2021-05-26 14:13:45,992 - 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 14:13:45,993 - mmaction - INFO - Distributed training: True 2021-05-26 14:13:46,298 - 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='divided_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=8, workers_per_gpu=4, train=dict( type='VideoDataset', ann_file='data/kinetics400/train_videos.txt', data_prefix='data/kinetics400/videos_train', pipeline=[ dict(type='DecordInit'), dict( type='SampleFrames', clip_len=8, frame_interval=32, num_clips=1), dict(type='DecordDecode'), dict(type='RandomRescale', scale_range=(256, 320)), dict(type='RandomCrop', size=224), dict(type='Flip', flip_ratio=0.5), dict( type='Normalize', mean=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ]), val=dict( type='VideoDataset', ann_file='data/kinetics400/val_videos.txt', data_prefix='data/kinetics400/videos_val', pipeline=[ dict(type='DecordInit'), dict( type='SampleFrames', clip_len=8, frame_interval=32, num_clips=1, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict( type='Normalize', mean=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ]), test=dict( type='VideoDataset', ann_file='data/kinetics400/val_videos.txt', data_prefix='data/kinetics400/videos_val', pipeline=[ dict(type='DecordInit'), dict( type='SampleFrames', clip_len=8, frame_interval=32, num_clips=1, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 224)), dict(type='ThreeCrop', crop_size=224), dict( type='Normalize', mean=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ])) evaluation = dict( interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy']) optimizer = dict( type='SGD', lr=0.005, momentum=0.9, paramwise_cfg=dict( custom_keys=dict({ '.backbone.cls_token': dict(decay_mult=0.0), '.backbone.pos_embed': dict(decay_mult=0.0), '.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_divST/20210526_141150' gpu_ids = range(0, 1) omnisource = False module_hooks = [] 2021-05-26 14:13:46,298 - mmaction - INFO - Set random seed to 0, deterministic: True 2021-05-26 14:13:53,017 - mmaction - INFO - load model from: https://download.openmmlab.com/mmaction/recognition/timesformer/vit_base_patch16_224.pth 2021-05-26 14:14:30,710 - mmaction - WARNING - The model and loaded state dict do not match exactly missing keys in source state_dict: time_embed, transformer_layers.layers.0.attentions.0.temporal_fc.weight, transformer_layers.layers.0.attentions.0.temporal_fc.bias, transformer_layers.layers.1.attentions.0.temporal_fc.weight, transformer_layers.layers.1.attentions.0.temporal_fc.bias, transformer_layers.layers.2.attentions.0.temporal_fc.weight, transformer_layers.layers.2.attentions.0.temporal_fc.bias, transformer_layers.layers.3.attentions.0.temporal_fc.weight, transformer_layers.layers.3.attentions.0.temporal_fc.bias, transformer_layers.layers.4.attentions.0.temporal_fc.weight, transformer_layers.layers.4.attentions.0.temporal_fc.bias, transformer_layers.layers.5.attentions.0.temporal_fc.weight, transformer_layers.layers.5.attentions.0.temporal_fc.bias, transformer_layers.layers.6.attentions.0.temporal_fc.weight, transformer_layers.layers.6.attentions.0.temporal_fc.bias, transformer_layers.layers.7.attentions.0.temporal_fc.weight, transformer_layers.layers.7.attentions.0.temporal_fc.bias, transformer_layers.layers.8.attentions.0.temporal_fc.weight, transformer_layers.layers.8.attentions.0.temporal_fc.bias, transformer_layers.layers.9.attentions.0.temporal_fc.weight, transformer_layers.layers.9.attentions.0.temporal_fc.bias, transformer_layers.layers.10.attentions.0.temporal_fc.weight, transformer_layers.layers.10.attentions.0.temporal_fc.bias, transformer_layers.layers.11.attentions.0.temporal_fc.weight, transformer_layers.layers.11.attentions.0.temporal_fc.bias 2021-05-26 14:14:36,099 - mmaction - INFO - Start running, host: huangbinkun@SH-IDC1-10-198-4-110, work_dir: /mnt/lustre/huangbinkun/mmaction2/work_dirs/timesformer_divST/20210526_141150 2021-05-26 14:14:36,099 - mmaction - INFO - workflow: [('train', 1)], max: 15 epochs 2021-05-26 14:20:26,198 - mmaction - INFO - Epoch [1][20/3757] lr: 5.000e-03, eta: 11 days, 9:50:43, time: 17.500, data_time: 16.029, memory: 17874, top1_acc: 0.0156, top5_acc: 0.0453, loss_cls: 5.9183, loss: 5.9183, grad_norm: 4.5846 2021-05-26 14:20:48,812 - mmaction - INFO - Epoch [1][40/3757] lr: 5.000e-03, eta: 6 days, 1:42:43, time: 1.130, data_time: 0.005, memory: 17874, top1_acc: 0.0781, top5_acc: 0.1859, loss_cls: 5.4546, loss: 5.4546, grad_norm: 4.6551 2021-05-26 14:21:14,929 - mmaction - INFO - Epoch [1][60/3757] lr: 5.000e-03, eta: 4 days, 7:55:25, time: 1.308, data_time: 0.010, memory: 17874, top1_acc: 0.1766, top5_acc: 0.3508, loss_cls: 4.8379, loss: 4.8379, grad_norm: 4.7309 2021-05-26 14:21:39,273 - mmaction - INFO - Epoch [1][80/3757] lr: 5.000e-03, eta: 3 days, 10:38:09, time: 1.208, data_time: 0.003, memory: 17874, top1_acc: 0.2359, top5_acc: 0.4492, loss_cls: 4.3531, loss: 4.3531, grad_norm: 4.8986 2021-05-26 14:22:02,792 - mmaction - INFO - Epoch [1][100/3757] lr: 5.000e-03, eta: 2 days, 21:45:46, time: 1.177, data_time: 0.013, memory: 17874, top1_acc: 0.2812, top5_acc: 0.5305, loss_cls: 3.8392, loss: 3.8392, grad_norm: 5.4359 2021-05-26 14:22:25,417 - mmaction - INFO - Epoch [1][120/3757] lr: 5.000e-03, eta: 2 days, 13:04:58, time: 1.140, data_time: 0.011, memory: 17874, top1_acc: 0.3273, top5_acc: 0.5813, loss_cls: 3.4978, loss: 3.4978, grad_norm: 5.5920 2021-05-26 14:22:50,957 - mmaction - INFO - Epoch [1][140/3757] lr: 5.000e-03, eta: 2 days, 7:09:39, time: 1.265, data_time: 0.006, memory: 17874, top1_acc: 0.3461, top5_acc: 0.6125, loss_cls: 3.2296, loss: 3.2296, grad_norm: 6.0528 2021-05-26 14:23:16,807 - mmaction - INFO - Epoch [1][160/3757] lr: 5.000e-03, eta: 2 days, 2:47:16, time: 1.301, data_time: 0.014, memory: 17874, top1_acc: 0.4078, top5_acc: 0.6492, loss_cls: 2.9568, loss: 2.9568, grad_norm: 6.0891 2021-05-26 14:23:39,635 - mmaction - INFO - Epoch [1][180/3757] lr: 5.000e-03, eta: 1 day, 23:06:23, time: 1.141, data_time: 0.005, memory: 17874, top1_acc: 0.4102, top5_acc: 0.6656, loss_cls: 2.8057, loss: 2.8057, grad_norm: 6.2669 2021-05-26 14:24:01,835 - mmaction - INFO - Epoch [1][200/3757] lr: 5.000e-03, eta: 1 day, 20:06:58, time: 1.113, data_time: 0.006, memory: 17874, top1_acc: 0.4234, top5_acc: 0.6836, loss_cls: 2.7147, loss: 2.7147, grad_norm: 6.6536 2021-05-26 14:24:26,320 - mmaction - INFO - Epoch [1][220/3757] lr: 5.000e-03, eta: 1 day, 17:49:12, time: 1.219, data_time: 0.008, memory: 17874, top1_acc: 0.4016, top5_acc: 0.6687, loss_cls: 2.6830, loss: 2.6830, grad_norm: 7.0835 2021-05-26 14:24:48,994 - mmaction - INFO - Epoch [1][240/3757] lr: 5.000e-03, eta: 1 day, 15:47:37, time: 1.133, data_time: 0.007, memory: 17874, top1_acc: 0.4609, top5_acc: 0.7227, loss_cls: 2.4452, loss: 2.4452, grad_norm: 6.7715 2021-05-26 14:25:10,998 - mmaction - INFO - Epoch [1][260/3757] lr: 5.000e-03, eta: 1 day, 14:02:29, time: 1.103, data_time: 0.009, memory: 17874, top1_acc: 0.4844, top5_acc: 0.7430, loss_cls: 2.3453, loss: 2.3453, grad_norm: 7.4496 2021-05-26 14:25:40,774 - mmaction - INFO - Epoch [1][280/3757] lr: 5.000e-03, eta: 1 day, 12:57:24, time: 1.479, data_time: 0.018, memory: 17874, top1_acc: 0.5031, top5_acc: 0.7500, loss_cls: 2.2487, loss: 2.2487, grad_norm: 7.3726 2021-05-26 14:26:02,640 - mmaction - INFO - Epoch [1][300/3757] lr: 5.000e-03, eta: 1 day, 11:37:41, time: 1.105, data_time: 0.021, memory: 17874, top1_acc: 0.4891, top5_acc: 0.7555, loss_cls: 2.2322, loss: 2.2322, grad_norm: 7.1551 2021-05-26 14:26:24,303 - mmaction - INFO - Epoch [1][320/3757] lr: 5.000e-03, eta: 1 day, 10:26:22, time: 1.079, data_time: 0.004, memory: 17874, top1_acc: 0.4711, top5_acc: 0.7438, loss_cls: 2.2632, loss: 2.2632, grad_norm: 7.2636 2021-05-26 14:26:49,557 - mmaction - INFO - Epoch [1][340/3757] lr: 5.000e-03, eta: 1 day, 9:33:32, time: 1.264, data_time: 0.007, memory: 17874, top1_acc: 0.5117, top5_acc: 0.7750, loss_cls: 2.1307, loss: 2.1307, grad_norm: 7.3283 2021-05-26 14:27:11,576 - mmaction - INFO - Epoch [1][360/3757] lr: 5.000e-03, eta: 1 day, 8:38:03, time: 1.101, data_time: 0.006, memory: 17874, top1_acc: 0.4977, top5_acc: 0.7531, loss_cls: 2.1986, loss: 2.1986, grad_norm: 6.9560 2021-05-26 14:27:34,275 - mmaction - INFO - Epoch [1][380/3757] lr: 5.000e-03, eta: 1 day, 7:50:12, time: 1.138, data_time: 0.010, memory: 17874, top1_acc: 0.5117, top5_acc: 0.7758, loss_cls: 2.1063, loss: 2.1063, grad_norm: 8.0812 2021-05-26 14:27:55,733 - mmaction - INFO - Epoch [1][400/3757] lr: 5.000e-03, eta: 1 day, 7:04:04, time: 1.073, data_time: 0.003, memory: 17874, top1_acc: 0.5328, top5_acc: 0.7836, loss_cls: 2.0786, loss: 2.0786, grad_norm: 7.7564 2021-05-26 14:28:20,180 - mmaction - INFO - Epoch [1][420/3757] lr: 5.000e-03, eta: 1 day, 6:28:58, time: 1.223, data_time: 0.004, memory: 17874, top1_acc: 0.5047, top5_acc: 0.7766, loss_cls: 2.0940, loss: 2.0940, grad_norm: 7.1634 2021-05-26 14:28:47,291 - mmaction - INFO - Epoch [1][440/3757] lr: 5.000e-03, eta: 1 day, 6:02:26, time: 1.351, data_time: 0.003, memory: 17874, top1_acc: 0.5289, top5_acc: 0.7984, loss_cls: 1.9227, loss: 1.9227, grad_norm: 6.9930 2021-05-26 14:29:11,398 - mmaction - INFO - Epoch [1][460/3757] lr: 5.000e-03, eta: 1 day, 5:32:26, time: 1.209, data_time: 0.011, memory: 17874, top1_acc: 0.5352, top5_acc: 0.7852, loss_cls: 1.9543, loss: 1.9543, grad_norm: 7.0096 2021-05-26 14:29:35,793 - mmaction - INFO - Epoch [1][480/3757] lr: 5.000e-03, eta: 1 day, 5:04:55, time: 1.210, data_time: 0.003, memory: 17874, top1_acc: 0.5617, top5_acc: 0.8250, loss_cls: 1.8422, loss: 1.8422, grad_norm: 7.2815 2021-05-26 14:29:59,000 - mmaction - INFO - Epoch [1][500/3757] lr: 5.000e-03, eta: 1 day, 4:38:00, time: 1.167, data_time: 0.013, memory: 17874, top1_acc: 0.5281, top5_acc: 0.7758, loss_cls: 2.0520, loss: 2.0520, grad_norm: 7.6202 2021-05-26 14:30:23,414 - mmaction - INFO - Epoch [1][520/3757] lr: 5.000e-03, eta: 1 day, 4:15:08, time: 1.224, data_time: 0.006, memory: 17874, top1_acc: 0.5344, top5_acc: 0.7945, loss_cls: 1.9462, loss: 1.9462, grad_norm: 6.9359 2021-05-26 14:30:45,163 - mmaction - INFO - Epoch [1][540/3757] lr: 5.000e-03, eta: 1 day, 3:49:13, time: 1.087, data_time: 0.007, memory: 17874, top1_acc: 0.5266, top5_acc: 0.7742, loss_cls: 2.0096, loss: 2.0096, grad_norm: 7.2091 2021-05-26 14:31:07,733 - mmaction - INFO - Epoch [1][560/3757] lr: 5.000e-03, eta: 1 day, 3:26:31, time: 1.129, data_time: 0.003, memory: 17874, top1_acc: 0.5547, top5_acc: 0.7937, loss_cls: 1.8718, loss: 1.8718, grad_norm: 6.9082 2021-05-26 14:31:29,927 - mmaction - INFO - Epoch [1][580/3757] lr: 5.000e-03, eta: 1 day, 3:04:44, time: 1.110, data_time: 0.003, memory: 17874, top1_acc: 0.5648, top5_acc: 0.8039, loss_cls: 1.7950, loss: 1.7950, grad_norm: 6.5615 2021-05-26 14:31:53,774 - mmaction - INFO - Epoch [1][600/3757] lr: 5.000e-03, eta: 1 day, 2:46:50, time: 1.188, data_time: 0.003, memory: 17874, top1_acc: 0.5578, top5_acc: 0.8000, loss_cls: 1.8936, loss: 1.8936, grad_norm: 7.3454 2021-05-26 14:32:16,997 - mmaction - INFO - Epoch [1][620/3757] lr: 5.000e-03, eta: 1 day, 2:29:15, time: 1.162, data_time: 0.010, memory: 17874, top1_acc: 0.5938, top5_acc: 0.8352, loss_cls: 1.7183, loss: 1.7183, grad_norm: 6.8293 2021-05-26 14:32:39,520 - mmaction - INFO - Epoch [1][640/3757] lr: 5.000e-03, eta: 1 day, 2:11:47, time: 1.129, data_time: 0.008, memory: 17874, top1_acc: 0.5320, top5_acc: 0.7945, loss_cls: 1.9333, loss: 1.9333, grad_norm: 6.9939 2021-05-26 14:33:07,761 - mmaction - INFO - Epoch [1][660/3757] lr: 5.000e-03, eta: 1 day, 2:03:19, time: 1.412, data_time: 0.008, memory: 17874, top1_acc: 0.5547, top5_acc: 0.8031, loss_cls: 1.8683, loss: 1.8683, grad_norm: 6.6801 2021-05-26 14:33:35,685 - mmaction - INFO - Epoch [1][680/3757] lr: 5.000e-03, eta: 1 day, 1:54:55, time: 1.397, data_time: 0.005, memory: 17874, top1_acc: 0.5422, top5_acc: 0.8063, loss_cls: 1.8472, loss: 1.8472, grad_norm: 7.2270 2021-05-26 14:33:58,525 - mmaction - INFO - Epoch [1][700/3757] lr: 5.000e-03, eta: 1 day, 1:40:13, time: 1.142, data_time: 0.006, memory: 17874, top1_acc: 0.5797, top5_acc: 0.8234, loss_cls: 1.6936, loss: 1.6936, grad_norm: 6.9626 2021-05-26 14:34:21,496 - mmaction - INFO - Epoch [1][720/3757] lr: 5.000e-03, eta: 1 day, 1:26:27, time: 1.148, data_time: 0.003, memory: 17874, top1_acc: 0.5938, top5_acc: 0.8352, loss_cls: 1.6754, loss: 1.6754, grad_norm: 7.2581 2021-05-26 14:34:43,279 - mmaction - INFO - Epoch [1][740/3757] lr: 5.000e-03, eta: 1 day, 1:11:59, time: 1.090, data_time: 0.004, memory: 17874, top1_acc: 0.5781, top5_acc: 0.8133, loss_cls: 1.7955, loss: 1.7955, grad_norm: 7.1748 2021-05-26 14:35:05,485 - mmaction - INFO - Epoch [1][760/3757] lr: 5.000e-03, eta: 1 day, 0:58:42, time: 1.109, data_time: 0.002, memory: 17874, top1_acc: 0.5477, top5_acc: 0.7953, loss_cls: 1.8414, loss: 1.8414, grad_norm: 7.0415 2021-05-26 14:35:27,762 - mmaction - INFO - Epoch [1][780/3757] lr: 5.000e-03, eta: 1 day, 0:46:15, time: 1.116, data_time: 0.008, memory: 17874, top1_acc: 0.5703, top5_acc: 0.8109, loss_cls: 1.7666, loss: 1.7666, grad_norm: 6.8683 2021-05-26 14:35:51,883 - mmaction - INFO - Epoch [1][800/3757] lr: 5.000e-03, eta: 1 day, 0:36:25, time: 1.203, data_time: 0.004, memory: 17874, top1_acc: 0.5852, top5_acc: 0.8211, loss_cls: 1.7472, loss: 1.7472, grad_norm: 6.6935 2021-05-26 14:36:13,897 - mmaction - INFO - Epoch [1][820/3757] lr: 5.000e-03, eta: 1 day, 0:24:47, time: 1.103, data_time: 0.005, memory: 17874, top1_acc: 0.5609, top5_acc: 0.8164, loss_cls: 1.7621, loss: 1.7621, grad_norm: 7.2015 2021-05-26 14:36:35,959 - mmaction - INFO - Epoch [1][840/3757] lr: 5.000e-03, eta: 1 day, 0:13:43, time: 1.104, data_time: 0.003, memory: 17874, top1_acc: 0.5789, top5_acc: 0.8187, loss_cls: 1.7144, loss: 1.7144, grad_norm: 7.0202 2021-05-26 14:36:57,750 - mmaction - INFO - Epoch [1][860/3757] lr: 5.000e-03, eta: 1 day, 0:02:49, time: 1.089, data_time: 0.006, memory: 17874, top1_acc: 0.5750, top5_acc: 0.8195, loss_cls: 1.7195, loss: 1.7195, grad_norm: 7.1212 2021-05-26 14:37:21,701 - mmaction - INFO - Epoch [1][880/3757] lr: 5.000e-03, eta: 23:54:37, time: 1.195, data_time: 0.003, memory: 17874, top1_acc: 0.5672, top5_acc: 0.8187, loss_cls: 1.7183, loss: 1.7183, grad_norm: 6.8930 2021-05-26 14:37:44,034 - mmaction - INFO - Epoch [1][900/3757] lr: 5.000e-03, eta: 23:45:14, time: 1.120, data_time: 0.006, memory: 17874, top1_acc: 0.5859, top5_acc: 0.8328, loss_cls: 1.6790, loss: 1.6790, grad_norm: 7.6308 2021-05-26 14:38:05,759 - mmaction - INFO - Epoch [1][920/3757] lr: 5.000e-03, eta: 23:35:34, time: 1.087, data_time: 0.003, memory: 17874, top1_acc: 0.5867, top5_acc: 0.8203, loss_cls: 1.7083, loss: 1.7083, grad_norm: 7.2442 2021-05-26 14:38:27,529 - mmaction - INFO - Epoch [1][940/3757] lr: 5.000e-03, eta: 23:26:20, time: 1.088, data_time: 0.005, memory: 17874, top1_acc: 0.5711, top5_acc: 0.8133, loss_cls: 1.7439, loss: 1.7439, grad_norm: 7.1824 2021-05-26 14:38:53,976 - mmaction - INFO - Epoch [1][960/3757] lr: 5.000e-03, eta: 23:21:51, time: 1.316, data_time: 0.003, memory: 17874, top1_acc: 0.6039, top5_acc: 0.8383, loss_cls: 1.5751, loss: 1.5751, grad_norm: 6.8339 2021-05-26 14:39:17,764 - mmaction - INFO - Epoch [1][980/3757] lr: 5.000e-03, eta: 23:15:13, time: 1.193, data_time: 0.011, memory: 17874, top1_acc: 0.6211, top5_acc: 0.8375, loss_cls: 1.5437, loss: 1.5437, grad_norm: 7.0380 2021-05-26 14:39:50,417 - mmaction - INFO - Epoch [1][1000/3757] lr: 5.000e-03, eta: 23:16:26, time: 1.605, data_time: 0.005, memory: 17874, top1_acc: 0.5828, top5_acc: 0.8242, loss_cls: 1.7324, loss: 1.7324, grad_norm: 7.1999 2021-05-26 14:40:12,496 - mmaction - INFO - Epoch [1][1020/3757] lr: 5.000e-03, eta: 23:09:04, time: 1.135, data_time: 0.036, memory: 17874, top1_acc: 0.6047, top5_acc: 0.8289, loss_cls: 1.6025, loss: 1.6025, grad_norm: 6.8095 2021-05-26 14:40:35,521 - mmaction - INFO - Epoch [1][1040/3757] lr: 5.000e-03, eta: 23:02:10, time: 1.145, data_time: 0.002, memory: 17874, top1_acc: 0.5734, top5_acc: 0.8359, loss_cls: 1.6856, loss: 1.6856, grad_norm: 6.9707 2021-05-26 14:40:58,371 - mmaction - INFO - Epoch [1][1060/3757] lr: 5.000e-03, eta: 22:55:35, time: 1.149, data_time: 0.009, memory: 17874, top1_acc: 0.5750, top5_acc: 0.8266, loss_cls: 1.7033, loss: 1.7033, grad_norm: 7.0711 2021-05-26 14:41:21,663 - mmaction - INFO - Epoch [1][1080/3757] lr: 5.000e-03, eta: 22:49:29, time: 1.165, data_time: 0.002, memory: 17874, top1_acc: 0.5719, top5_acc: 0.8250, loss_cls: 1.7054, loss: 1.7054, grad_norm: 6.8767 2021-05-26 14:41:48,472 - mmaction - INFO - Epoch [1][1100/3757] lr: 5.000e-03, eta: 22:46:32, time: 1.340, data_time: 0.005, memory: 17874, top1_acc: 0.5656, top5_acc: 0.8203, loss_cls: 1.7139, loss: 1.7139, grad_norm: 7.1864 2021-05-26 14:42:11,271 - mmaction - INFO - Epoch [1][1120/3757] lr: 5.000e-03, eta: 22:40:23, time: 1.140, data_time: 0.004, memory: 17874, top1_acc: 0.5953, top5_acc: 0.8461, loss_cls: 1.6379, loss: 1.6379, grad_norm: 6.6615 2021-05-26 14:42:33,600 - mmaction - INFO - Epoch [1][1140/3757] lr: 5.000e-03, eta: 22:33:46, time: 1.098, data_time: 0.002, memory: 17874, top1_acc: 0.5836, top5_acc: 0.8281, loss_cls: 1.6502, loss: 1.6502, grad_norm: 6.4621 2021-05-26 14:42:57,094 - mmaction - INFO - Epoch [1][1160/3757] lr: 5.000e-03, eta: 22:28:52, time: 1.193, data_time: 0.030, memory: 17874, top1_acc: 0.6117, top5_acc: 0.8336, loss_cls: 1.5996, loss: 1.5996, grad_norm: 6.7228 2021-05-26 14:43:21,095 - mmaction - INFO - Epoch [1][1180/3757] lr: 5.000e-03, eta: 22:24:13, time: 1.199, data_time: 0.006, memory: 17874, top1_acc: 0.5813, top5_acc: 0.8172, loss_cls: 1.6845, loss: 1.6845, grad_norm: 7.0714 2021-05-26 14:43:43,633 - mmaction - INFO - Epoch [1][1200/3757] lr: 5.000e-03, eta: 22:18:36, time: 1.127, data_time: 0.008, memory: 17874, top1_acc: 0.6102, top5_acc: 0.8414, loss_cls: 1.6000, loss: 1.6000, grad_norm: 6.6047 2021-05-26 14:44:05,567 - mmaction - INFO - Epoch [1][1220/3757] lr: 5.000e-03, eta: 22:12:40, time: 1.095, data_time: 0.003, memory: 17874, top1_acc: 0.5992, top5_acc: 0.8328, loss_cls: 1.6336, loss: 1.6336, grad_norm: 6.9575 2021-05-26 14:44:27,738 - mmaction - INFO - Epoch [1][1240/3757] lr: 5.000e-03, eta: 22:07:10, time: 1.111, data_time: 0.005, memory: 17874, top1_acc: 0.5891, top5_acc: 0.8281, loss_cls: 1.6814, loss: 1.6814, grad_norm: 6.8686 2021-05-26 14:44:50,791 - mmaction - INFO - Epoch [1][1260/3757] lr: 5.000e-03, eta: 22:02:20, time: 1.147, data_time: 0.004, memory: 17874, top1_acc: 0.6117, top5_acc: 0.8383, loss_cls: 1.5952, loss: 1.5952, grad_norm: 6.9315 2021-05-26 14:45:14,335 - mmaction - INFO - Epoch [1][1280/3757] lr: 5.000e-03, eta: 21:58:10, time: 1.183, data_time: 0.008, memory: 17874, top1_acc: 0.5875, top5_acc: 0.8164, loss_cls: 1.6565, loss: 1.6565, grad_norm: 7.0110 2021-05-26 14:45:35,887 - mmaction - INFO - Epoch [1][1300/3757] lr: 5.000e-03, eta: 21:52:38, time: 1.077, data_time: 0.003, memory: 17874, top1_acc: 0.5859, top5_acc: 0.8250, loss_cls: 1.6762, loss: 1.6762, grad_norm: 6.8888 2021-05-26 14:46:00,588 - mmaction - INFO - Epoch [1][1320/3757] lr: 5.000e-03, eta: 21:49:23, time: 1.231, data_time: 0.002, memory: 17874, top1_acc: 0.6023, top5_acc: 0.8383, loss_cls: 1.5980, loss: 1.5980, grad_norm: 6.6472 2021-05-26 14:46:22,954 - mmaction - INFO - Epoch [1][1340/3757] lr: 5.000e-03, eta: 21:44:43, time: 1.122, data_time: 0.008, memory: 17874, top1_acc: 0.6219, top5_acc: 0.8383, loss_cls: 1.5481, loss: 1.5481, grad_norm: 6.8371 2021-05-26 14:46:45,893 - mmaction - INFO - Epoch [1][1360/3757] lr: 5.000e-03, eta: 21:40:31, time: 1.146, data_time: 0.002, memory: 17874, top1_acc: 0.6102, top5_acc: 0.8461, loss_cls: 1.5422, loss: 1.5422, grad_norm: 6.5142 2021-05-26 14:47:10,259 - mmaction - INFO - Epoch [1][1380/3757] lr: 5.000e-03, eta: 21:37:21, time: 1.217, data_time: 0.006, memory: 17874, top1_acc: 0.5844, top5_acc: 0.8414, loss_cls: 1.6078, loss: 1.6078, grad_norm: 7.2672 2021-05-26 14:47:34,910 - mmaction - INFO - Epoch [1][1400/3757] lr: 5.000e-03, eta: 21:34:31, time: 1.235, data_time: 0.006, memory: 17874, top1_acc: 0.6016, top5_acc: 0.8445, loss_cls: 1.5853, loss: 1.5853, grad_norm: 7.2055 2021-05-26 14:47:57,042 - mmaction - INFO - Epoch [1][1420/3757] lr: 5.000e-03, eta: 21:30:06, time: 1.108, data_time: 0.004, memory: 17874, top1_acc: 0.5969, top5_acc: 0.8461, loss_cls: 1.5582, loss: 1.5582, grad_norm: 7.0007 2021-05-26 14:48:20,326 - mmaction - INFO - Epoch [1][1440/3757] lr: 5.000e-03, eta: 21:26:31, time: 1.164, data_time: 0.004, memory: 17874, top1_acc: 0.6156, top5_acc: 0.8414, loss_cls: 1.5793, loss: 1.5793, grad_norm: 6.6405 2021-05-26 14:48:46,218 - mmaction - INFO - Epoch [1][1460/3757] lr: 5.000e-03, eta: 21:24:39, time: 1.295, data_time: 0.003, memory: 17874, top1_acc: 0.6070, top5_acc: 0.8398, loss_cls: 1.5602, loss: 1.5602, grad_norm: 6.4433 2021-05-26 14:49:07,860 - mmaction - INFO - Epoch [1][1480/3757] lr: 5.000e-03, eta: 21:20:13, time: 1.082, data_time: 0.003, memory: 17874, top1_acc: 0.6258, top5_acc: 0.8383, loss_cls: 1.5538, loss: 1.5538, grad_norm: 6.8260 2021-05-26 14:49:29,886 - mmaction - INFO - Epoch [1][1500/3757] lr: 5.000e-03, eta: 21:16:03, time: 1.097, data_time: 0.004, memory: 17874, top1_acc: 0.6117, top5_acc: 0.8367, loss_cls: 1.6166, loss: 1.6166, grad_norm: 6.5299 2021-05-26 14:49:52,102 - mmaction - INFO - Epoch [1][1520/3757] lr: 5.000e-03, eta: 21:12:12, time: 1.115, data_time: 0.007, memory: 17874, top1_acc: 0.6359, top5_acc: 0.8547, loss_cls: 1.5100, loss: 1.5100, grad_norm: 6.2975 2021-05-26 14:50:17,859 - mmaction - INFO - Epoch [1][1540/3757] lr: 5.000e-03, eta: 21:10:31, time: 1.288, data_time: 0.003, memory: 17874, top1_acc: 0.6008, top5_acc: 0.8406, loss_cls: 1.5808, loss: 1.5808, grad_norm: 6.7927 2021-05-26 14:50:40,565 - mmaction - INFO - Epoch [1][1560/3757] lr: 5.000e-03, eta: 21:07:03, time: 1.135, data_time: 0.002, memory: 17874, top1_acc: 0.6383, top5_acc: 0.8617, loss_cls: 1.4501, loss: 1.4501, grad_norm: 6.5404 2021-05-26 14:51:02,183 - mmaction - INFO - Epoch [1][1580/3757] lr: 5.000e-03, eta: 21:03:04, time: 1.082, data_time: 0.006, memory: 17874, top1_acc: 0.6062, top5_acc: 0.8438, loss_cls: 1.5602, loss: 1.5602, grad_norm: 6.6307 2021-05-26 14:51:23,836 - mmaction - INFO - Epoch [1][1600/3757] lr: 5.000e-03, eta: 20:59:09, time: 1.082, data_time: 0.001, memory: 17874, top1_acc: 0.6164, top5_acc: 0.8484, loss_cls: 1.5605, loss: 1.5605, grad_norm: 7.6094 2021-05-26 14:51:45,606 - mmaction - INFO - Epoch [1][1620/3757] lr: 5.000e-03, eta: 20:55:24, time: 1.087, data_time: 0.002, memory: 17874, top1_acc: 0.5891, top5_acc: 0.8281, loss_cls: 1.6286, loss: 1.6286, grad_norm: 6.3581 2021-05-26 14:52:08,393 - mmaction - INFO - Epoch [1][1640/3757] lr: 5.000e-03, eta: 20:52:19, time: 1.140, data_time: 0.005, memory: 17874, top1_acc: 0.6164, top5_acc: 0.8461, loss_cls: 1.5645, loss: 1.5645, grad_norm: 6.4942 2021-05-26 14:52:34,565 - mmaction - INFO - Epoch [1][1660/3757] lr: 5.000e-03, eta: 20:51:09, time: 1.308, data_time: 0.004, memory: 17874, top1_acc: 0.6117, top5_acc: 0.8555, loss_cls: 1.5201, loss: 1.5201, grad_norm: 6.6983 2021-05-26 14:53:00,691 - mmaction - INFO - Epoch [1][1680/3757] lr: 5.000e-03, eta: 20:49:58, time: 1.305, data_time: 0.002, memory: 17874, top1_acc: 0.6344, top5_acc: 0.8516, loss_cls: 1.5097, loss: 1.5097, grad_norm: 6.4910 2021-05-26 14:53:23,169 - mmaction - INFO - Epoch [1][1700/3757] lr: 5.000e-03, eta: 20:46:52, time: 1.125, data_time: 0.005, memory: 17874, top1_acc: 0.6250, top5_acc: 0.8391, loss_cls: 1.5529, loss: 1.5529, grad_norm: 6.7235 2021-05-26 14:53:50,406 - mmaction - INFO - Epoch [1][1720/3757] lr: 5.000e-03, eta: 20:45:56, time: 1.325, data_time: 0.003, memory: 17874, top1_acc: 0.6219, top5_acc: 0.8609, loss_cls: 1.4856, loss: 1.4856, grad_norm: 6.4416 2021-05-26 14:54:20,109 - mmaction - INFO - Epoch [1][1740/3757] lr: 5.000e-03, eta: 20:47:03, time: 1.518, data_time: 0.046, memory: 17874, top1_acc: 0.6234, top5_acc: 0.8547, loss_cls: 1.4504, loss: 1.4504, grad_norm: 6.4554 2021-05-26 14:54:42,639 - mmaction - INFO - Epoch [1][1760/3757] lr: 5.000e-03, eta: 20:44:06, time: 1.129, data_time: 0.011, memory: 17874, top1_acc: 0.6344, top5_acc: 0.8594, loss_cls: 1.4623, loss: 1.4623, grad_norm: 6.6354 2021-05-26 14:55:05,401 - mmaction - INFO - Epoch [1][1780/3757] lr: 5.000e-03, eta: 20:41:16, time: 1.134, data_time: 0.004, memory: 17874, top1_acc: 0.6258, top5_acc: 0.8516, loss_cls: 1.4858, loss: 1.4858, grad_norm: 6.4964 2021-05-26 14:55:28,924 - mmaction - INFO - Epoch [1][1800/3757] lr: 5.000e-03, eta: 20:38:58, time: 1.182, data_time: 0.010, memory: 17874, top1_acc: 0.6289, top5_acc: 0.8484, loss_cls: 1.5007, loss: 1.5007, grad_norm: 6.8158 2021-05-26 14:55:53,221 - mmaction - INFO - Epoch [1][1820/3757] lr: 5.000e-03, eta: 20:37:00, time: 1.211, data_time: 0.004, memory: 17874, top1_acc: 0.6188, top5_acc: 0.8344, loss_cls: 1.5522, loss: 1.5522, grad_norm: 6.5714 2021-05-26 14:56:19,164 - mmaction - INFO - Epoch [1][1840/3757] lr: 5.000e-03, eta: 20:35:57, time: 1.301, data_time: 0.006, memory: 17874, top1_acc: 0.6242, top5_acc: 0.8594, loss_cls: 1.4637, loss: 1.4637, grad_norm: 6.4330 2021-05-26 14:56:42,297 - mmaction - INFO - Epoch [1][1860/3757] lr: 5.000e-03, eta: 20:33:30, time: 1.156, data_time: 0.003, memory: 17874, top1_acc: 0.6078, top5_acc: 0.8773, loss_cls: 1.4722, loss: 1.4722, grad_norm: 6.4769 2021-05-26 14:57:07,811 - mmaction - INFO - Epoch [1][1880/3757] lr: 5.000e-03, eta: 20:32:13, time: 1.272, data_time: 0.003, memory: 17874, top1_acc: 0.6023, top5_acc: 0.8406, loss_cls: 1.5663, loss: 1.5663, grad_norm: 6.4516 2021-05-26 14:57:30,182 - mmaction - INFO - Epoch [1][1900/3757] lr: 5.000e-03, eta: 20:29:31, time: 1.122, data_time: 0.011, memory: 17874, top1_acc: 0.6258, top5_acc: 0.8445, loss_cls: 1.5203, loss: 1.5203, grad_norm: 6.5284 2021-05-26 14:57:59,512 - mmaction - INFO - Epoch [1][1920/3757] lr: 5.000e-03, eta: 20:30:08, time: 1.467, data_time: 0.002, memory: 17874, top1_acc: 0.6508, top5_acc: 0.8648, loss_cls: 1.3931, loss: 1.3931, grad_norm: 6.5273 2021-05-26 14:58:25,507 - mmaction - INFO - Epoch [1][1940/3757] lr: 5.000e-03, eta: 20:29:08, time: 1.297, data_time: 0.004, memory: 17874, top1_acc: 0.6281, top5_acc: 0.8508, loss_cls: 1.4948, loss: 1.4948, grad_norm: 6.6256 2021-05-26 14:58:49,112 - mmaction - INFO - Epoch [1][1960/3757] lr: 5.000e-03, eta: 20:27:04, time: 1.182, data_time: 0.004, memory: 17874, top1_acc: 0.6211, top5_acc: 0.8406, loss_cls: 1.5444, loss: 1.5444, grad_norm: 6.4923 2021-05-26 14:59:12,835 - mmaction - INFO - Epoch [1][1980/3757] lr: 5.000e-03, eta: 20:25:05, time: 1.186, data_time: 0.005, memory: 17874, top1_acc: 0.6164, top5_acc: 0.8477, loss_cls: 1.5416, loss: 1.5416, grad_norm: 6.6036 2021-05-26 14:59:35,233 - mmaction - INFO - Epoch [1][2000/3757] lr: 5.000e-03, eta: 20:22:31, time: 1.117, data_time: 0.003, memory: 17874, top1_acc: 0.6094, top5_acc: 0.8516, loss_cls: 1.4986, loss: 1.4986, grad_norm: 7.0131 2021-05-26 15:00:02,416 - mmaction - INFO - Epoch [1][2020/3757] lr: 5.000e-03, eta: 20:22:11, time: 1.363, data_time: 0.005, memory: 17874, top1_acc: 0.6234, top5_acc: 0.8547, loss_cls: 1.4741, loss: 1.4741, grad_norm: 6.4980 2021-05-26 15:00:25,746 - mmaction - INFO - Epoch [1][2040/3757] lr: 5.000e-03, eta: 20:20:06, time: 1.166, data_time: 0.003, memory: 17874, top1_acc: 0.6047, top5_acc: 0.8484, loss_cls: 1.5064, loss: 1.5064, grad_norm: 6.2784 2021-05-26 15:00:47,959 - mmaction - INFO - Epoch [1][2060/3757] lr: 5.000e-03, eta: 20:17:35, time: 1.111, data_time: 0.004, memory: 17874, top1_acc: 0.6383, top5_acc: 0.8531, loss_cls: 1.4557, loss: 1.4557, grad_norm: 6.6564 2021-05-26 15:01:11,349 - mmaction - INFO - Epoch [1][2080/3757] lr: 5.000e-03, eta: 20:15:36, time: 1.169, data_time: 0.002, memory: 17874, top1_acc: 0.6414, top5_acc: 0.8594, loss_cls: 1.4244, loss: 1.4244, grad_norm: 6.6460 2021-05-26 15:01:34,125 - mmaction - INFO - Epoch [1][2100/3757] lr: 5.000e-03, eta: 20:13:23, time: 1.138, data_time: 0.002, memory: 17874, top1_acc: 0.6266, top5_acc: 0.8516, loss_cls: 1.4700, loss: 1.4700, grad_norm: 6.3294 2021-05-26 15:01:58,350 - mmaction - INFO - Epoch [1][2120/3757] lr: 5.000e-03, eta: 20:11:47, time: 1.207, data_time: 0.004, memory: 17874, top1_acc: 0.6219, top5_acc: 0.8562, loss_cls: 1.4765, loss: 1.4765, grad_norm: 6.4167 2021-05-26 15:02:21,936 - mmaction - INFO - Epoch [1][2140/3757] lr: 5.000e-03, eta: 20:10:01, time: 1.184, data_time: 0.013, memory: 17874, top1_acc: 0.6547, top5_acc: 0.8633, loss_cls: 1.3820, loss: 1.3820, grad_norm: 6.8756 2021-05-26 15:02:43,947 - mmaction - INFO - Epoch [1][2160/3757] lr: 5.000e-03, eta: 20:07:34, time: 1.100, data_time: 0.002, memory: 17874, top1_acc: 0.6336, top5_acc: 0.8695, loss_cls: 1.4267, loss: 1.4267, grad_norm: 6.6100 2021-05-26 15:03:07,015 - mmaction - INFO - Epoch [1][2180/3757] lr: 5.000e-03, eta: 20:05:36, time: 1.153, data_time: 0.002, memory: 17874, top1_acc: 0.6195, top5_acc: 0.8438, loss_cls: 1.5218, loss: 1.5218, grad_norm: 6.5080 2021-05-26 15:03:29,519 - mmaction - INFO - Epoch [1][2200/3757] lr: 5.000e-03, eta: 20:03:25, time: 1.124, data_time: 0.004, memory: 17874, top1_acc: 0.6391, top5_acc: 0.8547, loss_cls: 1.4078, loss: 1.4078, grad_norm: 6.4837 2021-05-26 15:03:58,738 - mmaction - INFO - Epoch [1][2220/3757] lr: 5.000e-03, eta: 20:04:02, time: 1.463, data_time: 0.021, memory: 17874, top1_acc: 0.6305, top5_acc: 0.8609, loss_cls: 1.4848, loss: 1.4848, grad_norm: 6.7799 2021-05-26 15:04:21,610 - mmaction - INFO - Epoch [1][2240/3757] lr: 5.000e-03, eta: 20:02:02, time: 1.142, data_time: 0.003, memory: 17874, top1_acc: 0.6289, top5_acc: 0.8383, loss_cls: 1.5271, loss: 1.5271, grad_norm: 6.5567 2021-05-26 15:04:45,958 - mmaction - INFO - Epoch [1][2260/3757] lr: 5.000e-03, eta: 20:00:38, time: 1.213, data_time: 0.009, memory: 17874, top1_acc: 0.6195, top5_acc: 0.8352, loss_cls: 1.5294, loss: 1.5294, grad_norm: 6.4669 2021-05-26 15:05:09,783 - mmaction - INFO - Epoch [1][2280/3757] lr: 5.000e-03, eta: 19:59:06, time: 1.193, data_time: 0.010, memory: 17874, top1_acc: 0.6602, top5_acc: 0.8719, loss_cls: 1.3567, loss: 1.3567, grad_norm: 6.2218 2021-05-26 15:05:32,669 - mmaction - INFO - Epoch [1][2300/3757] lr: 5.000e-03, eta: 19:57:14, time: 1.148, data_time: 0.010, memory: 17874, top1_acc: 0.6430, top5_acc: 0.8609, loss_cls: 1.4270, loss: 1.4270, grad_norm: 6.5603 2021-05-26 15:05:57,882 - mmaction - INFO - Epoch [1][2320/3757] lr: 5.000e-03, eta: 19:56:14, time: 1.259, data_time: 0.002, memory: 17874, top1_acc: 0.6242, top5_acc: 0.8562, loss_cls: 1.4375, loss: 1.4375, grad_norm: 6.6562 2021-05-26 15:06:22,114 - mmaction - INFO - Epoch [1][2340/3757] lr: 5.000e-03, eta: 19:54:52, time: 1.208, data_time: 0.003, memory: 17874, top1_acc: 0.6219, top5_acc: 0.8672, loss_cls: 1.4764, loss: 1.4764, grad_norm: 6.6197 2021-05-26 15:06:44,821 - mmaction - INFO - Epoch [1][2360/3757] lr: 5.000e-03, eta: 19:52:50, time: 1.118, data_time: 0.008, memory: 17874, top1_acc: 0.6281, top5_acc: 0.8492, loss_cls: 1.5159, loss: 1.5159, grad_norm: 6.4010 2021-05-26 15:07:07,680 - mmaction - INFO - Epoch [1][2380/3757] lr: 5.000e-03, eta: 19:51:10, time: 1.163, data_time: 0.027, memory: 17874, top1_acc: 0.6258, top5_acc: 0.8555, loss_cls: 1.4974, loss: 1.4974, grad_norm: 6.3276 2021-05-26 15:07:29,675 - mmaction - INFO - Epoch [1][2400/3757] lr: 5.000e-03, eta: 19:49:03, time: 1.101, data_time: 0.004, memory: 17874, top1_acc: 0.6242, top5_acc: 0.8445, loss_cls: 1.5079, loss: 1.5079, grad_norm: 6.3707 2021-05-26 15:07:52,515 - mmaction - INFO - Epoch [1][2420/3757] lr: 5.000e-03, eta: 19:47:16, time: 1.141, data_time: 0.003, memory: 17874, top1_acc: 0.6453, top5_acc: 0.8547, loss_cls: 1.4243, loss: 1.4243, grad_norm: 6.5667 2021-05-26 15:08:17,162 - mmaction - INFO - Epoch [1][2440/3757] lr: 5.000e-03, eta: 19:46:11, time: 1.233, data_time: 0.005, memory: 17874, top1_acc: 0.6133, top5_acc: 0.8461, loss_cls: 1.5251, loss: 1.5251, grad_norm: 6.5323 2021-05-26 15:08:40,650 - mmaction - INFO - Epoch [1][2460/3757] lr: 5.000e-03, eta: 19:44:39, time: 1.171, data_time: 0.005, memory: 17874, top1_acc: 0.6516, top5_acc: 0.8570, loss_cls: 1.4017, loss: 1.4017, grad_norm: 6.0211 2021-05-26 15:09:03,013 - mmaction - INFO - Epoch [1][2480/3757] lr: 5.000e-03, eta: 19:42:47, time: 1.122, data_time: 0.006, memory: 17874, top1_acc: 0.6312, top5_acc: 0.8586, loss_cls: 1.4468, loss: 1.4468, grad_norm: 6.4118 2021-05-26 15:09:25,073 - mmaction - INFO - Epoch [1][2500/3757] lr: 5.000e-03, eta: 19:40:49, time: 1.103, data_time: 0.002, memory: 17874, top1_acc: 0.6320, top5_acc: 0.8547, loss_cls: 1.4458, loss: 1.4458, grad_norm: 6.3354 2021-05-26 15:09:47,698 - mmaction - INFO - Epoch [1][2520/3757] lr: 5.000e-03, eta: 19:39:03, time: 1.130, data_time: 0.002, memory: 17874, top1_acc: 0.6383, top5_acc: 0.8781, loss_cls: 1.4094, loss: 1.4094, grad_norm: 6.0784 2021-05-26 15:10:12,140 - mmaction - INFO - Epoch [1][2540/3757] lr: 5.000e-03, eta: 19:37:58, time: 1.223, data_time: 0.005, memory: 17874, top1_acc: 0.6352, top5_acc: 0.8734, loss_cls: 1.3449, loss: 1.3449, grad_norm: 6.1568 2021-05-26 15:10:35,438 - mmaction - INFO - Epoch [1][2560/3757] lr: 5.000e-03, eta: 19:36:29, time: 1.165, data_time: 0.003, memory: 17874, top1_acc: 0.6438, top5_acc: 0.8617, loss_cls: 1.3983, loss: 1.3983, grad_norm: 6.3404 2021-05-26 15:10:57,195 - mmaction - INFO - Epoch [1][2580/3757] lr: 5.000e-03, eta: 19:34:30, time: 1.088, data_time: 0.004, memory: 17874, top1_acc: 0.6453, top5_acc: 0.8664, loss_cls: 1.3774, loss: 1.3774, grad_norm: 5.9886 2021-05-26 15:11:19,375 - mmaction - INFO - Epoch [1][2600/3757] lr: 5.000e-03, eta: 19:32:40, time: 1.109, data_time: 0.003, memory: 17874, top1_acc: 0.6398, top5_acc: 0.8516, loss_cls: 1.4389, loss: 1.4389, grad_norm: 6.5259 2021-05-26 15:11:41,736 - mmaction - INFO - Epoch [1][2620/3757] lr: 5.000e-03, eta: 19:30:56, time: 1.118, data_time: 0.005, memory: 17874, top1_acc: 0.6266, top5_acc: 0.8578, loss_cls: 1.4286, loss: 1.4286, grad_norm: 6.1533 2021-05-26 15:12:05,247 - mmaction - INFO - Epoch [1][2640/3757] lr: 5.000e-03, eta: 19:29:34, time: 1.172, data_time: 0.002, memory: 17874, top1_acc: 0.6445, top5_acc: 0.8680, loss_cls: 1.4202, loss: 1.4202, grad_norm: 6.0166 2021-05-26 15:12:27,685 - mmaction - INFO - Epoch [1][2660/3757] lr: 5.000e-03, eta: 19:27:55, time: 1.125, data_time: 0.006, memory: 17874, top1_acc: 0.6328, top5_acc: 0.8609, loss_cls: 1.4348, loss: 1.4348, grad_norm: 6.6561 2021-05-26 15:12:49,886 - mmaction - INFO - Epoch [1][2680/3757] lr: 5.000e-03, eta: 19:26:11, time: 1.110, data_time: 0.006, memory: 17874, top1_acc: 0.6273, top5_acc: 0.8477, loss_cls: 1.5153, loss: 1.5153, grad_norm: 6.6957 2021-05-26 15:13:12,270 - mmaction - INFO - Epoch [1][2700/3757] lr: 5.000e-03, eta: 19:24:32, time: 1.119, data_time: 0.007, memory: 17874, top1_acc: 0.6281, top5_acc: 0.8430, loss_cls: 1.4777, loss: 1.4777, grad_norm: 6.3497 2021-05-26 15:13:34,711 - mmaction - INFO - Epoch [1][2720/3757] lr: 5.000e-03, eta: 19:22:54, time: 1.120, data_time: 0.005, memory: 17874, top1_acc: 0.6445, top5_acc: 0.8508, loss_cls: 1.4564, loss: 1.4564, grad_norm: 6.1270 2021-05-26 15:13:57,415 - mmaction - INFO - Epoch [1][2740/3757] lr: 5.000e-03, eta: 19:21:24, time: 1.137, data_time: 0.004, memory: 17874, top1_acc: 0.6391, top5_acc: 0.8617, loss_cls: 1.4105, loss: 1.4105, grad_norm: 6.2846 2021-05-26 15:14:20,476 - mmaction - INFO - Epoch [1][2760/3757] lr: 5.000e-03, eta: 19:20:00, time: 1.153, data_time: 0.002, memory: 17874, top1_acc: 0.6594, top5_acc: 0.8734, loss_cls: 1.3580, loss: 1.3580, grad_norm: 6.3580 2021-05-26 15:14:42,771 - mmaction - INFO - Epoch [1][2780/3757] lr: 5.000e-03, eta: 19:18:24, time: 1.116, data_time: 0.004, memory: 17874, top1_acc: 0.6352, top5_acc: 0.8703, loss_cls: 1.4074, loss: 1.4074, grad_norm: 6.8803 2021-05-26 15:15:04,681 - mmaction - INFO - Epoch [1][2800/3757] lr: 5.000e-03, eta: 19:16:41, time: 1.095, data_time: 0.003, memory: 17874, top1_acc: 0.6414, top5_acc: 0.8484, loss_cls: 1.4774, loss: 1.4774, grad_norm: 6.4990 2021-05-26 15:15:27,776 - mmaction - INFO - Epoch [1][2820/3757] lr: 5.000e-03, eta: 19:15:20, time: 1.152, data_time: 0.004, memory: 17874, top1_acc: 0.6547, top5_acc: 0.8680, loss_cls: 1.4195, loss: 1.4195, grad_norm: 6.3494 2021-05-26 15:15:49,416 - mmaction - INFO - Epoch [1][2840/3757] lr: 5.000e-03, eta: 19:13:35, time: 1.085, data_time: 0.005, memory: 17874, top1_acc: 0.6445, top5_acc: 0.8688, loss_cls: 1.3675, loss: 1.3675, grad_norm: 6.2632 2021-05-26 15:16:12,561 - mmaction - INFO - Epoch [1][2860/3757] lr: 5.000e-03, eta: 19:12:18, time: 1.157, data_time: 0.019, memory: 17874, top1_acc: 0.6445, top5_acc: 0.8625, loss_cls: 1.4017, loss: 1.4017, grad_norm: 6.3368 2021-05-26 15:16:34,441 - mmaction - INFO - Epoch [1][2880/3757] lr: 5.000e-03, eta: 19:10:39, time: 1.095, data_time: 0.003, memory: 17874, top1_acc: 0.6672, top5_acc: 0.8695, loss_cls: 1.3500, loss: 1.3500, grad_norm: 5.8430 2021-05-26 15:16:56,418 - mmaction - INFO - Epoch [1][2900/3757] lr: 5.000e-03, eta: 19:09:03, time: 1.100, data_time: 0.002, memory: 17874, top1_acc: 0.6531, top5_acc: 0.8742, loss_cls: 1.3709, loss: 1.3709, grad_norm: 6.1866 2021-05-26 15:17:18,224 - mmaction - INFO - Epoch [1][2920/3757] lr: 5.000e-03, eta: 19:07:23, time: 1.089, data_time: 0.001, memory: 17874, top1_acc: 0.6508, top5_acc: 0.8719, loss_cls: 1.3677, loss: 1.3677, grad_norm: 6.3109 2021-05-26 15:17:40,184 - mmaction - INFO - Epoch [1][2940/3757] lr: 5.000e-03, eta: 19:05:47, time: 1.095, data_time: 0.004, memory: 17874, top1_acc: 0.6773, top5_acc: 0.8789, loss_cls: 1.3125, loss: 1.3125, grad_norm: 6.1929 2021-05-26 15:18:01,733 - mmaction - INFO - Epoch [1][2960/3757] lr: 5.000e-03, eta: 19:04:07, time: 1.080, data_time: 0.007, memory: 17874, top1_acc: 0.6570, top5_acc: 0.8617, loss_cls: 1.4196, loss: 1.4196, grad_norm: 6.1837 2021-05-26 15:18:24,149 - mmaction - INFO - Epoch [1][2980/3757] lr: 5.000e-03, eta: 19:02:42, time: 1.120, data_time: 0.002, memory: 17874, top1_acc: 0.6180, top5_acc: 0.8438, loss_cls: 1.5319, loss: 1.5319, grad_norm: 6.1865 2021-05-26 15:18:46,117 - mmaction - INFO - Epoch [1][3000/3757] lr: 5.000e-03, eta: 19:01:08, time: 1.094, data_time: 0.003, memory: 17874, top1_acc: 0.6352, top5_acc: 0.8586, loss_cls: 1.4205, loss: 1.4205, grad_norm: 6.0408 2021-05-26 15:19:08,792 - mmaction - INFO - Epoch [1][3020/3757] lr: 5.000e-03, eta: 18:59:52, time: 1.139, data_time: 0.010, memory: 17874, top1_acc: 0.6656, top5_acc: 0.8719, loss_cls: 1.3320, loss: 1.3320, grad_norm: 6.0842 2021-05-26 15:19:32,391 - mmaction - INFO - Epoch [1][3040/3757] lr: 5.000e-03, eta: 18:58:51, time: 1.181, data_time: 0.004, memory: 17874, top1_acc: 0.6555, top5_acc: 0.8547, loss_cls: 1.4001, loss: 1.4001, grad_norm: 6.0996 2021-05-26 15:19:56,071 - mmaction - INFO - Epoch [1][3060/3757] lr: 5.000e-03, eta: 18:57:49, time: 1.179, data_time: 0.001, memory: 17874, top1_acc: 0.6719, top5_acc: 0.8812, loss_cls: 1.3132, loss: 1.3132, grad_norm: 6.1390 2021-05-26 15:20:18,556 - mmaction - INFO - Epoch [1][3080/3757] lr: 5.000e-03, eta: 18:56:31, time: 1.129, data_time: 0.006, memory: 17874, top1_acc: 0.6273, top5_acc: 0.8602, loss_cls: 1.4432, loss: 1.4432, grad_norm: 6.3709 2021-05-26 15:20:50,269 - mmaction - INFO - Epoch [1][3100/3757] lr: 5.000e-03, eta: 18:57:48, time: 1.578, data_time: 0.006, memory: 17874, top1_acc: 0.6305, top5_acc: 0.8594, loss_cls: 1.4604, loss: 1.4604, grad_norm: 6.1768 2021-05-26 15:21:12,516 - mmaction - INFO - Epoch [1][3120/3757] lr: 5.000e-03, eta: 18:56:26, time: 1.118, data_time: 0.014, memory: 17874, top1_acc: 0.6633, top5_acc: 0.8773, loss_cls: 1.3306, loss: 1.3306, grad_norm: 5.9658 2021-05-26 15:21:34,665 - mmaction - INFO - Epoch [1][3140/3757] lr: 5.000e-03, eta: 18:55:02, time: 1.108, data_time: 0.004, memory: 17874, top1_acc: 0.6383, top5_acc: 0.8508, loss_cls: 1.4045, loss: 1.4045, grad_norm: 6.2704 2021-05-26 15:21:58,122 - mmaction - INFO - Epoch [1][3160/3757] lr: 5.000e-03, eta: 18:54:01, time: 1.174, data_time: 0.005, memory: 17874, top1_acc: 0.6594, top5_acc: 0.8703, loss_cls: 1.3215, loss: 1.3215, grad_norm: 5.7527 2021-05-26 15:22:21,086 - mmaction - INFO - Epoch [1][3180/3757] lr: 5.000e-03, eta: 18:52:51, time: 1.146, data_time: 0.006, memory: 17874, top1_acc: 0.6484, top5_acc: 0.8625, loss_cls: 1.3711, loss: 1.3711, grad_norm: 5.9664 2021-05-26 15:22:43,590 - mmaction - INFO - Epoch [1][3200/3757] lr: 5.000e-03, eta: 18:51:35, time: 1.127, data_time: 0.006, memory: 17874, top1_acc: 0.6344, top5_acc: 0.8469, loss_cls: 1.4712, loss: 1.4712, grad_norm: 6.2097 2021-05-26 15:23:05,570 - mmaction - INFO - Epoch [1][3220/3757] lr: 5.000e-03, eta: 18:50:10, time: 1.098, data_time: 0.002, memory: 17874, top1_acc: 0.6734, top5_acc: 0.8820, loss_cls: 1.3117, loss: 1.3117, grad_norm: 6.2879 2021-05-26 15:23:27,858 - mmaction - INFO - Epoch [1][3240/3757] lr: 5.000e-03, eta: 18:48:52, time: 1.116, data_time: 0.004, memory: 17874, top1_acc: 0.6602, top5_acc: 0.8789, loss_cls: 1.3387, loss: 1.3387, grad_norm: 6.3102 2021-05-26 15:23:50,321 - mmaction - INFO - Epoch [1][3260/3757] lr: 5.000e-03, eta: 18:47:37, time: 1.122, data_time: 0.006, memory: 17874, top1_acc: 0.6664, top5_acc: 0.8766, loss_cls: 1.3325, loss: 1.3325, grad_norm: 6.3866 2021-05-26 15:24:13,030 - mmaction - INFO - Epoch [1][3280/3757] lr: 5.000e-03, eta: 18:46:27, time: 1.137, data_time: 0.003, memory: 17874, top1_acc: 0.6422, top5_acc: 0.8680, loss_cls: 1.3553, loss: 1.3553, grad_norm: 5.9492 2021-05-26 15:24:35,319 - mmaction - INFO - Epoch [1][3300/3757] lr: 5.000e-03, eta: 18:45:10, time: 1.114, data_time: 0.002, memory: 17874, top1_acc: 0.6617, top5_acc: 0.8648, loss_cls: 1.3430, loss: 1.3430, grad_norm: 5.9688 2021-05-26 15:24:57,229 - mmaction - INFO - Epoch [1][3320/3757] lr: 5.000e-03, eta: 18:43:48, time: 1.095, data_time: 0.002, memory: 17874, top1_acc: 0.6594, top5_acc: 0.8766, loss_cls: 1.3401, loss: 1.3401, grad_norm: 5.7552 2021-05-26 15:25:19,839 - mmaction - INFO - Epoch [1][3340/3757] lr: 5.000e-03, eta: 18:42:37, time: 1.130, data_time: 0.009, memory: 17874, top1_acc: 0.6656, top5_acc: 0.8664, loss_cls: 1.3501, loss: 1.3501, grad_norm: 6.1242 2021-05-26 15:25:42,658 - mmaction - INFO - Epoch [1][3360/3757] lr: 5.000e-03, eta: 18:41:31, time: 1.140, data_time: 0.004, memory: 17874, top1_acc: 0.6523, top5_acc: 0.8664, loss_cls: 1.3802, loss: 1.3802, grad_norm: 6.2144 2021-05-26 15:26:05,689 - mmaction - INFO - Epoch [1][3380/3757] lr: 5.000e-03, eta: 18:40:28, time: 1.151, data_time: 0.004, memory: 17874, top1_acc: 0.6578, top5_acc: 0.8812, loss_cls: 1.3288, loss: 1.3288, grad_norm: 6.0009 2021-05-26 15:26:28,568 - mmaction - INFO - Epoch [1][3400/3757] lr: 5.000e-03, eta: 18:39:24, time: 1.144, data_time: 0.004, memory: 17874, top1_acc: 0.6414, top5_acc: 0.8633, loss_cls: 1.4256, loss: 1.4256, grad_norm: 6.3558 2021-05-26 15:26:52,633 - mmaction - INFO - Epoch [1][3420/3757] lr: 5.000e-03, eta: 18:38:38, time: 1.202, data_time: 0.007, memory: 17874, top1_acc: 0.6789, top5_acc: 0.8852, loss_cls: 1.2706, loss: 1.2706, grad_norm: 5.7669 2021-05-26 15:27:13,993 - mmaction - INFO - Epoch [1][3440/3757] lr: 5.000e-03, eta: 18:37:12, time: 1.072, data_time: 0.006, memory: 17874, top1_acc: 0.6609, top5_acc: 0.8539, loss_cls: 1.3797, loss: 1.3797, grad_norm: 6.1451 2021-05-26 15:27:36,005 - mmaction - INFO - Epoch [1][3460/3757] lr: 5.000e-03, eta: 18:35:56, time: 1.101, data_time: 0.004, memory: 17874, top1_acc: 0.6680, top5_acc: 0.8688, loss_cls: 1.3483, loss: 1.3483, grad_norm: 6.1728 2021-05-26 15:27:57,640 - mmaction - INFO - Epoch [1][3480/3757] lr: 5.000e-03, eta: 18:34:35, time: 1.081, data_time: 0.001, memory: 17874, top1_acc: 0.6469, top5_acc: 0.8586, loss_cls: 1.4026, loss: 1.4026, grad_norm: 6.2498 2021-05-26 15:28:21,622 - mmaction - INFO - Epoch [1][3500/3757] lr: 5.000e-03, eta: 18:33:49, time: 1.196, data_time: 0.005, memory: 17874, top1_acc: 0.6609, top5_acc: 0.8688, loss_cls: 1.4003, loss: 1.4003, grad_norm: 5.8841 2021-05-26 15:28:43,084 - mmaction - INFO - Epoch [1][3520/3757] lr: 5.000e-03, eta: 18:32:27, time: 1.076, data_time: 0.005, memory: 17874, top1_acc: 0.6680, top5_acc: 0.8805, loss_cls: 1.3333, loss: 1.3333, grad_norm: 5.7218 2021-05-26 15:29:05,717 - mmaction - INFO - Epoch [1][3540/3757] lr: 5.000e-03, eta: 18:31:22, time: 1.131, data_time: 0.002, memory: 17874, top1_acc: 0.6516, top5_acc: 0.8664, loss_cls: 1.3554, loss: 1.3554, grad_norm: 6.0193 2021-05-26 15:29:30,912 - mmaction - INFO - Epoch [1][3560/3757] lr: 5.000e-03, eta: 18:30:56, time: 1.260, data_time: 0.005, memory: 17874, top1_acc: 0.6625, top5_acc: 0.8664, loss_cls: 1.3232, loss: 1.3232, grad_norm: 6.2661 2021-05-26 15:29:57,024 - mmaction - INFO - Epoch [1][3580/3757] lr: 5.000e-03, eta: 18:30:43, time: 1.304, data_time: 0.008, memory: 17874, top1_acc: 0.6469, top5_acc: 0.8562, loss_cls: 1.3923, loss: 1.3923, grad_norm: 8.2545 2021-05-26 15:30:18,721 - mmaction - INFO - Epoch [1][3600/3757] lr: 5.000e-03, eta: 18:29:26, time: 1.088, data_time: 0.005, memory: 17874, top1_acc: 0.6516, top5_acc: 0.8742, loss_cls: 1.3261, loss: 1.3261, grad_norm: 6.6153 2021-05-26 15:30:41,335 - mmaction - INFO - Epoch [1][3620/3757] lr: 5.000e-03, eta: 18:28:22, time: 1.127, data_time: 0.002, memory: 17874, top1_acc: 0.6414, top5_acc: 0.8633, loss_cls: 1.4222, loss: 1.4222, grad_norm: 6.6359 2021-05-26 15:31:05,256 - mmaction - INFO - Epoch [1][3640/3757] lr: 5.000e-03, eta: 18:27:39, time: 1.199, data_time: 0.005, memory: 17874, top1_acc: 0.6492, top5_acc: 0.8688, loss_cls: 1.3611, loss: 1.3611, grad_norm: 6.2299 2021-05-26 15:31:27,794 - mmaction - INFO - Epoch [1][3660/3757] lr: 5.000e-03, eta: 18:26:35, time: 1.126, data_time: 0.004, memory: 17874, top1_acc: 0.6602, top5_acc: 0.8672, loss_cls: 1.3818, loss: 1.3818, grad_norm: 6.6086 2021-05-26 15:31:51,586 - mmaction - INFO - Epoch [1][3680/3757] lr: 5.000e-03, eta: 18:25:50, time: 1.190, data_time: 0.005, memory: 17874, top1_acc: 0.6570, top5_acc: 0.8672, loss_cls: 1.3629, loss: 1.3629, grad_norm: 6.3025 2021-05-26 15:32:13,629 - mmaction - INFO - Epoch [1][3700/3757] lr: 5.000e-03, eta: 18:24:39, time: 1.101, data_time: 0.003, memory: 17874, top1_acc: 0.6211, top5_acc: 0.8617, loss_cls: 1.4346, loss: 1.4346, grad_norm: 6.1368 2021-05-26 15:32:37,016 - mmaction - INFO - Epoch [1][3720/3757] lr: 5.000e-03, eta: 18:23:49, time: 1.169, data_time: 0.003, memory: 17874, top1_acc: 0.6516, top5_acc: 0.8758, loss_cls: 1.3901, loss: 1.3901, grad_norm: 6.2563 2021-05-26 15:32:58,783 - mmaction - INFO - Epoch [1][3740/3757] lr: 5.000e-03, eta: 18:22:36, time: 1.090, data_time: 0.005, memory: 17874, top1_acc: 0.6539, top5_acc: 0.8602, loss_cls: 1.3604, loss: 1.3604, grad_norm: 6.1344 2021-05-26 15:33:38,689 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-05-26 15:42:00,258 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-26 15:42:01,180 - mmaction - INFO - top1_acc 0.6769 top5_acc 0.8887 2021-05-26 15:42:01,180 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-26 15:42:01,271 - mmaction - INFO - mean_acc 0.6767 2021-05-26 15:42:03,491 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2021-05-26 15:42:03,491 - mmaction - INFO - Best top1_acc is 0.6769 at 1 epoch. 