.7263, grad_norm: 5.0704 2021-05-27 15:50:48,420 - mmaction - INFO - Epoch [15][2800/4294] lr: 4.375e-05, eta: 0:30:34, time: 1.180, data_time: 0.002, memory: 29668, top1_acc: 0.8339, top5_acc: 0.9589, loss_cls: 0.6246, loss: 0.6246, grad_norm: 4.8821 2021-05-27 15:51:10,676 - mmaction - INFO - Epoch [15][2820/4294] lr: 4.375e-05, eta: 0:30:09, time: 1.115, data_time: 0.009, memory: 29668, top1_acc: 0.8107, top5_acc: 0.9571, loss_cls: 0.6482, loss: 0.6482, grad_norm: 4.8951 2021-05-27 15:51:31,334 - mmaction - INFO - Epoch [15][2840/4294] lr: 4.375e-05, eta: 0:29:44, time: 1.035, data_time: 0.004, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9473, loss_cls: 0.6884, loss: 0.6884, grad_norm: 5.0100 2021-05-27 15:51:56,988 - mmaction - INFO - Epoch [15][2860/4294] lr: 4.375e-05, eta: 0:29:20, time: 1.279, data_time: 0.004, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9473, loss_cls: 0.7260, loss: 0.7260, grad_norm: 5.0517 2021-05-27 15:52:19,254 - mmaction - INFO - Epoch [15][2880/4294] lr: 4.375e-05, eta: 0:28:55, time: 1.107, data_time: 0.005, memory: 29668, top1_acc: 0.8393, top5_acc: 0.9482, loss_cls: 0.6430, loss: 0.6430, grad_norm: 4.6595 2021-05-27 15:52:39,139 - mmaction - INFO - Epoch [15][2900/4294] lr: 4.375e-05, eta: 0:28:31, time: 1.003, data_time: 0.012, memory: 29668, top1_acc: 0.8357, top5_acc: 0.9554, loss_cls: 0.6173, loss: 0.6173, grad_norm: 4.7586 2021-05-27 15:53:05,634 - mmaction - INFO - Epoch [15][2920/4294] lr: 4.375e-05, eta: 0:28:06, time: 1.267, data_time: 0.004, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9500, loss_cls: 0.6572, loss: 0.6572, grad_norm: 4.8078 2021-05-27 15:53:29,452 - mmaction - INFO - Epoch [15][2940/4294] lr: 4.375e-05, eta: 0:27:42, time: 1.249, data_time: 0.063, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9545, loss_cls: 0.6937, loss: 0.6937, grad_norm: 4.9031 2021-05-27 15:53:54,448 - mmaction - INFO - Epoch [15][2960/4294] lr: 4.375e-05, eta: 0:27:17, time: 1.246, data_time: 0.003, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9509, loss_cls: 0.6865, loss: 0.6865, grad_norm: 4.9603 2021-05-27 15:54:17,416 - mmaction - INFO - Epoch [15][2980/4294] lr: 4.375e-05, eta: 0:26:52, time: 1.129, data_time: 0.008, memory: 29668, top1_acc: 0.8321, top5_acc: 0.9607, loss_cls: 0.6602, loss: 0.6602, grad_norm: 4.9001 2021-05-27 15:54:40,671 - mmaction - INFO - Epoch [15][3000/4294] lr: 4.375e-05, eta: 0:26:28, time: 1.185, data_time: 0.027, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9473, loss_cls: 0.6909, loss: 0.6909, grad_norm: 4.8557 2021-05-27 15:55:06,957 - mmaction - INFO - Epoch [15][3020/4294] lr: 4.375e-05, eta: 0:26:03, time: 1.315, data_time: 0.005, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9527, loss_cls: 0.6729, loss: 0.6729, grad_norm: 4.9278 2021-05-27 15:55:32,258 - mmaction - INFO - Epoch [15][3040/4294] lr: 4.375e-05, eta: 0:25:39, time: 1.262, data_time: 0.004, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9464, loss_cls: 0.7311, loss: 0.7311, grad_norm: 4.9218 2021-05-27 15:55:58,702 - mmaction - INFO - Epoch [15][3060/4294] lr: 4.375e-05, eta: 0:25:14, time: 1.322, data_time: 0.007, memory: 29668, top1_acc: 0.8027, top5_acc: 0.9429, loss_cls: 0.7451, loss: 0.7451, grad_norm: 5.2368 2021-05-27 15:56:19,604 - mmaction - INFO - Epoch [15][3080/4294] lr: 4.375e-05, eta: 0:24:50, time: 1.049, data_time: 0.008, memory: 29668, top1_acc: 0.8080, top5_acc: 0.9536, loss_cls: 0.6767, loss: 0.6767, grad_norm: 4.9142 2021-05-27 15:56:42,883 - mmaction - INFO - Epoch [15][3100/4294] lr: 4.375e-05, eta: 0:24:25, time: 1.161, data_time: 0.006, memory: 29668, top1_acc: 0.8366, top5_acc: 0.9616, loss_cls: 0.6002, loss: 0.6002, grad_norm: 4.8505 2021-05-27 15:57:04,385 - mmaction - INFO - Epoch [15][3120/4294] lr: 4.375e-05, eta: 0:24:00, time: 1.077, data_time: 0.007, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9554, loss_cls: 0.6446, loss: 0.6446, grad_norm: 4.7450 2021-05-27 15:57:29,527 - mmaction - INFO - Epoch [15][3140/4294] lr: 4.375e-05, eta: 0:23:36, time: 1.257, data_time: 0.005, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9563, loss_cls: 0.6805, loss: 0.6805, grad_norm: 4.8417 2021-05-27 15:57:53,462 - mmaction - INFO - Epoch [15][3160/4294] lr: 4.375e-05, eta: 0:23:11, time: 1.188, data_time: 0.004, memory: 29668, top1_acc: 0.7964, top5_acc: 0.9473, loss_cls: 0.7408, loss: 0.7408, grad_norm: 5.1165 2021-05-27 15:58:15,675 - mmaction - INFO - Epoch [15][3180/4294] lr: 4.375e-05, eta: 0:22:47, time: 1.121, data_time: 0.015, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9554, loss_cls: 0.6550, loss: 0.6550, grad_norm: 4.7503 2021-05-27 15:58:37,898 - mmaction - INFO - Epoch [15][3200/4294] lr: 4.375e-05, eta: 0:22:22, time: 1.102, data_time: 0.004, memory: 29668, top1_acc: 0.8009, top5_acc: 0.9402, loss_cls: 0.7306, loss: 0.7306, grad_norm: 5.0037 2021-05-27 15:59:02,942 - mmaction - INFO - Epoch [15][3220/4294] lr: 4.375e-05, eta: 0:21:58, time: 1.262, data_time: 0.013, memory: 29668, top1_acc: 0.7946, top5_acc: 0.9473, loss_cls: 0.7600, loss: 0.7600, grad_norm: 5.1568 2021-05-27 15:59:27,848 - mmaction - INFO - Epoch [15][3240/4294] lr: 4.375e-05, eta: 0:21:33, time: 1.244, data_time: 0.003, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9509, loss_cls: 0.6760, loss: 0.6760, grad_norm: 4.8202 2021-05-27 15:59:53,854 - mmaction - INFO - Epoch [15][3260/4294] lr: 4.375e-05, eta: 0:21:09, time: 1.299, data_time: 0.005, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9500, loss_cls: 0.6879, loss: 0.6879, grad_norm: 5.0246 2021-05-27 16:00:20,306 - mmaction - INFO - Epoch [15][3280/4294] lr: 4.375e-05, eta: 0:20:44, time: 1.318, data_time: 0.006, memory: 29668, top1_acc: 0.8304, top5_acc: 0.9518, loss_cls: 0.6490, loss: 0.6490, grad_norm: 4.7198 2021-05-27 16:00:42,889 - mmaction - INFO - Epoch [15][3300/4294] lr: 4.375e-05, eta: 0:20:19, time: 1.136, data_time: 