2021-05-26 15:42:03,507 - mmaction - INFO - Epoch(val) [1][3757] top1_acc: 0.6769, top5_acc: 0.8887, mean_class_accuracy: 0.6767 2021-05-26 15:47:50,547 - mmaction - INFO - Epoch [2][20/3757] lr: 5.000e-03, eta: 19:31:31, time: 17.345, data_time: 15.804, memory: 17874, top1_acc: 0.6883, top5_acc: 0.9031, loss_cls: 1.1777, loss: 1.1777, grad_norm: 5.8265 2021-05-26 15:48:15,129 - mmaction - INFO - Epoch [2][40/3757] lr: 5.000e-03, eta: 19:30:29, time: 1.209, data_time: 0.011, memory: 17874, top1_acc: 0.6797, top5_acc: 0.8961, loss_cls: 1.2587, loss: 1.2587, grad_norm: 5.9013 2021-05-26 15:48:39,955 - mmaction - INFO - Epoch [2][60/3757] lr: 5.000e-03, eta: 19:29:43, time: 1.265, data_time: 0.027, memory: 17874, top1_acc: 0.6945, top5_acc: 0.8797, loss_cls: 1.2062, loss: 1.2062, grad_norm: 5.9219 2021-05-26 15:49:06,672 - mmaction - INFO - Epoch [2][80/3757] lr: 5.000e-03, eta: 19:29:16, time: 1.334, data_time: 0.003, memory: 17874, top1_acc: 0.6969, top5_acc: 0.8969, loss_cls: 1.1899, loss: 1.1899, grad_norm: 5.9233 2021-05-26 15:49:30,141 - mmaction - INFO - Epoch [2][100/3757] lr: 5.000e-03, eta: 19:28:05, time: 1.172, data_time: 0.004, memory: 17874, top1_acc: 0.6891, top5_acc: 0.8844, loss_cls: 1.2297, loss: 1.2297, grad_norm: 6.0760 2021-05-26 15:49:52,782 - mmaction - INFO - Epoch [2][120/3757] lr: 5.000e-03, eta: 19:26:44, time: 1.134, data_time: 0.005, memory: 17874, top1_acc: 0.6953, top5_acc: 0.8797, loss_cls: 1.2386, loss: 1.2386, grad_norm: 6.3492 2021-05-26 15:50:15,724 - mmaction - INFO - Epoch [2][140/3757] lr: 5.000e-03, eta: 19:25:19, time: 1.119, data_time: 0.002, memory: 17874, top1_acc: 0.6719, top5_acc: 0.8844, loss_cls: 1.2554, loss: 1.2554, grad_norm: 5.9451 2021-05-26 15:50:43,100 - mmaction - INFO - Epoch [2][160/3757] lr: 5.000e-03, eta: 19:25:10, time: 1.397, data_time: 0.036, memory: 17874, top1_acc: 0.6969, top5_acc: 0.9016, loss_cls: 1.1535, loss: 1.1535, grad_norm: 5.8271 2021-05-26 15:51:05,256 - mmaction - INFO - Epoch [2][180/3757] lr: 5.000e-03, eta: 19:23:43, time: 1.109, data_time: 0.002, memory: 17874, top1_acc: 0.6875, top5_acc: 0.8883, loss_cls: 1.2031, loss: 1.2031, grad_norm: 6.2093 2021-05-26 15:51:27,884 - mmaction - INFO - Epoch [2][200/3757] lr: 5.000e-03, eta: 19:22:23, time: 1.131, data_time: 0.001, memory: 17874, top1_acc: 0.6750, top5_acc: 0.8719, loss_cls: 1.2923, loss: 1.2923, grad_norm: 6.1214 2021-05-26 15:51:50,130 - mmaction - INFO - Epoch [2][220/3757] lr: 5.000e-03, eta: 19:20:59, time: 1.112, data_time: 0.002, memory: 17874, top1_acc: 0.6836, top5_acc: 0.8891, loss_cls: 1.1932, loss: 1.1932, grad_norm: 5.8864 2021-05-26 15:52:16,744 - mmaction - INFO - Epoch [2][240/3757] lr: 5.000e-03, eta: 19:20:31, time: 1.324, data_time: 0.002, memory: 17874, top1_acc: 0.6969, top5_acc: 0.8891, loss_cls: 1.1900, loss: 1.1900, grad_norm: 6.1851 2021-05-26 15:52:41,850 - mmaction - INFO - Epoch [2][260/3757] lr: 5.000e-03, eta: 19:19:46, time: 1.259, data_time: 0.010, memory: 17874, top1_acc: 0.7078, top5_acc: 0.8984, loss_cls: 1.1960, loss: 1.1960, grad_norm: 5.8944 2021-05-26 15:53:04,855 - mmaction - INFO - Epoch [2][280/3757] lr: 5.000e-03, eta: 19:18:33, time: 1.150, data_time: 0.005, memory: 17874, top1_acc: 0.6781, top5_acc: 0.8930, loss_cls: 1.2281, loss: 1.2281, grad_norm: 6.3371 2021-05-26 15:53:28,422 - mmaction - INFO - Epoch [2][300/3757] lr: 5.000e-03, eta: 19:17:26, time: 1.175, data_time: 0.005, memory: 17874, top1_acc: 0.6734, top5_acc: 0.8828, loss_cls: 1.2779, loss: 1.2779, grad_norm: 5.9862 2021-05-26 15:53:51,134 - mmaction - INFO - Epoch [2][320/3757] lr: 5.000e-03, eta: 19:16:12, time: 1.141, data_time: 0.009, memory: 17874, top1_acc: 0.6930, top5_acc: 0.8906, loss_cls: 1.2050, loss: 1.2050, grad_norm: 5.6777 2021-05-26 15:54:13,508 - mmaction - INFO - Epoch [2][340/3757] lr: 5.000e-03, eta: 19:14:52, time: 1.119, data_time: 0.004, memory: 17874, top1_acc: 0.6656, top5_acc: 0.8773, loss_cls: 1.2835, loss: 1.2835, grad_norm: 6.3401 2021-05-26 15:54:35,909 - mmaction - INFO - Epoch [2][360/3757] lr: 5.000e-03, eta: 19:13:34, time: 1.121, data_time: 0.003, memory: 17874, top1_acc: 0.6664, top5_acc: 0.8891, loss_cls: 1.2383, loss: 1.2383, grad_norm: 6.4116 2021-05-26 15:54:58,258 - mmaction - INFO - Epoch [2][380/3757] lr: 5.000e-03, eta: 19:12:15, time: 1.118, data_time: 0.003, memory: 17874, top1_acc: 0.6828, top5_acc: 0.8781, loss_cls: 1.2405, loss: 1.2405, grad_norm: 6.0764 2021-05-26 15:55:25,015 - mmaction - INFO - Epoch [2][400/3757] lr: 5.000e-03, eta: 19:11:51, time: 1.334, data_time: 0.002, memory: 17874, top1_acc: 0.6867, top5_acc: 0.8883, loss_cls: 1.2427, loss: 1.2427, grad_norm: 6.0368 2021-05-26 15:55:49,270 - mmaction - INFO - Epoch [2][420/3757] lr: 5.000e-03, eta: 19:10:57, time: 1.213, data_time: 0.009, memory: 17874, top1_acc: 0.6703, top5_acc: 0.8727, loss_cls: 1.3047, loss: 1.3047, grad_norm: 6.0703 2021-05-26 15:56:11,632 - mmaction - INFO - Epoch [2][440/3757] lr: 5.000e-03, eta: 19:09:40, time: 1.121, data_time: 0.006, memory: 17874, top1_acc: 0.6609, top5_acc: 0.8711, loss_cls: 1.2999, loss: 1.2999, grad_norm: 5.9991 2021-05-26 15:56:36,173 - mmaction - INFO - Epoch [2][460/3757] lr: 5.000e-03, eta: 19:08:50, time: 1.227, data_time: 0.005, memory: 17874, top1_acc: 0.6734, top5_acc: 0.8812, loss_cls: 1.2459, loss: 1.2459, grad_norm: 6.1696 2021-05-26 15:56:59,076 - mmaction - INFO - Epoch [2][480/3757] lr: 5.000e-03, eta: 19:07:39, time: 1.142, data_time: 0.005, memory: 17874, top1_acc: 0.6898, top5_acc: 0.8969, loss_cls: 1.2020, loss: 1.2020, grad_norm: 6.0306 2021-05-26 15:57:21,824 - mmaction - INFO - Epoch [2][500/3757] lr: 5.000e-03, eta: 19:06:29, time: 1.141, data_time: 0.005, memory: 17874, top1_acc: 0.6891, top5_acc: 0.8828, loss_cls: 1.2123, loss: 1.2123, grad_norm: 5.7183 2021-05-26 15:57:47,103 - mmaction - INFO - Epoch [2][520/3757] lr: 5.000e-03, eta: 19:05:48, time: 1.263, data_time: 0.002, memory: 17874, top1_acc: 0.6781, top5_acc: 0.8828, loss_cls: 1.2503, loss: 1.2503, grad_norm: 5.8548 2021-05-26 15:58:13,253 - mmaction - INFO - Epoch [2][540/3757] lr: 5.000e-03, eta: 19:05:17, time: 1.301, data_time: 0.003, memory: 17874, top1_acc: 0.6727, top5_acc: 0.8922, loss_cls: 1.2407, loss: 1.2407, grad_norm: 6.3732 2021-05-26 15:58:35,799 - mmaction - INFO - Epoch [2][560/3757] lr: 5.000e-03, eta: 19:04:06, time: 1.132, data_time: 0.015, memory: 17874, top1_acc: 0.6711, top5_acc: 0.8797, loss_cls: 1.2743, loss: 1.2743, grad_norm: 6.1856 2021-05-26 15:58:59,794 - mmaction - INFO - Epoch [2][580/3757] lr: 5.000e-03, eta: 19:03:10, time: 1.198, data_time: 0.005, memory: 17874, top1_acc: 0.6961, top5_acc: 0.8922, loss_cls: 1.1808, loss: 1.1808, grad_norm: 5.8156 2021-05-26 15:59:22,555 - mmaction - INFO - Epoch [2][600/3757] lr: 5.000e-03, eta: 19:02:01, time: 1.141, data_time: 0.006, memory: 17874, top1_acc: 0.6992, top5_acc: 0.8883, loss_cls: 1.1959, loss: 1.1959, grad_norm: 6.1121 2021-05-26 15:59:46,817 - mmaction - INFO - Epoch [2][620/3757] lr: 5.000e-03, eta: 19:01:10, time: 1.212, data_time: 0.004, memory: 17874, top1_acc: 0.6750, top5_acc: 0.8758, loss_cls: 1.2709, loss: 1.2709, grad_norm: 6.0927 2021-05-26 16:00:09,330 - mmaction - INFO - Epoch [2][640/3757] lr: 5.000e-03, eta: 18:59:59, time: 1.127, data_time: 0.007, memory: 17874, top1_acc: 0.6789, top5_acc: 0.8734, loss_cls: 1.2560, loss: 1.2560, grad_norm: 5.8616 2021-05-26 16:00:31,199 - mmaction - INFO - Epoch [2][660/3757] lr: 5.000e-03, eta: 18:58:40, time: 1.094, data_time: 0.005, memory: 17874, top1_acc: 0.6820, top5_acc: 0.8875, loss_cls: 1.2269, loss: 1.2269, grad_norm: 6.1017 2021-05-26 16:00:53,388 - mmaction - INFO - Epoch [2][680/3757] lr: 5.000e-03, eta: 18:57:25, time: 1.109, data_time: 0.003, memory: 17874, top1_acc: 0.6687, top5_acc: 0.8836, loss_cls: 1.2661, loss: 1.2661, grad_norm: 5.9637 2021-05-26 16:01:16,261 - mmaction - INFO - Epoch [2][700/3757] lr: 5.000e-03, eta: 18:56:19, time: 1.144, data_time: 0.003, memory: 17874, top1_acc: 0.6797, top5_acc: 0.8867, loss_cls: 1.2644, loss: 1.2644, grad_norm: 5.9992 2021-05-26 16:01:38,329 - mmaction - INFO - Epoch [2][720/3757] lr: 5.000e-03, eta: 18:55:04, time: 1.104, data_time: 0.003, memory: 17874, top1_acc: 0.6750, top5_acc: 0.8859, loss_cls: 1.2601, loss: 1.2601, grad_norm: 5.7716 2021-05-26 16:02:00,914 - mmaction - INFO - Epoch [2][740/3757] lr: 5.000e-03, eta: 18:53:55, time: 1.128, data_time: 0.003, memory: 17874, top1_acc: 0.6828, top5_acc: 0.8961, loss_cls: 1.2111, loss: 1.2111, grad_norm: 6.0553 2021-05-26 16:02:24,037 - mmaction - INFO - Epoch [2][760/3757] lr: 5.000e-03, eta: 18:52:54, time: 1.157, data_time: 0.004, memory: 17874, top1_acc: 0.6781, top5_acc: 0.8758, loss_cls: 1.2830, loss: 1.2830, grad_norm: 7.3249 2021-05-26 16:02:49,557 - mmaction - INFO - Epoch [2][780/3757] lr: 5.000e-03, eta: 18:52:18, time: 1.270, data_time: 0.003, memory: 17874, top1_acc: 0.6727, top5_acc: 0.8680, loss_cls: 1.3090, loss: 1.3090, grad_norm: 6.6800 2021-05-26 16:03:14,548 - mmaction - INFO - Epoch [2][800/3757] lr: 5.000e-03, eta: 18:51:38, time: 1.250, data_time: 0.012, memory: 17874, top1_acc: 0.6852, top5_acc: 0.8820, loss_cls: 1.2247, loss: 1.2247, grad_norm: 6.0776 2021-05-26 16:03:38,925 - mmaction - INFO - Epoch [2][820/3757] lr: 5.000e-03, eta: 18:50:52, time: 1.227, data_time: 0.014, memory: 17874, top1_acc: 0.6930, top5_acc: 0.8727, loss_cls: 1.2251, loss: 1.2251, grad_norm: 6.0636 2021-05-26 16:04:02,221 - mmaction - INFO - Epoch [2][840/3757] lr: 5.000e-03, eta: 18:49:53, time: 1.164, data_time: 0.002, memory: 17874, top1_acc: 0.6750, top5_acc: 0.8812, loss_cls: 1.2472, loss: 1.2472, grad_norm: 6.2865 2021-05-26 16:04:27,847 - mmaction - INFO - Epoch [2][860/3757] lr: 5.000e-03, eta: 18:49:20, time: 1.280, data_time: 0.002, memory: 17874, top1_acc: 0.6844, top5_acc: 0.8828, loss_cls: 1.2441, loss: 1.2441, grad_norm: 6.2869 2021-05-26 16:04:52,343 - mmaction - INFO - Epoch [2][880/3757] lr: 5.000e-03, eta: 18:48:35, time: 1.224, data_time: 0.003, memory: 17874, top1_acc: 0.6828, top5_acc: 0.8812, loss_cls: 1.2559, loss: 1.2559, grad_norm: 5.9953 2021-05-26 16:05:15,078 - mmaction - INFO - Epoch [2][900/3757] lr: 5.000e-03, eta: 18:47:31, time: 1.139, data_time: 0.004, memory: 17874, top1_acc: 0.6609, top5_acc: 0.8945, loss_cls: 1.2543, loss: 1.2543, grad_norm: 6.1961 2021-05-26 16:05:37,163 - mmaction - INFO - Epoch [2][920/3757] lr: 5.000e-03, eta: 18:46:18, time: 1.099, data_time: 0.002, memory: 17874, top1_acc: 0.6625, top5_acc: 0.8719, loss_cls: 1.3005, loss: 1.3005, grad_norm: 6.4484 2021-05-26 16:05:59,387 - mmaction - INFO - Epoch [2][940/3757] lr: 5.000e-03, eta: 18:45:10, time: 1.115, data_time: 0.008, memory: 17874, top1_acc: 0.6961, top5_acc: 0.8898, loss_cls: 1.1937, loss: 1.1937, grad_norm: 5.7851 2021-05-26 16:06:21,685 - mmaction - INFO - Epoch [2][960/3757] lr: 5.000e-03, eta: 18:44:02, time: 1.115, data_time: 0.005, memory: 17874, top1_acc: 0.6945, top5_acc: 0.8914, loss_cls: 1.1786, loss: 1.1786, grad_norm: 5.8956 2021-05-26 16:06:44,200 - mmaction - INFO - Epoch [2][980/3757] lr: 5.000e-03, eta: 18:42:57, time: 1.126, data_time: 0.003, memory: 17874, top1_acc: 0.6641, top5_acc: 0.8703, loss_cls: 1.3006, loss: 1.3006, grad_norm: 6.1125 2021-05-26 16:07:08,869 - mmaction - INFO - Epoch [2][1000/3757] lr: 5.000e-03, eta: 18:42:15, time: 1.233, data_time: 0.003, memory: 17874, top1_acc: 0.7180, top5_acc: 0.8992, loss_cls: 1.1441, loss: 1.1441, grad_norm: 5.7980 2021-05-26 16:07:30,501 - mmaction - INFO - Epoch [2][1020/3757] lr: 5.000e-03, eta: 18:41:00, time: 1.080, data_time: 0.005, memory: 17874, top1_acc: 0.6953, top5_acc: 0.8852, loss_cls: 1.2389, loss: 1.2389, grad_norm: 6.3809 2021-05-26 16:07:59,313 - mmaction - INFO - Epoch [2][1040/3757] lr: 5.000e-03, eta: 18:41:03, time: 1.439, data_time: 0.004, memory: 17874, top1_acc: 0.6797, top5_acc: 0.8812, loss_cls: 1.2356, loss: 1.2356, grad_norm: 6.1929 2021-05-26 16:08:23,060 - mmaction - INFO - Epoch [2][1060/3757] lr: 5.000e-03, eta: 18:40:12, time: 1.189, data_time: 0.006, memory: 17874, top1_acc: 0.6562, top5_acc: 0.8719, loss_cls: 1.3115, loss: 1.3115, grad_norm: 6.5465 2021-05-26 16:08:45,495 - mmaction - INFO - Epoch [2][1080/3757] lr: 5.000e-03, eta: 18:39:08, time: 1.124, data_time: 0.007, memory: 17874, top1_acc: 0.6766, top5_acc: 0.8867, loss_cls: 1.2400, loss: 1.2400, grad_norm: 6.1417 2021-05-26 16:09:06,874 - mmaction - INFO - Epoch [2][1100/3757] lr: 5.000e-03, eta: 18:37:51, time: 1.066, data_time: 0.002, memory: 17874, top1_acc: 0.6984, top5_acc: 0.8969, loss_cls: 1.1926, loss: 1.1926, grad_norm: 5.8193 2021-05-26 16:09:29,728 - mmaction - INFO - Epoch [2][1120/3757] lr: 5.000e-03, eta: 18:36:52, time: 1.145, data_time: 0.005, memory: 17874, top1_acc: 0.6750, top5_acc: 0.8781, loss_cls: 1.2621, loss: 1.2621, grad_norm: 6.0346 2021-05-26 16:09:52,103 - mmaction - INFO - Epoch [2][1140/3757] lr: 5.000e-03, eta: 18:35:48, time: 1.119, data_time: 0.007, memory: 17874, top1_acc: 0.6820, top5_acc: 0.8797, loss_cls: 1.2699, loss: 1.2699, grad_norm: 5.8164 2021-05-26 16:10:14,397 - mmaction - INFO - Epoch [2][1160/3757] lr: 5.000e-03, eta: 18:34:43, time: 1.115, data_time: 0.002, memory: 17874, top1_acc: 0.7055, top5_acc: 0.8867, loss_cls: 1.1837, loss: 1.1837, grad_norm: 5.8824 2021-05-26 16:10:36,766 - mmaction - INFO - Epoch [2][1180/3757] lr: 5.000e-03, eta: 18:33:38, time: 1.117, data_time: 0.002, memory: 17874, top1_acc: 0.6977, top5_acc: 0.8953, loss_cls: 1.2079, loss: 1.2079, grad_norm: 5.8506 2021-05-26 16:10:59,816 - mmaction - INFO - Epoch [2][1200/3757] lr: 5.000e-03, eta: 18:32:42, time: 1.152, data_time: 0.004, memory: 17874, top1_acc: 0.6773, top5_acc: 0.8836, loss_cls: 1.2186, loss: 1.2186, grad_norm: 6.2184 2021-05-26 16:11:28,990 - mmaction - INFO - Epoch [2][1220/3757] lr: 5.000e-03, eta: 18:32:49, time: 1.459, data_time: 0.005, memory: 17874, top1_acc: 0.6891, top5_acc: 0.8797, loss_cls: 1.2057, loss: 1.2057, grad_norm: 6.0825 2021-05-26 16:11:58,298 - mmaction - INFO - Epoch [2][1240/3757] lr: 5.000e-03, eta: 18:32:56, time: 1.460, data_time: 0.007, memory: 17874, top1_acc: 0.6937, top5_acc: 0.8914, loss_cls: 1.2198, loss: 1.2198, grad_norm: 5.9875 2021-05-26 16:12:23,406 - mmaction - INFO - Epoch [2][1260/3757] lr: 5.000e-03, eta: 18:32:22, time: 1.262, data_time: 0.009, memory: 17874, top1_acc: 0.6813, top5_acc: 0.8930, loss_cls: 1.2601, loss: 1.2601, grad_norm: 6.1459 2021-05-26 16:12:45,118 - mmaction - INFO - Epoch [2][1280/3757] lr: 5.000e-03, eta: 18:31:13, time: 1.087, data_time: 0.003, memory: 17874, top1_acc: 0.6859, top5_acc: 0.8867, loss_cls: 1.2007, loss: 1.2007, grad_norm: 6.1930 2021-05-26 16:13:07,448 - mmaction - INFO - Epoch [2][1300/3757] lr: 5.000e-03, eta: 18:30:09, time: 1.116, data_time: 0.002, memory: 17874, top1_acc: 0.6930, top5_acc: 0.9031, loss_cls: 1.2013, loss: 1.2013, grad_norm: 5.9742 2021-05-26 16:13:31,640 - mmaction - INFO - Epoch [2][1320/3757] lr: 5.000e-03, eta: 18:29:26, time: 1.210, data_time: 0.002, memory: 17874, top1_acc: 0.6781, top5_acc: 0.8883, loss_cls: 1.2241, loss: 1.2241, grad_norm: 5.9943 2021-05-26 16:13:54,550 - mmaction - INFO - Epoch [2][1340/3757] lr: 5.000e-03, eta: 18:28:28, time: 1.139, data_time: 0.002, memory: 17874, top1_acc: 0.6609, top5_acc: 0.8836, loss_cls: 1.2820, loss: 1.2820, grad_norm: 5.7482 2021-05-26 16:14:18,557 - mmaction - INFO - Epoch [2][1360/3757] lr: 5.000e-03, eta: 18:27:43, time: 1.207, data_time: 0.011, memory: 17874, top1_acc: 0.6805, top5_acc: 0.8766, loss_cls: 1.2391, loss: 1.2391, grad_norm: 5.8791 2021-05-26 16:14:41,357 - mmaction - INFO - Epoch [2][1380/3757] lr: 5.000e-03, eta: 18:26:46, time: 1.139, data_time: 0.002, memory: 17874, top1_acc: 0.6969, top5_acc: 0.8836, loss_cls: 1.2218, loss: 1.2218, grad_norm: 5.6288 2021-05-26 16:15:04,256 - mmaction - INFO - Epoch [2][1400/3757] lr: 5.000e-03, eta: 18:25:50, time: 1.146, data_time: 0.004, memory: 17874, top1_acc: 0.6914, top5_acc: 0.8781, loss_cls: 1.2037, loss: 1.2037, grad_norm: 5.6279 2021-05-26 16:15:26,942 - mmaction - INFO - Epoch [2][1420/3757] lr: 5.000e-03, eta: 18:24:52, time: 1.135, data_time: 0.003, memory: 17874, top1_acc: 0.6805, top5_acc: 0.8953, loss_cls: 1.2133, loss: 1.2133, grad_norm: 5.6433 2021-05-26 16:15:49,560 - mmaction - INFO - Epoch [2][1440/3757] lr: 5.000e-03, eta: 18:23:54, time: 1.131, data_time: 0.002, memory: 17874, top1_acc: 0.6820, top5_acc: 0.8781, loss_cls: 1.2747, loss: 1.2747, grad_norm: 6.2753 2021-05-26 16:16:11,203 - mmaction - INFO - Epoch [2][1460/3757] lr: 5.000e-03, eta: 18:22:46, time: 1.082, data_time: 0.002, memory: 17874, top1_acc: 0.6820, top5_acc: 0.8773, loss_cls: 1.2502, loss: 1.2502, grad_norm: 5.9335 2021-05-26 16:16:33,481 - mmaction - INFO - Epoch [2][1480/3757] lr: 5.000e-03, eta: 18:21:45, time: 1.110, data_time: 0.005, memory: 17874, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.2902, loss: 1.2902, grad_norm: 6.1730 2021-05-26 16:16:55,552 - mmaction - INFO - Epoch [2][1500/3757] lr: 5.000e-03, eta: 18:20:43, time: 1.106, data_time: 0.007, memory: 17874, top1_acc: 0.6883, top5_acc: 0.9031, loss_cls: 1.1477, loss: 1.1477, grad_norm: 5.8642 2021-05-26 16:17:18,109 - mmaction - INFO - Epoch [2][1520/3757] lr: 5.000e-03, eta: 18:19:45, time: 1.129, data_time: 0.004, memory: 17874, top1_acc: 0.6867, top5_acc: 0.8953, loss_cls: 1.1818, loss: 1.1818, grad_norm: 6.1749 2021-05-26 16:17:40,589 - mmaction - INFO - Epoch [2][1540/3757] lr: 5.000e-03, eta: 18:18:47, time: 1.123, data_time: 0.002, memory: 17874, top1_acc: 0.6859, top5_acc: 0.8891, loss_cls: 1.2230, loss: 1.2230, grad_norm: 6.0504 2021-05-26 16:18:02,942 - mmaction - INFO - Epoch [2][1560/3757] lr: 5.000e-03, eta: 18:17:48, time: 1.118, data_time: 0.002, memory: 17874, top1_acc: 0.6805, top5_acc: 0.8883, loss_cls: 1.2091, loss: 1.2091, grad_norm: 6.0702 2021-05-26 16:18:25,131 - mmaction - INFO - Epoch [2][1580/3757] lr: 5.000e-03, eta: 18:16:47, time: 1.110, data_time: 0.003, memory: 17874, top1_acc: 0.6687, top5_acc: 0.8945, loss_cls: 1.2387, loss: 1.2387, grad_norm: 6.0973 2021-05-26 16:18:48,849 - mmaction - INFO - Epoch [2][1600/3757] lr: 5.000e-03, eta: 18:16:01, time: 1.181, data_time: 0.002, memory: 17874, top1_acc: 0.6992, top5_acc: 0.8977, loss_cls: 1.1668, loss: 1.1668, grad_norm: 5.8256 2021-05-26 16:19:13,756 - mmaction - INFO - Epoch [2][1620/3757] lr: 5.000e-03, eta: 18:15:27, time: 1.245, data_time: 0.006, memory: 17874, top1_acc: 0.6711, top5_acc: 0.8922, loss_cls: 1.2076, loss: 1.2076, grad_norm: 5.9045 2021-05-26 16:19:41,005 - mmaction - INFO - Epoch [2][1640/3757] lr: 5.000e-03, eta: 18:15:15, time: 1.363, data_time: 0.007, memory: 17874, top1_acc: 0.6758, top5_acc: 0.8703, loss_cls: 1.2834, loss: 1.2834, grad_norm: 6.3802 2021-05-26 16:20:04,306 - mmaction - INFO - Epoch [2][1660/3757] lr: 5.000e-03, eta: 18:14:26, time: 1.165, data_time: 0.013, memory: 17874, top1_acc: 0.6891, top5_acc: 0.8883, loss_cls: 1.2109, loss: 1.2109, grad_norm: 6.1002 2021-05-26 16:20:29,882 - mmaction - INFO - Epoch [2][1680/3757] lr: 5.000e-03, eta: 18:13:59, time: 1.283, data_time: 0.006, memory: 17874, top1_acc: 0.7023, top5_acc: 0.9031, loss_cls: 1.1804, loss: 1.1804, grad_norm: 5.9730 2021-05-26 16:20:51,391 - mmaction - INFO - Epoch [2][1700/3757] lr: 5.000e-03, eta: 18:12:53, time: 1.075, data_time: 0.002, memory: 17874, top1_acc: 0.6805, top5_acc: 0.8859, loss_cls: 1.2329, loss: 1.2329, grad_norm: 6.7050 2021-05-26 16:21:19,020 - mmaction - INFO - Epoch [2][1720/3757] lr: 5.000e-03, eta: 18:12:44, time: 1.379, data_time: 0.004, memory: 17874, top1_acc: 0.7195, top5_acc: 0.9016, loss_cls: 1.1543, loss: 1.1543, grad_norm: 5.8254 2021-05-26 16:21:40,740 - mmaction - INFO - Epoch [2][1740/3757] lr: 5.000e-03, eta: 18:11:41, time: 1.088, data_time: 0.005, memory: 17874, top1_acc: 0.6781, top5_acc: 0.8891, loss_cls: 1.2268, loss: 1.2268, grad_norm: 6.1534 2021-05-26 16:22:03,638 - mmaction - INFO - Epoch [2][1760/3757] lr: 5.000e-03, eta: 18:10:49, time: 1.144, data_time: 0.003, memory: 17874, top1_acc: 0.6930, top5_acc: 0.8758, loss_cls: 1.2465, loss: 1.2465, grad_norm: 6.1310 2021-05-26 16:22:28,367 - mmaction - INFO - Epoch [2][1780/3757] lr: 5.000e-03, eta: 18:10:14, time: 1.236, data_time: 0.003, memory: 17874, top1_acc: 0.6820, top5_acc: 0.8844, loss_cls: 1.2187, loss: 1.2187, grad_norm: 6.0109 2021-05-26 16:22:50,871 - mmaction - INFO - Epoch [2][1800/3757] lr: 5.000e-03, eta: 18:09:18, time: 1.125, data_time: 0.004, memory: 17874, top1_acc: 0.6820, top5_acc: 0.8898, loss_cls: 1.2425, loss: 1.2425, grad_norm: 6.2186 2021-05-26 16:23:13,268 - mmaction - INFO - Epoch [2][1820/3757] lr: 5.000e-03, eta: 18:08:23, time: 1.121, data_time: 0.002, memory: 17874, top1_acc: 0.6992, top5_acc: 0.9016, loss_cls: 1.1007, loss: 1.1007, grad_norm: 5.9777 2021-05-26 16:23:36,526 - mmaction - INFO - Epoch [2][1840/3757] lr: 5.000e-03, eta: 18:07:34, time: 1.162, data_time: 0.003, memory: 17874, top1_acc: 0.6797, top5_acc: 0.8922, loss_cls: 1.2019, loss: 1.2019, grad_norm: 6.1922 2021-05-26 16:23:59,765 - mmaction - INFO - Epoch [2][1860/3757] lr: 5.000e-03, eta: 18:06:46, time: 1.159, data_time: 0.003, memory: 17874, top1_acc: 0.6883, top5_acc: 0.8859, loss_cls: 1.1829, loss: 1.1829, grad_norm: 5.9623 2021-05-26 16:24:26,422 - mmaction - INFO - Epoch [2][1880/3757] lr: 5.000e-03, eta: 18:06:28, time: 1.332, data_time: 0.006, memory: 17874, top1_acc: 0.6922, top5_acc: 0.8953, loss_cls: 1.1639, loss: 1.1639, grad_norm: 5.7562 2021-05-26 16:24:57,021 - mmaction - INFO - Epoch [2][1900/3757] lr: 5.000e-03, eta: 18:06:47, time: 1.532, data_time: 0.006, memory: 17874, top1_acc: 0.6836, top5_acc: 0.8930, loss_cls: 1.2312, loss: 1.2312, grad_norm: 6.1277 2021-05-26 16:25:20,197 - mmaction - INFO - Epoch [2][1920/3757] lr: 5.000e-03, eta: 18:05:58, time: 1.158, data_time: 0.008, memory: 17874, top1_acc: 0.6820, top5_acc: 0.8820, loss_cls: 1.2317, loss: 1.2317, grad_norm: 5.7557 2021-05-26 16:25:44,042 - mmaction - INFO - Epoch [2][1940/3757] lr: 5.000e-03, eta: 18:05:16, time: 1.193, data_time: 0.006, memory: 17874, top1_acc: 0.6883, top5_acc: 0.8891, loss_cls: 1.1833, loss: 1.1833, grad_norm: 5.6572 2021-05-26 16:26:09,658 - mmaction - INFO - Epoch [2][1960/3757] lr: 5.000e-03, eta: 18:04:49, time: 1.280, data_time: 0.004, memory: 17874, top1_acc: 0.6844, top5_acc: 0.8938, loss_cls: 1.2051, loss: 1.2051, grad_norm: 6.0027 2021-05-26 16:26:31,484 - mmaction - INFO - Epoch [2][1980/3757] lr: 5.000e-03, eta: 18:03:50, time: 1.094, data_time: 0.005, memory: 17874, top1_acc: 0.6797, top5_acc: 0.8898, loss_cls: 1.2165, loss: 1.2165, grad_norm: 5.9521 2021-05-26 16:26:55,463 - mmaction - INFO - Epoch [2][2000/3757] lr: 5.000e-03, eta: 18:03:09, time: 1.196, data_time: 0.003, memory: 17874, top1_acc: 0.6758, top5_acc: 0.8789, loss_cls: 1.2215, loss: 1.2215, grad_norm: 5.8418 2021-05-26 16:27:19,108 - mmaction - INFO - Epoch [2][2020/3757] lr: 5.000e-03, eta: 18:02:26, time: 1.185, data_time: 0.007, memory: 17874, top1_acc: 0.6859, top5_acc: 0.8875, loss_cls: 1.2254, loss: 1.2254, grad_norm: 5.8543 2021-05-26 16:27:41,926 - mmaction - INFO - Epoch [2][2040/3757] lr: 5.000e-03, eta: 18:01:35, time: 1.141, data_time: 0.003, memory: 17874, top1_acc: 0.6852, top5_acc: 0.8945, loss_cls: 1.1668, loss: 1.1668, grad_norm: 6.0518 2021-05-26 16:28:03,866 - mmaction - INFO - Epoch [2][2060/3757] lr: 5.000e-03, eta: 18:00:37, time: 1.096, data_time: 0.003, memory: 17874, top1_acc: 0.6992, top5_acc: 0.8930, loss_cls: 1.1696, loss: 1.1696, grad_norm: 5.8643 2021-05-26 16:28:26,123 - mmaction - INFO - Epoch [2][2080/3757] lr: 5.000e-03, eta: 17:59:42, time: 1.113, data_time: 0.004, memory: 17874, top1_acc: 0.6977, top5_acc: 0.8797, loss_cls: 1.2504, loss: 1.2504, grad_norm: 5.9619 2021-05-26 16:28:49,134 - mmaction - INFO - Epoch [2][2100/3757] lr: 5.000e-03, eta: 17:58:53, time: 1.151, data_time: 0.004, memory: 17874, top1_acc: 0.6766, top5_acc: 0.8773, loss_cls: 1.2592, loss: 1.2592, grad_norm: 5.9512 2021-05-26 16:29:11,440 - mmaction - INFO - Epoch [2][2120/3757] lr: 5.000e-03, eta: 17:57:59, time: 1.116, data_time: 0.002, memory: 17874, top1_acc: 0.6734, top5_acc: 0.8766, loss_cls: 1.2511, loss: 1.2511, grad_norm: 5.9284 2021-05-26 16:29:36,480 - mmaction - INFO - Epoch [2][2140/3757] lr: 5.000e-03, eta: 17:57:28, time: 1.251, data_time: 0.006, memory: 17874, top1_acc: 0.6836, top5_acc: 0.8906, loss_cls: 1.1713, loss: 1.1713, grad_norm: 5.8394 2021-05-26 16:30:00,599 - mmaction - INFO - Epoch [2][2160/3757] lr: 5.000e-03, eta: 17:56:49, time: 1.201, data_time: 0.002, memory: 17874, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.1909, loss: 1.1909, grad_norm: 5.5606 2021-05-26 16:30:29,409 - mmaction - INFO - Epoch [2][2180/3757] lr: 5.000e-03, eta: 17:56:51, time: 1.444, data_time: 0.008, memory: 17874, top1_acc: 0.6914, top5_acc: 0.8914, loss_cls: 1.1891, loss: 1.1891, grad_norm: 5.8530 2021-05-26 16:30:51,841 - mmaction - INFO - Epoch [2][2200/3757] lr: 5.000e-03, eta: 17:55:59, time: 1.123, data_time: 0.006, memory: 17874, top1_acc: 0.7031, top5_acc: 0.8945, loss_cls: 1.1403, loss: 1.1403, grad_norm: 5.5778 2021-05-26 16:31:17,875 - mmaction - INFO - Epoch [2][2220/3757] lr: 5.000e-03, eta: 17:55:37, time: 1.301, data_time: 0.003, memory: 17874, top1_acc: 0.6789, top5_acc: 0.8875, loss_cls: 1.2372, loss: 1.2372, grad_norm: 5.8147 2021-05-26 16:31:40,975 - mmaction - INFO - Epoch [2][2240/3757] lr: 5.000e-03, eta: 17:54:49, time: 1.153, data_time: 0.003, memory: 17874, top1_acc: 0.6836, top5_acc: 0.8859, loss_cls: 1.2253, loss: 1.2253, grad_norm: 5.6986 2021-05-26 16:32:02,793 - mmaction - INFO - Epoch [2][2260/3757] lr: 5.000e-03, eta: 17:53:53, time: 1.094, data_time: 0.007, memory: 17874, top1_acc: 0.7055, top5_acc: 0.8977, loss_cls: 1.1524, loss: 1.1524, grad_norm: 5.7569 2021-05-26 16:32:25,699 - mmaction - INFO - Epoch [2][2280/3757] lr: 5.000e-03, eta: 17:53:04, time: 1.145, data_time: 0.002, memory: 17874, top1_acc: 0.6984, top5_acc: 0.8953, loss_cls: 1.1226, loss: 1.1226, grad_norm: 5.5907 2021-05-26 16:32:50,360 - mmaction - INFO - Epoch [2][2300/3757] lr: 5.000e-03, eta: 17:52:31, time: 1.232, data_time: 0.005, memory: 17874, top1_acc: 0.6844, top5_acc: 0.8828, loss_cls: 1.2571, loss: 1.2571, grad_norm: 5.7970 2021-05-26 16:33:12,448 - mmaction - INFO - Epoch [2][2320/3757] lr: 5.000e-03, eta: 17:51:37, time: 1.106, data_time: 0.006, memory: 17874, top1_acc: 0.6992, top5_acc: 0.9031, loss_cls: 1.1370, loss: 1.1370, grad_norm: 5.6053 2021-05-26 16:33:41,969 - mmaction - INFO - Epoch [2][2340/3757] lr: 5.000e-03, eta: 17:51:43, time: 1.471, data_time: 0.004, memory: 17874, top1_acc: 0.6867, top5_acc: 0.8875, loss_cls: 1.2136, loss: 1.2136, grad_norm: 6.6348 2021-05-26 16:34:12,771 - mmaction - INFO - Epoch [2][2360/3757] lr: 5.000e-03, eta: 17:52:00, time: 1.542, data_time: 0.014, memory: 17874, top1_acc: 0.6891, top5_acc: 0.8969, loss_cls: 1.1608, loss: 1.1608, grad_norm: 6.0745 2021-05-26 16:34:34,813 - mmaction - INFO - Epoch [2][2380/3757] lr: 5.000e-03, eta: 17:51:06, time: 1.106, data_time: 0.006, memory: 17874, top1_acc: 0.6977, top5_acc: 0.8883, loss_cls: 1.1756, loss: 1.1756, grad_norm: 5.6611 2021-05-26 16:34:56,532 - mmaction - INFO - Epoch [2][2400/3757] lr: 5.000e-03, eta: 17:50:08, time: 1.083, data_time: 0.003, memory: 17874, top1_acc: 0.6820, top5_acc: 0.8820, loss_cls: 1.2326, loss: 1.2326, grad_norm: 5.6574 2021-05-26 16:35:19,369 - mmaction - INFO - Epoch [2][2420/3757] lr: 5.000e-03, eta: 17:49:21, time: 1.145, data_time: 0.006, memory: 17874, top1_acc: 0.7047, top5_acc: 0.8961, loss_cls: 1.1415, loss: 1.1415, grad_norm: 5.7844 2021-05-26 16:35:41,286 - mmaction - INFO - Epoch [2][2440/3757] lr: 5.000e-03, eta: 17:48:26, time: 1.096, data_time: 0.004, memory: 17874, top1_acc: 0.6789, top5_acc: 0.8953, loss_cls: 1.1784, loss: 1.1784, grad_norm: 6.3445 2021-05-26 16:36:03,247 - mmaction - INFO - Epoch [2][2460/3757] lr: 5.000e-03, eta: 17:47:31, time: 1.098, data_time: 0.004, memory: 17874, top1_acc: 0.6828, top5_acc: 0.8805, loss_cls: 1.2153, loss: 1.2153, grad_norm: 5.9549 2021-05-26 16:36:25,609 - mmaction - INFO - Epoch [2][2480/3757] lr: 5.000e-03, eta: 17:46:39, time: 1.114, data_time: 0.002, memory: 17874, top1_acc: 0.6867, top5_acc: 0.8977, loss_cls: 1.1484, loss: 1.1484, grad_norm: 5.9472 2021-05-26 16:36:49,073 - mmaction - INFO - Epoch [2][2500/3757] lr: 5.000e-03, eta: 17:45:58, time: 1.177, data_time: 0.006, memory: 17874, top1_acc: 0.6930, top5_acc: 0.8906, loss_cls: 1.1840, loss: 1.1840, grad_norm: 5.8743 2021-05-26 16:37:11,827 - mmaction - INFO - Epoch [2][2520/3757] lr: 5.000e-03, eta: 17:45:10, time: 1.138, data_time: 0.002, memory: 17874, top1_acc: 0.6937, top5_acc: 0.8797, loss_cls: 1.2602, loss: 1.2602, grad_norm: 5.7673 2021-05-26 16:37:36,153 - mmaction - INFO - Epoch [2][2540/3757] lr: 5.000e-03, eta: 17:44:35, time: 1.213, data_time: 0.002, memory: 17874, top1_acc: 0.7195, top5_acc: 0.8961, loss_cls: 1.1187, loss: 1.1187, grad_norm: 5.5576 2021-05-26 16:38:00,342 - mmaction - INFO - Epoch [2][2560/3757] lr: 5.000e-03, eta: 17:43:59, time: 1.212, data_time: 0.006, memory: 17874, top1_acc: 0.6719, top5_acc: 0.8836, loss_cls: 1.2428, loss: 1.2428, grad_norm: 5.8022 2021-05-26 16:38:22,525 - mmaction - INFO - Epoch [2][2580/3757] lr: 5.000e-03, eta: 17:43:07, time: 1.109, data_time: 0.003, memory: 17874, top1_acc: 0.6727, top5_acc: 0.8828, loss_cls: 1.2795, loss: 1.2795, grad_norm: 5.7239 2021-05-26 16:38:45,215 - mmaction - INFO - Epoch [2][2600/3757] lr: 5.000e-03, eta: 17:42:19, time: 1.134, data_time: 0.003, memory: 17874, top1_acc: 0.7047, top5_acc: 0.8891, loss_cls: 1.1869, loss: 1.1869, grad_norm: 5.6093 2021-05-26 16:39:07,403 - mmaction - INFO - Epoch [2][2620/3757] lr: 5.000e-03, eta: 17:41:28, time: 1.110, data_time: 0.002, memory: 17874, top1_acc: 0.7000, top5_acc: 0.8922, loss_cls: 1.1839, loss: 1.1839, grad_norm: 5.7554 2021-05-26 16:39:31,125 - mmaction - INFO - Epoch [2][2640/3757] lr: 5.000e-03, eta: 17:40:48, time: 1.180, data_time: 0.003, memory: 17874, top1_acc: 0.6664, top5_acc: 0.8859, loss_cls: 1.2821, loss: 1.2821, grad_norm: 6.2353 2021-05-26 16:39:56,480 - mmaction - INFO - Epoch [2][2660/3757] lr: 5.000e-03, eta: 17:40:22, time: 1.272, data_time: 0.012, memory: 17874, top1_acc: 0.7016, top5_acc: 0.9031, loss_cls: 1.1468, loss: 1.1468, grad_norm: 5.7546 2021-05-26 16:40:25,078 - mmaction - INFO - Epoch [2][2680/3757] lr: 5.000e-03, eta: 17:40:21, time: 1.430, data_time: 0.005, memory: 17874, top1_acc: 0.7078, top5_acc: 0.8906, loss_cls: 1.1916, loss: 1.1916, grad_norm: 6.0487 2021-05-26 16:40:48,248 - mmaction - INFO - Epoch [2][2700/3757] lr: 5.000e-03, eta: 17:39:38, time: 1.160, data_time: 0.005, memory: 17874, top1_acc: 0.6914, top5_acc: 0.8727, loss_cls: 1.2150, loss: 1.2150, grad_norm: 5.9850 2021-05-26 16:41:10,110 - mmaction - INFO - Epoch [2][2720/3757] lr: 5.000e-03, eta: 17:38:44, time: 1.093, data_time: 0.004, memory: 17874, top1_acc: 0.7055, top5_acc: 0.8812, loss_cls: 1.1489, loss: 1.1489, grad_norm: 6.0985 2021-05-26 16:41:32,082 - mmaction - INFO - Epoch [2][2740/3757] lr: 5.000e-03, eta: 17:37:52, time: 1.099, data_time: 0.003, memory: 17874, top1_acc: 0.6906, top5_acc: 0.8836, loss_cls: 1.2196, loss: 1.2196, grad_norm: 5.8290 2021-05-26 16:41:57,467 - mmaction - INFO - Epoch [2][2760/3757] lr: 5.000e-03, eta: 17:37:26, time: 1.268, data_time: 0.004, memory: 17874, top1_acc: 0.6922, top5_acc: 0.8812, loss_cls: 1.2166, loss: 1.2166, grad_norm: 5.8442 2021-05-26 16:42:19,592 - mmaction - INFO - Epoch [2][2780/3757] lr: 5.000e-03, eta: 17:36:35, time: 1.106, data_time: 0.004, memory: 17874, top1_acc: 0.7141, top5_acc: 0.9102, loss_cls: 1.0971, loss: 1.0971, grad_norm: 5.8210 2021-05-26 16:42:41,610 - mmaction - INFO - Epoch [2][2800/3757] lr: 5.000e-03, eta: 17:35:43, time: 1.100, data_time: 0.004, memory: 17874, top1_acc: 0.6945, top5_acc: 0.9023, loss_cls: 1.1390, loss: 1.1390, grad_norm: 6.0048 2021-05-26 16:43:05,582 - mmaction - INFO - Epoch [2][2820/3757] lr: 5.000e-03, eta: 17:35:06, time: 1.197, data_time: 0.005, memory: 17874, top1_acc: 0.6883, top5_acc: 0.8969, loss_cls: 1.1740, loss: 1.1740, grad_norm: 6.2004 2021-05-26 16:43:27,590 - mmaction - INFO - Epoch [2][2840/3757] lr: 5.000e-03, eta: 17:34:15, time: 1.099, data_time: 0.006, memory: 17874, top1_acc: 0.7078, top5_acc: 0.8984, loss_cls: 1.1209, loss: 1.1209, grad_norm: 5.7545 2021-05-26 16:43:50,149 - mmaction - INFO - Epoch [2][2860/3757] lr: 5.000e-03, eta: 17:33:29, time: 1.132, data_time: 0.007, memory: 17874, top1_acc: 0.7102, top5_acc: 0.9008, loss_cls: 1.0987, loss: 1.0987, grad_norm: 5.5776 2021-05-26 16:44:12,109 - mmaction - INFO - Epoch [2][2880/3757] lr: 5.000e-03, eta: 17:32:37, time: 1.098, data_time: 0.003, memory: 17874, top1_acc: 0.6914, top5_acc: 0.8953, loss_cls: 1.1735, loss: 1.1735, grad_norm: 5.9191 2021-05-26 16:44:34,729 - mmaction - INFO - Epoch [2][2900/3757] lr: 5.000e-03, eta: 17:31:51, time: 1.130, data_time: 0.002, memory: 17874, top1_acc: 0.7008, top5_acc: 0.8930, loss_cls: 1.1455, loss: 1.1455, grad_norm: 5.9885 2021-05-26 16:44:57,373 - mmaction - INFO - Epoch [2][2920/3757] lr: 5.000e-03, eta: 17:31:05, time: 1.133, data_time: 0.003, memory: 17874, top1_acc: 0.6742, top5_acc: 0.8742, loss_cls: 1.2866, loss: 1.2866, grad_norm: 5.9672 2021-05-26 16:45:19,824 - mmaction - INFO - Epoch [2][2940/3757] lr: 5.000e-03, eta: 17:30:18, time: 1.122, data_time: 0.003, memory: 17874, top1_acc: 0.6836, top5_acc: 0.8781, loss_cls: 1.2639, loss: 1.2639, grad_norm: 5.8104 2021-05-26 16:45:42,694 - mmaction - INFO - Epoch [2][2960/3757] lr: 5.000e-03, eta: 17:29:34, time: 1.143, data_time: 0.003, memory: 17874, top1_acc: 0.6742, top5_acc: 0.8953, loss_cls: 1.2254, loss: 1.2254, grad_norm: 6.9482 2021-05-26 16:46:04,381 - mmaction - INFO - Epoch [2][2980/3757] lr: 5.000e-03, eta: 17:28:42, time: 1.086, data_time: 0.005, memory: 17874, top1_acc: 0.7023, top5_acc: 0.8969, loss_cls: 1.1956, loss: 1.1956, grad_norm: 5.7646 2021-05-26 16:46:27,364 - mmaction - INFO - Epoch [2][3000/3757] lr: 5.000e-03, eta: 17:27:58, time: 1.145, data_time: 0.002, memory: 17874, top1_acc: 0.7055, top5_acc: 0.9008, loss_cls: 1.1683, loss: 1.1683, grad_norm: 5.8350 2021-05-26 16:46:53,958 - mmaction - INFO - Epoch [2][3020/3757] lr: 5.000e-03, eta: 17:27:42, time: 1.332, data_time: 0.007, memory: 17874, top1_acc: 0.7008, top5_acc: 0.8969, loss_cls: 1.1821, loss: 1.1821, grad_norm: 6.2412 2021-05-26 16:47:16,693 - mmaction - INFO - Epoch [2][3040/3757] lr: 5.000e-03, eta: 17:26:58, time: 1.137, data_time: 0.004, memory: 17874, top1_acc: 0.6859, top5_acc: 0.8883, loss_cls: 1.1998, loss: 1.1998, grad_norm: 5.6839 2021-05-26 16:47:38,988 - mmaction - INFO - Epoch [2][3060/3757] lr: 5.000e-03, eta: 17:26:10, time: 1.113, data_time: 0.002, memory: 17874, top1_acc: 0.7133, top5_acc: 0.8969, loss_cls: 1.1485, loss: 1.1485, grad_norm: 5.8640 2021-05-26 16:48:01,645 - mmaction - INFO - Epoch [2][3080/3757] lr: 5.000e-03, eta: 17:25:26, time: 1.134, data_time: 0.004, memory: 17874, top1_acc: 0.7078, top5_acc: 0.9016, loss_cls: 1.1223, loss: 1.1223, grad_norm: 5.6573 2021-05-26 16:48:29,925 - mmaction - INFO - Epoch [2][3100/3757] lr: 5.000e-03, eta: 17:25:21, time: 1.411, data_time: 0.003, memory: 17874, top1_acc: 0.6961, top5_acc: 0.8805, loss_cls: 1.2155, loss: 1.2155, grad_norm: 7.3466 2021-05-26 16:48:53,866 - mmaction - INFO - Epoch [2][3120/3757] lr: 5.000e-03, eta: 17:24:46, time: 1.199, data_time: 0.007, memory: 17874, top1_acc: 0.6813, top5_acc: 0.8750, loss_cls: 1.2817, loss: 1.2817, grad_norm: 5.9771 2021-05-26 16:49:15,847 - mmaction - INFO - Epoch [2][3140/3757] lr: 5.000e-03, eta: 17:23:57, time: 1.101, data_time: 0.006, memory: 17874, top1_acc: 0.6906, top5_acc: 0.8820, loss_cls: 1.2119, loss: 1.2119, grad_norm: 5.8262 2021-05-26 16:49:38,648 - mmaction - INFO - Epoch [2][3160/3757] lr: 5.000e-03, eta: 17:23:13, time: 1.139, data_time: 0.003, memory: 17874, top1_acc: 0.7125, top5_acc: 0.9109, loss_cls: 1.0954, loss: 1.0954, grad_norm: 5.6615 2021-05-26 16:50:04,797 - mmaction - INFO - Epoch [2][3180/3757] lr: 5.000e-03, eta: 17:22:54, time: 1.306, data_time: 0.007, memory: 17874, top1_acc: 0.7125, top5_acc: 0.8906, loss_cls: 1.1864, loss: 