0.010, memory: 29668, top1_acc: 0.8330, top5_acc: 0.9491, loss_cls: 0.7017, loss: 0.7017, grad_norm: 4.8773 2021-05-27 16:01:05,864 - mmaction - INFO - Epoch [15][3320/4294] lr: 4.375e-05, eta: 0:19:55, time: 1.144, data_time: 0.005, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9491, loss_cls: 0.7185, loss: 0.7185, grad_norm: 5.1766 2021-05-27 16:01:28,396 - mmaction - INFO - Epoch [15][3340/4294] lr: 4.375e-05, eta: 0:19:30, time: 1.132, data_time: 0.010, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9437, loss_cls: 0.7430, loss: 0.7430, grad_norm: 4.9714 2021-05-27 16:01:53,034 - mmaction - INFO - Epoch [15][3360/4294] lr: 4.375e-05, eta: 0:19:06, time: 1.226, data_time: 0.003, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9455, loss_cls: 0.7362, loss: 0.7362, grad_norm: 5.2644 2021-05-27 16:02:16,554 - mmaction - INFO - Epoch [15][3380/4294] lr: 4.375e-05, eta: 0:18:41, time: 1.181, data_time: 0.008, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9420, loss_cls: 0.7472, loss: 0.7472, grad_norm: 5.1384 2021-05-27 16:02:37,500 - mmaction - INFO - Epoch [15][3400/4294] lr: 4.375e-05, eta: 0:18:17, time: 1.045, data_time: 0.006, memory: 29668, top1_acc: 0.8321, top5_acc: 0.9536, loss_cls: 0.6459, loss: 0.6459, grad_norm: 4.9451 2021-05-27 16:02:57,073 - mmaction - INFO - Epoch [15][3420/4294] lr: 4.375e-05, eta: 0:17:52, time: 0.981, data_time: 0.014, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9518, loss_cls: 0.7110, loss: 0.7110, grad_norm: 4.9745 2021-05-27 16:03:24,107 - mmaction - INFO - Epoch [15][3440/4294] lr: 4.375e-05, eta: 0:17:28, time: 1.349, data_time: 0.003, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9527, loss_cls: 0.6860, loss: 0.6860, grad_norm: 4.9184 2021-05-27 16:03:46,041 - mmaction - INFO - Epoch [15][3460/4294] lr: 4.375e-05, eta: 0:17:03, time: 1.096, data_time: 0.005, memory: 29668, top1_acc: 0.8196, top5_acc: 0.9473, loss_cls: 0.6795, loss: 0.6795, grad_norm: 4.8729 2021-05-27 16:04:06,402 - mmaction - INFO - Epoch [15][3480/4294] lr: 4.375e-05, eta: 0:16:38, time: 1.018, data_time: 0.005, memory: 29668, top1_acc: 0.8438, top5_acc: 0.9616, loss_cls: 0.5950, loss: 0.5950, grad_norm: 4.6975 2021-05-27 16:04:34,681 - mmaction - INFO - Epoch [15][3500/4294] lr: 4.375e-05, eta: 0:16:14, time: 1.414, data_time: 0.008, memory: 29668, top1_acc: 0.8125, top5_acc: 0.9536, loss_cls: 0.6907, loss: 0.6907, grad_norm: 5.0898 2021-05-27 16:04:57,065 - mmaction - INFO - Epoch [15][3520/4294] lr: 4.375e-05, eta: 0:15:49, time: 1.119, data_time: 0.007, memory: 29668, top1_acc: 0.8098, top5_acc: 0.9482, loss_cls: 0.7356, loss: 0.7356, grad_norm: 4.9443 2021-05-27 16:05:23,064 - mmaction - INFO - Epoch [15][3540/4294] lr: 4.375e-05, eta: 0:15:25, time: 1.301, data_time: 0.005, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9598, loss_cls: 0.6573, loss: 0.6573, grad_norm: 4.8613 2021-05-27 16:05:47,866 - mmaction - INFO - Epoch [15][3560/4294] lr: 