1.1864, grad_norm: 5.8052 2021-05-26 16:50:27,485 - mmaction - INFO - Epoch [2][3200/3757] lr: 5.000e-03, eta: 17:22:09, time: 1.131, data_time: 0.005, memory: 17874, top1_acc: 0.6883, top5_acc: 0.8969, loss_cls: 1.1946, loss: 1.1946, grad_norm: 5.5885 2021-05-26 16:50:49,475 - mmaction - INFO - Epoch [2][3220/3757] lr: 5.000e-03, eta: 17:21:21, time: 1.104, data_time: 0.007, memory: 17874, top1_acc: 0.6961, top5_acc: 0.8812, loss_cls: 1.1909, loss: 1.1909, grad_norm: 5.6642 2021-05-26 16:51:11,297 - mmaction - INFO - Epoch [2][3240/3757] lr: 5.000e-03, eta: 17:20:31, time: 1.092, data_time: 0.003, memory: 17874, top1_acc: 0.6742, top5_acc: 0.8812, loss_cls: 1.2388, loss: 1.2388, grad_norm: 5.9120 2021-05-26 16:51:33,002 - mmaction - INFO - Epoch [2][3260/3757] lr: 5.000e-03, eta: 17:19:41, time: 1.086, data_time: 0.003, memory: 17874, top1_acc: 0.6844, top5_acc: 0.8922, loss_cls: 1.1902, loss: 1.1902, grad_norm: 5.8659 2021-05-26 16:51:55,061 - mmaction - INFO - Epoch [2][3280/3757] lr: 5.000e-03, eta: 17:18:53, time: 1.102, data_time: 0.003, memory: 17874, top1_acc: 0.6953, top5_acc: 0.8859, loss_cls: 1.1861, loss: 1.1861, grad_norm: 5.6910 2021-05-26 16:52:16,943 - mmaction - INFO - Epoch [2][3300/3757] lr: 5.000e-03, eta: 17:18:03, time: 1.094, data_time: 0.003, memory: 17874, top1_acc: 0.6992, top5_acc: 0.9023, loss_cls: 1.1244, loss: 1.1244, grad_norm: 5.5364 2021-05-26 16:52:39,074 - mmaction - INFO - Epoch [2][3320/3757] lr: 5.000e-03, eta: 17:17:16, time: 1.107, data_time: 0.003, memory: 17874, top1_acc: 0.6797, top5_acc: 0.8766, loss_cls: 1.2765, loss: 1.2765, grad_norm: 6.1691 2021-05-26 16:53:00,903 - mmaction - INFO - Epoch [2][3340/3757] lr: 5.000e-03, eta: 17:16:27, time: 1.088, data_time: 0.001, memory: 17874, top1_acc: 0.6781, top5_acc: 0.8781, loss_cls: 1.2577, loss: 1.2577, grad_norm: 5.8966 2021-05-26 16:53:23,471 - mmaction - INFO - Epoch [2][3360/3757] lr: 5.000e-03, eta: 17:15:44, time: 1.131, data_time: 0.005, memory: 17874, top1_acc: 0.7047, top5_acc: 0.8969, loss_cls: 1.1359, loss: 1.1359, grad_norm: 6.1657 2021-05-26 16:53:48,477 - mmaction - INFO - Epoch [2][3380/3757] lr: 5.000e-03, eta: 17:15:16, time: 1.248, data_time: 0.003, memory: 17874, top1_acc: 0.6898, top5_acc: 0.8938, loss_cls: 1.1494, loss: 1.1494, grad_norm: 6.0065 2021-05-26 16:54:10,794 - mmaction - INFO - Epoch [2][3400/3757] lr: 5.000e-03, eta: 17:14:31, time: 1.119, data_time: 0.004, memory: 17874, top1_acc: 0.6930, top5_acc: 0.8984, loss_cls: 1.1588, loss: 1.1588, grad_norm: 5.7088 2021-05-26 16:54:33,448 - mmaction - INFO - Epoch [2][3420/3757] lr: 5.000e-03, eta: 17:13:48, time: 1.132, data_time: 0.001, memory: 17874, top1_acc: 0.6914, top5_acc: 0.8961, loss_cls: 1.1743, loss: 1.1743, grad_norm: 5.4266 2021-05-26 16:54:56,051 - mmaction - INFO - Epoch [2][3440/3757] lr: 5.000e-03, eta: 17:13:05, time: 1.126, data_time: 0.004, memory: 17874, top1_acc: 0.6766, top5_acc: 0.8719, loss_cls: 1.2525, loss: 1.2525, grad_norm: 6.1400 2021-05-26 16:55:18,304 - mmaction - INFO - Epoch [2][3460/3757] lr: 5.000e-03, eta: 17:12:20, time: 1.116, data_time: 0.009, memory: 17874, top1_acc: 0.7125, top5_acc: 0.8891, loss_cls: 1.1586, loss: 1.1586, grad_norm: 5.6006 2021-05-26 16:55:40,397 - mmaction - INFO - Epoch [2][3480/3757] lr: 5.000e-03, eta: 17:11:33, time: 1.105, data_time: 0.002, memory: 17874, top1_acc: 0.6773, top5_acc: 0.8836, loss_cls: 1.2371, loss: 1.2371, grad_norm: 5.8050 2021-05-26 16:56:04,811 - mmaction - INFO - Epoch [2][3500/3757] lr: 5.000e-03, eta: 17:11:03, time: 1.221, data_time: 0.008, memory: 17874, top1_acc: 0.7031, top5_acc: 0.8891, loss_cls: 1.2013, loss: 1.2013, grad_norm: 5.6077 2021-05-26 16:56:31,656 - mmaction - INFO - Epoch [2][3520/3757] lr: 5.000e-03, eta: 17:10:49, time: 1.341, data_time: 0.002, memory: 17874, top1_acc: 0.7086, top5_acc: 0.8914, loss_cls: 1.1197, loss: 1.1197, grad_norm: 5.7770 2021-05-26 16:56:53,900 - mmaction - INFO - Epoch [2][3540/3757] lr: 5.000e-03, eta: 17:10:04, time: 1.113, data_time: 0.005, memory: 17874, top1_acc: 0.7000, top5_acc: 0.8961, loss_cls: 1.1768, loss: 1.1768, grad_norm: 5.7802 2021-05-26 16:57:16,004 - mmaction - INFO - Epoch [2][3560/3757] lr: 5.000e-03, eta: 17:09:18, time: 1.104, data_time: 0.003, memory: 17874, top1_acc: 0.6867, top5_acc: 0.8898, loss_cls: 1.1997, loss: 1.1997, grad_norm: 5.8077 2021-05-26 16:57:38,002 - mmaction - INFO - Epoch [2][3580/3757] lr: 5.000e-03, eta: 17:08:31, time: 1.101, data_time: 0.003, memory: 17874, top1_acc: 0.7156, top5_acc: 0.9031, loss_cls: 1.1065, loss: 1.1065, grad_norm: 5.8474 2021-05-26 16:57:59,827 - mmaction - INFO - Epoch [2][3600/3757] lr: 5.000e-03, eta: 17:07:44, time: 1.091, data_time: 0.006, memory: 17874, top1_acc: 0.7031, top5_acc: 0.9023, loss_cls: 1.1735, loss: 1.1735, grad_norm: 5.8454 2021-05-26 16:58:21,747 - mmaction - INFO - Epoch [2][3620/3757] lr: 5.000e-03, eta: 17:06:57, time: 1.096, data_time: 0.003, memory: 17874, top1_acc: 0.7195, top5_acc: 0.9070, loss_cls: 1.0678, loss: 1.0678, grad_norm: 5.6323 2021-05-26 16:58:45,120 - mmaction - INFO - Epoch [2][3640/3757] lr: 5.000e-03, eta: 17:06:19, time: 1.164, data_time: 0.003, memory: 17874, top1_acc: 0.6992, top5_acc: 0.8883, loss_cls: 1.1911, loss: 1.1911, grad_norm: 5.9010 2021-05-26 16:59:08,673 - mmaction - INFO - Epoch [2][3660/3757] lr: 5.000e-03, eta: 17:05:44, time: 1.176, data_time: 0.008, memory: 17874, top1_acc: 0.7273, top5_acc: 0.8969, loss_cls: 1.1172, loss: 1.1172, grad_norm: 5.4868 2021-05-26 16:59:31,020 - mmaction - INFO - Epoch [2][3680/3757] lr: 5.000e-03, eta: 17:05:00, time: 1.119, data_time: 0.008, memory: 17874, top1_acc: 0.6937, top5_acc: 0.8820, loss_cls: 1.2107, loss: 1.2107, grad_norm: 5.8256 2021-05-26 16:59:53,933 - mmaction - INFO - Epoch [2][3700/3757] lr: 5.000e-03, eta: 17:04:20, time: 1.147, data_time: 0.006, memory: 17874, top1_acc: 0.6953, top5_acc: 0.8891, loss_cls: 1.2058, loss: 1.2058, grad_norm: 5.7318 2021-05-26 17:00:16,126 - mmaction - INFO - Epoch [2][3720/3757] lr: 5.000e-03, eta: 17:03:36, time: 1.113, data_time: 0.011, memory: 17874, top1_acc: 0.6891, top5_acc: 0.8828, loss_cls: 1.2045, loss: 1.2045, grad_norm: 5.6986 2021-05-26 17:00:38,417 - mmaction - INFO - Epoch [2][3740/3757] lr: 5.000e-03, eta: 17:02:53, time: 1.115, data_time: 0.002, memory: 17874, top1_acc: 0.6984, top5_acc: 0.8945, loss_cls: 1.1379, loss: 1.1379, grad_norm: 5.5751 2021-05-26 17:01:13,351 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-05-26 17:10:41,933 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-26 17:10:42,908 - mmaction - INFO - top1_acc 0.7088 top5_acc 0.9029 2021-05-26 17:10:42,908 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-26 17:10:42,999 - mmaction - INFO - mean_acc 0.7087 2021-05-26 17:10:44,997 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-05-26 17:10:44,997 - mmaction - INFO - Best top1_acc is 0.7088 at 2 epoch. 2021-05-26 17:10:45,009 - mmaction - INFO - Epoch(val) [2][3757] top1_acc: 0.7088, top5_acc: 0.9029, mean_class_accuracy: 0.7087 2021-05-26 17:16:14,528 - mmaction - INFO - Epoch [3][20/3757] lr: 5.000e-03, eta: 17:32:40, time: 16.471, data_time: 15.141, memory: 17874, top1_acc: 0.7328, top5_acc: 0.9031, loss_cls: 1.0619, loss: 1.0619, grad_norm: 5.5614 2021-05-26 17:16:37,869 - mmaction - INFO - Epoch [3][40/3757] lr: 5.000e-03, eta: 17:31:58, time: 1.169, data_time: 0.006, memory: 17874, top1_acc: 0.7250, top5_acc: 0.9109, loss_cls: 1.0664, loss: 1.0664, grad_norm: 5.5092 2021-05-26 17:16:59,851 - mmaction - INFO - Epoch [3][60/3757] lr: 5.000e-03, eta: 17:31:07, time: 1.099, data_time: 0.004, memory: 17874, top1_acc: 0.7273, top5_acc: 0.9094, loss_cls: 1.0483, loss: 1.0483, grad_norm: 5.5071 2021-05-26 17:17:22,835 - mmaction - INFO - Epoch [3][80/3757] lr: 5.000e-03, eta: 17:30:23, time: 1.150, data_time: 0.004, memory: 17874, top1_acc: 0.7391, top5_acc: 0.9172, loss_cls: 0.9846, loss: 0.9846, grad_norm: 5.3387 2021-05-26 17:17:45,082 - mmaction - INFO - Epoch [3][100/3757] lr: 5.000e-03, eta: 17:29:33, time: 1.105, data_time: 0.003, memory: 17874, top1_acc: 0.7242, top5_acc: 0.9187, loss_cls: 1.0164, loss: 1.0164, grad_norm: 5.9972 2021-05-26 17:18:09,102 - mmaction - INFO - Epoch [3][120/3757] lr: 5.000e-03, eta: 17:28:56, time: 1.209, data_time: 0.011, memory: 17874, top1_acc: 0.7203, top5_acc: 0.9102, loss_cls: 1.0889, loss: 1.0889, grad_norm: 5.6452 2021-05-26 17:18:32,058 - mmaction - INFO - Epoch [3][140/3757] lr: 5.000e-03, eta: 17:28:12, time: 1.148, data_time: 0.003, memory: 17874, top1_acc: 0.7266, top5_acc: 0.8953, loss_cls: 1.0575, loss: 1.0575, grad_norm: 5.5680 2021-05-26 17:18:54,624 - mmaction - INFO - Epoch [3][160/3757] lr: 5.000e-03, eta: 17:27:26, time: 1.128, data_time: 0.002, memory: 17874, top1_acc: 0.7102, top5_acc: 0.9047, loss_cls: 1.0847, loss: 1.0847, grad_norm: 5.6689 2021-05-26 17:19:16,871 - mmaction - INFO - Epoch [3][180/3757] lr: 5.000e-03, eta: 17:26:37, time: 1.112, data_time: 0.005, memory: 17874, top1_acc: 0.7289, top5_acc: 0.9141, loss_cls: 0.9982, loss: 0.9982, grad_norm: 5.6279 2021-05-26 17:19:42,192 - mmaction - INFO - Epoch [3][200/3757] lr: 5.000e-03, eta: 17:26:08, time: 1.264, data_time: 0.002, memory: 17874, top1_acc: 0.7211, top5_acc: 0.9109, loss_cls: 1.0275, loss: 1.0275, grad_norm: 5.6066 2021-05-26 17:20:04,307 - mmaction - INFO - Epoch [3][220/3757] lr: 5.000e-03, eta: 17:25:19, time: 1.108, data_time: 0.005, memory: 17874, top1_acc: 0.7312, top5_acc: 0.9055, loss_cls: 1.0434, loss: 1.0434, grad_norm: 5.6524 2021-05-26 17:20:26,366 - mmaction - INFO - Epoch [3][240/3757] lr: 5.000e-03, eta: 17:24:30, time: 1.103, data_time: 0.003, memory: 17874, top1_acc: 0.7383, top5_acc: 0.9148, loss_cls: 1.0013, loss: 1.0013, grad_norm: 5.4195 2021-05-26 17:20:48,542 - mmaction - INFO - Epoch [3][260/3757] lr: 5.000e-03, eta: 17:23:42, time: 1.108, data_time: 0.002, memory: 17874, top1_acc: 0.7469, top5_acc: 0.9187, loss_cls: 0.9987, loss: 0.9987, grad_norm: 5.2356 2021-05-26 17:21:13,105 - mmaction - INFO - Epoch [3][280/3757] lr: 5.000e-03, eta: 17:23:08, time: 1.226, data_time: 0.003, memory: 17874, top1_acc: 0.7422, top5_acc: 0.9211, loss_cls: 0.9476, loss: 0.9476, grad_norm: 5.3208 2021-05-26 17:21:35,115 - mmaction - INFO - Epoch [3][300/3757] lr: 5.000e-03, eta: 17:22:19, time: 1.103, data_time: 0.005, memory: 17874, top1_acc: 0.7367, top5_acc: 0.9070, loss_cls: 1.0414, loss: 1.0414, grad_norm: 6.0462 2021-05-26 17:22:00,874 - mmaction - INFO - Epoch [3][320/3757] lr: 5.000e-03, eta: 17:21:53, time: 1.284, data_time: 0.004, memory: 17874, top1_acc: 0.7258, top5_acc: 0.9078, loss_cls: 1.0407, loss: 1.0407, grad_norm: 5.7378 2021-05-26 17:22:28,007 - mmaction - INFO - Epoch [3][340/3757] lr: 5.000e-03, eta: 17:21:36, time: 1.360, data_time: 0.009, memory: 17874, top1_acc: 0.7039, top5_acc: 0.9016, loss_cls: 1.1037, loss: 1.1037, grad_norm: 5.7037 2021-05-26 17:22:56,557 - mmaction - INFO - Epoch [3][360/3757] lr: 5.000e-03, eta: 17:21:27, time: 1.424, data_time: 0.007, memory: 17874, top1_acc: 0.7227, top5_acc: 0.8961, loss_cls: 1.1209, loss: 1.1209, grad_norm: 5.4883 2021-05-26 17:23:19,037 - mmaction - INFO - Epoch [3][380/3757] lr: 5.000e-03, eta: 17:20:41, time: 1.127, data_time: 0.007, memory: 17874, top1_acc: 0.7344, top5_acc: 0.9125, loss_cls: 1.0289, loss: 1.0289, grad_norm: 5.7251 2021-05-26 17:23:42,580 - mmaction - INFO - Epoch [3][400/3757] lr: 5.000e-03, eta: 17:19:57, time: 1.140, data_time: 0.004, memory: 17874, top1_acc: 0.7195, top5_acc: 0.8992, loss_cls: 1.0965, loss: 1.0965, grad_norm: 5.8046 2021-05-26 17:24:12,184 - mmaction - INFO - Epoch [3][420/3757] lr: 5.000e-03, eta: 17:19:59, time: 1.517, data_time: 0.046, memory: 17874, top1_acc: 0.7250, top5_acc: 0.9109, loss_cls: 1.0555, loss: 1.0555, grad_norm: 5.7664 2021-05-26 17:24:36,802 - mmaction - INFO - Epoch [3][440/3757] lr: 5.000e-03, eta: 17:19:27, time: 1.232, data_time: 0.003, memory: 17874, top1_acc: 0.7227, top5_acc: 0.9156, loss_cls: 1.0516, loss: 1.0516, grad_norm: 5.7414 2021-05-26 17:24:58,759 - mmaction - INFO - Epoch [3][460/3757] lr: 5.000e-03, eta: 17:18:38, time: 1.097, data_time: 0.003, memory: 17874, top1_acc: 0.7195, top5_acc: 0.9172, loss_cls: 1.0700, loss: 1.0700, grad_norm: 5.6999 2021-05-26 17:25:21,427 - mmaction - INFO - Epoch [3][480/3757] lr: 5.000e-03, eta: 17:17:53, time: 1.134, data_time: 0.002, memory: 17874, top1_acc: 0.7359, top5_acc: 0.9070, loss_cls: 1.0933, loss: 1.0933, grad_norm: 5.4970 2021-05-26 17:25:44,171 - mmaction - INFO - Epoch [3][500/3757] lr: 5.000e-03, eta: 17:17:09, time: 1.137, data_time: 0.003, memory: 17874, top1_acc: 0.7219, top5_acc: 0.9117, loss_cls: 1.0408, loss: 1.0408, grad_norm: 5.6753 2021-05-26 17:26:06,618 - mmaction - INFO - Epoch [3][520/3757] lr: 5.000e-03, eta: 17:16:24, time: 1.122, data_time: 0.003, memory: 17874, top1_acc: 0.7102, top5_acc: 0.9031, loss_cls: 1.0673, loss: 1.0673, grad_norm: 5.8140 2021-05-26 17:26:28,312 - mmaction - INFO - Epoch [3][540/3757] lr: 5.000e-03, eta: 17:15:34, time: 1.084, data_time: 0.003, memory: 17874, top1_acc: 0.7289, top5_acc: 0.9203, loss_cls: 0.9990, loss: 0.9990, grad_norm: 5.8223 2021-05-26 17:26:50,724 - mmaction - INFO - Epoch [3][560/3757] lr: 5.000e-03, eta: 17:14:48, time: 1.118, data_time: 0.003, memory: 17874, top1_acc: 0.7211, top5_acc: 0.9117, loss_cls: 1.0549, loss: 1.0549, grad_norm: 5.6872 2021-05-26 17:27:12,400 - mmaction - INFO - Epoch [3][580/3757] lr: 5.000e-03, eta: 17:13:58, time: 1.087, data_time: 0.008, memory: 17874, top1_acc: 0.6984, top5_acc: 0.9062, loss_cls: 1.0796, loss: 1.0796, grad_norm: 5.7873 2021-05-26 17:27:35,718 - mmaction - INFO - Epoch [3][600/3757] lr: 5.000e-03, eta: 17:13:18, time: 1.165, data_time: 0.002, memory: 17874, top1_acc: 0.7172, top5_acc: 0.8977, loss_cls: 1.1058, loss: 1.1058, grad_norm: 5.7261 2021-05-26 17:27:58,852 - mmaction - INFO - Epoch [3][620/3757] lr: 5.000e-03, eta: 17:12:37, time: 1.156, data_time: 0.003, memory: 17874, top1_acc: 0.7109, top5_acc: 0.9086, loss_cls: 1.0858, loss: 1.0858, grad_norm: 5.8301 2021-05-26 17:28:21,064 - mmaction - INFO - Epoch [3][640/3757] lr: 5.000e-03, eta: 17:11:51, time: 1.111, data_time: 0.003, memory: 17874, top1_acc: 0.7242, top5_acc: 0.9102, loss_cls: 1.0246, loss: 1.0246, grad_norm: 5.7787 2021-05-26 17:28:45,424 - mmaction - INFO - Epoch [3][660/3757] lr: 5.000e-03, eta: 17:11:18, time: 1.217, data_time: 0.003, memory: 17874, top1_acc: 0.7203, top5_acc: 0.9117, loss_cls: 1.0367, loss: 1.0367, grad_norm: 5.9952 2021-05-26 17:29:07,849 - mmaction - INFO - Epoch [3][680/3757] lr: 5.000e-03, eta: 17:10:33, time: 1.123, data_time: 0.004, memory: 17874, top1_acc: 0.7289, top5_acc: 0.9086, loss_cls: 1.0376, loss: 1.0376, grad_norm: 6.0116 2021-05-26 17:29:31,724 - mmaction - INFO - Epoch [3][700/3757] lr: 5.000e-03, eta: 17:09:56, time: 1.191, data_time: 0.002, memory: 17874, top1_acc: 0.7164, top5_acc: 0.9000, loss_cls: 1.0944, loss: 1.0944, grad_norm: 5.8447 2021-05-26 17:29:54,494 - mmaction - INFO - Epoch [3][720/3757] lr: 5.000e-03, eta: 17:09:14, time: 1.139, data_time: 0.005, memory: 17874, top1_acc: 0.7227, top5_acc: 0.9047, loss_cls: 1.0471, loss: 1.0471, grad_norm: 5.7860 2021-05-26 17:30:16,491 - mmaction - INFO - Epoch [3][740/3757] lr: 5.000e-03, eta: 17:08:27, time: 1.102, data_time: 0.004, memory: 17874, top1_acc: 0.7133, top5_acc: 0.9172, loss_cls: 1.0347, loss: 1.0347, grad_norm: 5.5617 2021-05-26 17:30:38,188 - mmaction - INFO - Epoch [3][760/3757] lr: 5.000e-03, eta: 17:07:38, time: 1.084, data_time: 0.003, memory: 17874, top1_acc: 0.7141, top5_acc: 0.9016, loss_cls: 1.0946, loss: 1.0946, grad_norm: 6.0054 2021-05-26 17:31:00,600 - mmaction - INFO - Epoch [3][780/3757] lr: 5.000e-03, eta: 17:06:54, time: 1.119, data_time: 0.002, memory: 17874, top1_acc: 0.7266, top5_acc: 0.9070, loss_cls: 1.0804, loss: 1.0804, grad_norm: 5.8806 2021-05-26 17:31:28,818 - mmaction - INFO - Epoch [3][800/3757] lr: 5.000e-03, eta: 17:06:43, time: 1.406, data_time: 0.005, memory: 17874, top1_acc: 0.7312, top5_acc: 0.9195, loss_cls: 1.0219, loss: 1.0219, grad_norm: 5.8084 2021-05-26 17:31:51,063 - mmaction - INFO - Epoch [3][820/3757] lr: 5.000e-03, eta: 17:05:58, time: 1.118, data_time: 0.012, memory: 17874, top1_acc: 0.7094, top5_acc: 0.8938, loss_cls: 1.1009, loss: 1.1009, grad_norm: 5.6096 2021-05-26 17:32:13,024 - mmaction - INFO - Epoch [3][840/3757] lr: 5.000e-03, eta: 17:05:11, time: 1.098, data_time: 0.002, memory: 17874, top1_acc: 0.7023, top5_acc: 0.9070, loss_cls: 1.1500, loss: 1.1500, grad_norm: 5.6277 2021-05-26 17:32:36,115 - mmaction - INFO - Epoch [3][860/3757] lr: 5.000e-03, eta: 17:04:31, time: 1.151, data_time: 0.002, memory: 17874, top1_acc: 0.7281, top5_acc: 0.9117, loss_cls: 1.0518, loss: 1.0518, grad_norm: 5.7373 2021-05-26 17:33:04,829 - mmaction - INFO - Epoch [3][880/3757] lr: 5.000e-03, eta: 17:04:23, time: 1.436, data_time: 0.005, memory: 17874, top1_acc: 0.7289, top5_acc: 0.9023, loss_cls: 1.0599, loss: 1.0599, grad_norm: 5.7599 2021-05-26 17:33:32,661 - mmaction - INFO - Epoch [3][900/3757] lr: 5.000e-03, eta: 17:04:10, time: 1.392, data_time: 0.005, memory: 17874, top1_acc: 0.7047, top5_acc: 0.9039, loss_cls: 1.1112, loss: 1.1112, grad_norm: 6.2282 2021-05-26 17:33:55,170 - mmaction - INFO - Epoch [3][920/3757] lr: 5.000e-03, eta: 17:03:26, time: 1.125, data_time: 0.004, memory: 17874, top1_acc: 0.7461, top5_acc: 0.9172, loss_cls: 0.9813, loss: 0.9813, grad_norm: 5.4798 2021-05-26 17:34:20,391 - mmaction - INFO - Epoch [3][940/3757] lr: 5.000e-03, eta: 17:02:48, time: 1.168, data_time: 0.005, memory: 17874, top1_acc: 0.7453, top5_acc: 0.9234, loss_cls: 0.9614, loss: 0.9614, grad_norm: 5.3832 2021-05-26 17:34:43,425 - mmaction - INFO - Epoch [3][960/3757] lr: 5.000e-03, eta: 17:02:18, time: 1.247, data_time: 0.098, memory: 17874, top1_acc: 0.7438, top5_acc: 0.9133, loss_cls: 1.0025, loss: 1.0025, grad_norm: 5.4602 2021-05-26 17:35:05,290 - mmaction - INFO - Epoch [3][980/3757] lr: 5.000e-03, eta: 17:01:31, time: 1.093, data_time: 0.002, memory: 17874, top1_acc: 0.7203, top5_acc: 0.9086, loss_cls: 1.0642, loss: 1.0642, grad_norm: 5.5405 2021-05-26 17:35:27,086 - mmaction - INFO - Epoch [3][1000/3757] lr: 5.000e-03, eta: 17:00:44, time: 1.090, data_time: 0.003, memory: 17874, top1_acc: 0.7172, top5_acc: 0.9172, loss_cls: 1.0432, loss: 1.0432, grad_norm: 5.6195 2021-05-26 17:35:52,111 - mmaction - INFO - Epoch [3][1020/3757] lr: 5.000e-03, eta: 17:00:15, time: 1.249, data_time: 0.002, memory: 17874, top1_acc: 0.7047, top5_acc: 0.9047, loss_cls: 1.0887, loss: 1.0887, grad_norm: 6.1632 2021-05-26 17:36:15,091 - mmaction - INFO - Epoch [3][1040/3757] lr: 5.000e-03, eta: 16:59:35, time: 1.150, data_time: 0.005, memory: 17874, top1_acc: 0.7156, top5_acc: 0.9109, loss_cls: 1.0417, loss: 1.0417, grad_norm: 5.7002 2021-05-26 17:36:38,627 - mmaction - INFO - Epoch [3][1060/3757] lr: 5.000e-03, eta: 16:58:58, time: 1.177, data_time: 0.002, memory: 17874, top1_acc: 0.7219, top5_acc: 0.9023, loss_cls: 1.1042, loss: 1.1042, grad_norm: 5.6825 2021-05-26 17:37:01,723 - mmaction - INFO - Epoch [3][1080/3757] lr: 5.000e-03, eta: 16:58:19, time: 1.155, data_time: 0.002, memory: 17874, top1_acc: 0.7328, top5_acc: 0.9086, loss_cls: 0.9945, loss: 0.9945, grad_norm: 5.4812 2021-05-26 17:37:28,208 - mmaction - INFO - Epoch [3][1100/3757] lr: 5.000e-03, eta: 16:57:58, time: 1.325, data_time: 0.003, memory: 17874, top1_acc: 0.7211, top5_acc: 0.9008, loss_cls: 1.1042, loss: 1.1042, grad_norm: 5.6553 2021-05-26 17:37:52,371 - mmaction - INFO - Epoch [3][1120/3757] lr: 5.000e-03, eta: 16:57:24, time: 1.205, data_time: 0.002, memory: 17874, top1_acc: 0.6859, top5_acc: 0.9016, loss_cls: 1.1256, loss: 1.1256, grad_norm: 5.8550 2021-05-26 17:38:14,732 - mmaction - INFO - Epoch [3][1140/3757] lr: 5.000e-03, eta: 16:56:41, time: 1.121, data_time: 0.006, memory: 17874, top1_acc: 0.7328, top5_acc: 0.9125, loss_cls: 1.0467, loss: 1.0467, grad_norm: 5.5806 2021-05-26 17:38:36,931 - mmaction - INFO - Epoch [3][1160/3757] lr: 5.000e-03, eta: 16:55:57, time: 1.110, data_time: 0.005, memory: 17874, top1_acc: 0.7305, top5_acc: 0.9141, loss_cls: 0.9878, loss: 0.9878, grad_norm: 5.4414 2021-05-26 17:38:59,226 - mmaction - INFO - Epoch [3][1180/3757] lr: 5.000e-03, eta: 16:55:14, time: 1.114, data_time: 0.002, memory: 17874, top1_acc: 0.7156, top5_acc: 0.9023, loss_cls: 1.1103, loss: 1.1103, grad_norm: 5.7206 2021-05-26 17:39:22,779 - mmaction - INFO - Epoch [3][1200/3757] lr: 5.000e-03, eta: 16:54:37, time: 1.178, data_time: 0.003, memory: 17874, top1_acc: 0.7281, top5_acc: 0.8930, loss_cls: 1.1038, loss: 1.1038, grad_norm: 5.6993 2021-05-26 17:39:48,351 - mmaction - INFO - Epoch [3][1220/3757] lr: 5.000e-03, eta: 16:54:12, time: 1.277, data_time: 0.004, memory: 17874, top1_acc: 0.7094, top5_acc: 0.8969, loss_cls: 1.1482, loss: 1.1482, grad_norm: 5.8265 2021-05-26 17:40:10,904 - mmaction - INFO - Epoch [3][1240/3757] lr: 5.000e-03, eta: 16:53:30, time: 1.128, data_time: 0.004, memory: 17874, top1_acc: 0.7258, top5_acc: 0.9031, loss_cls: 1.0618, loss: 1.0618, grad_norm: 5.8104 2021-05-26 17:40:33,871 - mmaction - INFO - Epoch [3][1260/3757] lr: 5.000e-03, eta: 16:52:50, time: 1.149, data_time: 0.003, memory: 17874, top1_acc: 0.7422, top5_acc: 0.9187, loss_cls: 0.9595, loss: 0.9595, grad_norm: 5.8796 2021-05-26 17:40:56,245 - mmaction - INFO - Epoch [3][1280/3757] lr: 5.000e-03, eta: 16:52:08, time: 1.119, data_time: 0.002, memory: 17874, top1_acc: 0.7039, top5_acc: 0.9117, loss_cls: 1.1089, loss: 1.1089, grad_norm: 5.7922 2021-05-26 17:41:18,687 - mmaction - INFO - Epoch [3][1300/3757] lr: 5.000e-03, eta: 16:51:25, time: 1.122, data_time: 0.003, memory: 17874, top1_acc: 0.7242, top5_acc: 0.9000, loss_cls: 1.0402, loss: 1.0402, grad_norm: 5.8188 2021-05-26 17:41:40,917 - mmaction - INFO - Epoch [3][1320/3757] lr: 5.000e-03, eta: 16:50:42, time: 1.108, data_time: 0.003, memory: 17874, top1_acc: 0.7234, top5_acc: 0.9133, loss_cls: 1.0753, loss: 1.0753, grad_norm: 5.8132 2021-05-26 17:42:03,452 - mmaction - INFO - Epoch [3][1340/3757] lr: 5.000e-03, eta: 16:50:01, time: 1.130, data_time: 0.005, memory: 17874, top1_acc: 0.7078, top5_acc: 0.8953, loss_cls: 1.1273, loss: 1.1273, grad_norm: 6.1992 2021-05-26 17:42:25,488 - mmaction - INFO - Epoch [3][1360/3757] lr: 5.000e-03, eta: 16:49:16, time: 1.101, data_time: 0.003, memory: 17874, top1_acc: 0.7039, top5_acc: 0.9102, loss_cls: 1.1022, loss: 1.1022, grad_norm: 5.8109 2021-05-26 17:42:48,770 - mmaction - INFO - Epoch [3][1380/3757] lr: 5.000e-03, eta: 16:48:39, time: 1.165, data_time: 0.005, memory: 17874, top1_acc: 0.7117, top5_acc: 0.9039, loss_cls: 1.1146, loss: 1.1146, grad_norm: 5.7399 2021-05-26 17:43:11,256 - mmaction - INFO - Epoch [3][1400/3757] lr: 5.000e-03, eta: 16:47:57, time: 1.124, data_time: 0.002, memory: 17874, top1_acc: 0.7508, top5_acc: 0.9227, loss_cls: 0.9755, loss: 0.9755, grad_norm: 5.3839 2021-05-26 17:43:34,604 - mmaction - INFO - Epoch [3][1420/3757] lr: 5.000e-03, eta: 16:47:21, time: 1.169, data_time: 0.003, memory: 17874, top1_acc: 0.7156, top5_acc: 0.9000, loss_cls: 1.0986, loss: 1.0986, grad_norm: 6.0296 2021-05-26 17:43:57,518 - mmaction - INFO - Epoch [3][1440/3757] lr: 5.000e-03, eta: 16:46:41, time: 1.145, data_time: 0.002, memory: 17874, top1_acc: 0.7164, top5_acc: 0.9125, loss_cls: 1.0553, loss: 1.0553, grad_norm: 5.6041 2021-05-26 17:44:20,808 - mmaction - INFO - Epoch [3][1460/3757] lr: 5.000e-03, eta: 16:46:04, time: 1.164, data_time: 0.003, memory: 17874, top1_acc: 0.7164, top5_acc: 0.9023, loss_cls: 1.1224, loss: 1.1224, grad_norm: 5.9978 2021-05-26 17:44:42,936 - mmaction - INFO - Epoch [3][1480/3757] lr: 5.000e-03, eta: 16:45:21, time: 1.104, data_time: 0.003, memory: 17874, top1_acc: 0.7250, top5_acc: 0.9031, loss_cls: 1.0648, loss: 1.0648, grad_norm: 5.5209 2021-05-26 17:45:05,117 - mmaction - INFO - Epoch [3][1500/3757] lr: 5.000e-03, eta: 16:44:38, time: 1.112, data_time: 0.006, memory: 17874, top1_acc: 0.7023, top5_acc: 0.9109, loss_cls: 1.1109, loss: 1.1109, grad_norm: 5.8199 2021-05-26 17:45:28,950 - mmaction - INFO - Epoch [3][1520/3757] lr: 5.000e-03, eta: 16:44:04, time: 1.190, data_time: 0.002, memory: 17874, top1_acc: 0.7211, top5_acc: 0.9117, loss_cls: 1.0488, loss: 1.0488, grad_norm: 5.7578 2021-05-26 17:45:50,536 - mmaction - INFO - Epoch [3][1540/3757] lr: 5.000e-03, eta: 16:43:19, time: 1.080, data_time: 0.004, memory: 17874, top1_acc: 0.7242, top5_acc: 0.9062, loss_cls: 1.0614, loss: 1.0614, grad_norm: 5.8809 2021-05-26 17:46:12,777 - mmaction - INFO - Epoch [3][1560/3757] lr: 5.000e-03, eta: 16:42:36, time: 1.111, data_time: 0.002, memory: 17874, top1_acc: 0.7375, top5_acc: 0.9133, loss_cls: 1.0358, loss: 1.0358, grad_norm: 5.5777 2021-05-26 17:46:36,022 - mmaction - INFO - Epoch [3][1580/3757] lr: 5.000e-03, eta: 16:41:59, time: 1.161, data_time: 0.005, memory: 17874, top1_acc: 0.7188, top5_acc: 0.9195, loss_cls: 1.0093, loss: 1.0093, grad_norm: 5.7172 2021-05-26 17:46:59,735 - mmaction - INFO - Epoch [3][1600/3757] lr: 5.000e-03, eta: 16:41:24, time: 1.180, data_time: 0.006, memory: 17874, top1_acc: 0.7391, top5_acc: 0.9086, loss_cls: 1.0417, loss: 1.0417, grad_norm: 5.7592 2021-05-26 17:47:22,056 - mmaction - INFO - Epoch [3][1620/3757] lr: 5.000e-03, eta: 16:40:44, time: 1.125, data_time: 0.013, memory: 17874, top1_acc: 0.7414, top5_acc: 0.9078, loss_cls: 1.0088, loss: 1.0088, grad_norm: 5.6477 2021-05-26 17:47:44,281 - mmaction - INFO - Epoch [3][1640/3757] lr: 5.000e-03, eta: 16:40:02, time: 1.110, data_time: 0.003, memory: 17874, top1_acc: 0.7078, top5_acc: 0.8938, loss_cls: 1.1340, loss: 1.1340, grad_norm: 6.1788 2021-05-26 17:48:06,016 - mmaction - INFO - Epoch [3][1660/3757] lr: 5.000e-03, eta: 16:39:17, time: 1.087, data_time: 0.003, memory: 17874, top1_acc: 0.7203, top5_acc: 0.9078, loss_cls: 1.0897, loss: 1.0897, grad_norm: 6.1065 2021-05-26 17:48:30,163 - mmaction - INFO - Epoch [3][1680/3757] lr: 5.000e-03, eta: 16:38:45, time: 1.207, data_time: 0.003, memory: 17874, top1_acc: 0.7258, top5_acc: 0.9148, loss_cls: 1.0198, loss: 1.0198, grad_norm: 5.7331 2021-05-26 17:48:54,621 - mmaction - INFO - Epoch [3][1700/3757] lr: 5.000e-03, eta: 16:38:15, time: 1.224, data_time: 0.006, memory: 17874, top1_acc: 0.7414, top5_acc: 0.9070, loss_cls: 1.0128, loss: 1.0128, grad_norm: 5.5469 2021-05-26 17:49:21,790 - mmaction - INFO - Epoch [3][1720/3757] lr: 5.000e-03, eta: 16:37:58, time: 1.355, data_time: 0.003, memory: 17874, top1_acc: 0.7188, top5_acc: 0.9086, loss_cls: 1.0302, loss: 1.0302, grad_norm: 5.7049 2021-05-26 17:49:44,272 - mmaction - INFO - Epoch [3][1740/3757] lr: 5.000e-03, eta: 16:37:18, time: 1.125, data_time: 0.007, memory: 17874, top1_acc: 0.7336, top5_acc: 0.9086, loss_cls: 1.0351, loss: 1.0351, grad_norm: 5.5147 2021-05-26 17:50:07,269 - mmaction - INFO - Epoch [3][1760/3757] lr: 5.000e-03, eta: 16:36:41, time: 1.151, data_time: 0.005, memory: 17874, top1_acc: 0.7352, top5_acc: 0.9211, loss_cls: 1.0031, loss: 1.0031, grad_norm: 5.7154 2021-05-26 17:50:31,537 - mmaction - INFO - Epoch [3][1780/3757] lr: 5.000e-03, eta: 16:36:09, time: 1.212, data_time: 0.004, memory: 17874, top1_acc: 0.7258, top5_acc: 0.9039, loss_cls: 1.0755, loss: 1.0755, grad_norm: 5.7436 2021-05-26 17:50:53,825 - mmaction - INFO - Epoch [3][1800/3757] lr: 5.000e-03, eta: 16:35:28, time: 1.117, data_time: 0.004, memory: 17874, top1_acc: 0.7320, top5_acc: 0.9070, loss_cls: 1.0520, loss: 1.0520, grad_norm: 5.6991 2021-05-26 17:51:15,725 - mmaction - INFO - Epoch [3][1820/3757] lr: 5.000e-03, eta: 16:34:45, time: 1.094, data_time: 0.002, memory: 17874, top1_acc: 0.7297, top5_acc: 0.9094, loss_cls: 1.0392, loss: 1.0392, grad_norm: 5.5906 2021-05-26 17:51:38,150 - mmaction - INFO - Epoch [3][1840/3757] lr: 5.000e-03, eta: 16:34:04, time: 1.115, data_time: 0.002, memory: 17874, top1_acc: 0.7117, top5_acc: 0.9055, loss_cls: 1.0748, loss: 1.0748, grad_norm: 5.8771 2021-05-26 17:52:01,099 - mmaction - INFO - Epoch [3][1860/3757] lr: 5.000e-03, eta: 16:33:27, time: 1.153, data_time: 0.011, memory: 17874, top1_acc: 0.6961, top5_acc: 0.8914, loss_cls: 1.2006, loss: 1.2006, grad_norm: 5.9148 2021-05-26 17:52:22,726 - mmaction - INFO - Epoch [3][1880/3757] lr: 5.000e-03, eta: 16:32:43, time: 1.082, data_time: 0.002, memory: 17874, top1_acc: 0.7016, top5_acc: 0.9070, loss_cls: 1.1099, loss: 1.1099, grad_norm: 5.9454 2021-05-26 17:52:44,476 - mmaction - INFO - Epoch [3][1900/3757] lr: 5.000e-03, eta: 16:32:00, time: 1.087, data_time: 0.002, memory: 17874, top1_acc: 0.7250, top5_acc: 0.9195, loss_cls: 0.9942, loss: 0.9942, grad_norm: 5.6180 2021-05-26 17:53:08,938 - mmaction - INFO - Epoch [3][1920/3757] lr: 5.000e-03, eta: 16:31:30, time: 1.224, data_time: 0.003, memory: 17874, top1_acc: 0.7328, top5_acc: 0.9070, loss_cls: 1.0350, loss: 1.0350, grad_norm: 5.5923 2021-05-26 17:53:30,591 - mmaction - INFO - Epoch [3][1940/3757] lr: 5.000e-03, eta: 16:30:46, time: 1.083, data_time: 0.003, memory: 17874, top1_acc: 0.7141, top5_acc: 0.9070, loss_cls: 1.0767, loss: 1.0767, grad_norm: 5.8004 2021-05-26 17:53:52,337 - mmaction - INFO - Epoch [3][1960/3757] lr: 5.000e-03, eta: 16:30:03, time: 1.088, data_time: 0.002, memory: 17874, top1_acc: 0.7383, top5_acc: 0.9109, loss_cls: 1.0377, loss: 1.0377, grad_norm: 5.6098 2021-05-26 17:54:14,047 - mmaction - INFO - Epoch [3][1980/3757] lr: 5.000e-03, eta: 16:29:20, time: 1.084, data_time: 0.002, memory: 17874, top1_acc: 0.7000, top5_acc: 0.8953, loss_cls: 1.1503, loss: 1.1503, grad_norm: 6.0239 2021-05-26 17:54:37,756 - mmaction - INFO - Epoch [3][2000/3757] lr: 5.000e-03, eta: 16:28:47, time: 1.186, data_time: 0.004, memory: 17874, top1_acc: 0.7016, top5_acc: 0.9047, loss_cls: 1.1363, loss: 1.1363, grad_norm: 5.9611 2021-05-26 17:54:59,941 - mmaction - INFO - Epoch [3][2020/3757] lr: 5.000e-03, eta: 16:28:06, time: 1.109, data_time: 0.004, memory: 17874, top1_acc: 0.6875, top5_acc: 0.8922, loss_cls: 1.1912, loss: 1.1912, grad_norm: 5.8879 2021-05-26 17:55:24,617 - mmaction - INFO - Epoch [3][2040/3757] lr: 5.000e-03, eta: 16:27:37, time: 1.234, data_time: 0.005, memory: 17874, top1_acc: 0.7031, top5_acc: 0.8891, loss_cls: 1.1625, loss: 1.1625, grad_norm: 5.6395 2021-05-26 17:55:49,918 - mmaction - INFO - Epoch [3][2060/3757] lr: 5.000e-03, eta: 16:27:12, time: 1.265, data_time: 0.003, memory: 17874, top1_acc: 0.7148, top5_acc: 0.9008, loss_cls: 1.1122, loss: 1.1122, grad_norm: 5.7197 2021-05-26 17:56:12,634 - mmaction - INFO - Epoch [3][2080/3757] lr: 5.000e-03, eta: 16:26:34, time: 1.136, data_time: 0.003, memory: 17874, top1_acc: 0.7102, top5_acc: 0.8922, loss_cls: 1.1487, loss: 1.1487, grad_norm: 5.6487 2021-05-26 17:56:34,640 - mmaction - INFO - Epoch [3][2100/3757] lr: 5.000e-03, eta: 16:25:53, time: 1.101, data_time: 0.003, memory: 17874, top1_acc: 0.7188, top5_acc: 0.9008, loss_cls: 1.0826, loss: 1.0826, grad_norm: 5.6256 2021-05-26 17:56:56,814 - mmaction - INFO - Epoch [3][2120/3757] lr: 5.000e-03, eta: 16:25:12, time: 1.107, data_time: 0.001, memory: 17874, top1_acc: 0.7297, top5_acc: 0.9133, loss_cls: 1.0122, loss: 1.0122, grad_norm: 5.5427 2021-05-26 17:57:22,304 - mmaction - INFO - Epoch [3][2140/3757] lr: 5.000e-03, eta: 16:24:47, time: 1.272, data_time: 0.003, memory: 17874, top1_acc: 0.7195, top5_acc: 0.9102, loss_cls: 1.1101, loss: 1.1101, grad_norm: 5.5817 2021-05-26 17:57:46,730 - mmaction - INFO - Epoch [3][2160/3757] lr: 5.000e-03, eta: 16:24:18, time: 1.224, data_time: 0.006, memory: 17874, top1_acc: 0.7109, top5_acc: 0.9047, loss_cls: 1.0927, loss: 1.0927, grad_norm: 5.8797 2021-05-26 17:58:09,387 - mmaction - INFO - Epoch [3][2180/3757] lr: 5.000e-03, eta: 16:23:40, time: 1.133, data_time: 0.007, memory: 17874, top1_acc: 0.6930, top5_acc: 0.9023, loss_cls: 1.1551, loss: 1.1551, grad_norm: 6.2155 2021-05-26 17:58:34,226 - mmaction - INFO - Epoch [3][2200/3757] lr: 5.000e-03, eta: 16:23:12, time: 1.241, data_time: 0.002, memory: 17874, top1_acc: 0.7039, top5_acc: 0.9016, loss_cls: 1.1150, loss: 1.1150, grad_norm: 5.8141 2021-05-26 17:58:57,755 - mmaction - INFO - Epoch [3][2220/3757] lr: 5.000e-03, eta: 16:22:39, time: 1.177, data_time: 0.004, memory: 17874, top1_acc: 0.7195, top5_acc: 0.8930, loss_cls: 1.1364, loss: 1.1364, grad_norm: 5.9575 2021-05-26 17:59:28,078 - mmaction - INFO - Epoch [3][2240/3757] lr: 5.000e-03, eta: 16:22:37, time: 1.512, data_time: 0.005, memory: 17874, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0435, loss: 1.0435, grad_norm: 5.8259 2021-05-26 17:59:51,733 - mmaction - INFO - Epoch [3][2260/3757] lr: 5.000e-03, eta: 16:22:04, time: 1.184, data_time: 0.012, memory: 17874, top1_acc: 0.7070, top5_acc: 0.9008, loss_cls: 1.1287, loss: 1.1287, grad_norm: 5.7194 2021-05-26 18:00:22,366 - mmaction - INFO - Epoch [3][2280/3757] lr: 5.000e-03, eta: 16:22:04, time: 1.529, data_time: 0.007, memory: 17874, top1_acc: 0.7227, top5_acc: 0.9062, loss_cls: 1.0610, loss: 1.0610, grad_norm: 5.6436 2021-05-26 18:00:46,769 - mmaction - INFO - Epoch [3][2300/3757] lr: 5.000e-03, eta: 16:21:34, time: 1.223, data_time: 0.009, memory: 17874, top1_acc: 0.7180, top5_acc: 0.8953, loss_cls: 1.1344, loss: 1.1344, grad_norm: 5.6020 2021-05-26 18:01:09,119 - mmaction - INFO - Epoch [3][2320/3757] lr: 5.000e-03, eta: 16:20:55, time: 1.121, data_time: 0.006, memory: 17874, top1_acc: 0.7367, top5_acc: 0.9133, loss_cls: 1.0245, loss: 1.0245, grad_norm: 5.5050 2021-05-26 18:01:34,788 - mmaction - INFO - Epoch [3][2340/3757] lr: 5.000e-03, eta: 16:20:30, time: 1.269, data_time: 0.001, memory: 17874, top1_acc: 0.7172, top5_acc: 0.9164, loss_cls: 1.0152, loss: 1.0152, grad_norm: 5.8997 2021-05-26 18:01:56,674 - mmaction - INFO - Epoch [3][2360/3757] lr: 5.000e-03, eta: 16:19:50, time: 1.108, data_time: 0.017, memory: 17874, top1_acc: 0.7211, top5_acc: 0.9047, loss_cls: 1.0508, loss: 1.0508, grad_norm: 5.7266 2021-05-26 18:02:23,211 - mmaction - INFO - Epoch [3][2380/3757] lr: 5.000e-03, eta: 16:19:31, time: 1.328, data_time: 0.004, memory: 17874, top1_acc: 0.6977, top5_acc: 0.8984, loss_cls: 1.1234, loss: 1.1234, grad_norm: 5.9739 2021-05-26 18:02:45,877 - mmaction - INFO - Epoch [3][2400/3757] lr: 5.000e-03, eta: 16:18:53, time: 1.133, data_time: 0.003, memory: 17874, top1_acc: 0.7203, top5_acc: 0.9164, loss_cls: 1.0223, loss: 1.0223, grad_norm: 5.7091 2021-05-26 18:03:07,864 - mmaction - INFO - Epoch [3][2420/3757] lr: 5.000e-03, eta: 16:18:12, time: 1.099, data_time: 0.003, memory: 17874, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 1.0877, loss: 1.0877, grad_norm: 5.8284 2021-05-26 18:03:30,681 - mmaction - INFO - Epoch [3][2440/3757] lr: 5.000e-03, eta: 16:17:36, time: 1.141, data_time: 0.003, memory: 17874, top1_acc: 0.7211, top5_acc: 0.8953, loss_cls: 1.0847, loss: 1.0847, grad_norm: 5.6377 2021-05-26 18:03:52,926 - mmaction - INFO - Epoch [3][2460/3757] lr: 5.000e-03, eta: 16:16:56, time: 1.113, data_time: 0.004, memory: 17874, top1_acc: 0.7180, top5_acc: 0.9125, loss_cls: 1.0702, loss: 1.0702, grad_norm: 5.8007 2021-05-26 18:04:23,520 - mmaction - INFO - Epoch [3][2480/3757] lr: 5.000e-03, eta: 16:16:54, time: 1.509, data_time: 0.004, memory: 17874, top1_acc: 0.7172, top5_acc: 0.9062, loss_cls: 1.1336, loss: 1.1336, grad_norm: 5.8379 2021-05-26 18:04:48,220 - mmaction - INFO - Epoch [3][2500/3757] lr: 5.000e-03, eta: 16:16:28, time: 1.256, data_time: 0.028, memory: 17874, top1_acc: 0.7273, top5_acc: 0.9180, loss_cls: 1.0200, loss: 1.0200, grad_norm: 5.6915 2021-05-26 18:05:13,169 - mmaction - INFO - Epoch [3][2520/3757] lr: 5.000e-03, eta: 16:16:01, time: 1.246, data_time: 0.002, memory: 17874, top1_acc: 0.7086, top5_acc: 0.9055, loss_cls: 1.0602, loss: 1.0602, grad_norm: 5.6492 2021-05-26 18:05:36,548 - mmaction - INFO - Epoch [3][2540/3757] lr: 5.000e-03, eta: 16:15:27, time: 1.169, data_time: 0.003, memory: 17874, top1_acc: 0.7125, top5_acc: 0.9039, loss_cls: 1.0785, loss: 1.0785, grad_norm: 5.9739 2021-05-26 18:05:58,572 - mmaction - INFO - Epoch [3][2560/3757] lr: 5.000e-03, eta: 16:14:47, time: 1.102, data_time: 0.003, memory: 17874, top1_acc: 0.7258, top5_acc: 0.9086, loss_cls: 1.0740, loss: 1.0740, grad_norm: 5.7303 2021-05-26 18:06:23,116 - mmaction - INFO - Epoch [3][2580/3757] lr: 5.000e-03, eta: 16:14:18, time: 1.228, data_time: 0.002, memory: 17874, top1_acc: 0.7156, top5_acc: 0.9008, loss_cls: 1.0697, loss: 1.0697, grad_norm: 5.9468 2021-05-26 18:06:49,850 - mmaction - INFO - Epoch [3][2600/3757] lr: 5.000e-03, eta: 16:13:59, time: 1.336, data_time: 0.002, memory: 17874, top1_acc: 0.7148, top5_acc: 0.8969, loss_cls: 1.1405, loss: 1.1405, grad_norm: 5.8267 2021-05-26 18:07:12,330 - mmaction - INFO - Epoch [3][2620/3757] lr: 5.000e-03, eta: 16:13:20, time: 1.111, data_time: 0.003, memory: 17874, top1_acc: 0.7188, top5_acc: 0.9047, loss_cls: 1.0647, loss: 1.0647, grad_norm: 5.6143 2021-05-26 18:07:35,866 - mmaction - INFO - Epoch [3][2640/3757] lr: 5.000e-03, eta: 16:12:48, time: 1.190, data_time: 0.015, memory: 17874, top1_acc: 0.7250, top5_acc: 0.8953, loss_cls: 1.1086, loss: 1.1086, grad_norm: 5.6051 2021-05-26 18:07:57,895 - mmaction - INFO - Epoch [3][2660/3757] lr: 5.000e-03, eta: 16:12:08, time: 1.101, data_time: 0.005, memory: 17874, top1_acc: 0.7117, top5_acc: 0.9031, loss_cls: 1.0718, loss: 1.0718, grad_norm: 5.7462 2021-05-26 18:08:21,178 - mmaction - INFO - Epoch [3][2680/3757] lr: 5.000e-03, eta: 16:11:34, time: 1.166, data_time: 0.005, memory: 17874, top1_acc: 0.7234, top5_acc: 0.9078, loss_cls: 1.0889, loss: 1.0889, grad_norm: 5.9277 2021-05-26 18:08:44,055 - mmaction - INFO - Epoch [3][2700/3757] lr: 5.000e-03, eta: 16:10:58, time: 1.143, data_time: 0.002, memory: 17874, top1_acc: 0.7422, top5_acc: 0.9164, loss_cls: 1.0235, loss: 1.0235, grad_norm: 5.3886 2021-05-26 18:09:08,127 - mmaction - INFO - Epoch [3][2720/3757] lr: 5.000e-03, eta: 16:10:27, time: 1.204, data_time: 0.002, memory: 17874, top1_acc: 0.7164, top5_acc: 0.9133, loss_cls: 1.0521, loss: 1.0521, grad_norm: 5.4582 2021-05-26 18:09:32,008 - mmaction - INFO - Epoch [3][2740/3757] lr: 5.000e-03, eta: 16:09:55, time: 1.186, data_time: 0.002, memory: 17874, top1_acc: 0.7148, top5_acc: 0.9102, loss_cls: 1.0628, loss: 1.0628, grad_norm: 5.6148 2021-05-26 18:09:54,230 - mmaction - INFO - Epoch [3][2760/3757] lr: 5.000e-03, eta: 16:09:17, time: 1.117, data_time: 0.011, memory: 17874, top1_acc: 0.7344, top5_acc: 0.9164, loss_cls: 1.0406, loss: 1.0406, grad_norm: 5.7044 2021-05-26 18:10:16,509 - mmaction - INFO - Epoch [3][2780/3757] lr: 5.000e-03, eta: 16:08:39, time: 1.116, data_time: 0.005, memory: 17874, top1_acc: 0.7219, top5_acc: 0.9016, loss_cls: 1.0391, loss: 1.0391, grad_norm: 5.6849 2021-05-26 18:10:39,020 - mmaction - INFO - Epoch [3][2800/3757] lr: 5.000e-03, eta: 16:08:01, time: 1.127, data_time: 0.002, memory: 17874, top1_acc: 0.7094, top5_acc: 0.9102, loss_cls: 1.1074, loss: 1.1074, grad_norm: 5.8784 2021-05-26 18:11:01,141 - mmaction - INFO - Epoch [3][2820/3757] lr: 5.000e-03, eta: 16:07:22, time: 1.105, data_time: 0.001, memory: 17874, top1_acc: 0.7008, top5_acc: 0.9094, loss_cls: 1.1154, loss: 1.1154, grad_norm: 5.8188 2021-05-26 18:11:24,692 - mmaction - INFO - Epoch [3][2840/3757] lr: 5.000e-03, eta: 16:06:49, time: 1.172, data_time: 0.004, memory: 17874, top1_acc: 0.7328, top5_acc: 0.9133, loss_cls: 0.9889, loss: 0.9889, grad_norm: 5.5171 2021-05-26 18:11:46,989 - mmaction - INFO - Epoch [3][2860/3757] lr: 5.000e-03, eta: 16:06:11, time: 1.121, data_time: 0.009, memory: 17874, top1_acc: 0.7141, top5_acc: 0.8938, loss_cls: 1.1160, loss: 1.1160, grad_norm: 5.5377 2021-05-26 18:12:09,604 - mmaction - INFO - Epoch [3][2880/3757] lr: 5.000e-03, eta: 16:05:35, time: 1.129, data_time: 0.002, memory: 17874, top1_acc: 0.7234, top5_acc: 0.9102, loss_cls: 1.0805, loss: 1.0805, grad_norm: 5.3488 2021-05-26 18:12:31,781 - mmaction - INFO - Epoch [3][2900/3757] lr: 5.000e-03, eta: 16:04:56, time: 1.107, data_time: 0.004, memory: 17874, top1_acc: 0.6945, top5_acc: 0.8992, loss_cls: 1.1730, loss: 1.1730, grad_norm: 5.7340 2021-05-26 18:12:55,468 - mmaction - INFO - Epoch [3][2920/3757] lr: 5.000e-03, eta: 16:04:24, time: 1.188, data_time: 0.012, memory: 17874, top1_acc: 0.7422, top5_acc: 0.9055, loss_cls: 1.0221, loss: 1.0221, grad_norm: 5.4842 2021-05-26 18:13:17,435 - mmaction - INFO - Epoch [3][2940/3757] lr: 5.000e-03, eta: 16:03:45, time: 1.097, data_time: 0.002, memory: 17874, top1_acc: 0.7297, top5_acc: 0.9109, loss_cls: 1.0081, loss: 1.0081, grad_norm: 5.6813 2021-05-26 18:13:39,099 - mmaction - INFO - Epoch [3][2960/3757] lr: 5.000e-03, eta: 16:03:04, time: 1.084, data_time: 0.004, memory: 17874, top1_acc: 0.7234, top5_acc: 0.9078, loss_cls: 1.0689, loss: 1.0689, grad_norm: 5.6992 2021-05-26 18:14:02,164 - mmaction - INFO - Epoch [3][2980/3757] lr: 5.000e-03, eta: 16:02:30, time: 1.154, data_time: 0.002, memory: 17874, top1_acc: 0.7266, top5_acc: 0.9047, loss_cls: 1.0733, loss: 1.0733, grad_norm: 5.7054 2021-05-26 18:14:24,681 - mmaction - INFO - Epoch [3][3000/3757] lr: 5.000e-03, eta: 16:01:53, time: 1.124, data_time: 0.002, memory: 17874, top1_acc: 0.7242, top5_acc: 0.9117, loss_cls: 1.0376, loss: 1.0376, grad_norm: 5.7137 2021-05-26 18:14:48,872 - mmaction - INFO - Epoch [3][3020/3757] lr: 5.000e-03, eta: 16:01:23, time: 1.211, data_time: 0.005, memory: 17874, top1_acc: 0.7273, top5_acc: 0.9070, loss_cls: 1.0395, loss: 1.0395, grad_norm: 5.6482 2021-05-26 18:15:10,875 - mmaction - INFO - Epoch [3][3040/3757] lr: 5.000e-03, eta: 16:00:44, time: 1.101, data_time: 0.003, memory: 17874, top1_acc: 0.7234, top5_acc: 0.9070, loss_cls: 1.0953, loss: 1.0953, grad_norm: 5.7739 2021-05-26 18:15:33,811 - mmaction - INFO - Epoch [3][3060/3757] lr: 5.000e-03, eta: 16:00:09, time: 1.146, data_time: 0.002, memory: 17874, top1_acc: 0.7063, top5_acc: 0.8984, loss_cls: 1.0826, loss: 1.0826, grad_norm: 5.6078 2021-05-26 18:15:55,457 - mmaction - INFO - Epoch [3][3080/3757] lr: 5.000e-03, eta: 15:59:28, time: 1.068, data_time: 0.005, memory: 17874, top1_acc: 0.7133, top5_acc: 0.9117, loss_cls: 1.0580, loss: 1.0580, grad_norm: 5.4100 2021-05-26 18:16:18,554 - mmaction - INFO - Epoch [3][3100/3757] lr: 5.000e-03, eta: 15:58:55, time: 1.170, data_time: 0.019, memory: 17874, top1_acc: 0.7164, top5_acc: 0.9133, loss_cls: 1.0588, loss: 1.0588, grad_norm: 5.7600 2021-05-26 18:16:49,084 - mmaction - INFO - Epoch [3][3120/3757] lr: 5.000e-03, eta: 15:58:53, time: 1.521, data_time: 0.005, memory: 17874, top1_acc: 0.7297, top5_acc: 0.9164, loss_cls: 1.0415, loss: 1.0415, grad_norm: 5.4592 2021-05-26 18:17:10,629 - mmaction - INFO - Epoch [3][3140/3757] lr: 5.000e-03, eta: 15:58:12, time: 1.083, data_time: 0.008, memory: 17874, top1_acc: 0.7203, top5_acc: 0.9187, loss_cls: 1.0565, loss: 1.0565, grad_norm: 5.5336 2021-05-26 18:17:33,837 - mmaction - INFO - Epoch [3][3160/3757] lr: 5.000e-03, eta: 15:57:39, time: 1.158, data_time: 0.002, memory: 17874, top1_acc: 0.7078, top5_acc: 0.9109, loss_cls: 1.0882, loss: 1.0882, grad_norm: 5.5619 2021-05-26 18:17:55,497 - mmaction - INFO - Epoch [3][3180/3757] lr: 5.000e-03, eta: 15:56:59, time: 1.086, data_time: 0.006, memory: 17874, top1_acc: 0.7125, top5_acc: 0.9086, loss_cls: 1.1048, loss: 1.1048, grad_norm: 5.6234 2021-05-26 18:18:17,798 - mmaction - INFO - Epoch [3][3200/3757] lr: 5.000e-03, eta: 15:56:21, time: 1.115, data_time: 0.010, memory: 17874, top1_acc: 0.7344, top5_acc: 0.9023, loss_cls: 1.0527, loss: 1.0527, grad_norm: 5.5192 2021-05-26 18:18:39,669 - mmaction - INFO - Epoch [3][3220/3757] lr: 5.000e-03, eta: 15:55:42, time: 1.094, data_time: 0.003, memory: 17874, top1_acc: 0.7195, top5_acc: 0.9039, loss_cls: 1.0804, loss: 1.0804, grad_norm: 5.7557 2021-05-26 18:19:05,874 - mmaction - INFO - Epoch [3][3240/3757] lr: 5.000e-03, eta: 15:55:22, time: 1.309, data_time: 0.002, memory: 17874, top1_acc: 0.6992, top5_acc: 0.9078, loss_cls: 1.0964, loss: 1.0964, grad_norm: 5.6747 2021-05-26 18:19:27,927 - mmaction - INFO - Epoch [3][3260/3757] lr: 5.000e-03, eta: 15:54:43, time: 1.102, data_time: 0.003, memory: 17874, top1_acc: 0.7219, top5_acc: 0.8984, loss_cls: 1.0916, loss: 1.0916, grad_norm: 5.4768 2021-05-26 18:19:49,417 - mmaction - INFO - Epoch [3][3280/3757] lr: 5.000e-03, eta: 15:54:03, time: 1.075, data_time: 0.004, memory: 17874, top1_acc: 0.7367, top5_acc: 0.9187, loss_cls: 1.0111, loss: 1.0111, grad_norm: 5.2452 2021-05-26 18:20:15,082 - mmaction - INFO - Epoch [3][3300/3757] lr: 5.000e-03, eta: 15:53:39, time: 1.276, data_time: 0.003, memory: 17874, top1_acc: 0.7109, top5_acc: 0.9141, loss_cls: 1.0414, loss: 1.0414, grad_norm: 5.4606 2021-05-26 18:20:37,713 - mmaction - INFO - Epoch [3][3320/3757] lr: 5.000e-03, eta: 15:53:05, time: 1.139, data_time: 0.009, memory: 17874, top1_acc: 0.7023, top5_acc: 0.8922, loss_cls: 1.1415, loss: 1.1415, grad_norm: 5.8377 2021-05-26 18:20:59,710 - mmaction - INFO - Epoch [3][3340/3757] lr: 5.000e-03, eta: 15:52:26, time: 1.096, data_time: 0.003, memory: 17874, top1_acc: 0.7180, top5_acc: 0.9117, loss_cls: 1.0766, loss: 1.0766, grad_norm: 5.6994 2021-05-26 18:21:21,816 - mmaction - INFO - Epoch [3][3360/3757] lr: 5.000e-03, eta: 15:51:48, time: 1.107, data_time: 0.005, memory: 17874, top1_acc: 0.7055, top5_acc: 0.8883, loss_cls: 1.1729, loss: 1.1729, grad_norm: 5.7028 2021-05-26 18:21:46,740 - mmaction - INFO - Epoch [3][3380/3757] lr: 5.000e-03, eta: 15:51:23, time: 1.248, data_time: 0.003, memory: 17874, top1_acc: 0.7063, top5_acc: 0.8883, loss_cls: 1.1533, loss: 1.1533, grad_norm: 5.3950 2021-05-26 18:22:12,001 - mmaction - INFO - Epoch [3][3400/3757] lr: 5.000e-03, eta: 15:50:58, time: 1.263, data_time: 0.002, memory: 17874, top1_acc: 0.7117, top5_acc: 0.8938, loss_cls: 1.1096, loss: 1.1096, grad_norm: 5.6963 2021-05-26 18:22:34,182 - mmaction - INFO - Epoch [3][3420/3757] lr: 5.000e-03, eta: 15:50:21, time: 1.109, data_time: 0.003, memory: 17874, top1_acc: 0.7188, top5_acc: 0.9047, loss_cls: 1.1187, loss: 1.1187, grad_norm: 5.4722 2021-05-26 18:22:59,114 - mmaction - INFO - Epoch [3][3440/3757] lr: 5.000e-03, eta: 15:49:55, time: 1.243, data_time: 0.003, memory: 17874, top1_acc: 0.6969, top5_acc: 0.8945, loss_cls: 1.1314, loss: 1.1314, grad_norm: 5.5567 2021-05-26 18:23:22,575 - mmaction - INFO - Epoch [3][3460/3757] lr: 5.000e-03, eta: 15:49:21, time: 1.154, data_time: 0.011, memory: 17874, top1_acc: 0.7102, top5_acc: 0.9156, loss_cls: 1.0670, loss: 1.0670, grad_norm: 5.7171 2021-05-26 18:23:48,647 - mmaction - INFO - Epoch [3][3480/3757] lr: 5.000e-03, eta: 15:48:59, time: 1.289, data_time: 0.028, memory: 17874, top1_acc: 0.7203, top5_acc: 0.9219, loss_cls: 1.0161, loss: 1.0161, grad_norm: 5.4542 2021-05-26 18:24:11,673 - mmaction - INFO - Epoch [3][3500/3757] lr: 5.000e-03, eta: 15:48:28, time: 1.187, data_time: 0.040, memory: 17874, top1_acc: 0.7320, top5_acc: 0.8984, loss_cls: 1.0572, loss: 1.0572, grad_norm: 5.6379 2021-05-26 18:24:33,886 - mmaction - INFO - Epoch [3][3520/3757] lr: 5.000e-03, eta: 15:47:51, time: 1.110, data_time: 0.005, memory: 17874, top1_acc: 0.7344, top5_acc: 0.9102, loss_cls: 1.0096, loss: 1.0096, grad_norm: 5.8524 2021-05-26 18:24:56,708 - mmaction - INFO - Epoch [3][3540/3757] lr: 5.000e-03, eta: 15:47:17, time: 1.142, data_time: 0.004, memory: 17874, top1_acc: 0.7211, top5_acc: 0.9070, loss_cls: 1.0780, loss: 1.0780, grad_norm: 6.1436 2021-05-26 18:25:21,061 - mmaction - INFO - Epoch [3][3560/3757] lr: 5.000e-03, eta: 15:46:49, time: 1.218, data_time: 0.004, memory: 17874, top1_acc: 0.7125, top5_acc: 0.8898, loss_cls: 1.1011, loss: 1.1011, grad_norm: 5.7982 2021-05-26 18:25:43,781 - mmaction - INFO - Epoch [3][3580/3757] lr: 5.000e-03, eta: 15:46:14, time: 1.136, data_time: 0.002, memory: 17874, top1_acc: 0.6859, top5_acc: 0.8930, loss_cls: 1.1743, loss: 1.1743, grad_norm: 5.9118 2021-05-26 18:26:06,296 - mmaction - INFO - Epoch [3][3600/3757] lr: 5.000e-03, eta: 15:45:39, time: 1.127, data_time: 0.004, memory: 17874, top1_acc: 0.7094, top5_acc: 0.9047, loss_cls: 1.0822, loss: 1.0822, grad_norm: 5.7716 2021-05-26 18:26:28,620 - mmaction - INFO - Epoch [3][3620/3757] lr: 5.000e-03, eta: 15:45:02, time: 1.115, data_time: 0.001, memory: 17874, top1_acc: 0.7172, top5_acc: 0.9023, loss_cls: 1.0998, loss: 1.0998, grad_norm: 5.7333 2021-05-26 18:26:53,739 - mmaction - INFO - Epoch [3][3640/3757] lr: 5.000e-03, eta: 15:44:37, time: 1.251, data_time: 0.003, memory: 17874, top1_acc: 0.7523, top5_acc: 0.9102, loss_cls: 1.0069, loss: 1.0069, grad_norm: 5.3826 2021-05-26 18:27:15,630 - mmaction - INFO - Epoch [3][3660/3757] lr: 5.000e-03, eta: 15:43:59, time: 1.100, data_time: 0.009, memory: 17874, top1_acc: 0.7141, top5_acc: 0.9102, loss_cls: 1.0658, loss: 1.0658, grad_norm: 5.7325 2021-05-26 18:27:37,352 - mmaction - INFO - Epoch [3][3680/3757] lr: 5.000e-03, eta: 15:43:21, time: 1.087, data_time: 0.003, memory: 17874, top1_acc: 0.7492, top5_acc: 0.9187, loss_cls: 0.9837, loss: 0.9837, grad_norm: 5.3550 2021-05-26 18:27:59,439 - mmaction - INFO - Epoch [3][3700/3757] lr: 5.000e-03, eta: 15:42:44, time: 1.103, data_time: 0.001, memory: 17874, top1_acc: 0.7320, top5_acc: 0.9117, loss_cls: 1.0768, loss: 1.0768, grad_norm: 5.5602 2021-05-26 18:28:21,237 - mmaction - INFO - Epoch [3][3720/3757] lr: 5.000e-03, eta: 15:42:06, time: 1.091, data_time: 0.003, memory: 17874, top1_acc: 0.7008, top5_acc: 0.9094, loss_cls: 1.0967, loss: 1.0967, grad_norm: 5.9302 2021-05-26 18:28:43,497 - mmaction - INFO - Epoch [3][3740/3757] lr: 5.000e-03, eta: 15:41:29, time: 1.111, data_time: 0.004, memory: 17874, top1_acc: 0.7086, top5_acc: 0.8984, loss_cls: 1.0875, loss: 1.0875, grad_norm: 5.4610 2021-05-26 18:29:24,210 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-05-26 18:38:42,743 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-26 18:38:43,805 - mmaction - INFO - top1_acc 0.7185 top5_acc 0.9096 2021-05-26 18:38:43,805 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-26 18:38:43,891 - mmaction - INFO - mean_acc 0.7183 2021-05-26 18:38:46,305 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2021-05-26 18:38:46,305 - mmaction - INFO - Best top1_acc is 0.7185 at 3 epoch. 2021-05-26 18:38:46,321 - mmaction - INFO - Epoch(val) [3][3757] top1_acc: 0.7185, top5_acc: 0.9096, mean_class_accuracy: 0.7183 2021-05-26 18:44:49,594 - mmaction - INFO - Epoch [4][20/3757] lr: 5.000e-03, eta: 16:01:47, time: 18.157, data_time: 16.889, memory: 17874, top1_acc: 0.7469, top5_acc: 0.9359, loss_cls: 0.9142, loss: 0.9142, grad_norm: 5.4088 2021-05-26 18:45:12,236 - mmaction - INFO - Epoch [4][40/3757] lr: 5.000e-03, eta: 16:01:10, time: 1.135, data_time: 0.011, memory: 17874, top1_acc: 0.7305, top5_acc: 0.9203, loss_cls: 0.9841, loss: 0.9841, grad_norm: 5.6532 2021-05-26 18:45:38,829 - mmaction - INFO - Epoch [4][60/3757] lr: 5.000e-03, eta: 16:00:48, time: 1.328, data_time: 0.005, memory: 17874, top1_acc: 0.7547, top5_acc: 0.9289, loss_cls: 0.9400, loss: 0.9400, grad_norm: 5.2223 2021-05-26 18:46:01,284 - mmaction - INFO - Epoch [4][80/3757] lr: 5.000e-03, eta: 16:00:10, time: 1.124, data_time: 0.005, memory: 17874, top1_acc: 0.7742, top5_acc: 0.9359, loss_cls: 0.8558, loss: 0.8558, grad_norm: 5.9299 2021-05-26 18:46:26,875 - mmaction - INFO - Epoch [4][100/3757] lr: 5.000e-03, eta: 15:59:45, time: 1.281, data_time: 0.005, memory: 17874, top1_acc: 0.7258, top5_acc: 0.9070, loss_cls: 1.0311, loss: 1.0311, grad_norm: 5.6807 2021-05-26 18:46:49,612 - mmaction - INFO - Epoch [4][120/3757] lr: 5.000e-03, eta: 15:59:08, time: 1.136, data_time: 0.002, memory: 17874, top1_acc: 0.7422, top5_acc: 0.9227, loss_cls: 0.9718, loss: 0.9718, grad_norm: 5.7502 2021-05-26 18:47:14,592 - mmaction - INFO - Epoch [4][140/3757] lr: 5.000e-03, eta: 15:58:39, time: 1.247, data_time: 0.005, memory: 17874, top1_acc: 0.7273, top5_acc: 0.9062, loss_cls: 1.0524, loss: 1.0524, grad_norm: 5.7251 2021-05-26 18:47:37,472 - mmaction - INFO - Epoch [4][160/3757] lr: 5.000e-03, eta: 15:58:03, time: 1.146, data_time: 0.005, memory: 17874, top1_acc: 0.7430, top5_acc: 0.9234, loss_cls: 0.9537, loss: 0.9537, grad_norm: 5.5818 2021-05-26 18:48:07,209 - mmaction - INFO - Epoch [4][180/3757] lr: 5.000e-03, eta: 15:57:54, time: 1.482, data_time: 0.004, memory: 17874, top1_acc: 0.7367, top5_acc: 0.9117, loss_cls: 1.0026, loss: 1.0026, grad_norm: 5.5604 2021-05-26 18:48:29,407 - mmaction - INFO - Epoch [4][200/3757] lr: 5.000e-03, eta: 15:57:15, time: 1.115, data_time: 0.008, memory: 17874, top1_acc: 0.7719, top5_acc: 0.9281, loss_cls: 0.8992, loss: 0.8992, grad_norm: 5.3666 2021-05-26 18:48:59,182 - mmaction - INFO - Epoch [4][220/3757] lr: 5.000e-03, eta: 15:57:05, time: 1.484, data_time: 0.002, memory: 17874, top1_acc: 0.7648, top5_acc: 0.9187, loss_cls: 0.9393, loss: 0.9393, grad_norm: 5.3210 2021-05-26 18:49:21,827 - mmaction - INFO - Epoch [4][240/3757] lr: 5.000e-03, eta: 15:56:29, time: 1.137, data_time: 0.009, memory: 17874, top1_acc: 0.7531, top5_acc: 0.9211, loss_cls: 0.9322, loss: 0.9322, grad_norm: 5.4424 2021-05-26 18:49:46,082 - mmaction - INFO - Epoch [4][260/3757] lr: 5.000e-03, eta: 15:55:58, time: 1.209, data_time: 0.002, memory: 17874, top1_acc: 0.7414, top5_acc: 0.9102, loss_cls: 1.0129, loss: 1.0129, grad_norm: 5.8184 2021-05-26 18:50:11,721 - mmaction - INFO - Epoch [4][280/3757] lr: 5.000e-03, eta: 15:55:32, time: 1.283, data_time: 0.009, memory: 17874, top1_acc: 0.7438, top5_acc: 0.9156, loss_cls: 0.9958, loss: 0.9958, grad_norm: 5.8203 2021-05-26 18:50:34,497 - mmaction - INFO - Epoch [4][300/3757] lr: 5.000e-03, eta: 15:54:56, time: 1.140, data_time: 0.005, memory: 17874, top1_acc: 0.7492, top5_acc: 0.9305, loss_cls: 0.9086, loss: 0.9086, grad_norm: 5.5784 2021-05-26 18:50:58,222 - mmaction - INFO - Epoch [4][320/3757] lr: 5.000e-03, eta: 15:54:23, time: 1.187, data_time: 0.005, memory: 17874, top1_acc: 0.7695, top5_acc: 0.9398, loss_cls: 0.8300, loss: 0.8300, grad_norm: 5.2941 2021-05-26 18:51:22,783 - mmaction - INFO - Epoch [4][340/3757] lr: 5.000e-03, eta: 15:53:54, time: 1.228, data_time: 0.004, memory: 17874, top1_acc: 0.7547, top5_acc: 0.9305, loss_cls: 0.9387, loss: 0.9387, grad_norm: 5.7448 2021-05-26 18:51:46,078 - mmaction - INFO - Epoch [4][360/3757] lr: 5.000e-03, eta: 15:53:19, time: 1.163, data_time: 0.003, memory: 17874, top1_acc: 0.7578, top5_acc: 0.9320, loss_cls: 0.8939, loss: 0.8939, grad_norm: 5.3831 2021-05-26 18:52:08,232 - mmaction - INFO - Epoch [4][380/3757] lr: 5.000e-03, eta: 15:52:41, time: 1.110, data_time: 0.005, memory: 17874, top1_acc: 0.7477, top5_acc: 0.9133, loss_cls: 0.9734, loss: 0.9734, grad_norm: 5.4450 2021-05-26 18:52:29,914 - mmaction - INFO - Epoch [4][400/3757] lr: 5.000e-03, eta: 15:52:00, time: 1.085, data_time: 0.002, memory: 17874, top1_acc: 0.7453, top5_acc: 0.9383, loss_cls: 0.8855, loss: 0.8855, grad_norm: 5.8206 2021-05-26 18:52:52,506 - mmaction - INFO - Epoch [4][420/3757] lr: 5.000e-03, eta: 15:51:23, time: 1.129, data_time: 0.002, memory: 17874, top1_acc: 0.7609, top5_acc: 0.9187, loss_cls: 0.9400, loss: 0.9400, grad_norm: 5.5378 2021-05-26 18:53:15,067 - mmaction - INFO - Epoch [4][440/3757] lr: 5.000e-03, eta: 15:50:46, time: 1.126, data_time: 0.004, memory: 17874, top1_acc: 0.7602, top5_acc: 0.9344, loss_cls: 0.9072, loss: 0.9072, grad_norm: 5.6545 2021-05-26 18:53:41,456 - mmaction - INFO - Epoch [4][460/3757] lr: 5.000e-03, eta: 15:50:23, time: 1.315, data_time: 0.005, memory: 17874, top1_acc: 0.7570, top5_acc: 0.9344, loss_cls: 0.8972, loss: 0.8972, grad_norm: 5.5254 2021-05-26 18:54:03,865 - mmaction - INFO - Epoch [4][480/3757] lr: 5.000e-03, eta: 15:49:46, time: 1.126, data_time: 0.008, memory: 17874, top1_acc: 0.7594, top5_acc: 0.9195, loss_cls: 0.9291, loss: 0.9291, grad_norm: 5.5755 2021-05-26 18:54:26,306 - mmaction - INFO - Epoch [4][500/3757] lr: 5.000e-03, eta: 15:49:09, time: 1.121, data_time: 0.004, memory: 17874, top1_acc: 0.7531, top5_acc: 0.9211, loss_cls: 0.9262, loss: 0.9262, grad_norm: 5.7037 2021-05-26 18:54:48,715 - mmaction - INFO - Epoch [4][520/3757] lr: 5.000e-03, eta: 15:48:32, time: 1.121, data_time: 0.003, memory: 17874, top1_acc: 0.7383, top5_acc: 0.9195, loss_cls: 0.9965, loss: 0.9965, grad_norm: 5.7944 2021-05-26 18:55:13,325 - mmaction - INFO - Epoch [4][540/3757] lr: 5.000e-03, eta: 15:48:02, time: 1.227, data_time: 0.002, memory: 17874, top1_acc: 0.7656, top5_acc: 0.9320, loss_cls: 0.9274, loss: 0.9274, grad_norm: 5.4901 2021-05-26 18:55:35,886 - mmaction - INFO - Epoch [4][560/3757] lr: 5.000e-03, eta: 15:47:26, time: 1.132, data_time: 0.006, memory: 17874, top1_acc: 0.7297, top5_acc: 0.9148, loss_cls: 0.9784, loss: 0.9784, grad_norm: 5.8899 2021-05-26 18:56:02,732 - mmaction - INFO - Epoch [4][580/3757] lr: 5.000e-03, eta: 15:47:05, time: 1.342, data_time: 0.003, memory: 17874, top1_acc: 0.7414, top5_acc: 0.9180, loss_cls: 0.9663, loss: 0.9663, grad_norm: 5.5003 2021-05-26 18:56:26,913 - mmaction - INFO - Epoch [4][600/3757] lr: 5.000e-03, eta: 15:46:34, time: 1.202, data_time: 0.003, memory: 17874, top1_acc: 0.7305, top5_acc: 0.9258, loss_cls: 0.9640, loss: 0.9640, grad_norm: 5.5978 2021-05-26 18:56:50,152 - mmaction - INFO - Epoch [4][620/3757] lr: 5.000e-03, eta: 15:46:00, time: 1.169, data_time: 0.009, memory: 17874, top1_acc: 0.7547, top5_acc: 0.9187, loss_cls: 0.9437, loss: 0.9437, grad_norm: 5.6097 2021-05-26 18:57:13,093 - mmaction - INFO - Epoch [4][640/3757] lr: 5.000e-03, eta: 15:45:25, time: 1.146, data_time: 0.002, memory: 17874, top1_acc: 0.7617, top5_acc: 0.9258, loss_cls: 0.8918, loss: 0.8918, grad_norm: 5.3433 2021-05-26 18:57:40,029 - mmaction - INFO - Epoch [4][660/3757] lr: 5.000e-03, eta: 15:45:05, time: 1.348, data_time: 0.004, memory: 17874, top1_acc: 0.7672, top5_acc: 0.9250, loss_cls: 0.9065, loss: 0.9065, grad_norm: 5.0909 2021-05-26 18:58:08,509 - mmaction - INFO - Epoch [4][680/3757] lr: 5.000e-03, eta: 15:44:50, time: 1.420, data_time: 0.003, memory: 17874, top1_acc: 0.7523, top5_acc: 0.9203, loss_cls: 0.9566, loss: 0.9566, grad_norm: 5.2345 2021-05-26 18:58:31,202 - mmaction - INFO - Epoch [4][700/3757] lr: 5.000e-03, eta: 15:44:14, time: 1.138, data_time: 0.007, memory: 17874, top1_acc: 0.7273, top5_acc: 0.9117, loss_cls: 1.0133, loss: 1.0133, grad_norm: 5.3743 2021-05-26 18:58:52,995 - mmaction - INFO - Epoch [4][720/3757] lr: 5.000e-03, eta: 15:43:35, time: 1.091, data_time: 0.003, memory: 17874, top1_acc: 0.7672, top5_acc: 0.9242, loss_cls: 0.9169, loss: 0.9169, grad_norm: 5.3053 2021-05-26 18:59:14,974 - mmaction - INFO - Epoch [4][740/3757] lr: 5.000e-03, eta: 15:42:56, time: 1.097, data_time: 0.002, memory: 17874, top1_acc: 0.7336, top5_acc: 0.8977, loss_cls: 1.0541, loss: 1.0541, grad_norm: 5.7640 2021-05-26 18:59:37,617 - mmaction - INFO - Epoch [4][760/3757] lr: 5.000e-03, eta: 15:42:20, time: 1.133, data_time: 0.004, memory: 17874, top1_acc: 0.7555, top5_acc: 0.9367, loss_cls: 0.8895, loss: 0.8895, grad_norm: 5.5949 2021-05-26 18:59:59,148 - mmaction - INFO - Epoch [4][780/3757] lr: 5.000e-03, eta: 15:41:40, time: 1.078, data_time: 0.004, memory: 17874, top1_acc: 0.7570, top5_acc: 0.9070, loss_cls: 0.9849, loss: 0.9849, grad_norm: 5.5004 2021-05-26 19:00:22,943 - mmaction - INFO - Epoch [4][800/3757] lr: 5.000e-03, eta: 15:41:08, time: 1.190, data_time: 0.005, memory: 17874, top1_acc: 0.7430, top5_acc: 0.9203, loss_cls: 0.9759, loss: 0.9759, grad_norm: 5.3867 2021-05-26 19:00:44,965 - mmaction - INFO - Epoch [4][820/3757] lr: 5.000e-03, eta: 15:40:30, time: 1.101, data_time: 0.004, memory: 17874, top1_acc: 0.7641, top5_acc: 0.9289, loss_cls: 0.8969, loss: 0.8969, grad_norm: 5.2900 2021-05-26 19:01:07,786 - mmaction - INFO - Epoch [4][840/3757] lr: 5.000e-03, eta: 15:39:55, time: 1.141, data_time: 0.004, memory: 17874, top1_acc: 0.7672, top5_acc: 0.9211, loss_cls: 0.9393, loss: 0.9393, grad_norm: 5.2839 2021-05-26 19:01:32,726 - mmaction - INFO - Epoch [4][860/3757] lr: 5.000e-03, eta: 15:39:27, time: 1.246, data_time: 0.005, memory: 17874, top1_acc: 0.7375, top5_acc: 0.9180, loss_cls: 0.9587, loss: 0.9587, grad_norm: 5.8851 2021-05-26 19:01:58,514 - mmaction - INFO - Epoch [4][880/3757] lr: 5.000e-03, eta: 15:39:03, time: 1.290, data_time: 0.006, memory: 17874, top1_acc: 0.7328, top5_acc: 0.9086, loss_cls: 1.0237, loss: 1.0237, grad_norm: 5.5719 2021-05-26 19:02:20,904 - mmaction - INFO - Epoch [4][900/3757] lr: 5.000e-03, eta: 15:38:26, time: 1.118, data_time: 0.003, memory: 17874, top1_acc: 0.7461, top5_acc: 0.9313, loss_cls: 0.9387, loss: 0.9387, grad_norm: 5.7861 2021-05-26 19:02:42,952 - mmaction - INFO - Epoch [4][920/3757] lr: 5.000e-03, eta: 15:37:48, time: 1.104, data_time: 0.005, memory: 17874, top1_acc: 0.7312, top5_acc: 0.9258, loss_cls: 0.9761, loss: 0.9761, grad_norm: 6.1385 2021-05-26 19:03:05,055 - mmaction - INFO - Epoch [4][940/3757] lr: 5.000e-03, eta: 15:37:10, time: 1.105, data_time: 0.004, memory: 17874, top1_acc: 0.7289, top5_acc: 0.9102, loss_cls: 1.0114, loss: 1.0114, grad_norm: 5.8910 2021-05-26 19:03:28,045 - mmaction - INFO - Epoch [4][960/3757] lr: 5.000e-03, eta: 15:36:35, time: 1.140, data_time: 0.002, memory: 17874, top1_acc: 0.7484, top5_acc: 0.9172, loss_cls: 0.9772, loss: 0.9772, grad_norm: 5.6772 2021-05-26 19:03:54,337 - mmaction - INFO - Epoch [4][980/3757] lr: 5.000e-03, eta: 15:36:13, time: 1.324, data_time: 0.013, memory: 17874, top1_acc: 0.7445, top5_acc: 0.9187, loss_cls: 0.9412, loss: 0.9412, grad_norm: 5.3493 2021-05-26 19:04:20,066 - mmaction - INFO - Epoch [4][1000/3757] lr: 5.000e-03, eta: 15:35:49, time: 1.284, data_time: 0.004, memory: 17874, top1_acc: 0.7570, top5_acc: 0.9219, loss_cls: 0.9222, loss: 0.9222, grad_norm: 5.4375 2021-05-26 19:04:46,894 - mmaction - INFO - Epoch [4][1020/3757] lr: 5.000e-03, eta: 15:35:28, time: 1.339, data_time: 0.005, memory: 17874, top1_acc: 0.7516, top5_acc: 0.9086, loss_cls: 1.0289, loss: 1.0289, grad_norm: 5.6963 2021-05-26 19:05:10,884 - mmaction - INFO - Epoch [4][1040/3757] lr: 5.000e-03, eta: 15:34:57, time: 1.204, data_time: 0.008, memory: 17874, top1_acc: 0.7484, top5_acc: 0.9211, loss_cls: 0.9375, loss: 0.9375, grad_norm: 5.2716 2021-05-26 19:05:32,974 - mmaction - INFO - Epoch [4][1060/3757] lr: 5.000e-03, eta: 15:34:20, time: 1.106, data_time: 0.002, memory: 17874, top1_acc: 0.7469, top5_acc: 0.9203, loss_cls: 0.9545, loss: 0.9545, grad_norm: 5.2116 2021-05-26 19:05:57,154 - mmaction - INFO - Epoch [4][1080/3757] lr: 5.000e-03, eta: 15:33:50, time: 1.203, data_time: 0.003, memory: 17874, top1_acc: 0.7656, top5_acc: 0.9352, loss_cls: 0.8748, loss: 0.8748, grad_norm: 7.3554 2021-05-26 19:06:19,905 - mmaction - INFO - Epoch [4][1100/3757] lr: 5.000e-03, eta: 15:33:15, time: 1.141, data_time: 0.007, memory: 17874, top1_acc: 0.7008, top5_acc: 0.8898, loss_cls: 1.1487, loss: 1.1487, grad_norm: 6.5742 2021-05-26 19:06:42,494 - mmaction - INFO - Epoch [4][1120/3757] lr: 5.000e-03, eta: 15:32:39, time: 1.131, data_time: 0.003, memory: 17874, top1_acc: 0.7164, top5_acc: 0.9094, loss_cls: 1.0413, loss: 1.0413, grad_norm: 5.9256 2021-05-26 19:07:04,947 - mmaction - INFO - Epoch [4][1140/3757] lr: 5.000e-03, eta: 15:32:03, time: 1.123, data_time: 0.003, memory: 17874, top1_acc: 0.7484, top5_acc: 0.9273, loss_cls: 0.9415, loss: 0.9415, grad_norm: 5.5880 2021-05-26 19:07:27,050 - mmaction - INFO - Epoch [4][1160/3757] lr: 5.000e-03, eta: 15:31:26, time: 1.104, data_time: 0.002, memory: 17874, top1_acc: 0.7344, top5_acc: 0.9039, loss_cls: 1.0581, loss: 1.0581, grad_norm: 5.9567 2021-05-26 19:07:52,055 - mmaction - INFO - Epoch [4][1180/3757] lr: 5.000e-03, eta: 15:30:59, time: 1.249, data_time: 0.003, memory: 17874, top1_acc: 0.7562, top5_acc: 0.9344, loss_cls: 0.9351, loss: 0.9351, grad_norm: 5.2307 2021-05-26 19:08:14,052 - mmaction - INFO - Epoch [4][1200/3757] lr: 5.000e-03, eta: 15:30:21, time: 1.101, data_time: 0.004, memory: 17874, top1_acc: 0.7352, top5_acc: 0.9086, loss_cls: 1.0158, loss: 1.0158, grad_norm: 5.7214 2021-05-26 19:08:37,428 - mmaction - INFO - Epoch [4][1220/3757] lr: 5.000e-03, eta: 15:29:48, time: 1.168, data_time: 0.004, memory: 17874, top1_acc: 0.7422, top5_acc: 0.9180, loss_cls: 0.9849, loss: 0.9849, grad_norm: 5.8110 2021-05-26 19:09:02,783 - mmaction - INFO - Epoch [4][1240/3757] lr: 5.000e-03, eta: 15:29:23, time: 1.268, data_time: 0.006, memory: 17874, top1_acc: 0.7633, top5_acc: 0.9281, loss_cls: 0.8917, loss: 0.8917, grad_norm: 5.3862 2021-05-26 19:09:28,501 - mmaction - INFO - Epoch [4][1260/3757] lr: 5.000e-03, eta: 15:28:58, time: 1.286, data_time: 0.003, memory: 17874, top1_acc: 0.7344, top5_acc: 0.9250, loss_cls: 0.9756, loss: 0.9756, grad_norm: 5.6684 2021-05-26 19:09:51,478 - mmaction - INFO - Epoch [4][1280/3757] lr: 5.000e-03, eta: 15:28:24, time: 1.149, data_time: 0.003, memory: 17874, top1_acc: 0.7352, top5_acc: 0.9219, loss_cls: 0.9618, loss: 0.9618, grad_norm: 5.9761 2021-05-26 19:10:13,167 - mmaction - INFO - Epoch [4][1300/3757] lr: 5.000e-03, eta: 15:27:46, time: 1.085, data_time: 0.003, memory: 17874, top1_acc: 0.7195, top5_acc: 0.9000, loss_cls: 1.0607, loss: 1.0607, grad_norm: 6.0174 2021-05-26 19:10:35,425 - mmaction - INFO - Epoch [4][1320/3757] lr: 5.000e-03, eta: 15:27:09, time: 1.112, data_time: 0.002, memory: 17874, top1_acc: 0.7391, top5_acc: 0.9164, loss_cls: 0.9513, loss: 0.9513, grad_norm: 5.6450 2021-05-26 19:10:58,074 - mmaction - INFO - Epoch [4][1340/3757] lr: 5.000e-03, eta: 15:26:34, time: 1.132, data_time: 0.003, memory: 17874, top1_acc: 0.7320, top5_acc: 0.9094, loss_cls: 1.0397, loss: 1.0397, grad_norm: 5.5536 2021-05-26 19:11:21,642 - mmaction - INFO - Epoch [4][1360/3757] lr: 5.000e-03, eta: 15:26:02, time: 1.179, data_time: 0.005, memory: 17874, top1_acc: 0.7672, top5_acc: 0.9211, loss_cls: 0.8745, loss: 0.8745, grad_norm: 5.2940 2021-05-26 19:11:53,140 - mmaction - INFO - Epoch [4][1380/3757] lr: 5.000e-03, eta: 15:25:58, time: 1.572, data_time: 0.005, memory: 17874, top1_acc: 0.7664, top5_acc: 0.9273, loss_cls: 0.8832, loss: 0.8832, grad_norm: 5.4440 2021-05-26 19:12:15,438 - mmaction - INFO - Epoch [4][1400/3757] lr: 5.000e-03, eta: 15:25:21, time: 1.111, data_time: 0.008, memory: 17874, top1_acc: 0.7352, top5_acc: 0.9234, loss_cls: 0.9450, loss: 0.9450, grad_norm: 5.6119 2021-05-26 19:12:39,089 - mmaction - INFO - Epoch [4][1420/3757] lr: 5.000e-03, eta: 15:24:50, time: 1.187, data_time: 0.008, memory: 17874, top1_acc: 0.7305, top5_acc: 0.9078, loss_cls: 1.0303, loss: 1.0303, grad_norm: 5.7764 2021-05-26 19:13:02,539 - mmaction - INFO - Epoch [4][1440/3757] lr: 5.000e-03, eta: 15:24:18, time: 1.175, data_time: 0.004, memory: 17874, top1_acc: 0.7336, top5_acc: 0.9313, loss_cls: 0.9650, loss: 0.9650, grad_norm: 6.0594 2021-05-26 19:13:24,811 - mmaction - INFO - Epoch [4][1460/3757] lr: 5.000e-03, eta: 15:23:42, time: 1.111, data_time: 0.003, memory: 17874, top1_acc: 0.7430, top5_acc: 0.9102, loss_cls: 1.0055, loss: 1.0055, grad_norm: 5.5735 2021-05-26 19:13:46,510 - mmaction - INFO - Epoch [4][1480/3757] lr: 5.000e-03, eta: 15:23:04, time: 1.088, data_time: 0.004, memory: 17874, top1_acc: 0.7398, top5_acc: 0.9187, loss_cls: 0.9459, loss: 0.9459, grad_norm: 5.5127 2021-05-26 19:14:08,972 - mmaction - INFO - Epoch [4][1500/3757] lr: 5.000e-03, eta: 15:22:29, time: 1.124, data_time: 0.003, memory: 17874, top1_acc: 0.7617, top5_acc: 0.9320, loss_cls: 0.8926, loss: 0.8926, grad_norm: 5.5746 2021-05-26 19:14:30,619 - mmaction - INFO - Epoch [4][1520/3757] lr: 5.000e-03, eta: 15:21:50, time: 1.079, data_time: 0.001, memory: 17874, top1_acc: 0.7391, top5_acc: 0.9242, loss_cls: 0.9764, loss: 0.9764, grad_norm: 5.7233 2021-05-26 19:14:52,989 - mmaction - INFO - Epoch [4][1540/3757] lr: 5.000e-03, eta: 15:21:15, time: 1.119, data_time: 0.006, memory: 17874, top1_acc: 0.7414, top5_acc: 0.9195, loss_cls: 1.0043, loss: 1.0043, grad_norm: 5.5376 2021-05-26 19:15:15,180 - mmaction - INFO - Epoch [4][1560/3757] lr: 5.000e-03, eta: 15:20:38, time: 1.111, data_time: 0.003, memory: 17874, top1_acc: 0.7367, top5_acc: 0.9164, loss_cls: 0.9761, loss: 0.9761, grad_norm: 5.5953 2021-05-26 19:15:42,411 - mmaction - INFO - Epoch [4][1580/3757] lr: 5.000e-03, eta: 15:20:19, time: 1.356, data_time: 0.001, memory: 17874, top1_acc: 0.7469, top5_acc: 0.9156, loss_cls: 0.9683, loss: 0.9683, grad_norm: 5.5626 2021-05-26 19:16:06,380 - mmaction - INFO - Epoch [4][1600/3757] lr: 5.000e-03, eta: 15:19:49, time: 1.199, data_time: 0.010, memory: 17874, top1_acc: 0.7234, top5_acc: 0.9055, loss_cls: 1.0346, loss: 1.0346, grad_norm: 5.8781 2021-05-26 19:16:33,866 - mmaction - INFO - Epoch [4][1620/3757] lr: 5.000e-03, eta: 15:19:31, time: 1.378, data_time: 0.008, memory: 17874, top1_acc: 0.7219, top5_acc: 0.9172, loss_cls: 0.9928, loss: 0.9928, grad_norm: 6.0206 2021-05-26 19:16:57,949 - mmaction - INFO - Epoch [4][1640/3757] lr: 5.000e-03, eta: 15:19:01, time: 1.201, data_time: 0.003, memory: 17874, top1_acc: 0.7516, top5_acc: 0.9234, loss_cls: 0.9618, loss: 0.9618, grad_norm: 5.3626 2021-05-26 19:17:22,271 - mmaction - INFO - Epoch [4][1660/3757] lr: 5.000e-03, eta: 15:18:32, time: 1.220, data_time: 0.014, memory: 17874, top1_acc: 0.7742, top5_acc: 0.9266, loss_cls: 0.8772, loss: 0.8772, grad_norm: 5.5040 2021-05-26 19:17:51,255 - mmaction - INFO - Epoch [4][1680/3757] lr: 5.000e-03, eta: 15:18:19, time: 1.449, data_time: 0.002, memory: 17874, top1_acc: 0.7438, top5_acc: 0.9180, loss_cls: 0.9784, loss: 0.9784, grad_norm: 5.6991 2021-05-26 19:18:14,699 - mmaction - INFO - Epoch [4][1700/3757] lr: 5.000e-03, eta: 15:17:45, time: 1.140, data_time: 0.003, memory: 17874, top1_acc: 0.7531, top5_acc: 0.9211, loss_cls: 0.9604, loss: 0.9604, grad_norm: 5.7573 2021-05-26 19:18:38,213 - mmaction - INFO - Epoch [4][1720/3757] lr: 5.000e-03, eta: 15:17:15, time: 1.208, data_time: 0.034, memory: 17874, top1_acc: 0.7320, top5_acc: 0.9242, loss_cls: 0.9521, loss: 0.9521, grad_norm: 5.4739 2021-05-26 19:19:00,747 - mmaction - INFO - Epoch [4][1740/3757] lr: 5.000e-03, eta: 15:16:40, time: 1.127, data_time: 0.002, memory: 17874, top1_acc: 0.7461, top5_acc: 0.9187, loss_cls: 0.9826, loss: 0.9826, grad_norm: 5.4606 2021-05-26 19:19:26,210 - mmaction - INFO - Epoch [4][1760/3757] lr: 5.000e-03, eta: 15:16:15, time: 1.274, data_time: 0.002, memory: 17874, top1_acc: 0.7414, top5_acc: 0.9039, loss_cls: 1.0203, loss: 1.0203, grad_norm: 5.4693 2021-05-26 19:19:49,250 - mmaction - INFO - Epoch [4][1780/3757] lr: 5.000e-03, eta: 15:15:42, time: 1.151, data_time: 0.002, memory: 17874, top1_acc: 0.7492, top5_acc: 0.9117, loss_cls: 0.9706, loss: 0.9706, grad_norm: 5.8358 2021-05-26 19:20:12,099 - mmaction - INFO - Epoch [4][1800/3757] lr: 5.000e-03, eta: 15:15:08, time: 1.143, data_time: 0.004, memory: 17874, top1_acc: 0.7633, top5_acc: 0.9203, loss_cls: 0.9811, loss: 0.9811, grad_norm: 5.3920 2021-05-26 19:20:40,406 - mmaction - INFO - Epoch [4][1820/3757] lr: 5.000e-03, eta: 15:14:52, time: 1.412, data_time: 0.005, memory: 17874, top1_acc: 0.7523, top5_acc: 0.9164, loss_cls: 0.9489, loss: 0.9489, grad_norm: 5.7388 2021-05-26 19:21:05,275 - mmaction - INFO - Epoch [4][1840/3757] lr: 5.000e-03, eta: 15:14:26, time: 1.246, data_time: 0.010, memory: 17874, top1_acc: 0.7289, top5_acc: 0.9000, loss_cls: 1.0145, loss: 1.0145, grad_norm: 5.4953 2021-05-26 19:21:30,343 - mmaction - INFO - Epoch [4][1860/3757] lr: 5.000e-03, eta: 15:13:59, time: 1.254, data_time: 0.003, memory: 17874, top1_acc: 0.7414, top5_acc: 0.9164, loss_cls: 1.0012, loss: 1.0012, grad_norm: 5.7025 2021-05-26 19:21:55,327 - mmaction - INFO - Epoch [4][1880/3757] lr: 5.000e-03, eta: 15:13:32, time: 1.245, data_time: 0.002, memory: 17874, top1_acc: 0.7406, top5_acc: 0.9227, loss_cls: 0.9985, loss: 0.9985, grad_norm: 5.9016 2021-05-26 19:22:23,074 - mmaction - INFO - Epoch [4][1900/3757] lr: 5.000e-03, eta: 15:13:14, time: 1.384, data_time: 0.010, memory: 17874, top1_acc: 0.7367, top5_acc: 0.9219, loss_cls: 0.9664, loss: 0.9664, grad_norm: 5.8320 2021-05-26 19:22:44,802 - mmaction - INFO - Epoch [4][1920/3757] lr: 5.000e-03, eta: 15:12:38, time: 1.094, data_time: 0.010, memory: 17874, top1_acc: 0.7367, top5_acc: 0.9102, loss_cls: 1.0161, loss: 1.0161, grad_norm: 6.0143 2021-05-26 19:23:06,660 - mmaction - INFO - Epoch [4][1940/3757] lr: 5.000e-03, eta: 15:12:01, time: 1.093, data_time: 0.002, memory: 17874, top1_acc: 0.7367, top5_acc: 0.9234, loss_cls: 0.9484, loss: 0.9484, grad_norm: 5.8612 2021-05-26 19:23:33,276 - mmaction - INFO - Epoch [4][1960/3757] lr: 5.000e-03, eta: 15:11:39, time: 1.329, data_time: 0.003, memory: 17874, top1_acc: 0.7477, top5_acc: 0.9211, loss_cls: 0.9693, loss: 0.9693, grad_norm: 5.4390 2021-05-26 19:23:55,573 - mmaction - INFO - Epoch [4][1980/3757] lr: 5.000e-03, eta: 15:11:04, time: 1.115, data_time: 0.004, memory: 17874, top1_acc: 0.7445, top5_acc: 0.9250, loss_cls: 0.9578, loss: 0.9578, grad_norm: 5.5800 2021-05-26 19:24:18,562 - mmaction - INFO - Epoch [4][2000/3757] lr: 5.000e-03, eta: 15:10:31, time: 1.151, data_time: 0.003, memory: 17874, top1_acc: 0.7258, top5_acc: 0.9109, loss_cls: 1.0460, loss: 1.0460, grad_norm: 5.7435 2021-05-26 19:24:41,176 - mmaction - INFO - Epoch [4][2020/3757] lr: 5.000e-03, eta: 15:09:57, time: 1.130, data_time: 0.002, memory: 17874, top1_acc: 0.7352, top5_acc: 0.9187, loss_cls: 1.0019, loss: 1.0019, grad_norm: 6.0596 2021-05-26 19:25:04,617 - mmaction - INFO - Epoch [4][2040/3757] lr: 5.000e-03, eta: 15:09:25, time: 1.171, data_time: 0.002, memory: 17874, top1_acc: 0.7281, top5_acc: 0.9125, loss_cls: 1.0298, loss: 1.0298, grad_norm: 5.8408 2021-05-26 19:25:27,496 - mmaction - INFO - Epoch [4][2060/3757] lr: 5.000e-03, eta: 15:08:52, time: 1.145, data_time: 0.003, memory: 17874, top1_acc: 0.7430, top5_acc: 0.9352, loss_cls: 0.9468, loss: 0.9468, grad_norm: 5.5436 2021-05-26 19:25:53,382 - mmaction - INFO - Epoch [4][2080/3757] lr: 5.000e-03, eta: 15:08:28, time: 1.290, data_time: 0.009, memory: 17874, top1_acc: 0.7461, top5_acc: 0.9156, loss_cls: 1.0116, loss: 1.0116, grad_norm: 6.0076 2021-05-26 19:26:15,347 - mmaction - INFO - Epoch [4][2100/3757] lr: 5.000e-03, eta: 15:07:52, time: 1.101, data_time: 0.011, memory: 17874, top1_acc: 0.7609, top5_acc: 0.9266, loss_cls: 0.8869, loss: 0.8869, grad_norm: 5.2307 2021-05-26 19:26:38,291 - mmaction - INFO - Epoch [4][2120/3757] lr: 5.000e-03, eta: 15:07:19, time: 1.148, data_time: 0.005, memory: 17874, top1_acc: 0.7352, top5_acc: 0.9039, loss_cls: 1.0484, loss: 1.0484, grad_norm: 5.7060 2021-05-26 19:27:00,292 - mmaction - INFO - Epoch [4][2140/3757] lr: 5.000e-03, eta: 15:06:43, time: 1.101, data_time: 0.002, memory: 17874, top1_acc: 0.7289, top5_acc: 0.9219, loss_cls: 0.9974, loss: 0.9974, grad_norm: 5.6962 2021-05-26 19:27:22,566 - mmaction - INFO - Epoch [4][2160/3757] lr: 5.000e-03, eta: 15:06:08, time: 1.112, data_time: 0.002, memory: 17874, top1_acc: 0.7367, top5_acc: 0.9195, loss_cls: 0.9677, loss: 0.9677, grad_norm: 5.7861 2021-05-26 19:27:47,547 - mmaction - INFO - Epoch [4][2180/3757] lr: 5.000e-03, eta: 15:05:41, time: 1.245, data_time: 0.005, memory: 17874, top1_acc: 0.7539, top5_acc: 0.9156, loss_cls: 0.9351, loss: 0.9351, grad_norm: 5.4822 2021-05-26 19:28:09,178 - mmaction - INFO - Epoch [4][2200/3757] lr: 5.000e-03, eta: 15:05:04, time: 1.085, data_time: 0.008, memory: 17874, top1_acc: 0.7484, top5_acc: 0.9172, loss_cls: 0.9590, loss: 0.9590, grad_norm: 5.6145 2021-05-26 19:28:31,141 - mmaction - INFO - Epoch [4][2220/3757] lr: 5.000e-03, eta: 15:04:28, time: 1.099, data_time: 0.004, memory: 17874, top1_acc: 0.7102, top5_acc: 0.9086, loss_cls: 1.0414, loss: 1.0414, grad_norm: 5.8190 2021-05-26 19:28:54,480 - mmaction - INFO - Epoch [4][2240/3757] lr: 5.000e-03, eta: 15:03:57, time: 1.168, data_time: 0.004, memory: 17874, top1_acc: 0.7336, top5_acc: 0.9102, loss_cls: 1.0004, loss: 1.0004, grad_norm: 5.9506 2021-05-26 19:29:17,005 - mmaction - INFO - Epoch [4][2260/3757] lr: 5.000e-03, eta: 15:03:22, time: 1.125, data_time: 0.004, memory: 17874, top1_acc: 0.7367, top5_acc: 0.9109, loss_cls: 1.0293, loss: 1.0293, grad_norm: 6.0090 2021-05-26 19:29:38,803 - mmaction - INFO - Epoch [4][2280/3757] lr: 5.000e-03, eta: 15:02:46, time: 1.091, data_time: 0.004, memory: 17874, top1_acc: 0.7523, top5_acc: 0.9195, loss_cls: 0.9788, loss: 0.9788, grad_norm: 5.7579 2021-05-26 19:30:02,204 - mmaction - INFO - Epoch [4][2300/3757] lr: 5.000e-03, eta: 15:02:15, time: 1.169, data_time: 0.003, memory: 17874, top1_acc: 0.7188, top5_acc: 0.9055, loss_cls: 1.0801, loss: 1.0801, grad_norm: 5.8388 2021-05-26 19:30:24,420 - mmaction - INFO - Epoch [4][2320/3757] lr: 5.000e-03, eta: 15:01:40, time: 1.112, data_time: 0.004, memory: 17874, top1_acc: 0.7375, top5_acc: 0.9148, loss_cls: 1.0038, loss: 1.0038, grad_norm: 5.4666 2021-05-26 19:30:47,873 - mmaction - INFO - Epoch [4][2340/3757] lr: 5.000e-03, eta: 15:01:09, time: 1.173, data_time: 0.003, memory: 17874, top1_acc: 0.7289, top5_acc: 0.9164, loss_cls: 0.9894, loss: 0.9894, grad_norm: 5.6813 2021-05-26 19:31:09,881 - mmaction - INFO - Epoch [4][2360/3757] lr: 5.000e-03, eta: 15:00:33, time: 1.101, data_time: 0.004, memory: 17874, top1_acc: 0.7570, top5_acc: 0.9258, loss_cls: 0.9602, loss: 0.9602, grad_norm: 5.4417 2021-05-26 19:31:37,193 - mmaction - INFO - Epoch [4][2380/3757] lr: 5.000e-03, eta: 15:00:14, time: 1.364, data_time: 0.002, memory: 17874, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0472, loss: 1.0472, grad_norm: 5.9363 2021-05-26 19:32:01,506 - mmaction - INFO - Epoch [4][2400/3757] lr: 5.000e-03, eta: 14:59:46, time: 1.217, data_time: 0.003, memory: 17874, top1_acc: 0.7227, top5_acc: 0.9180, loss_cls: 1.0294, loss: 1.0294, grad_norm: 5.9645 2021-05-26 19:32:23,940 - mmaction - INFO - Epoch [4][2420/3757] lr: 5.000e-03, eta: 14:59:11, time: 1.122, data_time: 0.002, memory: 17874, top1_acc: 0.7383, top5_acc: 0.9141, loss_cls: 0.9987, loss: 0.9987, grad_norm: 5.5980 2021-05-26 19:32:47,545 - mmaction - INFO - Epoch [4][2440/3757] lr: 5.000e-03, eta: 14:58:41, time: 1.177, data_time: 0.003, memory: 17874, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 0.9833, loss: 0.9833, grad_norm: 5.7275 2021-05-26 19:33:13,950 - mmaction - INFO - Epoch [4][2460/3757] lr: 5.000e-03, eta: 14:58:19, time: 1.322, data_time: 0.006, memory: 17874, top1_acc: 0.7531, top5_acc: 0.9250, loss_cls: 0.9098, loss: 0.9098, grad_norm: 5.9961 2021-05-26 19:33:43,573 - mmaction - INFO - Epoch [4][2480/3757] lr: 5.000e-03, eta: 14:58:07, time: 1.484, data_time: 0.006, memory: 17874, top1_acc: 0.7523, top5_acc: 0.9203, loss_cls: 0.9526, loss: 0.9526, grad_norm: 5.8252 2021-05-26 19:34:08,281 - mmaction - INFO - Epoch [4][2500/3757] lr: 5.000e-03, eta: 14:57:40, time: 1.234, data_time: 0.002, memory: 17874, top1_acc: 0.7523, top5_acc: 0.9211, loss_cls: 0.9536, loss: 0.9536, grad_norm: 5.5030 2021-05-26 19:34:29,994 - mmaction - INFO - Epoch [4][2520/3757] lr: 5.000e-03, eta: 14:57:04, time: 1.086, data_time: 0.004, memory: 17874, top1_acc: 0.7531, top5_acc: 0.9219, loss_cls: 0.9335, loss: 0.9335, grad_norm: 5.4772 2021-05-26 19:34:53,474 - mmaction - INFO - Epoch [4][2540/3757] lr: 5.000e-03, eta: 14:56:33, time: 1.175, data_time: 0.003, memory: 17874, top1_acc: 0.7633, top5_acc: 0.9258, loss_cls: 0.9131, loss: 0.9131, grad_norm: 5.6391 2021-05-26 19:35:18,726 - mmaction - INFO - Epoch [4][2560/3757] lr: 5.000e-03, eta: 14:56:07, time: 1.259, data_time: 0.002, memory: 17874, top1_acc: 0.7273, top5_acc: 0.9320, loss_cls: 0.9847, loss: 0.9847, grad_norm: 5.7422 2021-05-26 19:35:45,153 - mmaction - INFO - Epoch [4][2580/3757] lr: 5.000e-03, eta: 14:55:45, time: 1.319, data_time: 0.006, memory: 17874, top1_acc: 0.7297, top5_acc: 0.9125, loss_cls: 1.0223, loss: 1.0223, grad_norm: 7.4972 2021-05-26 19:36:07,386 - mmaction - INFO - Epoch [4][2600/3757] lr: 5.000e-03, eta: 14:55:11, time: 1.116, data_time: 0.009, memory: 17874, top1_acc: 0.7328, top5_acc: 0.9102, loss_cls: 1.0089, loss: 1.0089, grad_norm: 5.8038 2021-05-26 19:36:29,659 - mmaction - INFO - Epoch [4][2620/3757] lr: 5.000e-03, eta: 14:54:37, time: 1.114, data_time: 0.003, memory: 17874, top1_acc: 0.7328, top5_acc: 0.9117, loss_cls: 1.0449, loss: 1.0449, grad_norm: 5.7742 2021-05-26 19:36:54,308 - mmaction - INFO - Epoch [4][2640/3757] lr: 5.000e-03, eta: 14:54:09, time: 1.232, data_time: 0.002, memory: 17874, top1_acc: 0.7305, top5_acc: 0.9250, loss_cls: 0.9836, loss: 0.9836, grad_norm: 5.5932 2021-05-26 19:37:18,245 - mmaction - INFO - Epoch [4][2660/3757] lr: 5.000e-03, eta: 14:53:40, time: 1.197, data_time: 0.002, memory: 17874, top1_acc: 0.7422, top5_acc: 0.9211, loss_cls: 0.9647, loss: 0.9647, grad_norm: 5.5461 2021-05-26 19:37:40,303 - mmaction - INFO - Epoch [4][2680/3757] lr: 5.000e-03, eta: 14:53:05, time: 1.103, data_time: 0.002, memory: 17874, top1_acc: 0.7367, top5_acc: 0.9094, loss_cls: 1.0218, loss: 1.0218, grad_norm: 5.6185 2021-05-26 19:38:04,115 - mmaction - INFO - Epoch [4][2700/3757] lr: 5.000e-03, eta: 14:52:35, time: 1.189, data_time: 0.001, memory: 17874, top1_acc: 0.7211, top5_acc: 0.9258, loss_cls: 1.0240, loss: 1.0240, grad_norm: 5.8051 2021-05-26 19:38:27,215 - mmaction - INFO - Epoch [4][2720/3757] lr: 5.000e-03, eta: 14:52:03, time: 1.155, data_time: 0.005, memory: 17874, top1_acc: 0.7375, top5_acc: 0.9195, loss_cls: 0.9638, loss: 0.9638, grad_norm: 5.4104 2021-05-26 19:38:53,294 - mmaction - INFO - Epoch [4][2740/3757] lr: 5.000e-03, eta: 14:51:39, time: 1.288, data_time: 0.003, memory: 17874, top1_acc: 0.7422, top5_acc: 0.9094, loss_cls: 1.0337, loss: 1.0337, grad_norm: 5.8670 2021-05-26 19:39:16,731 - mmaction - INFO - Epoch [4][2760/3757] lr: 5.000e-03, eta: 14:51:09, time: 1.185, data_time: 0.020, memory: 17874, top1_acc: 0.7445, top5_acc: 0.9328, loss_cls: 0.9103, loss: 0.9103, grad_norm: 5.6501 2021-05-26 19:39:42,109 - mmaction - INFO - Epoch [4][2780/3757] lr: 5.000e-03, eta: 14:50:44, time: 1.267, data_time: 0.007, memory: 17874, top1_acc: 0.7578, top5_acc: 0.9203, loss_cls: 0.9341, loss: 0.9341, grad_norm: 5.5026 2021-05-26 19:40:05,716 - mmaction - INFO - Epoch [4][2800/3757] lr: 5.000e-03, eta: 14:50:14, time: 1.185, data_time: 0.010, memory: 17874, top1_acc: 0.7555, top5_acc: 0.9211, loss_cls: 0.9661, loss: 0.9661, grad_norm: 5.5636 2021-05-26 19:40:29,782 - mmaction - INFO - Epoch [4][2820/3757] lr: 5.000e-03, eta: 14:49:46, time: 1.204, data_time: 0.003, memory: 17874, top1_acc: 0.7539, top5_acc: 0.9187, loss_cls: 0.9406, loss: 0.9406, grad_norm: 5.5765 2021-05-26 19:40:59,130 - mmaction - INFO - Epoch [4][2840/3757] lr: 5.000e-03, eta: 14:49:32, time: 1.463, data_time: 0.005, memory: 17874, top1_acc: 0.7430, top5_acc: 0.9148, loss_cls: 1.0086, loss: 1.0086, grad_norm: 5.3604 2021-05-26 19:41:24,416 - mmaction - INFO - Epoch [4][2860/3757] lr: 5.000e-03, eta: 14:49:07, time: 1.270, data_time: 0.012, memory: 17874, top1_acc: 0.7227, top5_acc: 0.9062, loss_cls: 1.0510, loss: 1.0510, grad_norm: 5.8078 2021-05-26 19:41:48,645 - mmaction - INFO - Epoch [4][2880/3757] lr: 5.000e-03, eta: 14:48:39, time: 1.211, data_time: 0.003, memory: 17874, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 0.9659, loss: 0.9659, grad_norm: 5.3370 2021-05-26 19:42:11,321 - mmaction - INFO - Epoch [4][2900/3757] lr: 5.000e-03, eta: 14:48:06, time: 1.134, data_time: 0.003, memory: 17874, top1_acc: 0.7352, top5_acc: 0.9156, loss_cls: 0.9867, loss: 0.9867, grad_norm: 5.3825 2021-05-26 19:42:33,557 - mmaction - INFO - Epoch [4][2920/3757] lr: 5.000e-03, eta: 14:47:31, time: 1.095, data_time: 0.002, memory: 17874, top1_acc: 0.7242, top5_acc: 0.9086, loss_cls: 1.0179, loss: 1.0179, grad_norm: 5.5550 2021-05-26 19:43:06,557 - mmaction - INFO - Epoch [4][2940/3757] lr: 5.000e-03, eta: 14:47:29, time: 1.659, data_time: 0.018, memory: 17874, top1_acc: 0.7469, top5_acc: 0.9234, loss_cls: 0.9252, loss: 0.9252, grad_norm: 5.4103 