4.375e-05, eta: 0:15:00, time: 1.236, data_time: 0.006, memory: 29668, top1_acc: 0.7955, top5_acc: 0.9420, loss_cls: 0.7476, loss: 0.7476, grad_norm: 5.1713 2021-05-27 16:06:07,271 - mmaction - INFO - Epoch [15][3580/4294] lr: 4.375e-05, eta: 0:14:36, time: 0.976, data_time: 0.010, memory: 29668, top1_acc: 0.8161, top5_acc: 0.9518, loss_cls: 0.6578, loss: 0.6578, grad_norm: 4.8289 2021-05-27 16:06:30,349 - mmaction - INFO - Epoch [15][3600/4294] lr: 4.375e-05, eta: 0:14:11, time: 1.151, data_time: 0.003, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9500, loss_cls: 0.6950, loss: 0.6950, grad_norm: 5.3153 2021-05-27 16:06:50,635 - mmaction - INFO - Epoch [15][3620/4294] lr: 4.375e-05, eta: 0:13:46, time: 1.016, data_time: 0.006, memory: 29668, top1_acc: 0.7973, top5_acc: 0.9580, loss_cls: 0.7079, loss: 0.7079, grad_norm: 5.0979 2021-05-27 16:07:18,115 - mmaction - INFO - Epoch [15][3640/4294] lr: 4.375e-05, eta: 0:13:22, time: 1.369, data_time: 0.004, memory: 29668, top1_acc: 0.8036, top5_acc: 0.9437, loss_cls: 0.7115, loss: 0.7115, grad_norm: 4.8732 2021-05-27 16:07:41,998 - mmaction - INFO - Epoch [15][3660/4294] lr: 4.375e-05, eta: 0:12:57, time: 1.195, data_time: 0.012, memory: 29668, top1_acc: 0.8214, top5_acc: 0.9527, loss_cls: 0.6806, loss: 0.6806, grad_norm: 4.8370 2021-05-27 16:08:12,872 - mmaction - INFO - Epoch [15][3680/4294] lr: 4.375e-05, eta: 0:12:33, time: 1.538, data_time: 0.008, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9464, loss_cls: 0.7350, loss: 0.7350, grad_norm: 4.8772 2021-05-27 16:08:37,203 - mmaction - INFO - Epoch [15][3700/4294] lr: 4.375e-05, eta: 0:12:08, time: 1.218, data_time: 0.018, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9473, loss_cls: 0.7093, loss: 0.7093, grad_norm: 4.9858 2021-05-27 16:08:56,401 - mmaction - INFO - Epoch [15][3720/4294] lr: 4.375e-05, eta: 0:11:44, time: 0.969, data_time: 0.016, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9589, loss_cls: 0.6604, loss: 0.6604, grad_norm: 4.8400 2021-05-27 16:09:19,433 - mmaction - INFO - Epoch [15][3740/4294] lr: 4.375e-05, eta: 0:11:19, time: 1.151, data_time: 0.005, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9518, loss_cls: 0.6983, loss: 0.6983, grad_norm: 5.0226 2021-05-27 16:09:39,389 - mmaction - INFO - Epoch [15][3760/4294] lr: 4.375e-05, eta: 0:10:55, time: 0.996, data_time: 0.004, memory: 29668, top1_acc: 0.8152, top5_acc: 0.9554, loss_cls: 0.6934, loss: 0.6934, grad_norm: 5.0131 2021-05-27 16:10:01,797 - mmaction - INFO - Epoch [15][3780/4294] lr: 4.375e-05, eta: 0:10:30, time: 1.121, data_time: 0.009, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9393, loss_cls: 0.7897, loss: 0.7897, grad_norm: 5.1920 2021-05-27 16:10:22,809 - mmaction - INFO - Epoch [15][3800/4294] lr: 4.375e-05, eta: 0:10:06, time: 1.052, data_time: 0.005, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9491, loss_cls: 0.6856, loss: 0.6856, grad_norm: 5.0454 2021-05-27 16:10:48,392 - mmaction - INFO - Epoch [15][3820/4294] lr: 4.375e-05, eta: 0:09:41, time: 1.270, data_time: 0.006, memory: 29668, top1_acc: 0.8000, top5_acc: 0.9464, loss_cls: 0.7136, loss: 0.7136, grad_norm: 5.2146 2021-05-27 16:11:09,442 - mmaction - INFO - Epoch [15][3840/4294] lr: 4.375e-05, eta: 0:09:16, time: 1.063, data_time: 0.015, memory: 29668, top1_acc: 0.7920, top5_acc: 0.9402, loss_cls: 0.7734, loss: 0.7734, grad_norm: 5.2978 2021-05-27 16:11:35,859 - mmaction - INFO - Epoch [15][3860/4294] lr: 4.375e-05, eta: 0:08:52, time: 1.287, data_time: 0.003, memory: 29668, top1_acc: 0.8205, top5_acc: 0.9518, loss_cls: 0.6793, loss: 0.6793, grad_norm: 4.9481 2021-05-27 16:11:59,858 - mmaction - INFO - Epoch [15][3880/4294] lr: 4.375e-05, eta: 0:08:27, time: 1.230, data_time: 0.039, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9536, loss_cls: 0.6407, loss: 0.6407, grad_norm: 4.7740 2021-05-27 16:12:24,716 - mmaction - INFO - Epoch [15][3900/4294] lr: 4.375e-05, eta: 0:08:03, time: 1.242, data_time: 0.009, memory: 29668, top1_acc: 0.8250, top5_acc: 0.9598, loss_cls: 0.6415, loss: 0.6415, grad_norm: 4.8100 2021-05-27 16:12:49,957 - mmaction - INFO - Epoch [15][3920/4294] lr: 4.375e-05, eta: 0:07:38, time: 1.265, data_time: 0.007, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9473, loss_cls: 0.7009, loss: 0.7009, grad_norm: 4.8860 2021-05-27 16:13:11,551 - mmaction - INFO - Epoch [15][3940/4294] lr: 4.375e-05, eta: 0:07:14, time: 1.076, data_time: 0.004, memory: 29668, top1_acc: 0.8143, top5_acc: 0.9518, loss_cls: 0.7141, loss: 0.7141, grad_norm: 4.9380 2021-05-27 16:13:36,399 - mmaction - INFO - Epoch [15][3960/4294] lr: 4.375e-05, eta: 0:06:49, time: 1.243, data_time: 0.007, memory: 29668, top1_acc: 0.8277, top5_acc: 0.9571, loss_cls: 0.6439, loss: 0.6439, grad_norm: 4.6497 2021-05-27 16:13:57,244 - mmaction - INFO - Epoch [15][3980/4294] lr: 4.375e-05, eta: 0:06:25, time: 1.045, data_time: 0.009, memory: 29668, top1_acc: 0.8134, top5_acc: 0.9509, loss_cls: 0.6710, loss: 0.6710, grad_norm: 5.0377 2021-05-27 16:14:17,784 - mmaction - INFO - Epoch [15][4000/4294] lr: 4.375e-05, eta: 0:06:00, time: 1.026, data_time: 0.007, memory: 29668, top1_acc: 0.8268, top5_acc: 0.9598, loss_cls: 0.6530, loss: 0.6530, grad_norm: 4.7190 2021-05-27 16:14:44,483 - mmaction - INFO - Epoch [15][4020/4294] lr: 4.375e-05, eta: 0:05:36, time: 1.334, data_time: 0.004, memory: 29668, top1_acc: 0.8223, top5_acc: 0.9437, loss_cls: 0.6701, loss: 0.6701, grad_norm: 4.7370 2021-05-27 16:15:07,793 - mmaction - INFO - Epoch [15][4040/4294] lr: 4.375e-05, eta: 0:05:11, time: 1.168, data_time: 0.005, memory: 29668, top1_acc: 0.8071, top5_acc: 0.9554, loss_cls: 0.6947, loss: 0.6947, grad_norm: 5.1715 2021-05-27 16:15:35,816 - mmaction - INFO - Epoch [15][4060/4294] lr: 4.375e-05, eta: 0:04:47, time: 1.397, data_time: 0.006, memory: 29668, top1_acc: 0.8063, top5_acc: 0.9473, loss_cls: 0.6779, loss: 0.6779, grad_norm: 4.8627 2021-05-27 16:15:55,984 - mmaction - INFO - Epoch [15][4080/4294] lr: 4.375e-05, eta: 0:04:22, time: 1.011, data_time: 0.007, memory: 29668, top1_acc: 0.8045, top5_acc: 0.9563, loss_cls: 0.7204, loss: 0.7204, grad_norm: 5.0353 2021-05-27 16:16:19,277 - mmaction - INFO - Epoch [15][4100/4294] lr: 4.375e-05, eta: 0:03:57, time: 1.164, data_time: 0.006, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9464, loss_cls: 0.7021, loss: 0.7021, grad_norm: 4.9749 2021-05-27 16:16:41,461 - mmaction - INFO - Epoch [15][4120/4294] lr: 4.375e-05, eta: 0:03:33, time: 1.111, data_time: 0.009, memory: 29668, top1_acc: 0.8313, top5_acc: 0.9580, loss_cls: 0.6172, loss: 0.6172, grad_norm: 4.6593 2021-05-27 16:17:04,339 - mmaction - INFO - Epoch [15][4140/4294] lr: 4.375e-05, eta: 0:03:08, time: 1.145, data_time: 0.007, memory: 29668, top1_acc: 0.8089, top5_acc: 0.9402, loss_cls: 0.7385, loss: 0.7385, grad_norm: 5.0810 2021-05-27 16:17:31,455 - mmaction - INFO - Epoch [15][4160/4294] lr: 4.375e-05, eta: 0:02:44, time: 1.350, data_time: 0.007, memory: 29668, top1_acc: 0.8116, top5_acc: 0.9375, loss_cls: 0.7069, loss: 0.7069, grad_norm: 4.8723 2021-05-27 16:17:52,150 - mmaction - INFO - Epoch [15][4180/4294] lr: 4.375e-05, eta: 0:02:19, time: 1.016, data_time: 0.010, memory: 29668, top1_acc: 0.8187, top5_acc: 0.9545, loss_cls: 0.6785, loss: 0.6785, grad_norm: 4.8796 2021-05-27 16:18:21,036 - mmaction - INFO - Epoch [15][4200/4294] lr: 4.375e-05, eta: 0:01:55, time: 1.467, data_time: 0.028, memory: 29668, top1_acc: 0.8241, top5_acc: 0.9491, loss_cls: 0.6714, loss: 0.6714, grad_norm: 4.8311 2021-05-27 16:18:41,887 - mmaction - INFO - Epoch [15][4220/4294] lr: 4.375e-05, eta: 0:01:30, time: 1.043, data_time: 0.009, memory: 29668, top1_acc: 0.8259, top5_acc: 0.9464, loss_cls: 0.6922, loss: 0.6922, grad_norm: 4.7376 2021-05-27 16:19:07,519 - mmaction - INFO - Epoch [15][4240/4294] lr: 4.375e-05, eta: 0:01:06, time: 1.277, data_time: 0.005, memory: 29668, top1_acc: 0.8179, top5_acc: 0.9429, loss_cls: 0.6733, loss: 0.6733, grad_norm: 4.9352 2021-05-27 16:19:30,661 - mmaction - INFO - Epoch [15][4260/4294] lr: 4.375e-05, eta: 0:00:41, time: 1.161, data_time: 0.012, memory: 29668, top1_acc: 0.7911, top5_acc: 0.9393, loss_cls: 0.7557, loss: 0.7557, grad_norm: 5.0378 2021-05-27 16:19:53,803 - mmaction - INFO - Epoch [15][4280/4294] lr: 4.375e-05, eta: 0:00:17, time: 1.152, data_time: 0.009, memory: 29668, top1_acc: 0.8170, top5_acc: 0.9375, loss_cls: 0.7236, loss: 0.7236, grad_norm: 5.0108 2021-05-27 16:20:24,356 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-05-27 16:29:27,068 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 16:29:28,030 - mmaction - INFO - top1_acc 0.7601 top5_acc 0.9254 2021-05-27 16:29:28,031 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 16:29:28,156 - mmaction - INFO - mean_acc 0.7599 2021-05-27 16:29:28,164 - mmaction - INFO - Epoch(val) [15][4294] top1_acc: 0.7601, top5_acc: 0.9254, mean_class_accuracy: 0.7599