2021-05-26 19:43:28,709 - mmaction - INFO - Epoch [4][2960/3757] lr: 5.000e-03, eta: 14:46:55, time: 1.114, data_time: 0.014, memory: 17874, top1_acc: 0.7430, top5_acc: 0.9172, loss_cls: 0.9694, loss: 0.9694, grad_norm: 5.8037 2021-05-26 19:43:50,988 - mmaction - INFO - Epoch [4][2980/3757] lr: 5.000e-03, eta: 14:46:21, time: 1.115, data_time: 0.003, memory: 17874, top1_acc: 0.7266, top5_acc: 0.9062, loss_cls: 1.0428, loss: 1.0428, grad_norm: 5.6612 2021-05-26 19:44:12,800 - mmaction - INFO - Epoch [4][3000/3757] lr: 5.000e-03, eta: 14:45:45, time: 1.089, data_time: 0.001, memory: 17874, top1_acc: 0.7227, top5_acc: 0.9016, loss_cls: 1.0897, loss: 1.0897, grad_norm: 6.0715 2021-05-26 19:44:34,973 - mmaction - INFO - Epoch [4][3020/3757] lr: 5.000e-03, eta: 14:45:11, time: 1.109, data_time: 0.003, memory: 17874, top1_acc: 0.7266, top5_acc: 0.9117, loss_cls: 1.0069, loss: 1.0069, grad_norm: 5.7940 2021-05-26 19:44:57,140 - mmaction - INFO - Epoch [4][3040/3757] lr: 5.000e-03, eta: 14:44:37, time: 1.107, data_time: 0.004, memory: 17874, top1_acc: 0.7469, top5_acc: 0.9141, loss_cls: 0.9770, loss: 0.9770, grad_norm: 5.5934 2021-05-26 19:45:19,507 - mmaction - INFO - Epoch [4][3060/3757] lr: 5.000e-03, eta: 14:44:03, time: 1.119, data_time: 0.004, memory: 17874, top1_acc: 0.7273, top5_acc: 0.8938, loss_cls: 1.0705, loss: 1.0705, grad_norm: 5.7880 2021-05-26 19:45:42,068 - mmaction - INFO - Epoch [4][3080/3757] lr: 5.000e-03, eta: 14:43:30, time: 1.128, data_time: 0.002, memory: 17874, top1_acc: 0.7250, top5_acc: 0.9219, loss_cls: 1.0037, loss: 1.0037, grad_norm: 5.6245 2021-05-26 19:46:06,117 - mmaction - INFO - Epoch [4][3100/3757] lr: 5.000e-03, eta: 14:43:01, time: 1.199, data_time: 0.007, memory: 17874, top1_acc: 0.7594, top5_acc: 0.9219, loss_cls: 0.9695, loss: 0.9695, grad_norm: 5.5197 2021-05-26 19:46:30,024 - mmaction - INFO - Epoch [4][3120/3757] lr: 5.000e-03, eta: 14:42:32, time: 1.199, data_time: 0.009, memory: 17874, top1_acc: 0.7359, top5_acc: 0.9062, loss_cls: 1.0049, loss: 1.0049, grad_norm: 5.8143 2021-05-26 19:46:52,430 - mmaction - INFO - Epoch [4][3140/3757] lr: 5.000e-03, eta: 14:41:59, time: 1.121, data_time: 0.003, memory: 17874, top1_acc: 0.7352, top5_acc: 0.9172, loss_cls: 1.0158, loss: 1.0158, grad_norm: 5.6195 2021-05-26 19:47:14,863 - mmaction - INFO - Epoch [4][3160/3757] lr: 5.000e-03, eta: 14:41:25, time: 1.117, data_time: 0.002, memory: 17874, top1_acc: 0.7406, top5_acc: 0.9109, loss_cls: 1.0260, loss: 1.0260, grad_norm: 5.7595 2021-05-26 19:47:43,683 - mmaction - INFO - Epoch [4][3180/3757] lr: 5.000e-03, eta: 14:41:10, time: 1.443, data_time: 0.007, memory: 17874, top1_acc: 0.7359, top5_acc: 0.9078, loss_cls: 1.0085, loss: 1.0085, grad_norm: 5.4898 2021-05-26 19:48:06,054 - mmaction - INFO - Epoch [4][3200/3757] lr: 5.000e-03, eta: 14:40:37, time: 1.118, data_time: 0.005, memory: 17874, top1_acc: 0.7391, top5_acc: 0.9102, loss_cls: 1.0001, loss: 1.0001, grad_norm: 5.7636 2021-05-26 19:48:30,840 - mmaction - INFO - Epoch [4][3220/3757] lr: 5.000e-03, eta: 14:40:10, time: 1.240, data_time: 0.009, memory: 17874, top1_acc: 0.7234, top5_acc: 0.9102, loss_cls: 1.0232, loss: 1.0232, grad_norm: 5.8804 2021-05-26 19:48:53,507 - mmaction - INFO - Epoch [4][3240/3757] lr: 5.000e-03, eta: 14:39:38, time: 1.134, data_time: 0.010, memory: 17874, top1_acc: 0.7336, top5_acc: 0.9062, loss_cls: 1.0646, loss: 1.0646, grad_norm: 5.8786 2021-05-26 19:49:19,390 - mmaction - INFO - Epoch [4][3260/3757] lr: 5.000e-03, eta: 14:39:14, time: 1.293, data_time: 0.004, memory: 17874, top1_acc: 0.7266, top5_acc: 0.8906, loss_cls: 1.0872, loss: 1.0872, grad_norm: 5.9527 2021-05-26 19:49:42,087 - mmaction - INFO - Epoch [4][3280/3757] lr: 5.000e-03, eta: 14:38:40, time: 1.104, data_time: 0.005, memory: 17874, top1_acc: 0.7461, top5_acc: 0.9148, loss_cls: 0.9852, loss: 0.9852, grad_norm: 5.3977 2021-05-26 19:50:05,837 - mmaction - INFO - Epoch [4][3300/3757] lr: 5.000e-03, eta: 14:38:12, time: 1.220, data_time: 0.055, memory: 17874, top1_acc: 0.7570, top5_acc: 0.9156, loss_cls: 0.9732, loss: 0.9732, grad_norm: 5.3197 2021-05-26 19:50:27,752 - mmaction - INFO - Epoch [4][3320/3757] lr: 5.000e-03, eta: 14:37:38, time: 1.097, data_time: 0.003, memory: 17874, top1_acc: 0.7297, top5_acc: 0.9125, loss_cls: 1.0094, loss: 1.0094, grad_norm: 5.5748 2021-05-26 19:50:49,854 - mmaction - INFO - Epoch [4][3340/3757] lr: 5.000e-03, eta: 14:37:04, time: 1.104, data_time: 0.003, memory: 17874, top1_acc: 0.7516, top5_acc: 0.9156, loss_cls: 0.9535, loss: 0.9535, grad_norm: 5.6698 2021-05-26 19:51:11,344 - mmaction - INFO - Epoch [4][3360/3757] lr: 5.000e-03, eta: 14:36:28, time: 1.074, data_time: 0.004, memory: 17874, top1_acc: 0.7227, top5_acc: 0.9008, loss_cls: 1.0238, loss: 1.0238, grad_norm: 5.5915 2021-05-26 19:51:34,060 - mmaction - INFO - Epoch [4][3380/3757] lr: 5.000e-03, eta: 14:35:56, time: 1.137, data_time: 0.005, memory: 17874, top1_acc: 0.7203, top5_acc: 0.9094, loss_cls: 1.0203, loss: 1.0203, grad_norm: 5.5527 2021-05-26 19:51:56,918 - mmaction - INFO - Epoch [4][3400/3757] lr: 5.000e-03, eta: 14:35:24, time: 1.142, data_time: 0.002, memory: 17874, top1_acc: 0.7195, top5_acc: 0.8984, loss_cls: 1.0740, loss: 1.0740, grad_norm: 5.5082 2021-05-26 19:52:30,433 - mmaction - INFO - Epoch [4][3420/3757] lr: 5.000e-03, eta: 14:35:22, time: 1.673, data_time: 0.004, memory: 17874, top1_acc: 0.7453, top5_acc: 0.9133, loss_cls: 0.9582, loss: 0.9582, grad_norm: 5.4484 2021-05-26 19:52:54,014 - mmaction - INFO - Epoch [4][3440/3757] lr: 5.000e-03, eta: 14:34:52, time: 1.183, data_time: 0.006, memory: 17874, top1_acc: 0.7406, top5_acc: 0.9062, loss_cls: 1.0370, loss: 1.0370, grad_norm: 5.8802 2021-05-26 19:53:17,347 - mmaction - INFO - Epoch [4][3460/3757] lr: 5.000e-03, eta: 14:34:22, time: 1.167, data_time: 0.002, memory: 17874, top1_acc: 0.7453, top5_acc: 0.9344, loss_cls: 0.9364, loss: 0.9364, grad_norm: 5.6571 2021-05-26 19:53:40,210 - mmaction - INFO - Epoch [4][3480/3757] lr: 5.000e-03, eta: 14:33:50, time: 1.143, data_time: 0.002, memory: 17874, top1_acc: 0.7219, top5_acc: 0.9117, loss_cls: 1.0553, loss: 1.0553, grad_norm: 5.6737 2021-05-26 19:54:02,321 - mmaction - INFO - Epoch [4][3500/3757] lr: 5.000e-03, eta: 14:33:16, time: 1.105, data_time: 0.004, memory: 17874, top1_acc: 0.7656, top5_acc: 0.9211, loss_cls: 0.9452, loss: 0.9452, grad_norm: 5.2718 2021-05-26 19:54:26,090 - mmaction - INFO - Epoch [4][3520/3757] lr: 5.000e-03, eta: 14:32:46, time: 1.182, data_time: 0.002, memory: 17874, top1_acc: 0.7531, top5_acc: 0.9211, loss_cls: 0.9508, loss: 0.9508, grad_norm: 5.3029 2021-05-26 19:54:50,581 - mmaction - INFO - Epoch [4][3540/3757] lr: 5.000e-03, eta: 14:32:20, time: 1.230, data_time: 0.010, memory: 17874, top1_acc: 0.7211, top5_acc: 0.9109, loss_cls: 1.0386, loss: 1.0386, grad_norm: 5.6784 2021-05-26 19:55:17,664 - mmaction - INFO - Epoch [4][3560/3757] lr: 5.000e-03, eta: 14:31:59, time: 1.348, data_time: 0.003, memory: 17874, top1_acc: 0.7219, top5_acc: 0.9109, loss_cls: 1.0128, loss: 1.0128, grad_norm: 5.5609 2021-05-26 19:55:42,726 - mmaction - INFO - Epoch [4][3580/3757] lr: 5.000e-03, eta: 14:31:31, time: 1.203, data_time: 0.013, memory: 17874, top1_acc: 0.7609, top5_acc: 0.9172, loss_cls: 0.9313, loss: 0.9313, grad_norm: 5.2687 2021-05-26 19:56:09,573 - mmaction - INFO - Epoch [4][3600/3757] lr: 5.000e-03, eta: 14:31:13, time: 1.398, data_time: 0.059, memory: 17874, top1_acc: 0.7266, top5_acc: 0.9219, loss_cls: 0.9912, loss: 0.9912, grad_norm: 5.4961 2021-05-26 19:56:32,073 - mmaction - INFO - Epoch [4][3620/3757] lr: 5.000e-03, eta: 14:30:41, time: 1.124, data_time: 0.005, memory: 17874, top1_acc: 0.7352, top5_acc: 0.9219, loss_cls: 1.0022, loss: 1.0022, grad_norm: 5.5600 2021-05-26 19:56:56,174 - mmaction - INFO - Epoch [4][3640/3757] lr: 5.000e-03, eta: 14:30:12, time: 1.201, data_time: 0.004, memory: 17874, top1_acc: 0.7562, top5_acc: 0.9227, loss_cls: 0.9265, loss: 0.9265, grad_norm: 5.3198 2021-05-26 19:57:18,242 - mmaction - INFO - Epoch [4][3660/3757] lr: 5.000e-03, eta: 14:29:39, time: 1.106, data_time: 0.009, memory: 17874, top1_acc: 0.7344, top5_acc: 0.9141, loss_cls: 1.0397, loss: 1.0397, grad_norm: 5.8376 2021-05-26 19:57:42,711 - mmaction - INFO - Epoch [4][3680/3757] lr: 5.000e-03, eta: 14:29:12, time: 1.227, data_time: 0.005, memory: 17874, top1_acc: 0.7367, top5_acc: 0.9227, loss_cls: 1.0040, loss: 1.0040, grad_norm: 5.7296 2021-05-26 19:58:05,239 - mmaction - INFO - Epoch [4][3700/3757] lr: 5.000e-03, eta: 14:28:39, time: 1.127, data_time: 0.002, memory: 17874, top1_acc: 0.7453, top5_acc: 0.9258, loss_cls: 0.9663, loss: 0.9663, grad_norm: 5.6092 2021-05-26 19:58:27,732 - mmaction - INFO - Epoch [4][3720/3757] lr: 5.000e-03, eta: 14:28:06, time: 1.124, data_time: 0.001, memory: 17874, top1_acc: 0.7188, top5_acc: 0.9102, loss_cls: 1.0627, loss: 1.0627, grad_norm: 5.6188 2021-05-26 19:58:50,200 - mmaction - INFO - Epoch [4][3740/3757] lr: 5.000e-03, eta: 14:27:34, time: 1.123, data_time: 0.002, memory: 17874, top1_acc: 0.7188, top5_acc: 0.9016, loss_cls: 1.0652, loss: 1.0652, grad_norm: 5.7771 2021-05-26 19:59:27,426 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-05-26 20:08:35,468 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-26 20:08:36,285 - mmaction - INFO - top1_acc 0.7250 top5_acc 0.9104 2021-05-26 20:08:36,286 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-26 20:08:36,359 - mmaction - INFO - mean_acc 0.7248 2021-05-26 20:08:38,442 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2021-05-26 20:08:38,442 - mmaction - INFO - Best top1_acc is 0.7250 at 4 epoch. 2021-05-26 20:08:38,458 - mmaction - INFO - Epoch(val) [4][3757] top1_acc: 0.7250, top5_acc: 0.9104, mean_class_accuracy: 0.7248 2021-05-26 20:14:05,677 - mmaction - INFO - Epoch [5][20/3757] lr: 5.000e-03, eta: 14:39:37, time: 16.356, data_time: 15.132, memory: 17874, top1_acc: 0.7781, top5_acc: 0.9437, loss_cls: 0.8355, loss: 0.8355, grad_norm: 5.3245 2021-05-26 20:14:27,657 - mmaction - INFO - Epoch [5][40/3757] lr: 5.000e-03, eta: 14:39:02, time: 1.102, data_time: 0.006, memory: 17874, top1_acc: 0.7680, top5_acc: 0.9281, loss_cls: 0.9018, loss: 0.9018, grad_norm: 5.5235 2021-05-26 20:14:50,020 - mmaction - INFO - Epoch [5][60/3757] lr: 5.000e-03, eta: 14:38:27, time: 1.112, data_time: 0.002, memory: 17874, top1_acc: 0.7773, top5_acc: 0.9242, loss_cls: 0.8489, loss: 0.8489, grad_norm: 5.2887 2021-05-26 20:15:14,140 - mmaction - INFO - Epoch [5][80/3757] lr: 5.000e-03, eta: 14:37:58, time: 1.210, data_time: 0.010, memory: 17874, top1_acc: 0.7594, top5_acc: 0.9289, loss_cls: 0.8850, loss: 0.8850, grad_norm: 5.5225 2021-05-26 20:15:38,913 - mmaction - INFO - Epoch [5][100/3757] lr: 5.000e-03, eta: 14:37:30, time: 1.236, data_time: 0.003, memory: 17874, top1_acc: 0.7703, top5_acc: 0.9250, loss_cls: 0.8584, loss: 0.8584, grad_norm: 5.1805 2021-05-26 20:16:06,638 - mmaction - INFO - Epoch [5][120/3757] lr: 5.000e-03, eta: 14:37:11, time: 1.383, data_time: 0.009, memory: 17874, top1_acc: 0.7805, top5_acc: 0.9289, loss_cls: 0.8790, loss: 0.8790, grad_norm: 5.3091 2021-05-26 20:16:32,401 - mmaction - INFO - Epoch [5][140/3757] lr: 5.000e-03, eta: 14:36:46, time: 1.292, data_time: 0.013, memory: 17874, top1_acc: 0.7570, top5_acc: 0.9266, loss_cls: 0.9026, loss: 0.9026, grad_norm: 5.6051 2021-05-26 20:16:54,444 - mmaction - INFO - Epoch [5][160/3757] lr: 5.000e-03, eta: 14:36:11, time: 1.104, data_time: 0.006, memory: 17874, top1_acc: 0.7883, top5_acc: 0.9437, loss_cls: 0.8103, loss: 0.8103, grad_norm: 5.1194 2021-05-26 20:17:16,613 - mmaction - INFO - Epoch [5][180/3757] lr: 5.000e-03, eta: 14:35:36, time: 1.108, data_time: 0.003, memory: 17874, top1_acc: 0.7773, top5_acc: 0.9398, loss_cls: 0.8220, loss: 0.8220, grad_norm: 5.1947 2021-05-26 20:17:38,855 - mmaction - INFO - Epoch [5][200/3757] lr: 5.000e-03, eta: 14:35:02, time: 1.112, data_time: 0.004, memory: 17874, top1_acc: 0.7594, top5_acc: 0.9187, loss_cls: 0.9086, loss: 0.9086, grad_norm: 5.4963 2021-05-26 20:18:01,066 - mmaction - INFO - Epoch [5][220/3757] lr: 5.000e-03, eta: 14:34:27, time: 1.112, data_time: 0.008, memory: 17874, top1_acc: 0.7484, top5_acc: 0.9148, loss_cls: 0.9680, loss: 0.9680, grad_norm: 5.6994 2021-05-26 20:18:23,974 - mmaction - INFO - Epoch [5][240/3757] lr: 5.000e-03, eta: 14:33:55, time: 1.145, data_time: 0.004, memory: 17874, top1_acc: 0.7492, top5_acc: 0.9297, loss_cls: 0.9098, loss: 0.9098, grad_norm: 5.5510 2021-05-26 20:18:46,702 - mmaction - INFO - Epoch [5][260/3757] lr: 5.000e-03, eta: 14:33:22, time: 1.137, data_time: 0.007, memory: 17874, top1_acc: 0.7570, top5_acc: 0.9187, loss_cls: 0.9293, loss: 0.9293, grad_norm: 5.3051 2021-05-26 20:19:13,938 - mmaction - INFO - Epoch [5][280/3757] lr: 5.000e-03, eta: 14:33:01, time: 1.360, data_time: 0.004, memory: 17874, top1_acc: 0.7562, top5_acc: 0.9242, loss_cls: 0.9074, loss: 0.9074, grad_norm: 5.5454 2021-05-26 20:19:35,678 - mmaction - INFO - Epoch [5][300/3757] lr: 5.000e-03, eta: 14:32:25, time: 1.089, data_time: 0.005, memory: 17874, top1_acc: 0.7883, top5_acc: 0.9391, loss_cls: 0.7945, loss: 0.7945, grad_norm: 4.9661 2021-05-26 20:19:57,651 - mmaction - INFO - Epoch [5][320/3757] lr: 5.000e-03, eta: 14:31:50, time: 1.096, data_time: 0.003, memory: 17874, top1_acc: 0.7531, top5_acc: 0.9258, loss_cls: 0.8966, loss: 0.8966, grad_norm: 5.4197 2021-05-26 20:20:19,129 - mmaction - INFO - Epoch [5][340/3757] lr: 5.000e-03, eta: 14:31:14, time: 1.077, data_time: 0.006, memory: 17874, top1_acc: 0.7641, top5_acc: 0.9242, loss_cls: 0.9170, loss: 0.9170, grad_norm: 5.3311 2021-05-26 20:20:41,226 - mmaction - INFO - Epoch [5][360/3757] lr: 5.000e-03, eta: 14:30:39, time: 1.105, data_time: 0.002, memory: 17874, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.8520, loss: 0.8520, grad_norm: 5.5089 2021-05-26 20:21:07,029 - mmaction - INFO - Epoch [5][380/3757] lr: 5.000e-03, eta: 14:30:14, time: 1.284, data_time: 0.003, memory: 17874, top1_acc: 0.7422, top5_acc: 0.9281, loss_cls: 0.9040, loss: 0.9040, grad_norm: 5.6184 2021-05-26 20:21:31,645 - mmaction - INFO - Epoch [5][400/3757] lr: 5.000e-03, eta: 14:29:47, time: 1.233, data_time: 0.010, memory: 17874, top1_acc: 0.7531, top5_acc: 0.9336, loss_cls: 0.8979, loss: 0.8979, grad_norm: 5.6285 2021-05-26 20:21:53,973 - mmaction - INFO - Epoch [5][420/3757] lr: 5.000e-03, eta: 14:29:13, time: 1.119, data_time: 0.006, memory: 17874, top1_acc: 0.7531, top5_acc: 0.9234, loss_cls: 0.9382, loss: 0.9382, grad_norm: 5.9029 2021-05-26 20:22:16,202 - mmaction - INFO - Epoch [5][440/3757] lr: 5.000e-03, eta: 14:28:39, time: 1.112, data_time: 0.002, memory: 17874, top1_acc: 0.7695, top5_acc: 0.9391, loss_cls: 0.8215, loss: 0.8215, grad_norm: 5.4303 2021-05-26 20:22:40,363 - mmaction - INFO - Epoch [5][460/3757] lr: 5.000e-03, eta: 14:28:10, time: 1.206, data_time: 0.008, memory: 17874, top1_acc: 0.7555, top5_acc: 0.9289, loss_cls: 0.9008, loss: 0.9008, grad_norm: 5.5378 2021-05-26 20:23:02,437 - mmaction - INFO - Epoch [5][480/3757] lr: 5.000e-03, eta: 14:27:35, time: 1.105, data_time: 0.008, memory: 17874, top1_acc: 0.7617, top5_acc: 0.9281, loss_cls: 0.8901, loss: 0.8901, grad_norm: 5.4233 2021-05-26 20:23:24,848 - mmaction - INFO - Epoch [5][500/3757] lr: 5.000e-03, eta: 14:27:02, time: 1.121, data_time: 0.005, memory: 17874, top1_acc: 0.7555, top5_acc: 0.9289, loss_cls: 0.9260, loss: 0.9260, grad_norm: 5.6287 2021-05-26 20:23:46,535 - mmaction - INFO - Epoch [5][520/3757] lr: 5.000e-03, eta: 14:26:26, time: 1.084, data_time: 0.005, memory: 17874, top1_acc: 0.7539, top5_acc: 0.9250, loss_cls: 0.9182, loss: 0.9182, grad_norm: 5.3679 2021-05-26 20:24:08,526 - mmaction - INFO - Epoch [5][540/3757] lr: 5.000e-03, eta: 14:25:52, time: 1.099, data_time: 0.002, memory: 17874, top1_acc: 0.7688, top5_acc: 0.9352, loss_cls: 0.8837, loss: 0.8837, grad_norm: 5.4806 2021-05-26 20:24:35,422 - mmaction - INFO - Epoch [5][560/3757] lr: 5.000e-03, eta: 14:25:30, time: 1.344, data_time: 0.003, memory: 17874, top1_acc: 0.7680, top5_acc: 0.9258, loss_cls: 0.8972, loss: 0.8972, grad_norm: 5.5166 2021-05-26 20:24:58,430 - mmaction - INFO - Epoch [5][580/3757] lr: 5.000e-03, eta: 14:24:58, time: 1.152, data_time: 0.004, memory: 17874, top1_acc: 0.7781, top5_acc: 0.9336, loss_cls: 0.8307, loss: 0.8307, grad_norm: 5.4736 2021-05-26 20:25:25,743 - mmaction - INFO - Epoch [5][600/3757] lr: 5.000e-03, eta: 14:24:37, time: 1.362, data_time: 0.003, memory: 17874, top1_acc: 0.7641, top5_acc: 0.9195, loss_cls: 0.8937, loss: 0.8937, grad_norm: 5.6567 2021-05-26 20:25:47,250 - mmaction - INFO - Epoch [5][620/3757] lr: 5.000e-03, eta: 14:24:01, time: 1.080, data_time: 0.007, memory: 17874, top1_acc: 0.7734, top5_acc: 0.9187, loss_cls: 0.8855, loss: 0.8855, grad_norm: 5.4588 2021-05-26 20:26:09,346 - mmaction - INFO - Epoch [5][640/3757] lr: 5.000e-03, eta: 14:23:27, time: 1.104, data_time: 0.002, memory: 17874, top1_acc: 0.7641, top5_acc: 0.9336, loss_cls: 0.8591, loss: 0.8591, grad_norm: 5.4873 2021-05-26 20:26:31,242 - mmaction - INFO - Epoch [5][660/3757] lr: 5.000e-03, eta: 14:22:52, time: 1.095, data_time: 0.002, memory: 17874, top1_acc: 0.7578, top5_acc: 0.9164, loss_cls: 0.9259, loss: 0.9259, grad_norm: 5.9953 2021-05-26 20:26:53,128 - mmaction - INFO - Epoch [5][680/3757] lr: 5.000e-03, eta: 14:22:18, time: 1.094, data_time: 0.002, memory: 17874, top1_acc: 0.7836, top5_acc: 0.9430, loss_cls: 0.7904, loss: 0.7904, grad_norm: 5.4597 2021-05-26 20:27:15,449 - mmaction - INFO - Epoch [5][700/3757] lr: 5.000e-03, eta: 14:21:44, time: 1.115, data_time: 0.003, memory: 17874, top1_acc: 0.7539, top5_acc: 0.9266, loss_cls: 0.8770, loss: 0.8770, grad_norm: 5.3556 2021-05-26 20:27:39,566 - mmaction - INFO - Epoch [5][720/3757] lr: 5.000e-03, eta: 14:21:15, time: 1.205, data_time: 0.003, memory: 17874, top1_acc: 0.7641, top5_acc: 0.9320, loss_cls: 0.8889, loss: 0.8889, grad_norm: 5.6542 2021-05-26 20:28:03,879 - mmaction - INFO - Epoch [5][740/3757] lr: 5.000e-03, eta: 14:20:47, time: 1.218, data_time: 0.007, memory: 17874, top1_acc: 0.7477, top5_acc: 0.9305, loss_cls: 0.8987, loss: 0.8987, grad_norm: 7.2763 2021-05-26 20:28:26,286 - mmaction - INFO - Epoch [5][760/3757] lr: 5.000e-03, eta: 14:20:14, time: 1.119, data_time: 0.002, memory: 17874, top1_acc: 0.7422, top5_acc: 0.9187, loss_cls: 0.9447, loss: 0.9447, grad_norm: 5.6844 2021-05-26 20:28:48,329 - mmaction - INFO - Epoch [5][780/3757] lr: 5.000e-03, eta: 14:19:39, time: 1.103, data_time: 0.004, memory: 17874, top1_acc: 0.7594, top5_acc: 0.9227, loss_cls: 0.9180, loss: 0.9180, grad_norm: 5.7504 2021-05-26 20:29:11,634 - mmaction - INFO - Epoch [5][800/3757] lr: 5.000e-03, eta: 14:19:09, time: 1.166, data_time: 0.004, memory: 17874, top1_acc: 0.7656, top5_acc: 0.9305, loss_cls: 0.9062, loss: 0.9062, grad_norm: 5.6269 2021-05-26 20:29:34,195 - mmaction - INFO - Epoch [5][820/3757] lr: 5.000e-03, eta: 14:18:36, time: 1.127, data_time: 0.002, memory: 17874, top1_acc: 0.7766, top5_acc: 0.9398, loss_cls: 0.8294, loss: 0.8294, grad_norm: 5.3186 2021-05-26 20:29:57,637 - mmaction - INFO - Epoch [5][840/3757] lr: 5.000e-03, eta: 14:18:05, time: 1.173, data_time: 0.003, memory: 17874, top1_acc: 0.7641, top5_acc: 0.9297, loss_cls: 0.8960, loss: 0.8960, grad_norm: 5.5449 2021-05-26 20:30:19,313 - mmaction - INFO - Epoch [5][860/3757] lr: 5.000e-03, eta: 14:17:30, time: 1.084, data_time: 0.002, memory: 17874, top1_acc: 0.7633, top5_acc: 0.9281, loss_cls: 0.9048, loss: 0.9048, grad_norm: 5.6494 2021-05-26 20:30:43,442 - mmaction - INFO - Epoch [5][880/3757] lr: 5.000e-03, eta: 14:17:02, time: 1.207, data_time: 0.002, memory: 17874, top1_acc: 0.7484, top5_acc: 0.9195, loss_cls: 0.9427, loss: 0.9427, grad_norm: 5.4463 2021-05-26 20:31:05,319 - mmaction - INFO - Epoch [5][900/3757] lr: 5.000e-03, eta: 14:16:27, time: 1.094, data_time: 0.002, memory: 17874, top1_acc: 0.7594, top5_acc: 0.9453, loss_cls: 0.8347, loss: 0.8347, grad_norm: 5.5021 2021-05-26 20:31:28,705 - mmaction - INFO - Epoch [5][920/3757] lr: 5.000e-03, eta: 14:15:56, time: 1.165, data_time: 0.002, memory: 17874, top1_acc: 0.7719, top5_acc: 0.9297, loss_cls: 0.8672, loss: 0.8672, grad_norm: 5.5368 2021-05-26 20:31:51,438 - mmaction - INFO - Epoch [5][940/3757] lr: 5.000e-03, eta: 14:15:24, time: 1.140, data_time: 0.015, memory: 17874, top1_acc: 0.7523, top5_acc: 0.9336, loss_cls: 0.9123, loss: 0.9123, grad_norm: 5.6396 2021-05-26 20:32:16,135 - mmaction - INFO - Epoch [5][960/3757] lr: 5.000e-03, eta: 14:14:57, time: 1.234, data_time: 0.003, memory: 17874, top1_acc: 0.7664, top5_acc: 0.9281, loss_cls: 0.8588, loss: 0.8588, grad_norm: 5.5020 2021-05-26 20:32:40,554 - mmaction - INFO - Epoch [5][980/3757] lr: 5.000e-03, eta: 14:14:29, time: 1.223, data_time: 0.005, memory: 17874, top1_acc: 0.7688, top5_acc: 0.9219, loss_cls: 0.8974, loss: 0.8974, grad_norm: 5.5742 2021-05-26 20:33:04,548 - mmaction - INFO - Epoch [5][1000/3757] lr: 5.000e-03, eta: 14:14:00, time: 1.200, data_time: 0.002, memory: 17874, top1_acc: 0.7695, top5_acc: 0.9242, loss_cls: 0.8875, loss: 0.8875, grad_norm: 5.4141 2021-05-26 20:33:27,523 - mmaction - INFO - Epoch [5][1020/3757] lr: 5.000e-03, eta: 14:13:29, time: 1.149, data_time: 0.001, memory: 17874, top1_acc: 0.7516, top5_acc: 0.9328, loss_cls: 0.8849, loss: 0.8849, grad_norm: 6.4066 2021-05-26 20:33:51,273 - mmaction - INFO - Epoch [5][1040/3757] lr: 5.000e-03, eta: 14:12:59, time: 1.185, data_time: 0.001, memory: 17874, top1_acc: 0.7469, top5_acc: 0.9211, loss_cls: 0.9585, loss: 0.9585, grad_norm: 6.0675 2021-05-26 20:34:14,738 - mmaction - INFO - Epoch [5][1060/3757] lr: 5.000e-03, eta: 14:12:29, time: 1.174, data_time: 0.004, memory: 17874, top1_acc: 0.7562, top5_acc: 0.9320, loss_cls: 0.8876, loss: 0.8876, grad_norm: 5.2545 2021-05-26 20:34:39,384 - mmaction - INFO - Epoch [5][1080/3757] lr: 5.000e-03, eta: 14:12:01, time: 1.233, data_time: 0.003, memory: 17874, top1_acc: 0.7570, top5_acc: 0.9359, loss_cls: 0.8605, loss: 0.8605, grad_norm: 5.6507 2021-05-26 20:35:04,220 - mmaction - INFO - Epoch [5][1100/3757] lr: 5.000e-03, eta: 14:11:35, time: 1.241, data_time: 0.003, memory: 17874, top1_acc: 0.7453, top5_acc: 0.9195, loss_cls: 0.9485, loss: 0.9485, grad_norm: 6.5745 2021-05-26 20:35:26,769 - mmaction - INFO - Epoch [5][1120/3757] lr: 5.000e-03, eta: 14:11:02, time: 1.129, data_time: 0.003, memory: 17874, top1_acc: 0.7352, top5_acc: 0.9055, loss_cls: 1.0097, loss: 1.0097, grad_norm: 6.1137 2021-05-26 20:35:49,102 - mmaction - INFO - Epoch [5][1140/3757] lr: 5.000e-03, eta: 14:10:29, time: 1.115, data_time: 0.003, memory: 17874, top1_acc: 0.7625, top5_acc: 0.9359, loss_cls: 0.8607, loss: 0.8607, grad_norm: 5.5152 2021-05-26 20:36:12,988 - mmaction - INFO - Epoch [5][1160/3757] lr: 5.000e-03, eta: 14:10:00, time: 1.196, data_time: 0.006, memory: 17874, top1_acc: 0.7625, top5_acc: 0.9211, loss_cls: 0.9231, loss: 0.9231, grad_norm: 5.6203 2021-05-26 20:36:34,698 - mmaction - INFO - Epoch [5][1180/3757] lr: 5.000e-03, eta: 14:09:25, time: 1.086, data_time: 0.003, memory: 17874, top1_acc: 0.7484, top5_acc: 0.9164, loss_cls: 0.9357, loss: 0.9357, grad_norm: 5.9749 2021-05-26 20:36:56,728 - mmaction - INFO - Epoch [5][1200/3757] lr: 5.000e-03, eta: 14:08:52, time: 1.101, data_time: 0.002, memory: 17874, top1_acc: 0.7797, top5_acc: 0.9453, loss_cls: 0.8079, loss: 0.8079, grad_norm: 5.1133 2021-05-26 20:37:19,298 - mmaction - INFO - Epoch [5][1220/3757] lr: 5.000e-03, eta: 14:08:19, time: 1.129, data_time: 0.002, memory: 17874, top1_acc: 0.7531, top5_acc: 0.9242, loss_cls: 0.9065, loss: 0.9065, grad_norm: 5.7733 2021-05-26 20:37:44,526 - mmaction - INFO - Epoch [5][1240/3757] lr: 5.000e-03, eta: 14:07:53, time: 1.256, data_time: 0.002, memory: 17874, top1_acc: 0.7438, top5_acc: 0.9313, loss_cls: 0.9448, loss: 0.9448, grad_norm: 5.9774 2021-05-26 20:38:07,373 - mmaction - INFO - Epoch [5][1260/3757] lr: 5.000e-03, eta: 14:07:22, time: 1.146, data_time: 0.014, memory: 17874, top1_acc: 0.7695, top5_acc: 0.9336, loss_cls: 0.8908, loss: 0.8908, grad_norm: 5.9560 2021-05-26 20:38:30,043 - mmaction - INFO - Epoch [5][1280/3757] lr: 5.000e-03, eta: 14:06:49, time: 1.111, data_time: 0.008, memory: 17874, top1_acc: 0.7703, top5_acc: 0.9320, loss_cls: 0.8488, loss: 0.8488, grad_norm: 5.5189 2021-05-26 20:38:52,759 - mmaction - INFO - Epoch [5][1300/3757] lr: 5.000e-03, eta: 14:06:18, time: 1.159, data_time: 0.026, memory: 17874, top1_acc: 0.7594, top5_acc: 0.9313, loss_cls: 0.9021, loss: 0.9021, grad_norm: 5.5696 2021-05-26 20:39:15,416 - mmaction - INFO - Epoch [5][1320/3757] lr: 5.000e-03, eta: 14:05:46, time: 1.131, data_time: 0.003, memory: 17874, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.9010, loss: 0.9010, grad_norm: 5.6083 2021-05-26 20:39:37,544 - mmaction - INFO - Epoch [5][1340/3757] lr: 5.000e-03, eta: 14:05:13, time: 1.109, data_time: 0.005, memory: 17874, top1_acc: 0.7586, top5_acc: 0.9313, loss_cls: 0.8717, loss: 0.8717, grad_norm: 5.5420 2021-05-26 20:40:02,074 - mmaction - INFO - Epoch [5][1360/3757] lr: 5.000e-03, eta: 14:04:45, time: 1.227, data_time: 0.003, memory: 17874, top1_acc: 0.7523, top5_acc: 0.9289, loss_cls: 0.9155, loss: 0.9155, grad_norm: 5.7399 2021-05-26 20:40:24,817 - mmaction - INFO - Epoch [5][1380/3757] lr: 5.000e-03, eta: 14:04:14, time: 1.138, data_time: 0.002, memory: 17874, top1_acc: 0.7406, top5_acc: 0.9250, loss_cls: 0.9264, loss: 0.9264, grad_norm: 5.9775 2021-05-26 20:40:48,992 - mmaction - INFO - Epoch [5][1400/3757] lr: 5.000e-03, eta: 14:03:45, time: 1.208, data_time: 0.002, memory: 17874, top1_acc: 0.7422, top5_acc: 0.9195, loss_cls: 0.9503, loss: 0.9503, grad_norm: 5.9856 2021-05-26 20:41:11,027 - mmaction - INFO - Epoch [5][1420/3757] lr: 5.000e-03, eta: 14:03:12, time: 1.101, data_time: 0.003, memory: 17874, top1_acc: 0.7641, top5_acc: 0.9297, loss_cls: 0.8823, loss: 0.8823, grad_norm: 5.6271 2021-05-26 20:41:35,167 - mmaction - INFO - Epoch [5][1440/3757] lr: 5.000e-03, eta: 14:02:44, time: 1.207, data_time: 0.005, memory: 17874, top1_acc: 0.7570, top5_acc: 0.9148, loss_cls: 0.9784, loss: 0.9784, grad_norm: 5.7297 2021-05-26 20:41:57,769 - mmaction - INFO - Epoch [5][1460/3757] lr: 5.000e-03, eta: 14:02:12, time: 1.129, data_time: 0.002, memory: 17874, top1_acc: 0.7828, top5_acc: 0.9383, loss_cls: 0.8379, loss: 0.8379, grad_norm: 5.4473 2021-05-26 20:42:21,363 - mmaction - INFO - Epoch [5][1480/3757] lr: 5.000e-03, eta: 14:01:42, time: 1.181, data_time: 0.004, memory: 17874, top1_acc: 0.7641, top5_acc: 0.9203, loss_cls: 0.9113, loss: 0.9113, grad_norm: 5.4725 2021-05-26 20:42:44,027 - mmaction - INFO - Epoch [5][1500/3757] lr: 5.000e-03, eta: 14:01:10, time: 1.132, data_time: 0.002, memory: 17874, top1_acc: 0.7555, top5_acc: 0.9367, loss_cls: 0.8918, loss: 0.8918, grad_norm: 5.7712 2021-05-26 20:43:08,043 - mmaction - INFO - Epoch [5][1520/3757] lr: 5.000e-03, eta: 14:00:42, time: 1.200, data_time: 0.003, memory: 17874, top1_acc: 0.7422, top5_acc: 0.9250, loss_cls: 0.9376, loss: 0.9376, grad_norm: 6.1590 2021-05-26 20:43:31,851 - mmaction - INFO - Epoch [5][1540/3757] lr: 5.000e-03, eta: 14:00:13, time: 1.190, data_time: 0.004, memory: 17874, top1_acc: 0.7461, top5_acc: 0.9219, loss_cls: 0.9460, loss: 0.9460, grad_norm: 6.2077 2021-05-26 20:43:54,098 - mmaction - INFO - Epoch [5][1560/3757] lr: 5.000e-03, eta: 13:59:40, time: 1.114, data_time: 0.005, memory: 17874, top1_acc: 0.7461, top5_acc: 0.9297, loss_cls: 0.9079, loss: 0.9079, grad_norm: 5.6835 2021-05-26 20:44:16,559 - mmaction - INFO - Epoch [5][1580/3757] lr: 5.000e-03, eta: 13:59:08, time: 1.122, data_time: 0.002, memory: 17874, top1_acc: 0.7641, top5_acc: 0.9258, loss_cls: 0.8901, loss: 0.8901, grad_norm: 5.6092 2021-05-26 20:44:37,995 - mmaction - INFO - Epoch [5][1600/3757] lr: 5.000e-03, eta: 13:58:33, time: 1.073, data_time: 0.002, memory: 17874, top1_acc: 0.7469, top5_acc: 0.9359, loss_cls: 0.8898, loss: 0.8898, grad_norm: 5.4710 2021-05-26 20:45:01,884 - mmaction - INFO - Epoch [5][1620/3757] lr: 5.000e-03, eta: 13:58:04, time: 1.189, data_time: 0.011, memory: 17874, top1_acc: 0.7672, top5_acc: 0.9344, loss_cls: 0.8813, loss: 0.8813, grad_norm: 5.4754 2021-05-26 20:45:24,129 - mmaction - INFO - Epoch [5][1640/3757] lr: 5.000e-03, eta: 13:57:32, time: 1.118, data_time: 0.014, memory: 17874, top1_acc: 0.7742, top5_acc: 0.9305, loss_cls: 0.8627, loss: 0.8627, grad_norm: 5.2868 2021-05-26 20:45:45,913 - mmaction - INFO - Epoch [5][1660/3757] lr: 5.000e-03, eta: 13:56:58, time: 1.088, data_time: 0.002, memory: 17874, top1_acc: 0.7656, top5_acc: 0.9328, loss_cls: 0.8783, loss: 0.8783, grad_norm: 5.5568 2021-05-26 20:46:07,715 - mmaction - INFO - Epoch [5][1680/3757] lr: 5.000e-03, eta: 13:56:24, time: 1.091, data_time: 0.011, memory: 17874, top1_acc: 0.7477, top5_acc: 0.9305, loss_cls: 0.8974, loss: 0.8974, grad_norm: 5.6609 2021-05-26 20:46:31,754 - mmaction - INFO - Epoch [5][1700/3757] lr: 5.000e-03, eta: 13:55:56, time: 1.202, data_time: 0.003, memory: 17874, top1_acc: 0.7500, top5_acc: 0.9250, loss_cls: 0.9255, loss: 0.9255, grad_norm: 5.9451 2021-05-26 20:46:54,831 - mmaction - INFO - Epoch [5][1720/3757] lr: 5.000e-03, eta: 13:55:25, time: 1.153, data_time: 0.002, memory: 17874, top1_acc: 0.7508, top5_acc: 0.9273, loss_cls: 0.8980, loss: 0.8980, grad_norm: 6.0657 2021-05-26 20:47:20,317 - mmaction - INFO - Epoch [5][1740/3757] lr: 5.000e-03, eta: 13:55:00, time: 1.271, data_time: 0.003, memory: 17874, top1_acc: 0.7609, top5_acc: 0.9227, loss_cls: 0.9230, loss: 0.9230, grad_norm: 5.8713 2021-05-26 20:47:50,204 - mmaction - INFO - Epoch [5][1760/3757] lr: 5.000e-03, eta: 13:54:46, time: 1.493, data_time: 0.007, memory: 17874, top1_acc: 0.7523, top5_acc: 0.9328, loss_cls: 0.8901, loss: 0.8901, grad_norm: 5.6425 2021-05-26 20:48:12,841 - mmaction - INFO - Epoch [5][1780/3757] lr: 5.000e-03, eta: 13:54:14, time: 1.136, data_time: 0.007, memory: 17874, top1_acc: 0.7719, top5_acc: 0.9320, loss_cls: 0.8898, loss: 0.8898, grad_norm: 5.6213 2021-05-26 20:48:37,011 - mmaction - INFO - Epoch [5][1800/3757] lr: 5.000e-03, eta: 13:53:46, time: 1.209, data_time: 0.003, memory: 17874, top1_acc: 0.7492, top5_acc: 0.9172, loss_cls: 0.9560, loss: 0.9560, grad_norm: 5.7536 2021-05-26 20:48:58,982 - mmaction - INFO - Epoch [5][1820/3757] lr: 5.000e-03, eta: 13:53:13, time: 1.091, data_time: 0.002, memory: 17874, top1_acc: 0.7695, top5_acc: 0.9305, loss_cls: 0.8497, loss: 0.8497, grad_norm: 5.2122 2021-05-26 20:49:26,215 - mmaction - INFO - Epoch [5][1840/3757] lr: 5.000e-03, eta: 13:52:52, time: 1.359, data_time: 0.010, memory: 17874, top1_acc: 0.7734, top5_acc: 0.9383, loss_cls: 0.8458, loss: 0.8458, grad_norm: 5.5114 2021-05-26 20:49:48,624 - mmaction - INFO - Epoch [5][1860/3757] lr: 5.000e-03, eta: 13:52:20, time: 1.130, data_time: 0.013, memory: 17874, top1_acc: 0.7555, top5_acc: 0.9234, loss_cls: 0.9235, loss: 0.9235, grad_norm: 5.6676 2021-05-26 20:50:11,284 - mmaction - INFO - Epoch [5][1880/3757] lr: 5.000e-03, eta: 13:51:49, time: 1.133, data_time: 0.005, memory: 17874, top1_acc: 0.7539, top5_acc: 0.9320, loss_cls: 0.9114, loss: 0.9114, grad_norm: 5.5861 2021-05-26 20:50:35,397 - mmaction - INFO - Epoch [5][1900/3757] lr: 5.000e-03, eta: 13:51:20, time: 1.202, data_time: 0.004, memory: 17874, top1_acc: 0.7727, top5_acc: 0.9289, loss_cls: 0.8590, loss: 0.8590, grad_norm: 5.4575 2021-05-26 20:50:58,086 - mmaction - INFO - Epoch [5][1920/3757] lr: 5.000e-03, eta: 13:50:49, time: 1.132, data_time: 0.006, memory: 17874, top1_acc: 0.7562, top5_acc: 0.9320, loss_cls: 0.8888, loss: 0.8888, grad_norm: 5.7696 2021-05-26 20:51:20,487 - mmaction - INFO - Epoch [5][1940/3757] lr: 5.000e-03, eta: 13:50:17, time: 1.123, data_time: 0.009, memory: 17874, top1_acc: 0.7492, top5_acc: 0.9383, loss_cls: 0.8823, loss: 0.8823, grad_norm: 5.6653 2021-05-26 20:51:47,116 - mmaction - INFO - Epoch [5][1960/3757] lr: 5.000e-03, eta: 13:49:55, time: 1.333, data_time: 0.006, memory: 17874, top1_acc: 0.7562, top5_acc: 0.9336, loss_cls: 0.9048, loss: 0.9048, grad_norm: 5.8576 2021-05-26 20:52:09,192 - mmaction - INFO - Epoch [5][1980/3757] lr: 5.000e-03, eta: 13:49:22, time: 1.106, data_time: 0.005, memory: 17874, top1_acc: 0.7680, top5_acc: 0.9289, loss_cls: 0.8655, loss: 0.8655, grad_norm: 5.6998 2021-05-26 20:52:30,992 - mmaction - INFO - Epoch [5][2000/3757] lr: 5.000e-03, eta: 13:48:49, time: 1.088, data_time: 0.002, memory: 17874, top1_acc: 0.7648, top5_acc: 0.9281, loss_cls: 0.9139, loss: 0.9139, grad_norm: 5.5058 2021-05-26 20:52:52,461 - mmaction - INFO - Epoch [5][2020/3757] lr: 5.000e-03, eta: 13:48:15, time: 1.074, data_time: 0.004, memory: 17874, top1_acc: 0.7219, top5_acc: 0.9273, loss_cls: 0.9446, loss: 0.9446, grad_norm: 6.6662 2021-05-26 20:53:14,470 - mmaction - INFO - Epoch [5][2040/3757] lr: 5.000e-03, eta: 13:47:42, time: 1.101, data_time: 0.004, memory: 17874, top1_acc: 0.7508, top5_acc: 0.9305, loss_cls: 0.9049, loss: 0.9049, grad_norm: 6.1021 2021-05-26 20:53:37,474 - mmaction - INFO - Epoch [5][2060/3757] lr: 5.000e-03, eta: 13:47:11, time: 1.150, data_time: 0.002, memory: 17874, top1_acc: 0.7367, top5_acc: 0.9180, loss_cls: 0.9827, loss: 0.9827, grad_norm: 5.8322 2021-05-26 20:54:00,060 - mmaction - INFO - Epoch [5][2080/3757] lr: 5.000e-03, eta: 13:46:40, time: 1.130, data_time: 0.002, memory: 17874, top1_acc: 0.7531, top5_acc: 0.9180, loss_cls: 0.9498, loss: 0.9498, grad_norm: 5.7239 2021-05-26 20:54:22,222 - mmaction - INFO - Epoch [5][2100/3757] lr: 5.000e-03, eta: 13:46:08, time: 1.108, data_time: 0.002, memory: 17874, top1_acc: 0.7547, top5_acc: 0.9266, loss_cls: 0.9204, loss: 0.9204, grad_norm: 5.7647 2021-05-26 20:54:45,050 - mmaction - INFO - Epoch [5][2120/3757] lr: 5.000e-03, eta: 13:45:37, time: 1.140, data_time: 0.001, memory: 17874, top1_acc: 0.7523, top5_acc: 0.9258, loss_cls: 0.9388, loss: 0.9388, grad_norm: 5.6315 2021-05-26 20:55:06,925 - mmaction - INFO - Epoch [5][2140/3757] lr: 5.000e-03, eta: 13:45:04, time: 1.094, data_time: 0.003, memory: 17874, top1_acc: 0.7461, top5_acc: 0.9219, loss_cls: 0.9723, loss: 0.9723, grad_norm: 5.6826 2021-05-26 20:55:31,307 - mmaction - INFO - Epoch [5][2160/3757] lr: 5.000e-03, eta: 13:44:36, time: 1.213, data_time: 0.003, memory: 17874, top1_acc: 0.7625, top5_acc: 0.9219, loss_cls: 0.9219, loss: 0.9219, grad_norm: 5.3255 2021-05-26 20:55:53,433 - mmaction - INFO - Epoch [5][2180/3757] lr: 5.000e-03, eta: 13:44:04, time: 1.112, data_time: 0.013, memory: 17874, top1_acc: 0.7391, top5_acc: 0.9227, loss_cls: 0.9364, loss: 0.9364, grad_norm: 5.5564 2021-05-26 20:56:17,957 - mmaction - INFO - Epoch [5][2200/3757] lr: 5.000e-03, eta: 13:43:37, time: 1.226, data_time: 0.003, memory: 17874, top1_acc: 0.7430, top5_acc: 0.9250, loss_cls: 0.9800, loss: 0.9800, grad_norm: 5.7146 2021-05-26 20:56:42,155 - mmaction - INFO - Epoch [5][2220/3757] lr: 5.000e-03, eta: 13:43:09, time: 1.211, data_time: 0.004, memory: 17874, top1_acc: 0.7680, top5_acc: 0.9281, loss_cls: 0.8964, loss: 0.8964, grad_norm: 6.1580 2021-05-26 20:57:04,298 - mmaction - INFO - Epoch [5][2240/3757] lr: 5.000e-03, eta: 13:42:37, time: 1.106, data_time: 0.002, memory: 17874, top1_acc: 0.7633, top5_acc: 0.9227, loss_cls: 0.9109, loss: 0.9109, grad_norm: 5.8907 2021-05-26 20:57:26,053 - mmaction - INFO - Epoch [5][2260/3757] lr: 5.000e-03, eta: 13:42:04, time: 1.088, data_time: 0.002, memory: 17874, top1_acc: 0.7750, top5_acc: 0.9352, loss_cls: 0.8613, loss: 0.8613, grad_norm: 5.3665 2021-05-26 20:57:48,296 - mmaction - INFO - Epoch [5][2280/3757] lr: 5.000e-03, eta: 13:41:32, time: 1.111, data_time: 0.003, memory: 17874, top1_acc: 0.7594, top5_acc: 0.9367, loss_cls: 0.8780, loss: 0.8780, grad_norm: 5.5530 2021-05-26 20:58:11,415 - mmaction - INFO - Epoch [5][2300/3757] lr: 5.000e-03, eta: 13:41:02, time: 1.155, data_time: 0.004, memory: 17874, top1_acc: 0.7477, top5_acc: 0.9258, loss_cls: 0.9278, loss: 0.9278, grad_norm: 5.4455 2021-05-26 20:58:35,853 - mmaction - INFO - Epoch [5][2320/3757] lr: 5.000e-03, eta: 13:40:35, time: 1.220, data_time: 0.005, memory: 17874, top1_acc: 0.7570, top5_acc: 0.9359, loss_cls: 0.8888, loss: 0.8888, grad_norm: 5.5099 2021-05-26 20:58:58,047 - mmaction - INFO - Epoch [5][2340/3757] lr: 5.000e-03, eta: 13:40:03, time: 1.113, data_time: 0.007, memory: 17874, top1_acc: 0.7438, top5_acc: 0.9219, loss_cls: 0.9642, loss: 0.9642, grad_norm: 5.8930 2021-05-26 20:59:24,920 - mmaction - INFO - Epoch [5][2360/3757] lr: 5.000e-03, eta: 13:39:41, time: 1.342, data_time: 0.006, memory: 17874, top1_acc: 0.7359, top5_acc: 0.9211, loss_cls: 0.9549, loss: 0.9549, grad_norm: 5.7777 2021-05-26 20:59:46,505 - mmaction - INFO - Epoch [5][2380/3757] lr: 5.000e-03, eta: 13:39:08, time: 1.082, data_time: 0.004, memory: 17874, top1_acc: 0.7445, top5_acc: 0.9234, loss_cls: 0.9327, loss: 0.9327, grad_norm: 5.9208 2021-05-26 21:00:10,245 - mmaction - INFO - Epoch [5][2400/3757] lr: 5.000e-03, eta: 13:38:39, time: 1.183, data_time: 0.002, memory: 17874, top1_acc: 0.7305, top5_acc: 0.9250, loss_cls: 0.9695, loss: 0.9695, grad_norm: 5.8196 2021-05-26 21:00:33,201 - mmaction - INFO - Epoch [5][2420/3757] lr: 5.000e-03, eta: 13:38:09, time: 1.151, data_time: 0.005, memory: 17874, top1_acc: 0.7773, top5_acc: 0.9281, loss_cls: 0.8667, loss: 0.8667, grad_norm: 5.4243 2021-05-26 21:00:55,279 - mmaction - INFO - Epoch [5][2440/3757] lr: 5.000e-03, eta: 13:37:36, time: 1.104, data_time: 0.004, memory: 17874, top1_acc: 0.7648, top5_acc: 0.9336, loss_cls: 0.8573, loss: 0.8573, grad_norm: 5.3848 2021-05-26 21:01:17,361 - mmaction - INFO - Epoch [5][2460/3757] lr: 5.000e-03, eta: 13:37:04, time: 1.104, data_time: 0.002, memory: 17874, top1_acc: 0.7766, top5_acc: 0.9359, loss_cls: 0.8612, loss: 0.8612, grad_norm: 5.3929 2021-05-26 21:01:39,591 - mmaction - INFO - Epoch [5][2480/3757] lr: 5.000e-03, eta: 13:36:32, time: 1.112, data_time: 0.003, memory: 17874, top1_acc: 0.7742, top5_acc: 0.9227, loss_cls: 0.8983, loss: 0.8983, grad_norm: 5.4654 2021-05-26 21:02:04,801 - mmaction - INFO - Epoch [5][2500/3757] lr: 5.000e-03, eta: 13:36:07, time: 1.256, data_time: 0.005, memory: 17874, top1_acc: 0.7547, top5_acc: 0.9227, loss_cls: 0.9500, loss: 0.9500, grad_norm: 5.8978 2021-05-26 21:02:26,964 - mmaction - INFO - Epoch [5][2520/3757] lr: 5.000e-03, eta: 13:35:35, time: 1.113, data_time: 0.007, memory: 17874, top1_acc: 0.7625, top5_acc: 0.9297, loss_cls: 0.9121, loss: 0.9121, grad_norm: 5.6103 2021-05-26 21:02:48,534 - mmaction - INFO - Epoch [5][2540/3757] lr: 5.000e-03, eta: 13:35:02, time: 1.078, data_time: 0.002, memory: 17874, top1_acc: 0.7383, top5_acc: 0.9211, loss_cls: 0.9430, loss: 0.9430, grad_norm: 5.6954 2021-05-26 21:03:13,674 - mmaction - INFO - Epoch [5][2560/3757] lr: 5.000e-03, eta: 13:34:36, time: 1.256, data_time: 0.004, memory: 17874, top1_acc: 0.7578, top5_acc: 0.9273, loss_cls: 0.9100, loss: 0.9100, grad_norm: 5.2165 2021-05-26 21:03:38,269 - mmaction - INFO - Epoch [5][2580/3757] lr: 5.000e-03, eta: 13:34:10, time: 1.227, data_time: 0.006, memory: 17874, top1_acc: 0.7320, top5_acc: 0.9211, loss_cls: 0.9702, loss: 0.9702, grad_norm: 5.6151 2021-05-26 21:04:00,219 - mmaction - INFO - Epoch [5][2600/3757] lr: 5.000e-03, eta: 13:33:37, time: 1.100, data_time: 0.009, memory: 17874, top1_acc: 0.7438, top5_acc: 0.9211, loss_cls: 0.9521, loss: 0.9521, grad_norm: 6.2902 2021-05-26 21:04:22,665 - mmaction - INFO - Epoch [5][2620/3757] lr: 5.000e-03, eta: 13:33:06, time: 1.123, data_time: 0.003, memory: 17874, top1_acc: 0.7469, top5_acc: 0.9242, loss_cls: 0.9212, loss: 0.9212, grad_norm: 5.4974 2021-05-26 21:04:45,437 - mmaction - INFO - Epoch [5][2640/3757] lr: 5.000e-03, eta: 13:32:35, time: 1.135, data_time: 0.006, memory: 17874, top1_acc: 0.7555, top5_acc: 0.9133, loss_cls: 0.9535, loss: 0.9535, grad_norm: 5.2880 2021-05-26 21:05:07,764 - mmaction - INFO - Epoch [5][2660/3757] lr: 5.000e-03, eta: 13:32:04, time: 1.120, data_time: 0.008, memory: 17874, top1_acc: 0.7422, top5_acc: 0.9187, loss_cls: 0.9485, loss: 0.9485, grad_norm: 5.6691 2021-05-26 21:05:29,718 - mmaction - INFO - Epoch [5][2680/3757] lr: 5.000e-03, eta: 13:31:32, time: 1.098, data_time: 0.003, memory: 17874, top1_acc: 0.7625, top5_acc: 0.9258, loss_cls: 0.9151, loss: 0.9151, grad_norm: 5.1846 2021-05-26 21:05:54,641 - mmaction - INFO - Epoch [5][2700/3757] lr: 5.000e-03, eta: 13:31:06, time: 1.245, data_time: 0.003, memory: 17874, top1_acc: 0.7586, top5_acc: 0.9180, loss_cls: 0.9337, loss: 0.9337, grad_norm: 5.4344 2021-05-26 21:06:18,770 - mmaction - INFO - Epoch [5][2720/3757] lr: 5.000e-03, eta: 13:30:39, time: 1.208, data_time: 0.005, memory: 17874, top1_acc: 0.7453, top5_acc: 0.9125, loss_cls: 0.9776, loss: 0.9776, grad_norm: 5.5045 2021-05-26 21:06:41,911 - mmaction - INFO - Epoch [5][2740/3757] lr: 5.000e-03, eta: 13:30:09, time: 1.153, data_time: 0.002, memory: 17874, top1_acc: 0.7617, top5_acc: 0.9367, loss_cls: 0.8603, loss: 0.8603, grad_norm: 5.2877 2021-05-26 21:07:04,220 - mmaction - INFO - Epoch [5][2760/3757] lr: 5.000e-03, eta: 13:29:37, time: 1.119, data_time: 0.009, memory: 17874, top1_acc: 0.7359, top5_acc: 0.9242, loss_cls: 0.9537, loss: 0.9537, grad_norm: 5.3798 2021-05-26 21:07:31,459 - mmaction - INFO - Epoch [5][2780/3757] lr: 5.000e-03, eta: 13:29:17, time: 1.360, data_time: 0.003, memory: 17874, top1_acc: 0.7516, top5_acc: 0.9266, loss_cls: 0.9632, loss: 0.9632, grad_norm: 5.6505 2021-05-26 21:07:53,746 - mmaction - INFO - Epoch [5][2800/3757] lr: 5.000e-03, eta: 13:28:45, time: 1.118, data_time: 0.005, memory: 17874, top1_acc: 0.7625, top5_acc: 0.9242, loss_cls: 0.8838, loss: 0.8838, grad_norm: 5.4449 2021-05-26 21:08:15,786 - mmaction - INFO - Epoch [5][2820/3757] lr: 5.000e-03, eta: 13:28:13, time: 1.100, data_time: 0.002, memory: 17874, top1_acc: 0.7625, top5_acc: 0.9273, loss_cls: 0.8594, loss: 0.8594, grad_norm: 5.4537 2021-05-26 21:08:38,109 - mmaction - INFO - Epoch [5][2840/3757] lr: 5.000e-03, eta: 13:27:42, time: 1.117, data_time: 0.003, memory: 17874, top1_acc: 0.7617, top5_acc: 0.9211, loss_cls: 0.9138, loss: 0.9138, grad_norm: 5.8231 2021-05-26 21:09:01,391 - mmaction - INFO - Epoch [5][2860/3757] lr: 5.000e-03, eta: 13:27:12, time: 1.162, data_time: 0.003, memory: 17874, top1_acc: 0.7648, top5_acc: 0.9273, loss_cls: 0.8768, loss: 0.8768, grad_norm: 5.6273 2021-05-26 21:09:23,506 - mmaction - INFO - Epoch [5][2880/3757] lr: 5.000e-03, eta: 13:26:41, time: 1.109, data_time: 0.005, memory: 17874, top1_acc: 0.7516, top5_acc: 0.9250, loss_cls: 0.9690, loss: 0.9690, grad_norm: 5.7793 2021-05-26 21:09:48,197 - mmaction - INFO - Epoch [5][2900/3757] lr: 5.000e-03, eta: 13:26:14, time: 1.226, data_time: 0.003, memory: 17874, top1_acc: 0.7617, top5_acc: 0.9211, loss_cls: 0.9176, loss: 0.9176, grad_norm: 5.6355 2021-05-26 21:10:11,164 - mmaction - INFO - Epoch [5][2920/3757] lr: 5.000e-03, eta: 13:25:45, time: 1.154, data_time: 0.010, memory: 17874, top1_acc: 0.7742, top5_acc: 0.9203, loss_cls: 0.9265, loss: 0.9265, grad_norm: 5.4839 2021-05-26 21:10:34,612 - mmaction - INFO - Epoch [5][2940/3757] lr: 5.000e-03, eta: 13:25:16, time: 1.171, data_time: 0.005, memory: 17874, top1_acc: 0.7680, top5_acc: 0.9320, loss_cls: 0.8930, loss: 0.8930, grad_norm: 5.7056 2021-05-26 21:10:57,648 - mmaction - INFO - Epoch [5][2960/3757] lr: 5.000e-03, eta: 13:24:46, time: 1.150, data_time: 0.006, memory: 17874, top1_acc: 0.7492, top5_acc: 0.9195, loss_cls: 0.9678, loss: 0.9678, grad_norm: 5.6500 2021-05-26 21:11:19,719 - mmaction - INFO - Epoch [5][2980/3757] lr: 5.000e-03, eta: 13:24:14, time: 1.109, data_time: 0.009, memory: 17874, top1_acc: 0.7539, top5_acc: 0.9242, loss_cls: 0.9639, loss: 0.9639, grad_norm: 5.5830 2021-05-26 21:11:42,628 - mmaction - INFO - Epoch [5][3000/3757] lr: 5.000e-03, eta: 13:23:44, time: 1.144, data_time: 0.003, memory: 17874, top1_acc: 0.7469, top5_acc: 0.9164, loss_cls: 0.9382, loss: 0.9382, grad_norm: 5.3847 2021-05-26 21:12:05,084 - mmaction - INFO - Epoch [5][3020/3757] lr: 5.000e-03, eta: 13:23:13, time: 1.126, data_time: 0.005, memory: 17874, top1_acc: 0.7672, top5_acc: 0.9273, loss_cls: 0.8821, loss: 0.8821, grad_norm: 5.3216 2021-05-26 21:12:28,410 - mmaction - INFO - Epoch [5][3040/3757] lr: 5.000e-03, eta: 13:22:44, time: 1.162, data_time: 0.001, memory: 17874, top1_acc: 0.7484, top5_acc: 0.9211, loss_cls: 0.9355, loss: 0.9355, grad_norm: 5.4539 2021-05-26 21:12:53,740 - mmaction - INFO - Epoch [5][3060/3757] lr: 5.000e-03, eta: 13:22:19, time: 1.267, data_time: 0.005, memory: 17874, top1_acc: 0.7539, top5_acc: 0.9273, loss_cls: 0.9148, loss: 0.9148, grad_norm: 5.4631 2021-05-26 21:13:18,168 - mmaction - INFO - Epoch [5][3080/3757] lr: 5.000e-03, eta: 13:21:53, time: 1.220, data_time: 0.005, memory: 17874, top1_acc: 0.7523, top5_acc: 0.9219, loss_cls: 0.9034, loss: 0.9034, grad_norm: 5.4844 2021-05-26 21:13:42,402 - mmaction - INFO - Epoch [5][3100/3757] lr: 5.000e-03, eta: 13:21:26, time: 1.213, data_time: 0.007, memory: 17874, top1_acc: 0.7578, top5_acc: 0.9250, loss_cls: 0.9373, loss: 0.9373, grad_norm: 5.7444 2021-05-26 21:14:04,277 - mmaction - INFO - Epoch [5][3120/3757] lr: 5.000e-03, eta: 13:20:54, time: 1.094, data_time: 0.004, memory: 17874, top1_acc: 0.7805, top5_acc: 0.9336, loss_cls: 0.8372, loss: 0.8372, grad_norm: 5.3282 2021-05-26 21:14:26,410 - mmaction - INFO - Epoch [5][3140/3757] lr: 5.000e-03, eta: 13:20:22, time: 1.108, data_time: 0.004, memory: 17874, top1_acc: 0.7391, top5_acc: 0.9187, loss_cls: 0.9514, loss: 0.9514, grad_norm: 5.7163 2021-05-26 21:14:52,146 - mmaction - INFO - Epoch [5][3160/3757] lr: 5.000e-03, eta: 13:19:58, time: 1.282, data_time: 0.002, memory: 17874, top1_acc: 0.7727, top5_acc: 0.9234, loss_cls: 0.8909, loss: 0.8909, grad_norm: 5.6558 2021-05-26 21:15:15,744 - mmaction - INFO - Epoch [5][3180/3757] lr: 5.000e-03, eta: 13:19:30, time: 1.185, data_time: 0.065, memory: 17874, top1_acc: 0.7336, top5_acc: 0.9148, loss_cls: 1.0056, loss: 1.0056, grad_norm: 5.9519 2021-05-26 21:15:38,438 - mmaction - INFO - Epoch [5][3200/3757] lr: 5.000e-03, eta: 13:19:00, time: 1.135, data_time: 0.003, memory: 17874, top1_acc: 0.7477, top5_acc: 0.9227, loss_cls: 0.9455, loss: 0.9455, grad_norm: 5.6978 2021-05-26 21:16:01,034 - mmaction - INFO - Epoch [5][3220/3757] lr: 5.000e-03, eta: 13:18:29, time: 1.130, data_time: 0.002, memory: 17874, top1_acc: 0.7562, top5_acc: 0.9211, loss_cls: 0.9384, loss: 0.9384, grad_norm: 5.6668 2021-05-26 21:16:24,126 - mmaction - INFO - Epoch [5][3240/3757] lr: 5.000e-03, eta: 13:17:59, time: 1.149, data_time: 0.002, memory: 17874, top1_acc: 0.7406, top5_acc: 0.9164, loss_cls: 0.9585, loss: 0.9585, grad_norm: 5.5862 2021-05-26 21:16:46,531 - mmaction - INFO - Epoch [5][3260/3757] lr: 5.000e-03, eta: 13:17:29, time: 1.127, data_time: 0.010, memory: 17874, top1_acc: 0.7438, top5_acc: 0.9297, loss_cls: 0.9456, loss: 0.9456, grad_norm: 5.9842 2021-05-26 21:17:08,227 - mmaction - INFO - Epoch [5][3280/3757] lr: 5.000e-03, eta: 13:16:56, time: 1.083, data_time: 0.002, memory: 17874, top1_acc: 0.7469, top5_acc: 0.9211, loss_cls: 0.9790, loss: 0.9790, grad_norm: 5.5978 2021-05-26 21:17:30,467 - mmaction - INFO - Epoch [5][3300/3757] lr: 5.000e-03, eta: 13:16:25, time: 1.114, data_time: 0.004, memory: 17874, top1_acc: 0.7766, top5_acc: 0.9242, loss_cls: 0.9022, loss: 0.9022, grad_norm: 5.5312 2021-05-26 21:17:58,301 - mmaction - INFO - Epoch [5][3320/3757] lr: 5.000e-03, eta: 13:16:06, time: 1.390, data_time: 0.002, memory: 17874, top1_acc: 0.7453, top5_acc: 0.9219, loss_cls: 0.9679, loss: 0.9679, grad_norm: 5.6500 2021-05-26 21:18:20,883 - mmaction - INFO - Epoch [5][3340/3757] lr: 5.000e-03, eta: 13:15:35, time: 1.131, data_time: 0.005, memory: 17874, top1_acc: 0.7578, top5_acc: 0.9320, loss_cls: 0.9007, loss: 0.9007, grad_norm: 5.7103 2021-05-26 21:18:43,831 - mmaction - INFO - Epoch [5][3360/3757] lr: 5.000e-03, eta: 13:15:05, time: 1.138, data_time: 0.002, memory: 17874, top1_acc: 0.7531, top5_acc: 0.9273, loss_cls: 0.9171, loss: 0.9171, grad_norm: 6.7754 2021-05-26 21:19:06,144 - mmaction - INFO - Epoch [5][3380/3757] lr: 5.000e-03, eta: 13:14:35, time: 1.123, data_time: 0.013, memory: 17874, top1_acc: 0.7469, top5_acc: 0.9258, loss_cls: 0.9524, loss: 0.9524, grad_norm: 5.8216 2021-05-26 21:19:29,173 - mmaction - INFO - Epoch [5][3400/3757] lr: 5.000e-03, eta: 13:14:05, time: 1.151, data_time: 0.005, memory: 17874, top1_acc: 0.7516, top5_acc: 0.9266, loss_cls: 0.9550, loss: 0.9550, grad_norm: 5.8065 2021-05-26 21:19:50,993 - mmaction - INFO - Epoch [5][3420/3757] lr: 5.000e-03, eta: 13:13:33, time: 1.093, data_time: 0.005, memory: 17874, top1_acc: 0.7625, top5_acc: 0.9352, loss_cls: 0.9061, loss: 0.9061, grad_norm: 5.2638 2021-05-26 21:20:12,876 - mmaction - INFO - Epoch [5][3440/3757] lr: 5.000e-03, eta: 13:13:02, time: 1.095, data_time: 0.002, memory: 17874, top1_acc: 0.7539, top5_acc: 0.9258, loss_cls: 0.8867, loss: 0.8867, grad_norm: 5.7085 2021-05-26 21:20:36,418 - mmaction - INFO - Epoch [5][3460/3757] lr: 5.000e-03, eta: 13:12:33, time: 1.173, data_time: 0.003, memory: 17874, top1_acc: 0.7500, top5_acc: 0.9352, loss_cls: 0.8833, loss: 0.8833, grad_norm: 5.4744 2021-05-26 21:20:59,724 - mmaction - INFO - Epoch [5][3480/3757] lr: 5.000e-03, eta: 13:12:04, time: 1.166, data_time: 0.006, memory: 17874, top1_acc: 0.7562, top5_acc: 0.9281, loss_cls: 0.9295, loss: 0.9295, grad_norm: 5.6600 2021-05-26 21:21:21,578 - mmaction - INFO - Epoch [5][3500/3757] lr: 5.000e-03, eta: 13:11:33, time: 1.096, data_time: 0.006, memory: 17874, top1_acc: 0.7555, top5_acc: 0.9289, loss_cls: 0.8929, loss: 0.8929, grad_norm: 5.5463 2021-05-26 21:21:47,583 - mmaction - INFO - Epoch [5][3520/3757] lr: 5.000e-03, eta: 13:11:09, time: 1.300, data_time: 0.002, memory: 17874, top1_acc: 0.7633, top5_acc: 0.9344, loss_cls: 0.8802, loss: 0.8802, grad_norm: 6.3303 2021-05-26 21:22:12,142 - mmaction - INFO - Epoch [5][3540/3757] lr: 5.000e-03, eta: 13:10:43, time: 1.228, data_time: 0.004, memory: 17874, top1_acc: 0.7469, top5_acc: 0.9156, loss_cls: 0.9707, loss: 0.9707, grad_norm: 6.0298 2021-05-26 21:22:38,019 - mmaction - INFO - Epoch [5][3560/3757] lr: 5.000e-03, eta: 13:10:20, time: 1.290, data_time: 0.002, memory: 17874, top1_acc: 0.7555, top5_acc: 0.9180, loss_cls: 0.9360, loss: 0.9360, grad_norm: 5.5080 2021-05-26 21:23:00,666 - mmaction - INFO - Epoch [5][3580/3757] lr: 5.000e-03, eta: 13:09:50, time: 1.136, data_time: 0.006, memory: 17874, top1_acc: 0.7445, top5_acc: 0.9023, loss_cls: 0.9837, loss: 0.9837, grad_norm: 5.8645 2021-05-26 21:23:22,562 - mmaction - INFO - Epoch [5][3600/3757] lr: 5.000e-03, eta: 13:09:18, time: 1.095, data_time: 0.002, memory: 17874, top1_acc: 0.7641, top5_acc: 0.9180, loss_cls: 0.9118, loss: 0.9118, grad_norm: 5.5442 2021-05-26 21:23:46,320 - mmaction - INFO - Epoch [5][3620/3757] lr: 5.000e-03, eta: 13:08:50, time: 1.184, data_time: 0.002, memory: 17874, top1_acc: 0.7461, top5_acc: 0.9078, loss_cls: 0.9620, loss: 0.9620, grad_norm: 5.7840 2021-05-26 21:24:13,874 - mmaction - INFO - Epoch [5][3640/3757] lr: 5.000e-03, eta: 13:08:30, time: 1.377, data_time: 0.006, memory: 17874, top1_acc: 0.7273, top5_acc: 0.9172, loss_cls: 0.9782, loss: 0.9782, grad_norm: 5.5493 2021-05-26 21:24:36,368 - mmaction - INFO - Epoch [5][3660/3757] lr: 5.000e-03, eta: 13:08:00, time: 1.129, data_time: 0.006, memory: 17874, top1_acc: 0.7523, top5_acc: 0.9250, loss_cls: 0.9387, loss: 0.9387, grad_norm: 5.4618 2021-05-26 21:24:59,247 - mmaction - INFO - Epoch [5][3680/3757] lr: 5.000e-03, eta: 13:07:30, time: 1.144, data_time: 0.004, memory: 17874, top1_acc: 0.7594, top5_acc: 0.9141, loss_cls: 0.9304, loss: 0.9304, grad_norm: 5.4761 2021-05-26 21:25:22,214 - mmaction - INFO - Epoch [5][3700/3757] lr: 5.000e-03, eta: 13:07:00, time: 1.143, data_time: 0.005, memory: 17874, top1_acc: 0.7727, top5_acc: 0.9273, loss_cls: 0.8896, loss: 0.8896, grad_norm: 5.5805 2021-05-26 21:25:44,193 - mmaction - INFO - Epoch [5][3720/3757] lr: 5.000e-03, eta: 13:06:29, time: 1.103, data_time: 0.011, memory: 17874, top1_acc: 0.7672, top5_acc: 0.9219, loss_cls: 0.9408, loss: 0.9408, grad_norm: 5.5144 2021-05-26 21:26:06,651 - mmaction - INFO - Epoch [5][3740/3757] lr: 5.000e-03, eta: 13:05:59, time: 1.124, data_time: 0.003, memory: 17874, top1_acc: 0.7445, top5_acc: 0.9164, loss_cls: 0.9307, loss: 0.9307, grad_norm: 5.7782 2021-05-26 21:26:40,832 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-05-26 21:35:52,917 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-26 21:35:53,877 - mmaction - INFO - top1_acc 0.7306 top5_acc 0.9129 2021-05-26 21:35:53,877 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-26 21:35:53,962 - mmaction - INFO - mean_acc 0.7304 2021-05-26 21:35:55,920 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2021-05-26 21:35:55,920 - mmaction - INFO - Best top1_acc is 0.7306 at 5 epoch. 2021-05-26 21:35:55,929 - mmaction - INFO - Epoch(val) [5][3757] top1_acc: 0.7306, top5_acc: 0.9129, mean_class_accuracy: 0.7304 2021-05-26 21:41:26,584 - mmaction - INFO - Epoch [6][20/3757] lr: 5.000e-04, eta: 13:14:40, time: 16.527, data_time: 15.173, memory: 17874, top1_acc: 0.7867, top5_acc: 0.9398, loss_cls: 0.7941, loss: 0.7941, grad_norm: 4.8511 2021-05-26 21:41:51,474 - mmaction - INFO - Epoch [6][40/3757] lr: 5.000e-04, eta: 13:14:13, time: 1.241, data_time: 0.008, memory: 17874, top1_acc: 0.7992, top5_acc: 0.9391, loss_cls: 0.7584, loss: 0.7584, grad_norm: 4.9284 2021-05-26 21:42:15,745 - mmaction - INFO - Epoch [6][60/3757] lr: 5.000e-04, eta: 13:13:46, time: 1.221, data_time: 0.010, memory: 17874, top1_acc: 0.7836, top5_acc: 0.9383, loss_cls: 0.7711, loss: 0.7711, grad_norm: 4.8598 2021-05-26 21:42:39,805 - mmaction - INFO - Epoch [6][80/3757] lr: 5.000e-04, eta: 13:13:18, time: 1.203, data_time: 0.003, memory: 17874, top1_acc: 0.8180, top5_acc: 0.9539, loss_cls: 0.6738, loss: 0.6738, grad_norm: 4.8612 2021-05-26 21:43:10,161 - mmaction - INFO - Epoch [6][100/3757] lr: 5.000e-04, eta: 13:13:02, time: 1.513, data_time: 0.003, memory: 17874, top1_acc: 0.7867, top5_acc: 0.9375, loss_cls: 0.8053, loss: 0.8053, grad_norm: 5.0989 2021-05-26 21:43:34,470 - mmaction - INFO - Epoch [6][120/3757] lr: 5.000e-04, eta: 13:12:35, time: 1.221, data_time: 0.007, memory: 17874, top1_acc: 0.7797, top5_acc: 0.9453, loss_cls: 0.7603, loss: 0.7603, grad_norm: 5.1216 2021-05-26 21:43:57,783 - mmaction - INFO - Epoch [6][140/3757] lr: 5.000e-04, eta: 13:12:05, time: 1.164, data_time: 0.003, memory: 17874, top1_acc: 0.7906, top5_acc: 0.9453, loss_cls: 0.7523, loss: 0.7523, grad_norm: 5.0157 2021-05-26 21:44:19,692 - mmaction - INFO - Epoch [6][160/3757] lr: 5.000e-04, eta: 13:11:33, time: 1.096, data_time: 0.004, memory: 17874, top1_acc: 0.8063, top5_acc: 0.9398, loss_cls: 0.7299, loss: 0.7299, grad_norm: 4.7769 2021-05-26 21:44:43,733 - mmaction - INFO - Epoch [6][180/3757] lr: 5.000e-04, eta: 13:11:05, time: 1.199, data_time: 0.002, memory: 17874, top1_acc: 0.7883, top5_acc: 0.9430, loss_cls: 0.7970, loss: 0.7970, grad_norm: 5.2490 2021-05-26 21:45:08,685 - mmaction - INFO - Epoch [6][200/3757] lr: 5.000e-04, eta: 13:10:39, time: 1.249, data_time: 0.005, memory: 17874, top1_acc: 0.8164, top5_acc: 0.9523, loss_cls: 0.6978, loss: 0.6978, grad_norm: 4.8807 2021-05-26 21:45:31,019 - mmaction - INFO - Epoch [6][220/3757] lr: 5.000e-04, eta: 13:10:07, time: 1.117, data_time: 0.006, memory: 17874, top1_acc: 0.7992, top5_acc: 0.9352, loss_cls: 0.7626, loss: 0.7626, grad_norm: 4.9568 2021-05-26 21:45:56,626 - mmaction - INFO - Epoch [6][240/3757] lr: 5.000e-04, eta: 13:09:42, time: 1.278, data_time: 0.005, memory: 17874, top1_acc: 0.7922, top5_acc: 0.9430, loss_cls: 0.7666, loss: 0.7666, grad_norm: 5.1147 2021-05-26 21:46:19,755 - mmaction - INFO - Epoch [6][260/3757] lr: 5.000e-04, eta: 13:09:12, time: 1.159, data_time: 0.011, memory: 17874, top1_acc: 0.8086, top5_acc: 0.9445, loss_cls: 0.7131, loss: 0.7131, grad_norm: 5.0750 2021-05-26 21:46:41,950 - mmaction - INFO - Epoch [6][280/3757] lr: 5.000e-04, eta: 13:08:41, time: 1.109, data_time: 0.004, memory: 17874, top1_acc: 0.8055, top5_acc: 0.9320, loss_cls: 0.7714, loss: 0.7714, grad_norm: 4.9678 2021-05-26 21:47:04,578 - mmaction - INFO - Epoch [6][300/3757] lr: 5.000e-04, eta: 13:08:10, time: 1.132, data_time: 0.003, memory: 17874, top1_acc: 0.8063, top5_acc: 0.9500, loss_cls: 0.6973, loss: 0.6973, grad_norm: 5.1014 2021-05-26 21:47:27,805 - mmaction - INFO - Epoch [6][320/3757] lr: 5.000e-04, eta: 13:07:40, time: 1.158, data_time: 0.002, memory: 17874, top1_acc: 0.7906, top5_acc: 0.9313, loss_cls: 0.7998, loss: 0.7998, grad_norm: 5.0986 2021-05-26 21:47:49,978 - mmaction - INFO - Epoch [6][340/3757] lr: 5.000e-04, eta: 13:07:09, time: 1.112, data_time: 0.009, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9445, loss_cls: 0.6995, loss: 0.6995, grad_norm: 4.7281 2021-05-26 21:48:11,886 - mmaction - INFO - Epoch [6][360/3757] lr: 5.000e-04, eta: 13:06:37, time: 1.096, data_time: 0.003, memory: 17874, top1_acc: 0.8055, top5_acc: 0.9430, loss_cls: 0.7268, loss: 0.7268, grad_norm: 4.8585 2021-05-26 21:48:33,570 - mmaction - INFO - Epoch [6][380/3757] lr: 5.000e-04, eta: 13:06:04, time: 1.084, data_time: 0.002, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9563, loss_cls: 0.6128, loss: 0.6128, grad_norm: 4.4881 2021-05-26 21:48:55,589 - mmaction - INFO - Epoch [6][400/3757] lr: 5.000e-04, eta: 13:05:32, time: 1.101, data_time: 0.002, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9531, loss_cls: 0.7092, loss: 0.7092, grad_norm: 4.8198 2021-05-26 21:49:17,235 - mmaction - INFO - Epoch [6][420/3757] lr: 5.000e-04, eta: 13:05:00, time: 1.083, data_time: 0.002, memory: 17874, top1_acc: 0.8000, top5_acc: 0.9398, loss_cls: 0.7490, loss: 0.7490, grad_norm: 5.1340 2021-05-26 21:49:39,690 - mmaction - INFO - Epoch [6][440/3757] lr: 5.000e-04, eta: 13:04:29, time: 1.122, data_time: 0.001, memory: 17874, top1_acc: 0.8031, top5_acc: 0.9461, loss_cls: 0.7378, loss: 0.7378, grad_norm: 4.9546 2021-05-26 21:50:03,135 - mmaction - INFO - Epoch [6][460/3757] lr: 5.000e-04, eta: 13:04:00, time: 1.171, data_time: 0.004, memory: 17874, top1_acc: 0.7945, top5_acc: 0.9391, loss_cls: 0.7686, loss: 0.7686, grad_norm: 5.2223 2021-05-26 21:50:24,926 - mmaction - INFO - Epoch [6][480/3757] lr: 5.000e-04, eta: 13:03:28, time: 1.092, data_time: 0.004, memory: 17874, top1_acc: 0.8000, top5_acc: 0.9422, loss_cls: 0.7349, loss: 0.7349, grad_norm: 5.0835 2021-05-26 21:50:50,606 - mmaction - INFO - Epoch [6][500/3757] lr: 5.000e-04, eta: 13:03:03, time: 1.280, data_time: 0.002, memory: 17874, top1_acc: 0.8047, top5_acc: 0.9516, loss_cls: 0.7345, loss: 0.7345, grad_norm: 4.9698 2021-05-26 21:51:13,798 - mmaction - INFO - Epoch [6][520/3757] lr: 5.000e-04, eta: 13:02:33, time: 1.157, data_time: 0.006, memory: 17874, top1_acc: 0.7875, top5_acc: 0.9406, loss_cls: 0.7940, loss: 0.7940, grad_norm: 4.9982 2021-05-26 21:51:35,382 - mmaction - INFO - Epoch [6][540/3757] lr: 5.000e-04, eta: 13:02:01, time: 1.084, data_time: 0.009, memory: 17874, top1_acc: 0.8039, top5_acc: 0.9516, loss_cls: 0.7168, loss: 0.7168, grad_norm: 5.0272 2021-05-26 21:51:57,339 - mmaction - INFO - Epoch [6][560/3757] lr: 5.000e-04, eta: 13:01:29, time: 1.098, data_time: 0.002, memory: 17874, top1_acc: 0.8031, top5_acc: 0.9469, loss_cls: 0.7239, loss: 0.7239, grad_norm: 5.0227 2021-05-26 21:52:19,842 - mmaction - INFO - Epoch [6][580/3757] lr: 5.000e-04, eta: 13:00:58, time: 1.124, data_time: 0.003, memory: 17874, top1_acc: 0.8000, top5_acc: 0.9422, loss_cls: 0.7311, loss: 0.7311, grad_norm: 4.7815 2021-05-26 21:52:42,524 - mmaction - INFO - Epoch [6][600/3757] lr: 5.000e-04, eta: 13:00:28, time: 1.135, data_time: 0.003, memory: 17874, top1_acc: 0.8102, top5_acc: 0.9492, loss_cls: 0.7154, loss: 0.7154, grad_norm: 5.2001 2021-05-26 21:53:05,009 - mmaction - INFO - Epoch [6][620/3757] lr: 5.000e-04, eta: 12:59:57, time: 1.124, data_time: 0.005, memory: 17874, top1_acc: 0.8086, top5_acc: 0.9445, loss_cls: 0.7502, loss: 0.7502, grad_norm: 4.9745 2021-05-26 21:53:27,321 - mmaction - INFO - Epoch [6][640/3757] lr: 5.000e-04, eta: 12:59:26, time: 1.114, data_time: 0.003, memory: 17874, top1_acc: 0.7891, top5_acc: 0.9367, loss_cls: 0.7792, loss: 0.7792, grad_norm: 5.2897 2021-05-26 21:53:50,307 - mmaction - INFO - Epoch [6][660/3757] lr: 5.000e-04, eta: 12:58:56, time: 1.151, data_time: 0.004, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9531, loss_cls: 0.6689, loss: 0.6689, grad_norm: 4.6786 2021-05-26 21:54:11,921 - mmaction - INFO - Epoch [6][680/3757] lr: 5.000e-04, eta: 12:58:24, time: 1.081, data_time: 0.003, memory: 17874, top1_acc: 0.8055, top5_acc: 0.9523, loss_cls: 0.7029, loss: 0.7029, grad_norm: 4.7511 2021-05-26 21:54:33,577 - mmaction - INFO - Epoch [6][700/3757] lr: 5.000e-04, eta: 12:57:52, time: 1.083, data_time: 0.002, memory: 17874, top1_acc: 0.8172, top5_acc: 0.9547, loss_cls: 0.6664, loss: 0.6664, grad_norm: 4.6814 2021-05-26 21:54:55,722 - mmaction - INFO - Epoch [6][720/3757] lr: 5.000e-04, eta: 12:57:21, time: 1.108, data_time: 0.003, memory: 17874, top1_acc: 0.8125, top5_acc: 0.9430, loss_cls: 0.7150, loss: 0.7150, grad_norm: 4.9864 2021-05-26 21:55:19,690 - mmaction - INFO - Epoch [6][740/3757] lr: 5.000e-04, eta: 12:56:52, time: 1.192, data_time: 0.001, memory: 17874, top1_acc: 0.8055, top5_acc: 0.9422, loss_cls: 0.7237, loss: 0.7237, grad_norm: 4.8652 2021-05-26 21:55:41,898 - mmaction - INFO - Epoch [6][760/3757] lr: 5.000e-04, eta: 12:56:21, time: 1.115, data_time: 0.007, memory: 17874, top1_acc: 0.7930, top5_acc: 0.9406, loss_cls: 0.7560, loss: 0.7560, grad_norm: 4.9912 2021-05-26 21:56:03,699 - mmaction - INFO - Epoch [6][780/3757] lr: 5.000e-04, eta: 12:55:50, time: 1.090, data_time: 0.003, memory: 17874, top1_acc: 0.8195, top5_acc: 0.9594, loss_cls: 0.6609, loss: 0.6609, grad_norm: 4.8991 2021-05-26 21:56:26,855 - mmaction - INFO - Epoch [6][800/3757] lr: 5.000e-04, eta: 12:55:20, time: 1.156, data_time: 0.006, memory: 17874, top1_acc: 0.8195, top5_acc: 0.9602, loss_cls: 0.7070, loss: 0.7070, grad_norm: 5.0182 2021-05-26 21:56:53,993 - mmaction - INFO - Epoch [6][820/3757] lr: 5.000e-04, eta: 12:54:58, time: 1.351, data_time: 0.007, memory: 17874, top1_acc: 0.7953, top5_acc: 0.9531, loss_cls: 0.7249, loss: 0.7249, grad_norm: 5.2752 2021-05-26 21:57:19,095 - mmaction - INFO - Epoch [6][840/3757] lr: 5.000e-04, eta: 12:54:33, time: 1.263, data_time: 0.015, memory: 17874, top1_acc: 0.8141, top5_acc: 0.9406, loss_cls: 0.7141, loss: 0.7141, grad_norm: 5.2264 2021-05-26 21:57:42,050 - mmaction - INFO - Epoch [6][860/3757] lr: 5.000e-04, eta: 12:54:03, time: 1.149, data_time: 0.004, memory: 17874, top1_acc: 0.8078, top5_acc: 0.9375, loss_cls: 0.7645, loss: 0.7645, grad_norm: 5.1147 2021-05-26 21:58:04,274 - mmaction - INFO - Epoch [6][880/3757] lr: 5.000e-04, eta: 12:53:32, time: 1.111, data_time: 0.002, memory: 17874, top1_acc: 0.8078, top5_acc: 0.9445, loss_cls: 0.7278, loss: 0.7278, grad_norm: 5.2288 2021-05-26 21:58:28,520 - mmaction - INFO - Epoch [6][900/3757] lr: 5.000e-04, eta: 12:53:05, time: 1.208, data_time: 0.002, memory: 17874, top1_acc: 0.8063, top5_acc: 0.9602, loss_cls: 0.6895, loss: 0.6895, grad_norm: 5.0299 2021-05-26 21:58:56,175 - mmaction - INFO - Epoch [6][920/3757] lr: 5.000e-04, eta: 12:52:44, time: 1.387, data_time: 0.012, memory: 17874, top1_acc: 0.8070, top5_acc: 0.9492, loss_cls: 0.7162, loss: 0.7162, grad_norm: 4.9149 2021-05-26 21:59:17,661 - mmaction - INFO - Epoch [6][940/3757] lr: 5.000e-04, eta: 12:52:11, time: 1.074, data_time: 0.002, memory: 17874, top1_acc: 0.8148, top5_acc: 0.9461, loss_cls: 0.7001, loss: 0.7001, grad_norm: 5.0705 2021-05-26 21:59:43,710 - mmaction - INFO - Epoch [6][960/3757] lr: 5.000e-04, eta: 12:51:47, time: 1.298, data_time: 0.002, memory: 17874, top1_acc: 0.8055, top5_acc: 0.9437, loss_cls: 0.7381, loss: 0.7381, grad_norm: 5.0650 2021-05-26 22:00:06,532 - mmaction - INFO - Epoch [6][980/3757] lr: 5.000e-04, eta: 12:51:18, time: 1.146, data_time: 0.008, memory: 17874, top1_acc: 0.8141, top5_acc: 0.9406, loss_cls: 0.7136, loss: 0.7136, grad_norm: 4.9242 2021-05-26 22:00:31,169 - mmaction - INFO - Epoch [6][1000/3757] lr: 5.000e-04, eta: 12:50:51, time: 1.232, data_time: 0.002, memory: 17874, top1_acc: 0.8109, top5_acc: 0.9523, loss_cls: 0.6973, loss: 0.6973, grad_norm: 4.8887 2021-05-26 22:00:56,632 - mmaction - INFO - Epoch [6][1020/3757] lr: 5.000e-04, eta: 12:50:26, time: 1.273, data_time: 0.003, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9547, loss_cls: 0.6419, loss: 0.6419, grad_norm: 4.9504 2021-05-26 22:01:22,038 - mmaction - INFO - Epoch [6][1040/3757] lr: 5.000e-04, eta: 12:50:01, time: 1.267, data_time: 0.003, memory: 17874, top1_acc: 0.8102, top5_acc: 0.9398, loss_cls: 0.7183, loss: 0.7183, grad_norm: 4.7709 2021-05-26 22:01:44,127 - mmaction - INFO - Epoch [6][1060/3757] lr: 5.000e-04, eta: 12:49:30, time: 1.108, data_time: 0.006, memory: 17874, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 0.6336, loss: 0.6336, grad_norm: 4.8234 2021-05-26 22:02:07,171 - mmaction - INFO - Epoch [6][1080/3757] lr: 5.000e-04, eta: 12:49:00, time: 1.150, data_time: 0.003, memory: 17874, top1_acc: 0.8156, top5_acc: 0.9523, loss_cls: 0.6964, loss: 0.6964, grad_norm: 4.8397 2021-05-26 22:02:29,178 - mmaction - INFO - Epoch [6][1100/3757] lr: 5.000e-04, eta: 12:48:29, time: 1.103, data_time: 0.006, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9414, loss_cls: 0.7121, loss: 0.7121, grad_norm: 5.0095 2021-05-26 22:02:51,754 - mmaction - INFO - Epoch [6][1120/3757] lr: 5.000e-04, eta: 12:47:59, time: 1.128, data_time: 0.002, memory: 17874, top1_acc: 0.8109, top5_acc: 0.9414, loss_cls: 0.7216, loss: 0.7216, grad_norm: 4.8378 2021-05-26 22:03:13,568 - mmaction - INFO - Epoch [6][1140/3757] lr: 5.000e-04, eta: 12:47:27, time: 1.092, data_time: 0.003, memory: 17874, top1_acc: 0.8281, top5_acc: 0.9516, loss_cls: 0.6875, loss: 0.6875, grad_norm: 4.8118 2021-05-26 22:03:35,608 - mmaction - INFO - Epoch [6][1160/3757] lr: 5.000e-04, eta: 12:46:56, time: 1.101, data_time: 0.003, memory: 17874, top1_acc: 0.7898, top5_acc: 0.9398, loss_cls: 0.7826, loss: 0.7826, grad_norm: 5.1238 2021-05-26 22:03:58,205 - mmaction - INFO - Epoch [6][1180/3757] lr: 5.000e-04, eta: 12:46:26, time: 1.131, data_time: 0.003, memory: 17874, top1_acc: 0.8047, top5_acc: 0.9578, loss_cls: 0.6978, loss: 0.6978, grad_norm: 4.8172 2021-05-26 22:04:21,286 - mmaction - INFO - Epoch [6][1200/3757] lr: 5.000e-04, eta: 12:45:57, time: 1.153, data_time: 0.002, memory: 17874, top1_acc: 0.8141, top5_acc: 0.9437, loss_cls: 0.7043, loss: 0.7043, grad_norm: 4.8777 2021-05-26 22:04:43,899 - mmaction - INFO - Epoch [6][1220/3757] lr: 5.000e-04, eta: 12:45:26, time: 1.131, data_time: 0.002, memory: 17874, top1_acc: 0.8156, top5_acc: 0.9594, loss_cls: 0.6525, loss: 0.6525, grad_norm: 4.7967 2021-05-26 22:05:06,627 - mmaction - INFO - Epoch [6][1240/3757] lr: 5.000e-04, eta: 12:44:57, time: 1.136, data_time: 0.003, memory: 17874, top1_acc: 0.8141, top5_acc: 0.9508, loss_cls: 0.6955, loss: 0.6955, grad_norm: 4.9028 2021-05-26 22:05:28,965 - mmaction - INFO - Epoch [6][1260/3757] lr: 5.000e-04, eta: 12:44:26, time: 1.114, data_time: 0.002, memory: 17874, top1_acc: 0.8094, top5_acc: 0.9563, loss_cls: 0.6976, loss: 0.6976, grad_norm: 5.0063 2021-05-26 22:05:51,128 - mmaction - INFO - Epoch [6][1280/3757] lr: 5.000e-04, eta: 12:43:55, time: 1.111, data_time: 0.007, memory: 17874, top1_acc: 0.8078, top5_acc: 0.9539, loss_cls: 0.7217, loss: 0.7217, grad_norm: 5.1254 2021-05-26 22:06:13,688 - mmaction - INFO - Epoch [6][1300/3757] lr: 5.000e-04, eta: 12:43:25, time: 1.129, data_time: 0.003, memory: 17874, top1_acc: 0.7891, top5_acc: 0.9469, loss_cls: 0.7663, loss: 0.7663, grad_norm: 5.2356 2021-05-26 22:06:36,239 - mmaction - INFO - Epoch [6][1320/3757] lr: 5.000e-04, eta: 12:42:55, time: 1.127, data_time: 0.002, memory: 17874, top1_acc: 0.8000, top5_acc: 0.9430, loss_cls: 0.7368, loss: 0.7368, grad_norm: 5.1744 2021-05-26 22:06:59,564 - mmaction - INFO - Epoch [6][1340/3757] lr: 5.000e-04, eta: 12:42:26, time: 1.165, data_time: 0.004, memory: 17874, top1_acc: 0.8094, top5_acc: 0.9523, loss_cls: 0.6962, loss: 0.6962, grad_norm: 4.9604 2021-05-26 22:07:21,805 - mmaction - INFO - Epoch [6][1360/3757] lr: 5.000e-04, eta: 12:41:55, time: 1.112, data_time: 0.004, memory: 17874, top1_acc: 0.8047, top5_acc: 0.9391, loss_cls: 0.7402, loss: 0.7402, grad_norm: 5.0183 2021-05-26 22:07:48,328 - mmaction - INFO - Epoch [6][1380/3757] lr: 5.000e-04, eta: 12:41:32, time: 1.327, data_time: 0.008, memory: 17874, top1_acc: 0.7961, top5_acc: 0.9422, loss_cls: 0.7957, loss: 0.7957, grad_norm: 5.5793 2021-05-26 22:08:10,464 - mmaction - INFO - Epoch [6][1400/3757] lr: 5.000e-04, eta: 12:41:02, time: 1.106, data_time: 0.003, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9508, loss_cls: 0.6784, loss: 0.6784, grad_norm: 4.9078 2021-05-26 22:08:31,755 - mmaction - INFO - Epoch [6][1420/3757] lr: 5.000e-04, eta: 12:40:29, time: 1.066, data_time: 0.003, memory: 17874, top1_acc: 0.8055, top5_acc: 0.9383, loss_cls: 0.7610, loss: 0.7610, grad_norm: 5.2460 2021-05-26 22:08:54,176 - mmaction - INFO - Epoch [6][1440/3757] lr: 5.000e-04, eta: 12:39:59, time: 1.122, data_time: 0.005, memory: 17874, top1_acc: 0.8094, top5_acc: 0.9508, loss_cls: 0.6825, loss: 0.6825, grad_norm: 4.9221 2021-05-26 22:09:20,506 - mmaction - INFO - Epoch [6][1460/3757] lr: 5.000e-04, eta: 12:39:36, time: 1.310, data_time: 0.002, memory: 17874, top1_acc: 0.8055, top5_acc: 0.9500, loss_cls: 0.6842, loss: 0.6842, grad_norm: 4.9650 2021-05-26 22:09:42,583 - mmaction - INFO - Epoch [6][1480/3757] lr: 5.000e-04, eta: 12:39:05, time: 1.109, data_time: 0.012, memory: 17874, top1_acc: 0.8133, top5_acc: 0.9539, loss_cls: 0.6872, loss: 0.6872, grad_norm: 4.8945 2021-05-26 22:10:13,838 - mmaction - INFO - Epoch [6][1500/3757] lr: 5.000e-04, eta: 12:38:50, time: 1.559, data_time: 0.006, memory: 17874, top1_acc: 0.8000, top5_acc: 0.9508, loss_cls: 0.6868, loss: 0.6868, grad_norm: 4.9300 2021-05-26 22:10:36,263 - mmaction - INFO - Epoch [6][1520/3757] lr: 5.000e-04, eta: 12:38:20, time: 1.125, data_time: 0.007, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9555, loss_cls: 0.6909, loss: 0.6909, grad_norm: 5.0847 2021-05-26 22:10:58,176 - mmaction - INFO - Epoch [6][1540/3757] lr: 5.000e-04, eta: 12:37:49, time: 1.097, data_time: 0.003, memory: 17874, top1_acc: 0.8023, top5_acc: 0.9453, loss_cls: 0.7234, loss: 0.7234, grad_norm: 5.0640 2021-05-26 22:11:23,764 - mmaction - INFO - Epoch [6][1560/3757] lr: 5.000e-04, eta: 12:37:24, time: 1.277, data_time: 0.002, memory: 17874, top1_acc: 0.8008, top5_acc: 0.9477, loss_cls: 0.7496, loss: 0.7496, grad_norm: 5.1382 2021-05-26 22:11:47,006 - mmaction - INFO - Epoch [6][1580/3757] lr: 5.000e-04, eta: 12:36:55, time: 1.160, data_time: 0.004, memory: 17874, top1_acc: 0.8102, top5_acc: 0.9469, loss_cls: 0.7147, loss: 0.7147, grad_norm: 5.2031 2021-05-26 22:12:09,868 - mmaction - INFO - Epoch [6][1600/3757] lr: 5.000e-04, eta: 12:36:26, time: 1.147, data_time: 0.008, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9523, loss_cls: 0.6833, loss: 0.6833, grad_norm: 5.0629 2021-05-26 22:12:32,341 - mmaction - INFO - Epoch [6][1620/3757] lr: 5.000e-04, eta: 12:35:56, time: 1.123, data_time: 0.004, memory: 17874, top1_acc: 0.8086, top5_acc: 0.9430, loss_cls: 0.7368, loss: 0.7368, grad_norm: 5.2872 2021-05-26 22:12:54,631 - mmaction - INFO - Epoch [6][1640/3757] lr: 5.000e-04, eta: 12:35:26, time: 1.115, data_time: 0.004, memory: 17874, top1_acc: 0.8219, top5_acc: 0.9516, loss_cls: 0.6860, loss: 0.6860, grad_norm: 4.7631 2021-05-26 22:13:17,060 - mmaction - INFO - Epoch [6][1660/3757] lr: 5.000e-04, eta: 12:34:55, time: 1.122, data_time: 0.003, memory: 17874, top1_acc: 0.8102, top5_acc: 0.9516, loss_cls: 0.6872, loss: 0.6872, grad_norm: 4.9277 2021-05-26 22:13:39,302 - mmaction - INFO - Epoch [6][1680/3757] lr: 5.000e-04, eta: 12:34:25, time: 1.112, data_time: 0.003, memory: 17874, top1_acc: 0.8039, top5_acc: 0.9383, loss_cls: 0.7525, loss: 0.7525, grad_norm: 5.1131 2021-05-26 22:14:01,372 - mmaction - INFO - Epoch [6][1700/3757] lr: 5.000e-04, eta: 12:33:54, time: 1.104, data_time: 0.003, memory: 17874, top1_acc: 0.7922, top5_acc: 0.9336, loss_cls: 0.7589, loss: 0.7589, grad_norm: 5.2878 2021-05-26 22:14:23,706 - mmaction - INFO - Epoch [6][1720/3757] lr: 5.000e-04, eta: 12:33:24, time: 1.117, data_time: 0.003, memory: 17874, top1_acc: 0.8164, top5_acc: 0.9484, loss_cls: 0.6816, loss: 0.6816, grad_norm: 4.9844 2021-05-26 22:14:45,721 - mmaction - INFO - Epoch [6][1740/3757] lr: 5.000e-04, eta: 12:32:53, time: 1.101, data_time: 0.002, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9508, loss_cls: 0.6675, loss: 0.6675, grad_norm: 4.9431 2021-05-26 22:15:08,081 - mmaction - INFO - Epoch [6][1760/3757] lr: 5.000e-04, eta: 12:32:23, time: 1.118, data_time: 0.003, memory: 17874, top1_acc: 0.8047, top5_acc: 0.9469, loss_cls: 0.7657, loss: 0.7657, grad_norm: 5.1722 2021-05-26 22:15:29,938 - mmaction - INFO - Epoch [6][1780/3757] lr: 5.000e-04, eta: 12:31:52, time: 1.093, data_time: 0.005, memory: 17874, top1_acc: 0.8125, top5_acc: 0.9508, loss_cls: 0.6929, loss: 0.6929, grad_norm: 5.0651 2021-05-26 22:15:56,764 - mmaction - INFO - Epoch [6][1800/3757] lr: 5.000e-04, eta: 12:31:29, time: 1.342, data_time: 0.006, memory: 17874, top1_acc: 0.8086, top5_acc: 0.9383, loss_cls: 0.7360, loss: 0.7360, grad_norm: 5.4120 2021-05-26 22:16:20,545 - mmaction - INFO - Epoch [6][1820/3757] lr: 5.000e-04, eta: 12:31:02, time: 1.186, data_time: 0.002, memory: 17874, top1_acc: 0.8141, top5_acc: 0.9516, loss_cls: 0.7042, loss: 0.7042, grad_norm: 5.1823 2021-05-26 22:16:41,953 - mmaction - INFO - Epoch [6][1840/3757] lr: 5.000e-04, eta: 12:30:30, time: 1.073, data_time: 0.005, memory: 17874, top1_acc: 0.7930, top5_acc: 0.9508, loss_cls: 0.7477, loss: 0.7477, grad_norm: 5.1789 2021-05-26 22:17:04,767 - mmaction - INFO - Epoch [6][1860/3757] lr: 5.000e-04, eta: 12:30:00, time: 1.135, data_time: 0.002, memory: 17874, top1_acc: 0.8070, top5_acc: 0.9523, loss_cls: 0.6869, loss: 0.6869, grad_norm: 5.2541 2021-05-26 22:17:27,790 - mmaction - INFO - Epoch [6][1880/3757] lr: 5.000e-04, eta: 12:29:31, time: 1.141, data_time: 0.007, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9500, loss_cls: 0.6951, loss: 0.6951, grad_norm: 4.9371 2021-05-26 22:17:51,338 - mmaction - INFO - Epoch [6][1900/3757] lr: 5.000e-04, eta: 12:29:04, time: 1.194, data_time: 0.018, memory: 17874, top1_acc: 0.8164, top5_acc: 0.9578, loss_cls: 0.6534, loss: 0.6534, grad_norm: 5.0995 2021-05-26 22:18:14,514 - mmaction - INFO - Epoch [6][1920/3757] lr: 5.000e-04, eta: 12:28:35, time: 1.156, data_time: 0.002, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9539, loss_cls: 0.6344, loss: 0.6344, grad_norm: 4.9656 2021-05-26 22:18:37,803 - mmaction - INFO - Epoch [6][1940/3757] lr: 5.000e-04, eta: 12:28:05, time: 1.134, data_time: 0.004, memory: 17874, top1_acc: 0.8070, top5_acc: 0.9555, loss_cls: 0.6826, loss: 0.6826, grad_norm: 5.0129 2021-05-26 22:19:07,488 - mmaction - INFO - Epoch [6][1960/3757] lr: 5.000e-04, eta: 12:27:49, time: 1.515, data_time: 0.034, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9555, loss_cls: 0.6402, loss: 0.6402, grad_norm: 4.7301 2021-05-26 22:19:29,645 - mmaction - INFO - Epoch [6][1980/3757] lr: 5.000e-04, eta: 12:27:19, time: 1.109, data_time: 0.005, memory: 17874, top1_acc: 0.7992, top5_acc: 0.9430, loss_cls: 0.7299, loss: 0.7299, grad_norm: 5.1673 2021-05-26 22:19:51,312 - mmaction - INFO - Epoch [6][2000/3757] lr: 5.000e-04, eta: 12:26:47, time: 1.082, data_time: 0.002, memory: 17874, top1_acc: 0.8000, top5_acc: 0.9477, loss_cls: 0.7180, loss: 0.7180, grad_norm: 5.2529 2021-05-26 22:20:13,253 - mmaction - INFO - Epoch [6][2020/3757] lr: 5.000e-04, eta: 12:26:16, time: 1.096, data_time: 0.004, memory: 17874, top1_acc: 0.8164, top5_acc: 0.9492, loss_cls: 0.6713, loss: 0.6713, grad_norm: 5.0688 2021-05-26 22:20:36,264 - mmaction - INFO - Epoch [6][2040/3757] lr: 5.000e-04, eta: 12:25:48, time: 1.153, data_time: 0.004, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9539, loss_cls: 0.6356, loss: 0.6356, grad_norm: 4.7496 2021-05-26 22:20:58,068 - mmaction - INFO - Epoch [6][2060/3757] lr: 5.000e-04, eta: 12:25:17, time: 1.090, data_time: 0.002, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9477, loss_cls: 0.7053, loss: 0.7053, grad_norm: 5.2359 2021-05-26 22:21:22,132 - mmaction - INFO - Epoch [6][2080/3757] lr: 5.000e-04, eta: 12:24:50, time: 1.204, data_time: 0.003, memory: 17874, top1_acc: 0.7922, top5_acc: 0.9445, loss_cls: 0.7619, loss: 0.7619, grad_norm: 5.4518 2021-05-26 22:21:44,748 - mmaction - INFO - Epoch [6][2100/3757] lr: 5.000e-04, eta: 12:24:20, time: 1.128, data_time: 0.002, memory: 17874, top1_acc: 0.8195, top5_acc: 0.9477, loss_cls: 0.7245, loss: 0.7245, grad_norm: 5.2912 2021-05-26 22:22:12,952 - mmaction - INFO - Epoch [6][2120/3757] lr: 5.000e-04, eta: 12:24:00, time: 1.412, data_time: 0.005, memory: 17874, top1_acc: 0.8219, top5_acc: 0.9484, loss_cls: 0.6492, loss: 0.6492, grad_norm: 5.1042 2021-05-26 22:22:35,028 - mmaction - INFO - Epoch [6][2140/3757] lr: 5.000e-04, eta: 12:23:30, time: 1.103, data_time: 0.003, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9563, loss_cls: 0.6069, loss: 0.6069, grad_norm: 4.6470 2021-05-26 22:22:57,950 - mmaction - INFO - Epoch [6][2160/3757] lr: 5.000e-04, eta: 12:23:01, time: 1.146, data_time: 0.003, memory: 17874, top1_acc: 0.8039, top5_acc: 0.9453, loss_cls: 0.7061, loss: 0.7061, grad_norm: 5.2019 2021-05-26 22:23:22,766 - mmaction - INFO - Epoch [6][2180/3757] lr: 5.000e-04, eta: 12:22:35, time: 1.242, data_time: 0.002, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9594, loss_cls: 0.6402, loss: 0.6402, grad_norm: 4.7758 2021-05-26 22:23:46,717 - mmaction - INFO - Epoch [6][2200/3757] lr: 5.000e-04, eta: 12:22:07, time: 1.196, data_time: 0.004, memory: 17874, top1_acc: 0.8281, top5_acc: 0.9531, loss_cls: 0.6733, loss: 0.6733, grad_norm: 4.9352 2021-05-26 22:24:09,785 - mmaction - INFO - Epoch [6][2220/3757] lr: 5.000e-04, eta: 12:21:39, time: 1.154, data_time: 0.053, memory: 17874, top1_acc: 0.8125, top5_acc: 0.9516, loss_cls: 0.6973, loss: 0.6973, grad_norm: 5.1949 2021-05-26 22:24:31,583 - mmaction - INFO - Epoch [6][2240/3757] lr: 5.000e-04, eta: 12:21:08, time: 1.090, data_time: 0.002, memory: 17874, top1_acc: 0.8180, top5_acc: 0.9648, loss_cls: 0.6348, loss: 0.6348, grad_norm: 5.0229 2021-05-26 22:24:57,443 - mmaction - INFO - Epoch [6][2260/3757] lr: 5.000e-04, eta: 12:20:44, time: 1.284, data_time: 0.002, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9492, loss_cls: 0.6714, loss: 0.6714, grad_norm: 4.7575 2021-05-26 22:25:23,812 - mmaction - INFO - Epoch [6][2280/3757] lr: 5.000e-04, eta: 12:20:21, time: 1.323, data_time: 0.010, memory: 17874, top1_acc: 0.8180, top5_acc: 0.9570, loss_cls: 0.6552, loss: 0.6552, grad_norm: 5.1299 2021-05-26 22:25:46,207 - mmaction - INFO - Epoch [6][2300/3757] lr: 5.000e-04, eta: 12:19:51, time: 1.122, data_time: 0.006, memory: 17874, top1_acc: 0.7992, top5_acc: 0.9398, loss_cls: 0.7261, loss: 0.7261, grad_norm: 5.2036 2021-05-26 22:26:09,904 - mmaction - INFO - Epoch [6][2320/3757] lr: 5.000e-04, eta: 12:19:23, time: 1.187, data_time: 0.005, memory: 17874, top1_acc: 0.8156, top5_acc: 0.9422, loss_cls: 0.7339, loss: 0.7339, grad_norm: 5.3851 2021-05-26 22:26:32,465 - mmaction - INFO - Epoch [6][2340/3757] lr: 5.000e-04, eta: 12:18:53, time: 1.118, data_time: 0.004, memory: 17874, top1_acc: 0.7984, top5_acc: 0.9445, loss_cls: 0.7281, loss: 0.7281, grad_norm: 5.3561 2021-05-26 22:26:55,673 - mmaction - INFO - Epoch [6][2360/3757] lr: 5.000e-04, eta: 12:18:25, time: 1.170, data_time: 0.014, memory: 17874, top1_acc: 0.8109, top5_acc: 0.9469, loss_cls: 0.6954, loss: 0.6954, grad_norm: 5.0353 2021-05-26 22:27:18,765 - mmaction - INFO - Epoch [6][2380/3757] lr: 5.000e-04, eta: 12:17:57, time: 1.154, data_time: 0.003, memory: 17874, top1_acc: 0.8125, top5_acc: 0.9461, loss_cls: 0.7184, loss: 0.7184, grad_norm: 4.8729 2021-05-26 22:27:47,078 - mmaction - INFO - Epoch [6][2400/3757] lr: 5.000e-04, eta: 12:17:37, time: 1.414, data_time: 0.004, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9539, loss_cls: 0.6569, loss: 0.6569, grad_norm: 5.3385 2021-05-26 22:28:13,312 - mmaction - INFO - Epoch [6][2420/3757] lr: 5.000e-04, eta: 12:17:13, time: 1.312, data_time: 0.006, memory: 17874, top1_acc: 0.7937, top5_acc: 0.9367, loss_cls: 0.7637, loss: 0.7637, grad_norm: 5.4986 2021-05-26 22:28:37,292 - mmaction - INFO - Epoch [6][2440/3757] lr: 5.000e-04, eta: 12:16:46, time: 1.202, data_time: 0.006, memory: 17874, top1_acc: 0.8117, top5_acc: 0.9508, loss_cls: 0.7018, loss: 0.7018, grad_norm: 5.0320 2021-05-26 22:29:05,958 - mmaction - INFO - Epoch [6][2460/3757] lr: 5.000e-04, eta: 12:16:27, time: 1.428, data_time: 0.004, memory: 17874, top1_acc: 0.7969, top5_acc: 0.9437, loss_cls: 0.7154, loss: 0.7154, grad_norm: 5.3089 2021-05-26 22:29:27,285 - mmaction - INFO - Epoch [6][2480/3757] lr: 5.000e-04, eta: 12:15:55, time: 1.072, data_time: 0.008, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9594, loss_cls: 0.6567, loss: 0.6567, grad_norm: 4.9410 2021-05-26 22:29:49,861 - mmaction - INFO - Epoch [6][2500/3757] lr: 5.000e-04, eta: 12:15:26, time: 1.128, data_time: 0.003, memory: 17874, top1_acc: 0.7961, top5_acc: 0.9500, loss_cls: 0.7278, loss: 0.7278, grad_norm: 5.2419 2021-05-26 22:30:15,356 - mmaction - INFO - Epoch [6][2520/3757] lr: 5.000e-04, eta: 12:15:01, time: 1.276, data_time: 0.005, memory: 17874, top1_acc: 0.8141, top5_acc: 0.9516, loss_cls: 0.7084, loss: 0.7084, grad_norm: 5.2217 2021-05-26 22:30:37,564 - mmaction - INFO - Epoch [6][2540/3757] lr: 5.000e-04, eta: 12:14:31, time: 1.110, data_time: 0.005, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9523, loss_cls: 0.6711, loss: 0.6711, grad_norm: 5.0382 2021-05-26 22:30:59,520 - mmaction - INFO - Epoch [6][2560/3757] lr: 5.000e-04, eta: 12:14:01, time: 1.099, data_time: 0.003, memory: 17874, top1_acc: 0.8102, top5_acc: 0.9586, loss_cls: 0.6577, loss: 0.6577, grad_norm: 4.9809 2021-05-26 22:31:23,296 - mmaction - INFO - Epoch [6][2580/3757] lr: 5.000e-04, eta: 12:13:33, time: 1.189, data_time: 0.002, memory: 17874, top1_acc: 0.8250, top5_acc: 0.9539, loss_cls: 0.6583, loss: 0.6583, grad_norm: 4.9533 2021-05-26 22:31:45,570 - mmaction - INFO - Epoch [6][2600/3757] lr: 5.000e-04, eta: 12:13:03, time: 1.114, data_time: 0.003, memory: 17874, top1_acc: 0.8148, top5_acc: 0.9445, loss_cls: 0.7095, loss: 0.7095, grad_norm: 4.9241 2021-05-26 22:32:07,532 - mmaction - INFO - Epoch [6][2620/3757] lr: 5.000e-04, eta: 12:12:33, time: 1.098, data_time: 0.002, memory: 17874, top1_acc: 0.8141, top5_acc: 0.9570, loss_cls: 0.6666, loss: 0.6666, grad_norm: 5.0651 2021-05-26 22:32:29,682 - mmaction - INFO - Epoch [6][2640/3757] lr: 5.000e-04, eta: 12:12:03, time: 1.102, data_time: 0.003, memory: 17874, top1_acc: 0.8031, top5_acc: 0.9578, loss_cls: 0.6900, loss: 0.6900, grad_norm: 5.0303 2021-05-26 22:32:51,704 - mmaction - INFO - Epoch [6][2660/3757] lr: 5.000e-04, eta: 12:11:33, time: 1.105, data_time: 0.009, memory: 17874, top1_acc: 0.8008, top5_acc: 0.9375, loss_cls: 0.7435, loss: 0.7435, grad_norm: 5.3643 2021-05-26 22:33:13,762 - mmaction - INFO - Epoch [6][2680/3757] lr: 5.000e-04, eta: 12:11:03, time: 1.104, data_time: 0.004, memory: 17874, top1_acc: 0.8180, top5_acc: 0.9531, loss_cls: 0.6870, loss: 0.6870, grad_norm: 5.1618 2021-05-26 22:33:35,676 - mmaction - INFO - Epoch [6][2700/3757] lr: 5.000e-04, eta: 12:10:32, time: 1.095, data_time: 0.002, memory: 17874, top1_acc: 0.8172, top5_acc: 0.9508, loss_cls: 0.6936, loss: 0.6936, grad_norm: 5.0443 2021-05-26 22:33:57,446 - mmaction - INFO - Epoch [6][2720/3757] lr: 5.000e-04, eta: 12:10:02, time: 1.088, data_time: 0.002, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9617, loss_cls: 0.6152, loss: 0.6152, grad_norm: 5.0138 2021-05-26 22:34:26,758 - mmaction - INFO - Epoch [6][2740/3757] lr: 5.000e-04, eta: 12:09:43, time: 1.465, data_time: 0.003, memory: 17874, top1_acc: 0.8109, top5_acc: 0.9516, loss_cls: 0.6918, loss: 0.6918, grad_norm: 5.1865 2021-05-26 22:34:53,038 - mmaction - INFO - Epoch [6][2760/3757] lr: 5.000e-04, eta: 12:09:20, time: 1.312, data_time: 0.004, memory: 17874, top1_acc: 0.8086, top5_acc: 0.9375, loss_cls: 0.7692, loss: 0.7692, grad_norm: 5.2072 2021-05-26 22:35:16,173 - mmaction - INFO - Epoch [6][2780/3757] lr: 5.000e-04, eta: 12:08:52, time: 1.156, data_time: 0.007, memory: 17874, top1_acc: 0.8063, top5_acc: 0.9516, loss_cls: 0.6925, loss: 0.6925, grad_norm: 5.6582 2021-05-26 22:35:39,920 - mmaction - INFO - Epoch [6][2800/3757] lr: 5.000e-04, eta: 12:08:24, time: 1.189, data_time: 0.006, memory: 17874, top1_acc: 0.8000, top5_acc: 0.9344, loss_cls: 0.7709, loss: 0.7709, grad_norm: 5.2017 2021-05-26 22:36:02,353 - mmaction - INFO - Epoch [6][2820/3757] lr: 5.000e-04, eta: 12:07:55, time: 1.123, data_time: 0.005, memory: 17874, top1_acc: 0.8148, top5_acc: 0.9539, loss_cls: 0.6946, loss: 0.6946, grad_norm: 5.1391 2021-05-26 22:36:27,269 - mmaction - INFO - Epoch [6][2840/3757] lr: 5.000e-04, eta: 12:07:29, time: 1.243, data_time: 0.003, memory: 17874, top1_acc: 0.8094, top5_acc: 0.9461, loss_cls: 0.6889, loss: 0.6889, grad_norm: 5.2058 2021-05-26 22:36:56,363 - mmaction - INFO - Epoch [6][2860/3757] lr: 5.000e-04, eta: 12:07:10, time: 1.451, data_time: 0.010, memory: 17874, top1_acc: 0.8094, top5_acc: 0.9422, loss_cls: 0.7151, loss: 0.7151, grad_norm: 5.0986 2021-05-26 22:37:24,275 - mmaction - INFO - Epoch [6][2880/3757] lr: 5.000e-04, eta: 12:06:50, time: 1.402, data_time: 0.013, memory: 17874, top1_acc: 0.8063, top5_acc: 0.9445, loss_cls: 0.7311, loss: 0.7311, grad_norm: 4.9809 2021-05-26 22:37:46,825 - mmaction - INFO - Epoch [6][2900/3757] lr: 5.000e-04, eta: 12:06:20, time: 1.128, data_time: 0.003, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9555, loss_cls: 0.6526, loss: 0.6526, grad_norm: 5.0735 2021-05-26 22:38:15,479 - mmaction - INFO - Epoch [6][2920/3757] lr: 5.000e-04, eta: 12:06:01, time: 1.430, data_time: 0.003, memory: 17874, top1_acc: 0.8117, top5_acc: 0.9531, loss_cls: 0.6842, loss: 0.6842, grad_norm: 5.1397 2021-05-26 22:38:38,041 - mmaction - INFO - Epoch [6][2940/3757] lr: 5.000e-04, eta: 12:05:32, time: 1.131, data_time: 0.005, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9531, loss_cls: 0.6745, loss: 0.6745, grad_norm: 5.1150 2021-05-26 22:39:00,006 - mmaction - INFO - Epoch [6][2960/3757] lr: 5.000e-04, eta: 12:05:01, time: 1.098, data_time: 0.002, memory: 17874, top1_acc: 0.8094, top5_acc: 0.9445, loss_cls: 0.7170, loss: 0.7170, grad_norm: 5.1219 2021-05-26 22:39:22,562 - mmaction - INFO - Epoch [6][2980/3757] lr: 5.000e-04, eta: 12:04:32, time: 1.128, data_time: 0.003, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9516, loss_cls: 0.6830, loss: 0.6830, grad_norm: 5.3563 2021-05-26 22:39:44,908 - mmaction - INFO - Epoch [6][3000/3757] lr: 5.000e-04, eta: 12:04:03, time: 1.116, data_time: 0.002, memory: 17874, top1_acc: 0.8156, top5_acc: 0.9539, loss_cls: 0.6637, loss: 0.6637, grad_norm: 5.0750 2021-05-26 22:40:08,462 - mmaction - INFO - Epoch [6][3020/3757] lr: 5.000e-04, eta: 12:03:35, time: 1.178, data_time: 0.003, memory: 17874, top1_acc: 0.8016, top5_acc: 0.9500, loss_cls: 0.7106, loss: 0.7106, grad_norm: 5.2929 2021-05-26 22:40:31,041 - mmaction - INFO - Epoch [6][3040/3757] lr: 5.000e-04, eta: 12:03:06, time: 1.129, data_time: 0.003, memory: 17874, top1_acc: 0.8094, top5_acc: 0.9516, loss_cls: 0.7116, loss: 0.7116, grad_norm: 5.2873 2021-05-26 22:40:53,002 - mmaction - INFO - Epoch [6][3060/3757] lr: 5.000e-04, eta: 12:02:36, time: 1.098, data_time: 0.003, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9461, loss_cls: 0.6884, loss: 0.6884, grad_norm: 5.1932 2021-05-26 22:41:15,424 - mmaction - INFO - Epoch [6][3080/3757] lr: 5.000e-04, eta: 12:02:06, time: 1.120, data_time: 0.004, memory: 17874, top1_acc: 0.8172, top5_acc: 0.9453, loss_cls: 0.6961, loss: 0.6961, grad_norm: 5.2071 2021-05-26 22:41:37,879 - mmaction - INFO - Epoch [6][3100/3757] lr: 5.000e-04, eta: 12:01:37, time: 1.120, data_time: 0.006, memory: 17874, top1_acc: 0.8219, top5_acc: 0.9477, loss_cls: 0.6882, loss: 0.6882, grad_norm: 5.0079 2021-05-26 22:42:00,195 - mmaction - INFO - Epoch [6][3120/3757] lr: 5.000e-04, eta: 12:01:07, time: 1.119, data_time: 0.005, memory: 17874, top1_acc: 0.8047, top5_acc: 0.9453, loss_cls: 0.7365, loss: 0.7365, grad_norm: 5.6018 2021-05-26 22:42:23,358 - mmaction - INFO - Epoch [6][3140/3757] lr: 5.000e-04, eta: 12:00:39, time: 1.158, data_time: 0.003, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9547, loss_cls: 0.6600, loss: 0.6600, grad_norm: 4.8986 2021-05-26 22:42:45,869 - mmaction - INFO - Epoch [6][3160/3757] lr: 5.000e-04, eta: 12:00:10, time: 1.123, data_time: 0.005, memory: 17874, top1_acc: 0.8117, top5_acc: 0.9484, loss_cls: 0.7109, loss: 0.7109, grad_norm: 5.2641 2021-05-26 22:43:07,819 - mmaction - INFO - Epoch [6][3180/3757] lr: 5.000e-04, eta: 11:59:40, time: 1.101, data_time: 0.007, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9617, loss_cls: 0.6588, loss: 0.6588, grad_norm: 4.9486 2021-05-26 22:43:29,471 - mmaction - INFO - Epoch [6][3200/3757] lr: 5.000e-04, eta: 11:59:09, time: 1.082, data_time: 0.003, memory: 17874, top1_acc: 0.8164, top5_acc: 0.9516, loss_cls: 0.6904, loss: 0.6904, grad_norm: 5.1735 2021-05-26 22:43:51,230 - mmaction - INFO - Epoch [6][3220/3757] lr: 5.000e-04, eta: 11:58:39, time: 1.089, data_time: 0.002, memory: 17874, top1_acc: 0.8117, top5_acc: 0.9477, loss_cls: 0.7262, loss: 0.7262, grad_norm: 5.2385 2021-05-26 22:44:12,672 - mmaction - INFO - Epoch [6][3240/3757] lr: 5.000e-04, eta: 11:58:08, time: 1.071, data_time: 0.002, memory: 17874, top1_acc: 0.8148, top5_acc: 0.9477, loss_cls: 0.7009, loss: 0.7009, grad_norm: 5.1144 2021-05-26 22:44:35,531 - mmaction - INFO - Epoch [6][3260/3757] lr: 5.000e-04, eta: 11:57:39, time: 1.131, data_time: 0.003, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9523, loss_cls: 0.6413, loss: 0.6413, grad_norm: 4.8030 2021-05-26 22:44:58,424 - mmaction - INFO - Epoch [6][3280/3757] lr: 5.000e-04, eta: 11:57:11, time: 1.157, data_time: 0.020, memory: 17874, top1_acc: 0.8086, top5_acc: 0.9547, loss_cls: 0.6782, loss: 0.6782, grad_norm: 5.2354 2021-05-26 22:45:25,495 - mmaction - INFO - Epoch [6][3300/3757] lr: 5.000e-04, eta: 11:56:49, time: 1.350, data_time: 0.004, memory: 17874, top1_acc: 0.8141, top5_acc: 0.9477, loss_cls: 0.7119, loss: 0.7119, grad_norm: 5.0072 2021-05-26 22:45:47,893 - mmaction - INFO - Epoch [6][3320/3757] lr: 5.000e-04, eta: 11:56:20, time: 1.123, data_time: 0.007, memory: 17874, top1_acc: 0.8133, top5_acc: 0.9523, loss_cls: 0.6790, loss: 0.6790, grad_norm: 5.1592 2021-05-26 22:46:12,505 - mmaction - INFO - Epoch [6][3340/3757] lr: 5.000e-04, eta: 11:55:54, time: 1.232, data_time: 0.003, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9531, loss_cls: 0.6608, loss: 0.6608, grad_norm: 5.0588 2021-05-26 22:46:34,695 - mmaction - INFO - Epoch [6][3360/3757] lr: 5.000e-04, eta: 11:55:24, time: 1.109, data_time: 0.004, memory: 17874, top1_acc: 0.8102, top5_acc: 0.9469, loss_cls: 0.7110, loss: 0.7110, grad_norm: 5.2041 2021-05-26 22:46:56,335 - mmaction - INFO - Epoch [6][3380/3757] lr: 5.000e-04, eta: 11:54:54, time: 1.082, data_time: 0.003, memory: 17874, top1_acc: 0.7969, top5_acc: 0.9469, loss_cls: 0.7329, loss: 0.7329, grad_norm: 5.4667 2021-05-26 22:47:18,644 - mmaction - INFO - Epoch [6][3400/3757] lr: 5.000e-04, eta: 11:54:25, time: 1.116, data_time: 0.002, memory: 17874, top1_acc: 0.8164, top5_acc: 0.9461, loss_cls: 0.7104, loss: 0.7104, grad_norm: 4.9277 2021-05-26 22:47:40,518 - mmaction - INFO - Epoch [6][3420/3757] lr: 5.000e-04, eta: 11:53:55, time: 1.094, data_time: 0.002, memory: 17874, top1_acc: 0.8195, top5_acc: 0.9508, loss_cls: 0.6412, loss: 0.6412, grad_norm: 4.9244 2021-05-26 22:48:03,168 - mmaction - INFO - Epoch [6][3440/3757] lr: 5.000e-04, eta: 11:53:26, time: 1.133, data_time: 0.004, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9586, loss_cls: 0.6078, loss: 0.6078, grad_norm: 5.0604 2021-05-26 22:48:25,218 - mmaction - INFO - Epoch [6][3460/3757] lr: 5.000e-04, eta: 11:52:56, time: 1.102, data_time: 0.002, memory: 17874, top1_acc: 0.8187, top5_acc: 0.9484, loss_cls: 0.6816, loss: 0.6816, grad_norm: 5.4939 2021-05-26 22:48:50,188 - mmaction - INFO - Epoch [6][3480/3757] lr: 5.000e-04, eta: 11:52:31, time: 1.248, data_time: 0.002, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9570, loss_cls: 0.6411, loss: 0.6411, grad_norm: 4.9018 2021-05-26 22:49:13,958 - mmaction - INFO - Epoch [6][3500/3757] lr: 5.000e-04, eta: 11:52:04, time: 1.188, data_time: 0.002, memory: 17874, top1_acc: 0.8125, top5_acc: 0.9437, loss_cls: 0.6896, loss: 0.6896, grad_norm: 4.8657 2021-05-26 22:49:35,851 - mmaction - INFO - Epoch [6][3520/3757] lr: 5.000e-04, eta: 11:51:34, time: 1.095, data_time: 0.003, memory: 17874, top1_acc: 0.8180, top5_acc: 0.9469, loss_cls: 0.6709, loss: 0.6709, grad_norm: 5.4097 2021-05-26 22:49:58,358 - mmaction - INFO - Epoch [6][3540/3757] lr: 5.000e-04, eta: 11:51:05, time: 1.125, data_time: 0.003, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9578, loss_cls: 0.6185, loss: 0.6185, grad_norm: 4.9801 2021-05-26 22:50:23,752 - mmaction - INFO - Epoch [6][3560/3757] lr: 5.000e-04, eta: 11:50:40, time: 1.269, data_time: 0.003, memory: 17874, top1_acc: 0.8156, top5_acc: 0.9453, loss_cls: 0.6902, loss: 0.6902, grad_norm: 5.0550 2021-05-26 22:50:45,427 - mmaction - INFO - Epoch [6][3580/3757] lr: 5.000e-04, eta: 11:50:10, time: 1.084, data_time: 0.003, memory: 17874, top1_acc: 0.8094, top5_acc: 0.9453, loss_cls: 0.7137, loss: 0.7137, grad_norm: 5.0697 2021-05-26 22:51:08,953 - mmaction - INFO - Epoch [6][3600/3757] lr: 5.000e-04, eta: 11:49:42, time: 1.177, data_time: 0.002, memory: 17874, top1_acc: 0.8047, top5_acc: 0.9437, loss_cls: 0.6949, loss: 0.6949, grad_norm: 5.0837 2021-05-26 22:51:31,316 - mmaction - INFO - Epoch [6][3620/3757] lr: 5.000e-04, eta: 11:49:13, time: 1.118, data_time: 0.005, memory: 17874, top1_acc: 0.8102, top5_acc: 0.9508, loss_cls: 0.6610, loss: 0.6610, grad_norm: 5.0376 2021-05-26 22:51:54,835 - mmaction - INFO - Epoch [6][3640/3757] lr: 5.000e-04, eta: 11:48:46, time: 1.172, data_time: 0.002, memory: 17874, top1_acc: 0.8031, top5_acc: 0.9437, loss_cls: 0.7010, loss: 0.7010, grad_norm: 5.2258 2021-05-26 22:52:17,589 - mmaction - INFO - Epoch [6][3660/3757] lr: 5.000e-04, eta: 11:48:17, time: 1.141, data_time: 0.006, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9477, loss_cls: 0.6805, loss: 0.6805, grad_norm: 5.1992 2021-05-26 22:52:40,436 - mmaction - INFO - Epoch [6][3680/3757] lr: 5.000e-04, eta: 11:47:49, time: 1.141, data_time: 0.002, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9523, loss_cls: 0.6555, loss: 0.6555, grad_norm: 5.0808 2021-05-26 22:53:04,608 - mmaction - INFO - Epoch [6][3700/3757] lr: 5.000e-04, eta: 11:47:22, time: 1.206, data_time: 0.003, memory: 17874, top1_acc: 0.7961, top5_acc: 0.9477, loss_cls: 0.7395, loss: 0.7395, grad_norm: 5.1704 2021-05-26 22:53:27,049 - mmaction - INFO - Epoch [6][3720/3757] lr: 5.000e-04, eta: 11:46:54, time: 1.126, data_time: 0.006, memory: 17874, top1_acc: 0.8125, top5_acc: 0.9375, loss_cls: 0.7619, loss: 0.7619, grad_norm: 5.2519 2021-05-26 22:53:51,835 - mmaction - INFO - Epoch [6][3740/3757] lr: 5.000e-04, eta: 11:46:28, time: 1.239, data_time: 0.002, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9523, loss_cls: 0.6557, loss: 0.6557, grad_norm: 4.9867 2021-05-26 22:54:24,474 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-05-26 23:03:00,596 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-26 23:03:01,527 - mmaction - INFO - top1_acc 0.7606 top5_acc 0.9250 2021-05-26 23:03:01,527 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-26 23:03:01,609 - mmaction - INFO - mean_acc 0.7604 2021-05-26 23:03:03,862 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-05-26 23:03:03,862 - mmaction - INFO - Best top1_acc is 0.7606 at 6 epoch. 2021-05-26 23:03:03,870 - mmaction - INFO - Epoch(val) [6][3757] top1_acc: 0.7606, top5_acc: 0.9250, mean_class_accuracy: 0.7604 2021-05-26 23:08:54,817 - mmaction - INFO - Epoch [7][20/3757] lr: 5.000e-04, eta: 11:53:18, time: 17.545, data_time: 16.229, memory: 17874, top1_acc: 0.8094, top5_acc: 0.9477, loss_cls: 0.7100, loss: 0.7100, grad_norm: 5.0358 2021-05-26 23:09:19,370 - mmaction - INFO - Epoch [7][40/3757] lr: 5.000e-04, eta: 11:52:51, time: 1.227, data_time: 0.004, memory: 17874, top1_acc: 0.8023, top5_acc: 0.9500, loss_cls: 0.7406, loss: 0.7406, grad_norm: 5.1856 2021-05-26 23:09:41,757 - mmaction - INFO - Epoch [7][60/3757] lr: 5.000e-04, eta: 11:52:22, time: 1.118, data_time: 0.002, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9516, loss_cls: 0.6690, loss: 0.6690, grad_norm: 5.0297 2021-05-26 23:10:07,432 - mmaction - INFO - Epoch [7][80/3757] lr: 5.000e-04, eta: 11:51:57, time: 1.284, data_time: 0.003, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9625, loss_cls: 0.6159, loss: 0.6159, grad_norm: 4.8011 2021-05-26 23:10:29,991 - mmaction - INFO - Epoch [7][100/3757] lr: 5.000e-04, eta: 11:51:27, time: 1.128, data_time: 0.003, memory: 17874, top1_acc: 0.8195, top5_acc: 0.9547, loss_cls: 0.6575, loss: 0.6575, grad_norm: 5.1822 2021-05-26 23:10:53,992 - mmaction - INFO - Epoch [7][120/3757] lr: 5.000e-04, eta: 11:51:00, time: 1.200, data_time: 0.003, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9461, loss_cls: 0.6902, loss: 0.6902, grad_norm: 5.3023 2021-05-26 23:11:18,950 - mmaction - INFO - Epoch [7][140/3757] lr: 5.000e-04, eta: 11:50:34, time: 1.243, data_time: 0.003, memory: 17874, top1_acc: 0.8070, top5_acc: 0.9469, loss_cls: 0.7024, loss: 0.7024, grad_norm: 5.0755 2021-05-26 23:11:42,158 - mmaction - INFO - Epoch [7][160/3757] lr: 5.000e-04, eta: 11:50:06, time: 1.165, data_time: 0.009, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9547, loss_cls: 0.6445, loss: 0.6445, grad_norm: 4.9887 2021-05-26 23:12:04,967 - mmaction - INFO - Epoch [7][180/3757] lr: 5.000e-04, eta: 11:49:37, time: 1.140, data_time: 0.005, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9555, loss_cls: 0.6257, loss: 0.6257, grad_norm: 4.6810 2021-05-26 23:12:27,318 - mmaction - INFO - Epoch [7][200/3757] lr: 5.000e-04, eta: 11:49:07, time: 1.113, data_time: 0.004, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9633, loss_cls: 0.6219, loss: 0.6219, grad_norm: 5.0122 2021-05-26 23:12:53,107 - mmaction - INFO - Epoch [7][220/3757] lr: 5.000e-04, eta: 11:48:42, time: 1.290, data_time: 0.008, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9578, loss_cls: 0.6527, loss: 0.6527, grad_norm: 5.0404 2021-05-26 23:13:15,351 - mmaction - INFO - Epoch [7][240/3757] lr: 5.000e-04, eta: 11:48:13, time: 1.118, data_time: 0.008, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9523, loss_cls: 0.6569, loss: 0.6569, grad_norm: 5.1888 2021-05-26 23:13:39,799 - mmaction - INFO - Epoch [7][260/3757] lr: 5.000e-04, eta: 11:47:46, time: 1.220, data_time: 0.002, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9547, loss_cls: 0.6325, loss: 0.6325, grad_norm: 5.2311 2021-05-26 23:14:02,386 - mmaction - INFO - Epoch [7][280/3757] lr: 5.000e-04, eta: 11:47:17, time: 1.131, data_time: 0.005, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9523, loss_cls: 0.6406, loss: 0.6406, grad_norm: 5.1103 2021-05-26 23:14:28,758 - mmaction - INFO - Epoch [7][300/3757] lr: 5.000e-04, eta: 11:46:53, time: 1.316, data_time: 0.004, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9500, loss_cls: 0.6357, loss: 0.6357, grad_norm: 5.1350 2021-05-26 23:14:52,307 - mmaction - INFO - Epoch [7][320/3757] lr: 5.000e-04, eta: 11:46:25, time: 1.180, data_time: 0.007, memory: 17874, top1_acc: 0.8031, top5_acc: 0.9523, loss_cls: 0.6919, loss: 0.6919, grad_norm: 5.2322 2021-05-26 23:15:15,368 - mmaction - INFO - Epoch [7][340/3757] lr: 5.000e-04, eta: 11:45:56, time: 1.150, data_time: 0.002, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9648, loss_cls: 0.5919, loss: 0.5919, grad_norm: 4.8410 2021-05-26 23:15:38,620 - mmaction - INFO - Epoch [7][360/3757] lr: 5.000e-04, eta: 11:45:28, time: 1.162, data_time: 0.006, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9500, loss_cls: 0.6509, loss: 0.6509, grad_norm: 4.8119 2021-05-26 23:16:03,092 - mmaction - INFO - Epoch [7][380/3757] lr: 5.000e-04, eta: 11:45:02, time: 1.227, data_time: 0.007, memory: 17874, top1_acc: 0.8031, top5_acc: 0.9508, loss_cls: 0.7299, loss: 0.7299, grad_norm: 5.6165 2021-05-26 23:16:25,003 - mmaction - INFO - Epoch [7][400/3757] lr: 5.000e-04, eta: 11:44:31, time: 1.095, data_time: 0.002, memory: 17874, top1_acc: 0.8187, top5_acc: 0.9492, loss_cls: 0.6912, loss: 0.6912, grad_norm: 5.4566 2021-05-26 23:16:48,127 - mmaction - INFO - Epoch [7][420/3757] lr: 5.000e-04, eta: 11:44:03, time: 1.157, data_time: 0.005, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9555, loss_cls: 0.6647, loss: 0.6647, grad_norm: 5.1559 2021-05-26 23:17:10,378 - mmaction - INFO - Epoch [7][440/3757] lr: 5.000e-04, eta: 11:43:33, time: 1.112, data_time: 0.003, memory: 17874, top1_acc: 0.8281, top5_acc: 0.9578, loss_cls: 0.6359, loss: 0.6359, grad_norm: 5.1202 2021-05-26 23:17:35,069 - mmaction - INFO - Epoch [7][460/3757] lr: 5.000e-04, eta: 11:43:07, time: 1.235, data_time: 0.004, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9500, loss_cls: 0.6479, loss: 0.6479, grad_norm: 4.8414 2021-05-26 23:17:57,367 - mmaction - INFO - Epoch [7][480/3757] lr: 5.000e-04, eta: 11:42:37, time: 1.115, data_time: 0.003, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9445, loss_cls: 0.6791, loss: 0.6791, grad_norm: 5.1348 2021-05-26 23:18:20,165 - mmaction - INFO - Epoch [7][500/3757] lr: 5.000e-04, eta: 11:42:08, time: 1.139, data_time: 0.002, memory: 17874, top1_acc: 0.8281, top5_acc: 0.9516, loss_cls: 0.6589, loss: 0.6589, grad_norm: 5.0739 2021-05-26 23:18:42,725 - mmaction - INFO - Epoch [7][520/3757] lr: 5.000e-04, eta: 11:41:39, time: 1.128, data_time: 0.004, memory: 17874, top1_acc: 0.8086, top5_acc: 0.9508, loss_cls: 0.6820, loss: 0.6820, grad_norm: 5.1812 2021-05-26 23:19:06,948 - mmaction - INFO - Epoch [7][540/3757] lr: 5.000e-04, eta: 11:41:12, time: 1.212, data_time: 0.002, memory: 17874, top1_acc: 0.8133, top5_acc: 0.9469, loss_cls: 0.6652, loss: 0.6652, grad_norm: 5.1048 2021-05-26 23:19:33,339 - mmaction - INFO - Epoch [7][560/3757] lr: 5.000e-04, eta: 11:40:48, time: 1.315, data_time: 0.003, memory: 17874, top1_acc: 0.8148, top5_acc: 0.9508, loss_cls: 0.6586, loss: 0.6586, grad_norm: 4.9445 2021-05-26 23:19:55,932 - mmaction - INFO - Epoch [7][580/3757] lr: 5.000e-04, eta: 11:40:19, time: 1.134, data_time: 0.007, memory: 17874, top1_acc: 0.8250, top5_acc: 0.9508, loss_cls: 0.6700, loss: 0.6700, grad_norm: 5.0709 2021-05-26 23:20:18,593 - mmaction - INFO - Epoch [7][600/3757] lr: 5.000e-04, eta: 11:39:50, time: 1.131, data_time: 0.002, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9617, loss_cls: 0.6025, loss: 0.6025, grad_norm: 4.7272 2021-05-26 23:20:41,959 - mmaction - INFO - Epoch [7][620/3757] lr: 5.000e-04, eta: 11:39:22, time: 1.169, data_time: 0.005, memory: 17874, top1_acc: 0.8078, top5_acc: 0.9516, loss_cls: 0.6826, loss: 0.6826, grad_norm: 5.1498 2021-05-26 23:21:04,581 - mmaction - INFO - Epoch [7][640/3757] lr: 5.000e-04, eta: 11:38:53, time: 1.132, data_time: 0.004, memory: 17874, top1_acc: 0.8156, top5_acc: 0.9484, loss_cls: 0.7012, loss: 0.7012, grad_norm: 5.1303 2021-05-26 23:21:26,921 - mmaction - INFO - Epoch [7][660/3757] lr: 5.000e-04, eta: 11:38:24, time: 1.117, data_time: 0.003, memory: 17874, top1_acc: 0.8156, top5_acc: 0.9484, loss_cls: 0.6457, loss: 0.6457, grad_norm: 4.9041 2021-05-26 23:21:50,032 - mmaction - INFO - Epoch [7][680/3757] lr: 5.000e-04, eta: 11:37:55, time: 1.156, data_time: 0.003, memory: 17874, top1_acc: 0.8133, top5_acc: 0.9500, loss_cls: 0.6820, loss: 0.6820, grad_norm: 5.0092 2021-05-26 23:22:13,579 - mmaction - INFO - Epoch [7][700/3757] lr: 5.000e-04, eta: 11:37:28, time: 1.177, data_time: 0.002, memory: 17874, top1_acc: 0.8164, top5_acc: 0.9523, loss_cls: 0.6789, loss: 0.6789, grad_norm: 5.2231 2021-05-26 23:22:41,171 - mmaction - INFO - Epoch [7][720/3757] lr: 5.000e-04, eta: 11:37:06, time: 1.378, data_time: 0.003, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9586, loss_cls: 0.6038, loss: 0.6038, grad_norm: 4.8375 2021-05-26 23:23:03,665 - mmaction - INFO - Epoch [7][740/3757] lr: 5.000e-04, eta: 11:36:36, time: 1.125, data_time: 0.005, memory: 17874, top1_acc: 0.8250, top5_acc: 0.9516, loss_cls: 0.6584, loss: 0.6584, grad_norm: 5.0717 2021-05-26 23:23:26,371 - mmaction - INFO - Epoch [7][760/3757] lr: 5.000e-04, eta: 11:36:07, time: 1.136, data_time: 0.006, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9555, loss_cls: 0.6233, loss: 0.6233, grad_norm: 4.8379 2021-05-26 23:23:51,415 - mmaction - INFO - Epoch [7][780/3757] lr: 5.000e-04, eta: 11:35:42, time: 1.251, data_time: 0.004, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9594, loss_cls: 0.6126, loss: 0.6126, grad_norm: 4.9115 2021-05-26 23:24:13,525 - mmaction - INFO - Epoch [7][800/3757] lr: 5.000e-04, eta: 11:35:12, time: 1.108, data_time: 0.005, memory: 17874, top1_acc: 0.8195, top5_acc: 0.9531, loss_cls: 0.6382, loss: 0.6382, grad_norm: 4.9929 2021-05-26 23:24:35,626 - mmaction - INFO - Epoch [7][820/3757] lr: 5.000e-04, eta: 11:34:42, time: 1.104, data_time: 0.003, memory: 17874, top1_acc: 0.8187, top5_acc: 0.9539, loss_cls: 0.6438, loss: 0.6438, grad_norm: 5.0693 2021-05-26 23:24:58,416 - mmaction - INFO - Epoch [7][840/3757] lr: 5.000e-04, eta: 11:34:14, time: 1.141, data_time: 0.003, memory: 17874, top1_acc: 0.8195, top5_acc: 0.9453, loss_cls: 0.6894, loss: 0.6894, grad_norm: 5.0603 2021-05-26 23:25:24,630 - mmaction - INFO - Epoch [7][860/3757] lr: 5.000e-04, eta: 11:33:50, time: 1.308, data_time: 0.003, memory: 17874, top1_acc: 0.7953, top5_acc: 0.9422, loss_cls: 0.7389, loss: 0.7389, grad_norm: 5.4857 2021-05-26 23:25:46,829 - mmaction - INFO - Epoch [7][880/3757] lr: 5.000e-04, eta: 11:33:20, time: 1.109, data_time: 0.006, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9570, loss_cls: 0.6627, loss: 0.6627, grad_norm: 5.5357 2021-05-26 23:26:09,908 - mmaction - INFO - Epoch [7][900/3757] lr: 5.000e-04, eta: 11:32:52, time: 1.155, data_time: 0.006, memory: 17874, top1_acc: 0.8156, top5_acc: 0.9461, loss_cls: 0.6686, loss: 0.6686, grad_norm: 5.2576 2021-05-26 23:26:31,533 - mmaction - INFO - Epoch [7][920/3757] lr: 5.000e-04, eta: 11:32:21, time: 1.082, data_time: 0.009, memory: 17874, top1_acc: 0.8187, top5_acc: 0.9453, loss_cls: 0.6815, loss: 0.6815, grad_norm: 5.0145 2021-05-26 23:26:53,851 - mmaction - INFO - Epoch [7][940/3757] lr: 5.000e-04, eta: 11:31:52, time: 1.117, data_time: 0.003, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9477, loss_cls: 0.6662, loss: 0.6662, grad_norm: 5.2922 2021-05-26 23:27:18,194 - mmaction - INFO - Epoch [7][960/3757] lr: 5.000e-04, eta: 11:31:26, time: 1.218, data_time: 0.003, memory: 17874, top1_acc: 0.8148, top5_acc: 0.9508, loss_cls: 0.6818, loss: 0.6818, grad_norm: 5.1197 2021-05-26 23:27:40,902 - mmaction - INFO - Epoch [7][980/3757] lr: 5.000e-04, eta: 11:30:57, time: 1.135, data_time: 0.002, memory: 17874, top1_acc: 0.8125, top5_acc: 0.9547, loss_cls: 0.6651, loss: 0.6651, grad_norm: 5.1417 2021-05-26 23:28:03,324 - mmaction - INFO - Epoch [7][1000/3757] lr: 5.000e-04, eta: 11:30:28, time: 1.121, data_time: 0.002, memory: 17874, top1_acc: 0.8180, top5_acc: 0.9602, loss_cls: 0.6510, loss: 0.6510, grad_norm: 5.4947 2021-05-26 23:28:29,211 - mmaction - INFO - Epoch [7][1020/3757] lr: 5.000e-04, eta: 11:30:03, time: 1.291, data_time: 0.002, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9594, loss_cls: 0.6063, loss: 0.6063, grad_norm: 4.8521 2021-05-26 23:28:52,001 - mmaction - INFO - Epoch [7][1040/3757] lr: 5.000e-04, eta: 11:29:34, time: 1.143, data_time: 0.009, memory: 17874, top1_acc: 0.8031, top5_acc: 0.9492, loss_cls: 0.7045, loss: 0.7045, grad_norm: 5.2108 2021-05-26 23:29:17,319 - mmaction - INFO - Epoch [7][1060/3757] lr: 5.000e-04, eta: 11:29:09, time: 1.266, data_time: 0.002, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9492, loss_cls: 0.6400, loss: 0.6400, grad_norm: 5.0070 2021-05-26 23:29:39,358 - mmaction - INFO - Epoch [7][1080/3757] lr: 5.000e-04, eta: 11:28:40, time: 1.101, data_time: 0.002, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9500, loss_cls: 0.6430, loss: 0.6430, grad_norm: 4.9078 2021-05-26 23:30:01,438 - mmaction - INFO - Epoch [7][1100/3757] lr: 5.000e-04, eta: 11:28:10, time: 1.104, data_time: 0.003, memory: 17874, top1_acc: 0.8102, top5_acc: 0.9516, loss_cls: 0.6722, loss: 0.6722, grad_norm: 5.1355 2021-05-26 23:30:23,797 - mmaction - INFO - Epoch [7][1120/3757] lr: 5.000e-04, eta: 11:27:41, time: 1.118, data_time: 0.002, memory: 17874, top1_acc: 0.8195, top5_acc: 0.9492, loss_cls: 0.6740, loss: 0.6740, grad_norm: 4.9541 2021-05-26 23:30:45,821 - mmaction - INFO - Epoch [7][1140/3757] lr: 5.000e-04, eta: 11:27:11, time: 1.101, data_time: 0.002, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9547, loss_cls: 0.6464, loss: 0.6464, grad_norm: 5.2477 2021-05-26 23:31:08,439 - mmaction - INFO - Epoch [7][1160/3757] lr: 5.000e-04, eta: 11:26:42, time: 1.132, data_time: 0.004, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9594, loss_cls: 0.6257, loss: 0.6257, grad_norm: 4.9406 2021-05-26 23:31:36,140 - mmaction - INFO - Epoch [7][1180/3757] lr: 5.000e-04, eta: 11:26:20, time: 1.381, data_time: 0.003, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9594, loss_cls: 0.5933, loss: 0.5933, grad_norm: 5.1999 2021-05-26 23:31:58,564 - mmaction - INFO - Epoch [7][1200/3757] lr: 5.000e-04, eta: 11:25:51, time: 1.126, data_time: 0.006, memory: 17874, top1_acc: 0.8148, top5_acc: 0.9602, loss_cls: 0.6608, loss: 0.6608, grad_norm: 5.1739 2021-05-26 23:32:23,011 - mmaction - INFO - Epoch [7][1220/3757] lr: 5.000e-04, eta: 11:25:25, time: 1.219, data_time: 0.002, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9625, loss_cls: 0.6520, loss: 0.6520, grad_norm: 4.9870 2021-05-26 23:32:51,221 - mmaction - INFO - Epoch [7][1240/3757] lr: 5.000e-04, eta: 11:25:04, time: 1.408, data_time: 0.005, memory: 17874, top1_acc: 0.8102, top5_acc: 0.9500, loss_cls: 0.7095, loss: 0.7095, grad_norm: 5.1387 2021-05-26 23:33:13,254 - mmaction - INFO - Epoch [7][1260/3757] lr: 5.000e-04, eta: 11:24:34, time: 1.107, data_time: 0.009, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9539, loss_cls: 0.6519, loss: 0.6519, grad_norm: 5.7132 2021-05-26 23:33:38,329 - mmaction - INFO - Epoch [7][1280/3757] lr: 5.000e-04, eta: 11:24:09, time: 1.253, data_time: 0.005, memory: 17874, top1_acc: 0.8063, top5_acc: 0.9555, loss_cls: 0.6843, loss: 0.6843, grad_norm: 5.2281 2021-05-26 23:34:00,648 - mmaction - INFO - Epoch [7][1300/3757] lr: 5.000e-04, eta: 11:23:40, time: 1.117, data_time: 0.003, memory: 17874, top1_acc: 0.8148, top5_acc: 0.9531, loss_cls: 0.6684, loss: 0.6684, grad_norm: 5.2429 2021-05-26 23:34:35,474 - mmaction - INFO - Epoch [7][1320/3757] lr: 5.000e-04, eta: 11:23:27, time: 1.738, data_time: 0.002, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9539, loss_cls: 0.6587, loss: 0.6587, grad_norm: 5.1623 2021-05-26 23:34:57,368 - mmaction - INFO - Epoch [7][1340/3757] lr: 5.000e-04, eta: 11:22:58, time: 1.097, data_time: 0.005, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9477, loss_cls: 0.6635, loss: 0.6635, grad_norm: 5.2604 2021-05-26 23:35:19,791 - mmaction - INFO - Epoch [7][1360/3757] lr: 5.000e-04, eta: 11:22:28, time: 1.119, data_time: 0.002, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9563, loss_cls: 0.6139, loss: 0.6139, grad_norm: 4.8918 2021-05-26 23:35:42,060 - mmaction - INFO - Epoch [7][1380/3757] lr: 5.000e-04, eta: 11:21:59, time: 1.116, data_time: 0.005, memory: 17874, top1_acc: 0.8187, top5_acc: 0.9570, loss_cls: 0.6300, loss: 0.6300, grad_norm: 5.1190 2021-05-26 23:36:04,815 - mmaction - INFO - Epoch [7][1400/3757] lr: 5.000e-04, eta: 11:21:31, time: 1.138, data_time: 0.002, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9469, loss_cls: 0.6444, loss: 0.6444, grad_norm: 4.9717 2021-05-26 23:36:27,550 - mmaction - INFO - Epoch [7][1420/3757] lr: 5.000e-04, eta: 11:21:02, time: 1.137, data_time: 0.005, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9492, loss_cls: 0.6635, loss: 0.6635, grad_norm: 5.0517 2021-05-26 23:36:49,456 - mmaction - INFO - Epoch [7][1440/3757] lr: 5.000e-04, eta: 11:20:32, time: 1.096, data_time: 0.008, memory: 17874, top1_acc: 0.8078, top5_acc: 0.9516, loss_cls: 0.7253, loss: 0.7253, grad_norm: 5.2611 2021-05-26 23:37:13,485 - mmaction - INFO - Epoch [7][1460/3757] lr: 5.000e-04, eta: 11:20:05, time: 1.201, data_time: 0.002, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9594, loss_cls: 0.6286, loss: 0.6286, grad_norm: 5.0921 2021-05-26 23:37:36,672 - mmaction - INFO - Epoch [7][1480/3757] lr: 5.000e-04, eta: 11:19:37, time: 1.156, data_time: 0.003, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9516, loss_cls: 0.6571, loss: 0.6571, grad_norm: 5.1013 2021-05-26 23:37:58,738 - mmaction - INFO - Epoch [7][1500/3757] lr: 5.000e-04, eta: 11:19:08, time: 1.106, data_time: 0.006, memory: 17874, top1_acc: 0.8219, top5_acc: 0.9531, loss_cls: 0.6674, loss: 0.6674, grad_norm: 5.1607 2021-05-26 23:38:21,312 - mmaction - INFO - Epoch [7][1520/3757] lr: 5.000e-04, eta: 11:18:39, time: 1.125, data_time: 0.002, memory: 17874, top1_acc: 0.8023, top5_acc: 0.9484, loss_cls: 0.7212, loss: 0.7212, grad_norm: 5.5237 2021-05-26 23:38:43,627 - mmaction - INFO - Epoch [7][1540/3757] lr: 5.000e-04, eta: 11:18:10, time: 1.120, data_time: 0.006, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9508, loss_cls: 0.6600, loss: 0.6600, grad_norm: 5.2176 2021-05-26 23:39:06,555 - mmaction - INFO - Epoch [7][1560/3757] lr: 5.000e-04, eta: 11:17:42, time: 1.146, data_time: 0.002, memory: 17874, top1_acc: 0.8125, top5_acc: 0.9516, loss_cls: 0.6861, loss: 0.6861, grad_norm: 5.1477 2021-05-26 23:39:30,237 - mmaction - INFO - Epoch [7][1580/3757] lr: 5.000e-04, eta: 11:17:15, time: 1.184, data_time: 0.006, memory: 17874, top1_acc: 0.8125, top5_acc: 0.9547, loss_cls: 0.6696, loss: 0.6696, grad_norm: 4.8657 2021-05-26 23:39:53,017 - mmaction - INFO - Epoch [7][1600/3757] lr: 5.000e-04, eta: 11:16:46, time: 1.138, data_time: 0.002, memory: 17874, top1_acc: 0.8102, top5_acc: 0.9609, loss_cls: 0.6543, loss: 0.6543, grad_norm: 5.3381 2021-05-26 23:40:16,368 - mmaction - INFO - Epoch [7][1620/3757] lr: 5.000e-04, eta: 11:16:18, time: 1.164, data_time: 0.003, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9641, loss_cls: 0.5793, loss: 0.5793, grad_norm: 4.7532 2021-05-26 23:40:38,334 - mmaction - INFO - Epoch [7][1640/3757] lr: 5.000e-04, eta: 11:15:49, time: 1.100, data_time: 0.006, memory: 17874, top1_acc: 0.8148, top5_acc: 0.9469, loss_cls: 0.6790, loss: 0.6790, grad_norm: 5.1167 2021-05-26 23:41:00,388 - mmaction - INFO - Epoch [7][1660/3757] lr: 5.000e-04, eta: 11:15:20, time: 1.105, data_time: 0.006, memory: 17874, top1_acc: 0.8117, top5_acc: 0.9547, loss_cls: 0.6876, loss: 0.6876, grad_norm: 5.1598 2021-05-26 23:41:23,121 - mmaction - INFO - Epoch [7][1680/3757] lr: 5.000e-04, eta: 11:14:51, time: 1.132, data_time: 0.004, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9563, loss_cls: 0.6297, loss: 0.6297, grad_norm: 5.1812 2021-05-26 23:41:48,315 - mmaction - INFO - Epoch [7][1700/3757] lr: 5.000e-04, eta: 11:14:26, time: 1.265, data_time: 0.008, memory: 17874, top1_acc: 0.7953, top5_acc: 0.9344, loss_cls: 0.7632, loss: 0.7632, grad_norm: 5.4860 2021-05-26 23:42:10,898 - mmaction - INFO - Epoch [7][1720/3757] lr: 5.000e-04, eta: 11:13:57, time: 1.128, data_time: 0.003, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9648, loss_cls: 0.6072, loss: 0.6072, grad_norm: 5.0315 2021-05-26 23:42:37,852 - mmaction - INFO - Epoch [7][1740/3757] lr: 5.000e-04, eta: 11:13:34, time: 1.348, data_time: 0.004, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9594, loss_cls: 0.6179, loss: 0.6179, grad_norm: 5.2191 2021-05-26 23:43:00,664 - mmaction - INFO - Epoch [7][1760/3757] lr: 5.000e-04, eta: 11:13:06, time: 1.142, data_time: 0.005, memory: 17874, top1_acc: 0.8109, top5_acc: 0.9531, loss_cls: 0.6723, loss: 0.6723, grad_norm: 5.1613 2021-05-26 23:43:26,547 - mmaction - INFO - Epoch [7][1780/3757] lr: 5.000e-04, eta: 11:12:41, time: 1.276, data_time: 0.011, memory: 17874, top1_acc: 0.8180, top5_acc: 0.9539, loss_cls: 0.6731, loss: 0.6731, grad_norm: 5.1234 2021-05-26 23:43:52,882 - mmaction - INFO - Epoch [7][1800/3757] lr: 5.000e-04, eta: 11:12:18, time: 1.333, data_time: 0.036, memory: 17874, top1_acc: 0.8125, top5_acc: 0.9641, loss_cls: 0.6480, loss: 0.6480, grad_norm: 5.2135 2021-05-26 23:44:20,215 - mmaction - INFO - Epoch [7][1820/3757] lr: 5.000e-04, eta: 11:11:55, time: 1.364, data_time: 0.004, memory: 17874, top1_acc: 0.8250, top5_acc: 0.9664, loss_cls: 0.6204, loss: 0.6204, grad_norm: 4.9906 2021-05-26 23:44:42,492 - mmaction - INFO - Epoch [7][1840/3757] lr: 5.000e-04, eta: 11:11:26, time: 1.116, data_time: 0.006, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9578, loss_cls: 0.5893, loss: 0.5893, grad_norm: 4.7990 2021-05-26 23:45:04,525 - mmaction - INFO - Epoch [7][1860/3757] lr: 5.000e-04, eta: 11:10:57, time: 1.099, data_time: 0.005, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9570, loss_cls: 0.6214, loss: 0.6214, grad_norm: 5.0171 2021-05-26 23:45:27,213 - mmaction - INFO - Epoch [7][1880/3757] lr: 5.000e-04, eta: 11:10:29, time: 1.139, data_time: 0.008, memory: 17874, top1_acc: 0.8094, top5_acc: 0.9508, loss_cls: 0.6680, loss: 0.6680, grad_norm: 5.1164 2021-05-26 23:45:49,778 - mmaction - INFO - Epoch [7][1900/3757] lr: 5.000e-04, eta: 11:10:00, time: 1.128, data_time: 0.002, memory: 17874, top1_acc: 0.8148, top5_acc: 0.9539, loss_cls: 0.6867, loss: 0.6867, grad_norm: 5.1972 2021-05-26 23:46:13,800 - mmaction - INFO - Epoch [7][1920/3757] lr: 5.000e-04, eta: 11:09:33, time: 1.201, data_time: 0.002, memory: 17874, top1_acc: 0.8172, top5_acc: 0.9516, loss_cls: 0.6684, loss: 0.6684, grad_norm: 5.2305 2021-05-26 23:46:38,013 - mmaction - INFO - Epoch [7][1940/3757] lr: 5.000e-04, eta: 11:09:07, time: 1.206, data_time: 0.003, memory: 17874, top1_acc: 0.8047, top5_acc: 0.9539, loss_cls: 0.7104, loss: 0.7104, grad_norm: 5.4508 2021-05-26 23:47:00,189 - mmaction - INFO - Epoch [7][1960/3757] lr: 5.000e-04, eta: 11:08:38, time: 1.114, data_time: 0.006, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9633, loss_cls: 0.6093, loss: 0.6093, grad_norm: 4.9345 2021-05-26 23:47:24,425 - mmaction - INFO - Epoch [7][1980/3757] lr: 5.000e-04, eta: 11:08:11, time: 1.209, data_time: 0.002, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9492, loss_cls: 0.6789, loss: 0.6789, grad_norm: 4.9427 2021-05-26 23:47:46,523 - mmaction - INFO - Epoch [7][2000/3757] lr: 5.000e-04, eta: 11:07:42, time: 1.107, data_time: 0.005, memory: 17874, top1_acc: 0.8070, top5_acc: 0.9570, loss_cls: 0.6659, loss: 0.6659, grad_norm: 5.2830 2021-05-26 23:48:09,096 - mmaction - INFO - Epoch [7][2020/3757] lr: 5.000e-04, eta: 11:07:14, time: 1.128, data_time: 0.003, memory: 17874, top1_acc: 0.8148, top5_acc: 0.9500, loss_cls: 0.6941, loss: 0.6941, grad_norm: 5.2969 2021-05-26 23:48:30,946 - mmaction - INFO - Epoch [7][2040/3757] lr: 5.000e-04, eta: 11:06:44, time: 1.093, data_time: 0.003, memory: 17874, top1_acc: 0.8031, top5_acc: 0.9594, loss_cls: 0.6966, loss: 0.6966, grad_norm: 5.2314 2021-05-26 23:48:53,517 - mmaction - INFO - Epoch [7][2060/3757] lr: 5.000e-04, eta: 11:06:15, time: 1.129, data_time: 0.003, memory: 17874, top1_acc: 0.8008, top5_acc: 0.9492, loss_cls: 0.7034, loss: 0.7034, grad_norm: 5.2566 2021-05-26 23:49:15,616 - mmaction - INFO - Epoch [7][2080/3757] lr: 5.000e-04, eta: 11:05:46, time: 1.105, data_time: 0.002, memory: 17874, top1_acc: 0.8047, top5_acc: 0.9516, loss_cls: 0.7148, loss: 0.7148, grad_norm: 5.2161 2021-05-26 23:49:38,805 - mmaction - INFO - Epoch [7][2100/3757] lr: 5.000e-04, eta: 11:05:18, time: 1.155, data_time: 0.004, memory: 17874, top1_acc: 0.8039, top5_acc: 0.9437, loss_cls: 0.7155, loss: 0.7155, grad_norm: 5.3769 2021-05-26 23:50:00,472 - mmaction - INFO - Epoch [7][2120/3757] lr: 5.000e-04, eta: 11:04:49, time: 1.088, data_time: 0.007, memory: 17874, top1_acc: 0.8055, top5_acc: 0.9500, loss_cls: 0.6948, loss: 0.6948, grad_norm: 5.0407 2021-05-26 23:50:22,908 - mmaction - INFO - Epoch [7][2140/3757] lr: 5.000e-04, eta: 11:04:20, time: 1.121, data_time: 0.002, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9570, loss_cls: 0.6123, loss: 0.6123, grad_norm: 4.9911 2021-05-26 23:50:45,598 - mmaction - INFO - Epoch [7][2160/3757] lr: 5.000e-04, eta: 11:03:52, time: 1.135, data_time: 0.004, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9453, loss_cls: 0.6519, loss: 0.6519, grad_norm: 5.1991 2021-05-26 23:51:09,980 - mmaction - INFO - Epoch [7][2180/3757] lr: 5.000e-04, eta: 11:03:26, time: 1.214, data_time: 0.003, memory: 17874, top1_acc: 0.8180, top5_acc: 0.9602, loss_cls: 0.6594, loss: 0.6594, grad_norm: 5.2067 2021-05-26 23:51:31,854 - mmaction - INFO - Epoch [7][2200/3757] lr: 5.000e-04, eta: 11:02:56, time: 1.097, data_time: 0.007, memory: 17874, top1_acc: 0.8281, top5_acc: 0.9609, loss_cls: 0.6504, loss: 0.6504, grad_norm: 5.2270 2021-05-26 23:51:54,060 - mmaction - INFO - Epoch [7][2220/3757] lr: 5.000e-04, eta: 11:02:27, time: 1.111, data_time: 0.006, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9508, loss_cls: 0.6327, loss: 0.6327, grad_norm: 5.1002 2021-05-26 23:52:16,685 - mmaction - INFO - Epoch [7][2240/3757] lr: 5.000e-04, eta: 11:01:59, time: 1.131, data_time: 0.003, memory: 17874, top1_acc: 0.8070, top5_acc: 0.9523, loss_cls: 0.6840, loss: 0.6840, grad_norm: 5.2434 2021-05-26 23:52:38,748 - mmaction - INFO - Epoch [7][2260/3757] lr: 5.000e-04, eta: 11:01:30, time: 1.104, data_time: 0.003, memory: 17874, top1_acc: 0.8164, top5_acc: 0.9539, loss_cls: 0.6591, loss: 0.6591, grad_norm: 5.2243 2021-05-26 23:53:01,870 - mmaction - INFO - Epoch [7][2280/3757] lr: 5.000e-04, eta: 11:01:02, time: 1.146, data_time: 0.002, memory: 17874, top1_acc: 0.8094, top5_acc: 0.9445, loss_cls: 0.7122, loss: 0.7122, grad_norm: 5.1865 2021-05-26 23:53:25,440 - mmaction - INFO - Epoch [7][2300/3757] lr: 5.000e-04, eta: 11:00:35, time: 1.188, data_time: 0.012, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9586, loss_cls: 0.6017, loss: 0.6017, grad_norm: 4.9057 2021-05-26 23:53:48,158 - mmaction - INFO - Epoch [7][2320/3757] lr: 5.000e-04, eta: 11:00:07, time: 1.136, data_time: 0.003, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9586, loss_cls: 0.6159, loss: 0.6159, grad_norm: 4.8981 2021-05-26 23:54:15,670 - mmaction - INFO - Epoch [7][2340/3757] lr: 5.000e-04, eta: 10:59:44, time: 1.373, data_time: 0.003, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9492, loss_cls: 0.6514, loss: 0.6514, grad_norm: 5.0135 2021-05-26 23:54:38,116 - mmaction - INFO - Epoch [7][2360/3757] lr: 5.000e-04, eta: 10:59:16, time: 1.121, data_time: 0.007, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9563, loss_cls: 0.6590, loss: 0.6590, grad_norm: 5.1252 2021-05-26 23:54:59,963 - mmaction - INFO - Epoch [7][2380/3757] lr: 5.000e-04, eta: 10:58:47, time: 1.095, data_time: 0.007, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9594, loss_cls: 0.6052, loss: 0.6052, grad_norm: 4.8103 2021-05-26 23:55:25,063 - mmaction - INFO - Epoch [7][2400/3757] lr: 5.000e-04, eta: 10:58:21, time: 1.256, data_time: 0.004, memory: 17874, top1_acc: 0.8156, top5_acc: 0.9500, loss_cls: 0.6932, loss: 0.6932, grad_norm: 5.1817 2021-05-26 23:55:47,089 - mmaction - INFO - Epoch [7][2420/3757] lr: 5.000e-04, eta: 10:57:52, time: 1.099, data_time: 0.003, memory: 17874, top1_acc: 0.8039, top5_acc: 0.9492, loss_cls: 0.7094, loss: 0.7094, grad_norm: 5.4243 2021-05-26 23:56:09,396 - mmaction - INFO - Epoch [7][2440/3757] lr: 5.000e-04, eta: 10:57:24, time: 1.118, data_time: 0.005, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9547, loss_cls: 0.6299, loss: 0.6299, grad_norm: 4.8789 2021-05-26 23:56:32,975 - mmaction - INFO - Epoch [7][2460/3757] lr: 5.000e-04, eta: 10:56:56, time: 1.177, data_time: 0.002, memory: 17874, top1_acc: 0.8117, top5_acc: 0.9531, loss_cls: 0.6809, loss: 0.6809, grad_norm: 5.2207 2021-05-26 23:56:55,757 - mmaction - INFO - Epoch [7][2480/3757] lr: 5.000e-04, eta: 10:56:28, time: 1.142, data_time: 0.006, memory: 17874, top1_acc: 0.8023, top5_acc: 0.9578, loss_cls: 0.6729, loss: 0.6729, grad_norm: 5.3037 2021-05-26 23:57:17,804 - mmaction - INFO - Epoch [7][2500/3757] lr: 5.000e-04, eta: 10:55:59, time: 1.102, data_time: 0.003, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9484, loss_cls: 0.6873, loss: 0.6873, grad_norm: 5.1574 2021-05-26 23:57:40,150 - mmaction - INFO - Epoch [7][2520/3757] lr: 5.000e-04, eta: 10:55:31, time: 1.112, data_time: 0.003, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9531, loss_cls: 0.6569, loss: 0.6569, grad_norm: 4.8896 2021-05-26 23:58:01,984 - mmaction - INFO - Epoch [7][2540/3757] lr: 5.000e-04, eta: 10:55:02, time: 1.097, data_time: 0.008, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9461, loss_cls: 0.6382, loss: 0.6382, grad_norm: 4.8700 2021-05-26 23:58:29,834 - mmaction - INFO - Epoch [7][2560/3757] lr: 5.000e-04, eta: 10:54:40, time: 1.390, data_time: 0.002, memory: 17874, top1_acc: 0.8187, top5_acc: 0.9523, loss_cls: 0.6575, loss: 0.6575, grad_norm: 5.0760 2021-05-26 23:58:52,453 - mmaction - INFO - Epoch [7][2580/3757] lr: 5.000e-04, eta: 10:54:12, time: 1.133, data_time: 0.006, memory: 17874, top1_acc: 0.8195, top5_acc: 0.9484, loss_cls: 0.6653, loss: 0.6653, grad_norm: 4.9743 2021-05-26 23:59:15,106 - mmaction - INFO - Epoch [7][2600/3757] lr: 5.000e-04, eta: 10:53:43, time: 1.123, data_time: 0.004, memory: 17874, top1_acc: 0.8219, top5_acc: 0.9516, loss_cls: 0.6615, loss: 0.6615, grad_norm: 4.9923 2021-05-26 23:59:40,896 - mmaction - INFO - Epoch [7][2620/3757] lr: 5.000e-04, eta: 10:53:19, time: 1.296, data_time: 0.013, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9563, loss_cls: 0.6265, loss: 0.6265, grad_norm: 5.1642 2021-05-27 00:00:08,461 - mmaction - INFO - Epoch [7][2640/3757] lr: 5.000e-04, eta: 10:52:56, time: 1.328, data_time: 0.007, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9570, loss_cls: 0.6631, loss: 0.6631, grad_norm: 5.1985 2021-05-27 00:00:34,586 - mmaction - INFO - Epoch [7][2660/3757] lr: 5.000e-04, eta: 10:52:33, time: 1.361, data_time: 0.062, memory: 17874, top1_acc: 0.8148, top5_acc: 0.9516, loss_cls: 0.6767, loss: 0.6767, grad_norm: 5.2755 2021-05-27 00:00:57,404 - mmaction - INFO - Epoch [7][2680/3757] lr: 5.000e-04, eta: 10:52:05, time: 1.140, data_time: 0.002, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9523, loss_cls: 0.6463, loss: 0.6463, grad_norm: 5.0277 2021-05-27 00:01:20,330 - mmaction - INFO - Epoch [7][2700/3757] lr: 5.000e-04, eta: 10:51:37, time: 1.147, data_time: 0.003, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9633, loss_cls: 0.6149, loss: 0.6149, grad_norm: 4.8889 2021-05-27 00:01:49,968 - mmaction - INFO - Epoch [7][2720/3757] lr: 5.000e-04, eta: 10:51:17, time: 1.478, data_time: 0.004, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9563, loss_cls: 0.6704, loss: 0.6704, grad_norm: 5.2482 2021-05-27 00:02:12,101 - mmaction - INFO - Epoch [7][2740/3757] lr: 5.000e-04, eta: 10:50:49, time: 1.112, data_time: 0.007, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9586, loss_cls: 0.6342, loss: 0.6342, grad_norm: 5.0318 2021-05-27 00:02:34,829 - mmaction - INFO - Epoch [7][2760/3757] lr: 5.000e-04, eta: 10:50:21, time: 1.135, data_time: 0.001, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9742, loss_cls: 0.5530, loss: 0.5530, grad_norm: 4.9137 2021-05-27 00:02:57,596 - mmaction - INFO - Epoch [7][2780/3757] lr: 5.000e-04, eta: 10:49:53, time: 1.138, data_time: 0.003, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9523, loss_cls: 0.6688, loss: 0.6688, grad_norm: 5.0977 2021-05-27 00:03:21,120 - mmaction - INFO - Epoch [7][2800/3757] lr: 5.000e-04, eta: 10:49:25, time: 1.177, data_time: 0.004, memory: 17874, top1_acc: 0.8156, top5_acc: 0.9508, loss_cls: 0.6746, loss: 0.6746, grad_norm: 5.1219 2021-05-27 00:03:45,161 - mmaction - INFO - Epoch [7][2820/3757] lr: 5.000e-04, eta: 10:48:59, time: 1.202, data_time: 0.002, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9453, loss_cls: 0.6801, loss: 0.6801, grad_norm: 5.3395 2021-05-27 00:04:07,565 - mmaction - INFO - Epoch [7][2840/3757] lr: 5.000e-04, eta: 10:48:31, time: 1.120, data_time: 0.005, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9477, loss_cls: 0.6637, loss: 0.6637, grad_norm: 5.0816 2021-05-27 00:04:32,034 - mmaction - INFO - Epoch [7][2860/3757] lr: 5.000e-04, eta: 10:48:05, time: 1.219, data_time: 0.002, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9469, loss_cls: 0.6808, loss: 0.6808, grad_norm: 5.2161 2021-05-27 00:04:53,651 - mmaction - INFO - Epoch [7][2880/3757] lr: 5.000e-04, eta: 10:47:35, time: 1.084, data_time: 0.008, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9625, loss_cls: 0.5780, loss: 0.5780, grad_norm: 4.8786 2021-05-27 00:05:16,121 - mmaction - INFO - Epoch [7][2900/3757] lr: 5.000e-04, eta: 10:47:07, time: 1.125, data_time: 0.004, memory: 17874, top1_acc: 0.8156, top5_acc: 0.9555, loss_cls: 0.6726, loss: 0.6726, grad_norm: 5.2338 2021-05-27 00:05:38,517 - mmaction - INFO - Epoch [7][2920/3757] lr: 5.000e-04, eta: 10:46:38, time: 1.120, data_time: 0.002, memory: 17874, top1_acc: 0.8195, top5_acc: 0.9539, loss_cls: 0.6566, loss: 0.6566, grad_norm: 5.0725 2021-05-27 00:06:02,138 - mmaction - INFO - Epoch [7][2940/3757] lr: 5.000e-04, eta: 10:46:11, time: 1.177, data_time: 0.002, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9586, loss_cls: 0.6355, loss: 0.6355, grad_norm: 5.0286 2021-05-27 00:06:24,237 - mmaction - INFO - Epoch [7][2960/3757] lr: 5.000e-04, eta: 10:45:43, time: 1.109, data_time: 0.006, memory: 17874, top1_acc: 0.8141, top5_acc: 0.9508, loss_cls: 0.7080, loss: 0.7080, grad_norm: 5.3045 2021-05-27 00:06:46,210 - mmaction - INFO - Epoch [7][2980/3757] lr: 5.000e-04, eta: 10:45:14, time: 1.097, data_time: 0.001, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9523, loss_cls: 0.6576, loss: 0.6576, grad_norm: 5.0669 2021-05-27 00:07:07,809 - mmaction - INFO - Epoch [7][3000/3757] lr: 5.000e-04, eta: 10:44:45, time: 1.081, data_time: 0.004, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9586, loss_cls: 0.6182, loss: 0.6182, grad_norm: 4.9308 2021-05-27 00:07:30,029 - mmaction - INFO - Epoch [7][3020/3757] lr: 5.000e-04, eta: 10:44:16, time: 1.111, data_time: 0.002, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9578, loss_cls: 0.5990, loss: 0.5990, grad_norm: 4.8788 2021-05-27 00:07:55,616 - mmaction - INFO - Epoch [7][3040/3757] lr: 5.000e-04, eta: 10:43:51, time: 1.276, data_time: 0.003, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9617, loss_cls: 0.5890, loss: 0.5890, grad_norm: 4.9092 2021-05-27 00:08:19,793 - mmaction - INFO - Epoch [7][3060/3757] lr: 5.000e-04, eta: 10:43:25, time: 1.209, data_time: 0.005, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9555, loss_cls: 0.6448, loss: 0.6448, grad_norm: 4.9490 2021-05-27 00:08:45,842 - mmaction - INFO - Epoch [7][3080/3757] lr: 5.000e-04, eta: 10:43:01, time: 1.300, data_time: 0.006, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9641, loss_cls: 0.6384, loss: 0.6384, grad_norm: 5.2511 2021-05-27 00:09:12,257 - mmaction - INFO - Epoch [7][3100/3757] lr: 5.000e-04, eta: 10:42:38, time: 1.323, data_time: 0.010, memory: 17874, top1_acc: 0.8156, top5_acc: 0.9641, loss_cls: 0.6704, loss: 0.6704, grad_norm: 5.3268 2021-05-27 00:09:35,202 - mmaction - INFO - Epoch [7][3120/3757] lr: 5.000e-04, eta: 10:42:10, time: 1.149, data_time: 0.007, memory: 17874, top1_acc: 0.8195, top5_acc: 0.9555, loss_cls: 0.6713, loss: 0.6713, grad_norm: 5.6808 2021-05-27 00:09:59,680 - mmaction - INFO - Epoch [7][3140/3757] lr: 5.000e-04, eta: 10:41:44, time: 1.223, data_time: 0.005, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9625, loss_cls: 0.5958, loss: 0.5958, grad_norm: 4.8876 2021-05-27 00:10:22,104 - mmaction - INFO - Epoch [7][3160/3757] lr: 5.000e-04, eta: 10:41:16, time: 1.124, data_time: 0.007, memory: 17874, top1_acc: 0.8195, top5_acc: 0.9508, loss_cls: 0.6554, loss: 0.6554, grad_norm: 5.5735 2021-05-27 00:10:48,180 - mmaction - INFO - Epoch [7][3180/3757] lr: 5.000e-04, eta: 10:40:52, time: 1.299, data_time: 0.003, memory: 17874, top1_acc: 0.8195, top5_acc: 0.9570, loss_cls: 0.6373, loss: 0.6373, grad_norm: 5.1498 2021-05-27 00:11:11,279 - mmaction - INFO - Epoch [7][3200/3757] lr: 5.000e-04, eta: 10:40:24, time: 1.156, data_time: 0.008, memory: 17874, top1_acc: 0.8039, top5_acc: 0.9477, loss_cls: 0.7219, loss: 0.7219, grad_norm: 5.4955 2021-05-27 00:11:36,746 - mmaction - INFO - Epoch [7][3220/3757] lr: 5.000e-04, eta: 10:40:00, time: 1.275, data_time: 0.007, memory: 17874, top1_acc: 0.8180, top5_acc: 0.9539, loss_cls: 0.6586, loss: 0.6586, grad_norm: 5.3030 2021-05-27 00:11:58,835 - mmaction - INFO - Epoch [7][3240/3757] lr: 5.000e-04, eta: 10:39:31, time: 1.106, data_time: 0.005, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9531, loss_cls: 0.6612, loss: 0.6612, grad_norm: 5.2060 2021-05-27 00:12:21,513 - mmaction - INFO - Epoch [7][3260/3757] lr: 5.000e-04, eta: 10:39:03, time: 1.127, data_time: 0.005, memory: 17874, top1_acc: 0.8164, top5_acc: 0.9516, loss_cls: 0.6644, loss: 0.6644, grad_norm: 5.1593 2021-05-27 00:12:43,526 - mmaction - INFO - Epoch [7][3280/3757] lr: 5.000e-04, eta: 10:38:34, time: 1.109, data_time: 0.013, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9609, loss_cls: 0.6200, loss: 0.6200, grad_norm: 5.0384 2021-05-27 00:13:05,148 - mmaction - INFO - Epoch [7][3300/3757] lr: 5.000e-04, eta: 10:38:05, time: 1.081, data_time: 0.002, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9516, loss_cls: 0.6613, loss: 0.6613, grad_norm: 5.0672 2021-05-27 00:13:28,077 - mmaction - INFO - Epoch [7][3320/3757] lr: 5.000e-04, eta: 10:37:37, time: 1.145, data_time: 0.004, memory: 17874, top1_acc: 0.8031, top5_acc: 0.9563, loss_cls: 0.6972, loss: 0.6972, grad_norm: 5.2100 2021-05-27 00:13:49,478 - mmaction - INFO - Epoch [7][3340/3757] lr: 5.000e-04, eta: 10:37:08, time: 1.070, data_time: 0.005, memory: 17874, top1_acc: 0.8195, top5_acc: 0.9570, loss_cls: 0.6665, loss: 0.6665, grad_norm: 5.2325 2021-05-27 00:14:12,267 - mmaction - INFO - Epoch [7][3360/3757] lr: 5.000e-04, eta: 10:36:40, time: 1.127, data_time: 0.003, memory: 17874, top1_acc: 0.8125, top5_acc: 0.9508, loss_cls: 0.6908, loss: 0.6908, grad_norm: 5.1373 2021-05-27 00:14:37,760 - mmaction - INFO - Epoch [7][3380/3757] lr: 5.000e-04, eta: 10:36:16, time: 1.288, data_time: 0.015, memory: 17874, top1_acc: 0.8187, top5_acc: 0.9484, loss_cls: 0.6739, loss: 0.6739, grad_norm: 5.3032 2021-05-27 00:15:05,699 - mmaction - INFO - Epoch [7][3400/3757] lr: 5.000e-04, eta: 10:35:54, time: 1.394, data_time: 0.003, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9570, loss_cls: 0.6138, loss: 0.6138, grad_norm: 5.1042 2021-05-27 00:15:29,444 - mmaction - INFO - Epoch [7][3420/3757] lr: 5.000e-04, eta: 10:35:27, time: 1.186, data_time: 0.006, memory: 17874, top1_acc: 0.8102, top5_acc: 0.9508, loss_cls: 0.6771, loss: 0.6771, grad_norm: 5.1377 2021-05-27 00:15:51,418 - mmaction - INFO - Epoch [7][3440/3757] lr: 5.000e-04, eta: 10:34:58, time: 1.103, data_time: 0.007, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9555, loss_cls: 0.6076, loss: 0.6076, grad_norm: 4.8211 2021-05-27 00:16:14,192 - mmaction - INFO - Epoch [7][3460/3757] lr: 5.000e-04, eta: 10:34:31, time: 1.137, data_time: 0.002, memory: 17874, top1_acc: 0.8125, top5_acc: 0.9539, loss_cls: 0.6749, loss: 0.6749, grad_norm: 5.0428 2021-05-27 00:16:36,118 - mmaction - INFO - Epoch [7][3480/3757] lr: 5.000e-04, eta: 10:34:02, time: 1.098, data_time: 0.003, memory: 17874, top1_acc: 0.8250, top5_acc: 0.9500, loss_cls: 0.6572, loss: 0.6572, grad_norm: 5.2343 2021-05-27 00:16:58,460 - mmaction - INFO - Epoch [7][3500/3757] lr: 5.000e-04, eta: 10:33:34, time: 1.117, data_time: 0.003, memory: 17874, top1_acc: 0.8164, top5_acc: 0.9469, loss_cls: 0.7028, loss: 0.7028, grad_norm: 5.1169 2021-05-27 00:17:24,551 - mmaction - INFO - Epoch [7][3520/3757] lr: 5.000e-04, eta: 10:33:10, time: 1.300, data_time: 0.002, memory: 17874, top1_acc: 0.8031, top5_acc: 0.9430, loss_cls: 0.7037, loss: 0.7037, grad_norm: 5.4024 2021-05-27 00:17:48,560 - mmaction - INFO - Epoch [7][3540/3757] lr: 5.000e-04, eta: 10:32:43, time: 1.205, data_time: 0.008, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9445, loss_cls: 0.6974, loss: 0.6974, grad_norm: 5.1989 2021-05-27 00:18:11,421 - mmaction - INFO - Epoch [7][3560/3757] lr: 5.000e-04, eta: 10:32:16, time: 1.142, data_time: 0.002, memory: 17874, top1_acc: 0.8195, top5_acc: 0.9594, loss_cls: 0.6406, loss: 0.6406, grad_norm: 5.0527 2021-05-27 00:18:34,906 - mmaction - INFO - Epoch [7][3580/3757] lr: 5.000e-04, eta: 10:31:49, time: 1.171, data_time: 0.005, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9602, loss_cls: 0.6583, loss: 0.6583, grad_norm: 5.3693 2021-05-27 00:18:58,143 - mmaction - INFO - Epoch [7][3600/3757] lr: 5.000e-04, eta: 10:31:22, time: 1.166, data_time: 0.006, memory: 17874, top1_acc: 0.8086, top5_acc: 0.9523, loss_cls: 0.6989, loss: 0.6989, grad_norm: 5.4300 2021-05-27 00:19:21,003 - mmaction - INFO - Epoch [7][3620/3757] lr: 5.000e-04, eta: 10:30:54, time: 1.142, data_time: 0.003, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9617, loss_cls: 0.5920, loss: 0.5920, grad_norm: 4.9943 2021-05-27 00:19:44,211 - mmaction - INFO - Epoch [7][3640/3757] lr: 5.000e-04, eta: 10:30:27, time: 1.161, data_time: 0.003, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9578, loss_cls: 0.6184, loss: 0.6184, grad_norm: 5.0118 2021-05-27 00:20:12,358 - mmaction - INFO - Epoch [7][3660/3757] lr: 5.000e-04, eta: 10:30:05, time: 1.396, data_time: 0.002, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9586, loss_cls: 0.6304, loss: 0.6304, grad_norm: 4.9630 2021-05-27 00:20:35,524 - mmaction - INFO - Epoch [7][3680/3757] lr: 5.000e-04, eta: 10:29:38, time: 1.168, data_time: 0.014, memory: 17874, top1_acc: 0.8195, top5_acc: 0.9516, loss_cls: 0.6715, loss: 0.6715, grad_norm: 5.2078 2021-05-27 00:20:57,925 - mmaction - INFO - Epoch [7][3700/3757] lr: 5.000e-04, eta: 10:29:10, time: 1.118, data_time: 0.004, memory: 17874, top1_acc: 0.8180, top5_acc: 0.9523, loss_cls: 0.6643, loss: 0.6643, grad_norm: 5.2665 2021-05-27 00:21:20,337 - mmaction - INFO - Epoch [7][3720/3757] lr: 5.000e-04, eta: 10:28:41, time: 1.117, data_time: 0.007, memory: 17874, top1_acc: 0.8172, top5_acc: 0.9484, loss_cls: 0.6798, loss: 0.6798, grad_norm: 5.1201 2021-05-27 00:21:42,498 - mmaction - INFO - Epoch [7][3740/3757] lr: 5.000e-04, eta: 10:28:13, time: 1.116, data_time: 0.012, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9500, loss_cls: 0.6177, loss: 0.6177, grad_norm: 5.0072 2021-05-27 00:22:16,989 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-05-27 00:30:36,152 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 00:30:37,119 - mmaction - INFO - top1_acc 0.7623 top5_acc 0.9262 2021-05-27 00:30:37,119 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 00:30:37,209 - mmaction - INFO - mean_acc 0.7622 2021-05-27 00:30:39,483 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2021-05-27 00:30:39,483 - mmaction - INFO - Best top1_acc is 0.7623 at 7 epoch. 2021-05-27 00:30:39,499 - mmaction - INFO - Epoch(val) [7][3757] top1_acc: 0.7623, top5_acc: 0.9262, mean_class_accuracy: 0.7622 2021-05-27 00:36:32,638 - mmaction - INFO - Epoch [8][20/3757] lr: 5.000e-04, eta: 10:33:17, time: 17.649, data_time: 15.945, memory: 17874, top1_acc: 0.8250, top5_acc: 0.9516, loss_cls: 0.6384, loss: 0.6384, grad_norm: 5.3663 2021-05-27 00:36:55,029 - mmaction - INFO - Epoch [8][40/3757] lr: 5.000e-04, eta: 10:32:48, time: 1.126, data_time: 0.010, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9531, loss_cls: 0.6334, loss: 0.6334, grad_norm: 5.1541 2021-05-27 00:37:17,660 - mmaction - INFO - Epoch [8][60/3757] lr: 5.000e-04, eta: 10:32:20, time: 1.131, data_time: 0.001, memory: 17874, top1_acc: 0.8281, top5_acc: 0.9609, loss_cls: 0.6581, loss: 0.6581, grad_norm: 5.0471 2021-05-27 00:37:41,083 - mmaction - INFO - Epoch [8][80/3757] lr: 5.000e-04, eta: 10:31:53, time: 1.171, data_time: 0.002, memory: 17874, top1_acc: 0.8141, top5_acc: 0.9484, loss_cls: 0.6834, loss: 0.6834, grad_norm: 5.1179 2021-05-27 00:38:03,733 - mmaction - INFO - Epoch [8][100/3757] lr: 5.000e-04, eta: 10:31:24, time: 1.132, data_time: 0.004, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9555, loss_cls: 0.6491, loss: 0.6491, grad_norm: 5.1587 2021-05-27 00:38:26,555 - mmaction - INFO - Epoch [8][120/3757] lr: 5.000e-04, eta: 10:30:56, time: 1.141, data_time: 0.004, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9516, loss_cls: 0.6400, loss: 0.6400, grad_norm: 5.0436 2021-05-27 00:38:50,670 - mmaction - INFO - Epoch [8][140/3757] lr: 5.000e-04, eta: 10:30:30, time: 1.206, data_time: 0.003, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9617, loss_cls: 0.5930, loss: 0.5930, grad_norm: 5.0719 2021-05-27 00:39:14,711 - mmaction - INFO - Epoch [8][160/3757] lr: 5.000e-04, eta: 10:30:03, time: 1.198, data_time: 0.004, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9586, loss_cls: 0.6298, loss: 0.6298, grad_norm: 5.0376 2021-05-27 00:39:37,385 - mmaction - INFO - Epoch [8][180/3757] lr: 5.000e-04, eta: 10:29:35, time: 1.136, data_time: 0.006, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9469, loss_cls: 0.6771, loss: 0.6771, grad_norm: 5.1922 2021-05-27 00:39:59,491 - mmaction - INFO - Epoch [8][200/3757] lr: 5.000e-04, eta: 10:29:06, time: 1.107, data_time: 0.004, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9516, loss_cls: 0.6432, loss: 0.6432, grad_norm: 5.2088 2021-05-27 00:40:21,589 - mmaction - INFO - Epoch [8][220/3757] lr: 5.000e-04, eta: 10:28:37, time: 1.104, data_time: 0.004, memory: 17874, top1_acc: 0.8281, top5_acc: 0.9508, loss_cls: 0.6341, loss: 0.6341, grad_norm: 5.2768 2021-05-27 00:40:44,310 - mmaction - INFO - Epoch [8][240/3757] lr: 5.000e-04, eta: 10:28:09, time: 1.136, data_time: 0.003, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9641, loss_cls: 0.5791, loss: 0.5791, grad_norm: 4.8798 2021-05-27 00:41:06,791 - mmaction - INFO - Epoch [8][260/3757] lr: 5.000e-04, eta: 10:27:40, time: 1.124, data_time: 0.003, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9602, loss_cls: 0.5967, loss: 0.5967, grad_norm: 5.0507 2021-05-27 00:41:29,069 - mmaction - INFO - Epoch [8][280/3757] lr: 5.000e-04, eta: 10:27:12, time: 1.113, data_time: 0.005, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9484, loss_cls: 0.6400, loss: 0.6400, grad_norm: 5.0030 2021-05-27 00:41:50,571 - mmaction - INFO - Epoch [8][300/3757] lr: 5.000e-04, eta: 10:26:42, time: 1.075, data_time: 0.003, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9594, loss_cls: 0.6214, loss: 0.6214, grad_norm: 5.0582 2021-05-27 00:42:18,292 - mmaction - INFO - Epoch [8][320/3757] lr: 5.000e-04, eta: 10:26:20, time: 1.387, data_time: 0.003, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9523, loss_cls: 0.6487, loss: 0.6487, grad_norm: 5.2266 2021-05-27 00:42:41,540 - mmaction - INFO - Epoch [8][340/3757] lr: 5.000e-04, eta: 10:25:51, time: 1.119, data_time: 0.004, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9617, loss_cls: 0.6283, loss: 0.6283, grad_norm: 5.1441 2021-05-27 00:43:03,908 - mmaction - INFO - Epoch [8][360/3757] lr: 5.000e-04, eta: 10:25:23, time: 1.161, data_time: 0.048, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9570, loss_cls: 0.5994, loss: 0.5994, grad_norm: 4.9681 2021-05-27 00:43:30,913 - mmaction - INFO - Epoch [8][380/3757] lr: 5.000e-04, eta: 10:25:00, time: 1.351, data_time: 0.003, memory: 17874, top1_acc: 0.8219, top5_acc: 0.9570, loss_cls: 0.6374, loss: 0.6374, grad_norm: 5.5158 2021-05-27 00:43:56,012 - mmaction - INFO - Epoch [8][400/3757] lr: 5.000e-04, eta: 10:24:35, time: 1.254, data_time: 0.004, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9570, loss_cls: 0.5962, loss: 0.5962, grad_norm: 4.9306 2021-05-27 00:44:22,618 - mmaction - INFO - Epoch [8][420/3757] lr: 5.000e-04, eta: 10:24:11, time: 1.329, data_time: 0.004, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9586, loss_cls: 0.5990, loss: 0.5990, grad_norm: 4.7387 2021-05-27 00:44:48,270 - mmaction - INFO - Epoch [8][440/3757] lr: 5.000e-04, eta: 10:23:46, time: 1.281, data_time: 0.005, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9555, loss_cls: 0.6197, loss: 0.6197, grad_norm: 5.3193 2021-05-27 00:45:11,505 - mmaction - INFO - Epoch [8][460/3757] lr: 5.000e-04, eta: 10:23:18, time: 1.162, data_time: 0.007, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9617, loss_cls: 0.6180, loss: 0.6180, grad_norm: 5.2046 2021-05-27 00:45:35,966 - mmaction - INFO - Epoch [8][480/3757] lr: 5.000e-04, eta: 10:22:52, time: 1.226, data_time: 0.010, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9625, loss_cls: 0.6222, loss: 0.6222, grad_norm: 5.1225 2021-05-27 00:45:58,246 - mmaction - INFO - Epoch [8][500/3757] lr: 5.000e-04, eta: 10:22:24, time: 1.115, data_time: 0.004, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9492, loss_cls: 0.6660, loss: 0.6660, grad_norm: 5.1263 2021-05-27 00:46:23,160 - mmaction - INFO - Epoch [8][520/3757] lr: 5.000e-04, eta: 10:21:58, time: 1.242, data_time: 0.002, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9453, loss_cls: 0.6668, loss: 0.6668, grad_norm: 5.2721 2021-05-27 00:46:46,004 - mmaction - INFO - Epoch [8][540/3757] lr: 5.000e-04, eta: 10:21:30, time: 1.143, data_time: 0.006, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9594, loss_cls: 0.6184, loss: 0.6184, grad_norm: 4.9421 2021-05-27 00:47:07,497 - mmaction - INFO - Epoch [8][560/3757] lr: 5.000e-04, eta: 10:21:01, time: 1.077, data_time: 0.006, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9500, loss_cls: 0.6278, loss: 0.6278, grad_norm: 4.9674 2021-05-27 00:47:29,138 - mmaction - INFO - Epoch [8][580/3757] lr: 5.000e-04, eta: 10:20:31, time: 1.080, data_time: 0.002, memory: 17874, top1_acc: 0.8164, top5_acc: 0.9484, loss_cls: 0.6649, loss: 0.6649, grad_norm: 5.2662 2021-05-27 00:47:51,673 - mmaction - INFO - Epoch [8][600/3757] lr: 5.000e-04, eta: 10:20:03, time: 1.129, data_time: 0.005, memory: 17874, top1_acc: 0.8086, top5_acc: 0.9477, loss_cls: 0.6828, loss: 0.6828, grad_norm: 5.3672 2021-05-27 00:48:13,681 - mmaction - INFO - Epoch [8][620/3757] lr: 5.000e-04, eta: 10:19:34, time: 1.100, data_time: 0.003, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9633, loss_cls: 0.6048, loss: 0.6048, grad_norm: 5.0146 2021-05-27 00:48:35,932 - mmaction - INFO - Epoch [8][640/3757] lr: 5.000e-04, eta: 10:19:06, time: 1.111, data_time: 0.004, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9656, loss_cls: 0.5986, loss: 0.5986, grad_norm: 5.1653 2021-05-27 00:48:57,964 - mmaction - INFO - Epoch [8][660/3757] lr: 5.000e-04, eta: 10:18:37, time: 1.103, data_time: 0.004, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9555, loss_cls: 0.5934, loss: 0.5934, grad_norm: 5.0483 2021-05-27 00:49:20,091 - mmaction - INFO - Epoch [8][680/3757] lr: 5.000e-04, eta: 10:18:08, time: 1.107, data_time: 0.002, memory: 17874, top1_acc: 0.8109, top5_acc: 0.9563, loss_cls: 0.6611, loss: 0.6611, grad_norm: 5.2996 2021-05-27 00:49:45,526 - mmaction - INFO - Epoch [8][700/3757] lr: 5.000e-04, eta: 10:17:43, time: 1.272, data_time: 0.004, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9609, loss_cls: 0.5891, loss: 0.5891, grad_norm: 4.9424 2021-05-27 00:50:08,176 - mmaction - INFO - Epoch [8][720/3757] lr: 5.000e-04, eta: 10:17:15, time: 1.132, data_time: 0.002, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9547, loss_cls: 0.6276, loss: 0.6276, grad_norm: 5.0064 2021-05-27 00:50:32,904 - mmaction - INFO - Epoch [8][740/3757] lr: 5.000e-04, eta: 10:16:49, time: 1.233, data_time: 0.005, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9531, loss_cls: 0.6812, loss: 0.6812, grad_norm: 5.1801 2021-05-27 00:50:55,755 - mmaction - INFO - Epoch [8][760/3757] lr: 5.000e-04, eta: 10:16:22, time: 1.147, data_time: 0.008, memory: 17874, top1_acc: 0.8156, top5_acc: 0.9602, loss_cls: 0.6482, loss: 0.6482, grad_norm: 5.1725 2021-05-27 00:51:18,038 - mmaction - INFO - Epoch [8][780/3757] lr: 5.000e-04, eta: 10:15:53, time: 1.115, data_time: 0.004, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9547, loss_cls: 0.6559, loss: 0.6559, grad_norm: 5.3490 2021-05-27 00:51:39,927 - mmaction - INFO - Epoch [8][800/3757] lr: 5.000e-04, eta: 10:15:24, time: 1.094, data_time: 0.001, memory: 17874, top1_acc: 0.8172, top5_acc: 0.9477, loss_cls: 0.6576, loss: 0.6576, grad_norm: 5.2048 2021-05-27 00:52:01,503 - mmaction - INFO - Epoch [8][820/3757] lr: 5.000e-04, eta: 10:14:55, time: 1.078, data_time: 0.002, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9609, loss_cls: 0.6317, loss: 0.6317, grad_norm: 5.1257 2021-05-27 00:52:23,903 - mmaction - INFO - Epoch [8][840/3757] lr: 5.000e-04, eta: 10:14:27, time: 1.121, data_time: 0.003, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9586, loss_cls: 0.6274, loss: 0.6274, grad_norm: 5.0718 2021-05-27 00:52:46,571 - mmaction - INFO - Epoch [8][860/3757] lr: 5.000e-04, eta: 10:13:59, time: 1.133, data_time: 0.004, memory: 17874, top1_acc: 0.8125, top5_acc: 0.9523, loss_cls: 0.6568, loss: 0.6568, grad_norm: 5.1796 2021-05-27 00:53:09,216 - mmaction - INFO - Epoch [8][880/3757] lr: 5.000e-04, eta: 10:13:31, time: 1.133, data_time: 0.003, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9711, loss_cls: 0.5679, loss: 0.5679, grad_norm: 4.9996 2021-05-27 00:53:31,922 - mmaction - INFO - Epoch [8][900/3757] lr: 5.000e-04, eta: 10:13:03, time: 1.132, data_time: 0.002, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9563, loss_cls: 0.6283, loss: 0.6283, grad_norm: 4.9878 2021-05-27 00:53:58,088 - mmaction - INFO - Epoch [8][920/3757] lr: 5.000e-04, eta: 10:12:39, time: 1.307, data_time: 0.005, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9578, loss_cls: 0.6199, loss: 0.6199, grad_norm: 4.9884 2021-05-27 00:54:20,155 - mmaction - INFO - Epoch [8][940/3757] lr: 5.000e-04, eta: 10:12:10, time: 1.108, data_time: 0.007, memory: 17874, top1_acc: 0.8195, top5_acc: 0.9555, loss_cls: 0.6557, loss: 0.6557, grad_norm: 5.4418 2021-05-27 00:54:42,013 - mmaction - INFO - Epoch [8][960/3757] lr: 5.000e-04, eta: 10:11:41, time: 1.093, data_time: 0.003, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9563, loss_cls: 0.6252, loss: 0.6252, grad_norm: 5.2254 2021-05-27 00:55:04,819 - mmaction - INFO - Epoch [8][980/3757] lr: 5.000e-04, eta: 10:11:13, time: 1.139, data_time: 0.002, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9508, loss_cls: 0.6374, loss: 0.6374, grad_norm: 5.0166 2021-05-27 00:55:33,013 - mmaction - INFO - Epoch [8][1000/3757] lr: 5.000e-04, eta: 10:10:51, time: 1.410, data_time: 0.005, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9547, loss_cls: 0.6275, loss: 0.6275, grad_norm: 5.0785 2021-05-27 00:55:55,893 - mmaction - INFO - Epoch [8][1020/3757] lr: 5.000e-04, eta: 10:10:24, time: 1.144, data_time: 0.004, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9531, loss_cls: 0.6389, loss: 0.6389, grad_norm: 5.0480 2021-05-27 00:56:18,357 - mmaction - INFO - Epoch [8][1040/3757] lr: 5.000e-04, eta: 10:09:55, time: 1.124, data_time: 0.005, memory: 17874, top1_acc: 0.8219, top5_acc: 0.9539, loss_cls: 0.6714, loss: 0.6714, grad_norm: 5.1804 2021-05-27 00:56:40,487 - mmaction - INFO - Epoch [8][1060/3757] lr: 5.000e-04, eta: 10:09:27, time: 1.106, data_time: 0.002, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9625, loss_cls: 0.6028, loss: 0.6028, grad_norm: 5.0541 2021-05-27 00:57:06,717 - mmaction - INFO - Epoch [8][1080/3757] lr: 5.000e-04, eta: 10:09:03, time: 1.306, data_time: 0.003, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9563, loss_cls: 0.6515, loss: 0.6515, grad_norm: 5.2672 2021-05-27 00:57:28,991 - mmaction - INFO - Epoch [8][1100/3757] lr: 5.000e-04, eta: 10:08:34, time: 1.120, data_time: 0.009, memory: 17874, top1_acc: 0.8172, top5_acc: 0.9594, loss_cls: 0.6513, loss: 0.6513, grad_norm: 5.2558 2021-05-27 00:57:53,761 - mmaction - INFO - Epoch [8][1120/3757] lr: 5.000e-04, eta: 10:08:09, time: 1.235, data_time: 0.003, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9555, loss_cls: 0.6008, loss: 0.6008, grad_norm: 4.8333 2021-05-27 00:58:16,007 - mmaction - INFO - Epoch [8][1140/3757] lr: 5.000e-04, eta: 10:07:40, time: 1.114, data_time: 0.006, memory: 17874, top1_acc: 0.8195, top5_acc: 0.9516, loss_cls: 0.6698, loss: 0.6698, grad_norm: 5.3279 2021-05-27 00:58:39,838 - mmaction - INFO - Epoch [8][1160/3757] lr: 5.000e-04, eta: 10:07:14, time: 1.193, data_time: 0.003, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9617, loss_cls: 0.6043, loss: 0.6043, grad_norm: 4.9195 2021-05-27 00:59:04,467 - mmaction - INFO - Epoch [8][1180/3757] lr: 5.000e-04, eta: 10:06:48, time: 1.227, data_time: 0.004, memory: 17874, top1_acc: 0.8094, top5_acc: 0.9414, loss_cls: 0.7114, loss: 0.7114, grad_norm: 5.2309 2021-05-27 00:59:26,357 - mmaction - INFO - Epoch [8][1200/3757] lr: 5.000e-04, eta: 10:06:19, time: 1.099, data_time: 0.007, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9578, loss_cls: 0.6275, loss: 0.6275, grad_norm: 5.1451 2021-05-27 00:59:50,247 - mmaction - INFO - Epoch [8][1220/3757] lr: 5.000e-04, eta: 10:05:53, time: 1.191, data_time: 0.002, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9523, loss_cls: 0.6513, loss: 0.6513, grad_norm: 5.2310 2021-05-27 01:00:15,186 - mmaction - INFO - Epoch [8][1240/3757] lr: 5.000e-04, eta: 10:05:27, time: 1.245, data_time: 0.006, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9594, loss_cls: 0.6266, loss: 0.6266, grad_norm: 5.1439 2021-05-27 01:00:37,869 - mmaction - INFO - Epoch [8][1260/3757] lr: 5.000e-04, eta: 10:04:59, time: 1.139, data_time: 0.007, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9617, loss_cls: 0.5970, loss: 0.5970, grad_norm: 4.9853 2021-05-27 01:01:05,819 - mmaction - INFO - Epoch [8][1280/3757] lr: 5.000e-04, eta: 10:04:37, time: 1.396, data_time: 0.002, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9508, loss_cls: 0.6452, loss: 0.6452, grad_norm: 5.2227 2021-05-27 01:01:29,339 - mmaction - INFO - Epoch [8][1300/3757] lr: 5.000e-04, eta: 10:04:10, time: 1.177, data_time: 0.004, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9547, loss_cls: 0.6354, loss: 0.6354, grad_norm: 5.3481 2021-05-27 01:01:54,033 - mmaction - INFO - Epoch [8][1320/3757] lr: 5.000e-04, eta: 10:03:44, time: 1.233, data_time: 0.004, memory: 17874, top1_acc: 0.8148, top5_acc: 0.9461, loss_cls: 0.7106, loss: 0.7106, grad_norm: 5.5029 2021-05-27 01:02:19,457 - mmaction - INFO - Epoch [8][1340/3757] lr: 5.000e-04, eta: 10:03:19, time: 1.271, data_time: 0.009, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9437, loss_cls: 0.6917, loss: 0.6917, grad_norm: 5.4796 2021-05-27 01:02:45,772 - mmaction - INFO - Epoch [8][1360/3757] lr: 5.000e-04, eta: 10:02:55, time: 1.315, data_time: 0.004, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9555, loss_cls: 0.6180, loss: 0.6180, grad_norm: 5.0822 2021-05-27 01:03:08,736 - mmaction - INFO - Epoch [8][1380/3757] lr: 5.000e-04, eta: 10:02:28, time: 1.151, data_time: 0.008, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9578, loss_cls: 0.5817, loss: 0.5817, grad_norm: 4.8379 2021-05-27 01:03:31,088 - mmaction - INFO - Epoch [8][1400/3757] lr: 5.000e-04, eta: 10:01:59, time: 1.117, data_time: 0.002, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9648, loss_cls: 0.5668, loss: 0.5668, grad_norm: 4.7975 2021-05-27 01:03:53,557 - mmaction - INFO - Epoch [8][1420/3757] lr: 5.000e-04, eta: 10:01:31, time: 1.122, data_time: 0.003, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9570, loss_cls: 0.6181, loss: 0.6181, grad_norm: 5.1509 2021-05-27 01:04:16,233 - mmaction - INFO - Epoch [8][1440/3757] lr: 5.000e-04, eta: 10:01:03, time: 1.136, data_time: 0.005, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9586, loss_cls: 0.6165, loss: 0.6165, grad_norm: 4.8219 2021-05-27 01:04:41,013 - mmaction - INFO - Epoch [8][1460/3757] lr: 5.000e-04, eta: 10:00:38, time: 1.238, data_time: 0.003, memory: 17874, top1_acc: 0.8219, top5_acc: 0.9516, loss_cls: 0.6713, loss: 0.6713, grad_norm: 5.2664 2021-05-27 01:05:03,335 - mmaction - INFO - Epoch [8][1480/3757] lr: 5.000e-04, eta: 10:00:10, time: 1.118, data_time: 0.003, memory: 17874, top1_acc: 0.8250, top5_acc: 0.9484, loss_cls: 0.6645, loss: 0.6645, grad_norm: 4.9944 2021-05-27 01:05:26,126 - mmaction - INFO - Epoch [8][1500/3757] lr: 5.000e-04, eta: 9:59:42, time: 1.137, data_time: 0.001, memory: 17874, top1_acc: 0.8172, top5_acc: 0.9508, loss_cls: 0.6915, loss: 0.6915, grad_norm: 5.4013 2021-05-27 01:05:48,952 - mmaction - INFO - Epoch [8][1520/3757] lr: 5.000e-04, eta: 9:59:14, time: 1.136, data_time: 0.003, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9586, loss_cls: 0.5870, loss: 0.5870, grad_norm: 5.2359 2021-05-27 01:06:11,746 - mmaction - INFO - Epoch [8][1540/3757] lr: 5.000e-04, eta: 9:58:47, time: 1.143, data_time: 0.012, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9531, loss_cls: 0.6427, loss: 0.6427, grad_norm: 5.2211 2021-05-27 01:06:34,099 - mmaction - INFO - Epoch [8][1560/3757] lr: 5.000e-04, eta: 9:58:19, time: 1.120, data_time: 0.010, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9555, loss_cls: 0.6066, loss: 0.6066, grad_norm: 5.1459 2021-05-27 01:06:55,918 - mmaction - INFO - Epoch [8][1580/3757] lr: 5.000e-04, eta: 9:57:50, time: 1.091, data_time: 0.003, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9570, loss_cls: 0.6216, loss: 0.6216, grad_norm: 5.0676 2021-05-27 01:07:21,118 - mmaction - INFO - Epoch [8][1600/3757] lr: 5.000e-04, eta: 9:57:25, time: 1.260, data_time: 0.003, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9602, loss_cls: 0.6115, loss: 0.6115, grad_norm: 5.2799 2021-05-27 01:07:43,884 - mmaction - INFO - Epoch [8][1620/3757] lr: 5.000e-04, eta: 9:56:57, time: 1.136, data_time: 0.002, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9570, loss_cls: 0.6110, loss: 0.6110, grad_norm: 5.0143 2021-05-27 01:08:07,279 - mmaction - INFO - Epoch [8][1640/3757] lr: 5.000e-04, eta: 9:56:30, time: 1.172, data_time: 0.006, memory: 17874, top1_acc: 0.8219, top5_acc: 0.9563, loss_cls: 0.6559, loss: 0.6559, grad_norm: 5.3016 2021-05-27 01:08:29,701 - mmaction - INFO - Epoch [8][1660/3757] lr: 5.000e-04, eta: 9:56:02, time: 1.121, data_time: 0.003, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9656, loss_cls: 0.5806, loss: 0.5806, grad_norm: 4.9192 2021-05-27 01:08:51,745 - mmaction - INFO - Epoch [8][1680/3757] lr: 5.000e-04, eta: 9:55:34, time: 1.102, data_time: 0.003, memory: 17874, top1_acc: 0.8250, top5_acc: 0.9453, loss_cls: 0.6429, loss: 0.6429, grad_norm: 5.1934 2021-05-27 01:09:14,259 - mmaction - INFO - Epoch [8][1700/3757] lr: 5.000e-04, eta: 9:55:06, time: 1.126, data_time: 0.003, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9602, loss_cls: 0.5813, loss: 0.5813, grad_norm: 5.0720 2021-05-27 01:09:42,043 - mmaction - INFO - Epoch [8][1720/3757] lr: 5.000e-04, eta: 9:54:43, time: 1.386, data_time: 0.003, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9625, loss_cls: 0.6317, loss: 0.6317, grad_norm: 5.0544 2021-05-27 01:10:04,782 - mmaction - INFO - Epoch [8][1740/3757] lr: 5.000e-04, eta: 9:54:16, time: 1.139, data_time: 0.006, memory: 17874, top1_acc: 0.8070, top5_acc: 0.9484, loss_cls: 0.7253, loss: 0.7253, grad_norm: 5.4158 2021-05-27 01:10:33,160 - mmaction - INFO - Epoch [8][1760/3757] lr: 5.000e-04, eta: 9:53:54, time: 1.418, data_time: 0.004, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9602, loss_cls: 0.6282, loss: 0.6282, grad_norm: 5.2116 2021-05-27 01:10:57,312 - mmaction - INFO - Epoch [8][1780/3757] lr: 5.000e-04, eta: 9:53:27, time: 1.208, data_time: 0.006, memory: 17874, top1_acc: 0.8156, top5_acc: 0.9492, loss_cls: 0.6701, loss: 0.6701, grad_norm: 5.2508 2021-05-27 01:11:19,170 - mmaction - INFO - Epoch [8][1800/3757] lr: 5.000e-04, eta: 9:52:59, time: 1.095, data_time: 0.005, memory: 17874, top1_acc: 0.8250, top5_acc: 0.9492, loss_cls: 0.6660, loss: 0.6660, grad_norm: 5.1014 2021-05-27 01:11:41,127 - mmaction - INFO - Epoch [8][1820/3757] lr: 5.000e-04, eta: 9:52:30, time: 1.098, data_time: 0.005, memory: 17874, top1_acc: 0.8164, top5_acc: 0.9461, loss_cls: 0.6952, loss: 0.6952, grad_norm: 5.1325 2021-05-27 01:12:06,116 - mmaction - INFO - Epoch [8][1840/3757] lr: 5.000e-04, eta: 9:52:05, time: 1.248, data_time: 0.002, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9563, loss_cls: 0.6370, loss: 0.6370, grad_norm: 5.0337 2021-05-27 01:12:29,544 - mmaction - INFO - Epoch [8][1860/3757] lr: 5.000e-04, eta: 9:51:38, time: 1.169, data_time: 0.004, memory: 17874, top1_acc: 0.8156, top5_acc: 0.9555, loss_cls: 0.7046, loss: 0.7046, grad_norm: 5.4294 2021-05-27 01:12:56,277 - mmaction - INFO - Epoch [8][1880/3757] lr: 5.000e-04, eta: 9:51:14, time: 1.336, data_time: 0.010, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9648, loss_cls: 0.5601, loss: 0.5601, grad_norm: 5.2512 2021-05-27 01:13:18,854 - mmaction - INFO - Epoch [8][1900/3757] lr: 5.000e-04, eta: 9:50:47, time: 1.135, data_time: 0.007, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9563, loss_cls: 0.6268, loss: 0.6268, grad_norm: 5.1202 2021-05-27 01:13:41,695 - mmaction - INFO - Epoch [8][1920/3757] lr: 5.000e-04, eta: 9:50:19, time: 1.142, data_time: 0.002, memory: 17874, top1_acc: 0.8281, top5_acc: 0.9688, loss_cls: 0.5781, loss: 0.5781, grad_norm: 5.0280 2021-05-27 01:14:05,341 - mmaction - INFO - Epoch [8][1940/3757] lr: 5.000e-04, eta: 9:49:52, time: 1.180, data_time: 0.003, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9500, loss_cls: 0.6456, loss: 0.6456, grad_norm: 4.9818 2021-05-27 01:14:27,916 - mmaction - INFO - Epoch [8][1960/3757] lr: 5.000e-04, eta: 9:49:25, time: 1.130, data_time: 0.004, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9609, loss_cls: 0.6077, loss: 0.6077, grad_norm: 5.0673 2021-05-27 01:14:49,809 - mmaction - INFO - Epoch [8][1980/3757] lr: 5.000e-04, eta: 9:48:56, time: 1.095, data_time: 0.005, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9609, loss_cls: 0.6073, loss: 0.6073, grad_norm: 5.1410 2021-05-27 01:15:12,385 - mmaction - INFO - Epoch [8][2000/3757] lr: 5.000e-04, eta: 9:48:29, time: 1.129, data_time: 0.002, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9484, loss_cls: 0.6735, loss: 0.6735, grad_norm: 5.3539 2021-05-27 01:15:34,846 - mmaction - INFO - Epoch [8][2020/3757] lr: 5.000e-04, eta: 9:48:01, time: 1.119, data_time: 0.002, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9563, loss_cls: 0.6314, loss: 0.6314, grad_norm: 5.3575 2021-05-27 01:15:57,310 - mmaction - INFO - Epoch [8][2040/3757] lr: 5.000e-04, eta: 9:47:33, time: 1.120, data_time: 0.008, memory: 17874, top1_acc: 0.8125, top5_acc: 0.9492, loss_cls: 0.6836, loss: 0.6836, grad_norm: 5.3218 2021-05-27 01:16:22,212 - mmaction - INFO - Epoch [8][2060/3757] lr: 5.000e-04, eta: 9:47:07, time: 1.248, data_time: 0.009, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9531, loss_cls: 0.6721, loss: 0.6721, grad_norm: 5.4248 2021-05-27 01:16:44,441 - mmaction - INFO - Epoch [8][2080/3757] lr: 5.000e-04, eta: 9:46:39, time: 1.116, data_time: 0.006, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9633, loss_cls: 0.5962, loss: 0.5962, grad_norm: 4.8889 2021-05-27 01:17:07,303 - mmaction - INFO - Epoch [8][2100/3757] lr: 5.000e-04, eta: 9:46:12, time: 1.142, data_time: 0.002, memory: 17874, top1_acc: 0.8102, top5_acc: 0.9531, loss_cls: 0.6544, loss: 0.6544, grad_norm: 5.1101 2021-05-27 01:17:37,205 - mmaction - INFO - Epoch [8][2120/3757] lr: 5.000e-04, eta: 9:45:51, time: 1.494, data_time: 0.004, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9602, loss_cls: 0.6232, loss: 0.6232, grad_norm: 5.2178 2021-05-27 01:18:01,637 - mmaction - INFO - Epoch [8][2140/3757] lr: 5.000e-04, eta: 9:45:25, time: 1.217, data_time: 0.003, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9648, loss_cls: 0.6132, loss: 0.6132, grad_norm: 5.0703 2021-05-27 01:18:28,703 - mmaction - INFO - Epoch [8][2160/3757] lr: 5.000e-04, eta: 9:45:02, time: 1.358, data_time: 0.008, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9578, loss_cls: 0.6285, loss: 0.6285, grad_norm: 5.4130 2021-05-27 01:18:51,104 - mmaction - INFO - Epoch [8][2180/3757] lr: 5.000e-04, eta: 9:44:34, time: 1.121, data_time: 0.007, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9570, loss_cls: 0.6177, loss: 0.6177, grad_norm: 5.2198 2021-05-27 01:19:14,066 - mmaction - INFO - Epoch [8][2200/3757] lr: 5.000e-04, eta: 9:44:07, time: 1.149, data_time: 0.002, memory: 17874, top1_acc: 0.8125, top5_acc: 0.9508, loss_cls: 0.6798, loss: 0.6798, grad_norm: 5.2688 2021-05-27 01:19:36,589 - mmaction - INFO - Epoch [8][2220/3757] lr: 5.000e-04, eta: 9:43:39, time: 1.125, data_time: 0.001, memory: 17874, top1_acc: 0.8133, top5_acc: 0.9477, loss_cls: 0.6682, loss: 0.6682, grad_norm: 5.3803 2021-05-27 01:20:02,452 - mmaction - INFO - Epoch [8][2240/3757] lr: 5.000e-04, eta: 9:43:15, time: 1.293, data_time: 0.002, memory: 17874, top1_acc: 0.8117, top5_acc: 0.9602, loss_cls: 0.7083, loss: 0.7083, grad_norm: 5.3851 2021-05-27 01:20:25,963 - mmaction - INFO - Epoch [8][2260/3757] lr: 5.000e-04, eta: 9:42:48, time: 1.173, data_time: 0.002, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9633, loss_cls: 0.6098, loss: 0.6098, grad_norm: 4.9898 2021-05-27 01:20:48,435 - mmaction - INFO - Epoch [8][2280/3757] lr: 5.000e-04, eta: 9:42:20, time: 1.126, data_time: 0.007, memory: 17874, top1_acc: 0.8156, top5_acc: 0.9508, loss_cls: 0.6631, loss: 0.6631, grad_norm: 5.3302 2021-05-27 01:21:10,301 - mmaction - INFO - Epoch [8][2300/3757] lr: 5.000e-04, eta: 9:41:52, time: 1.095, data_time: 0.003, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9594, loss_cls: 0.5877, loss: 0.5877, grad_norm: 5.0499 2021-05-27 01:21:34,845 - mmaction - INFO - Epoch [8][2320/3757] lr: 5.000e-04, eta: 9:41:26, time: 1.225, data_time: 0.004, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9578, loss_cls: 0.6056, loss: 0.6056, grad_norm: 5.2018 2021-05-27 01:21:59,124 - mmaction - INFO - Epoch [8][2340/3757] lr: 5.000e-04, eta: 9:41:00, time: 1.215, data_time: 0.004, memory: 17874, top1_acc: 0.8180, top5_acc: 0.9563, loss_cls: 0.6334, loss: 0.6334, grad_norm: 6.2549 2021-05-27 01:22:20,831 - mmaction - INFO - Epoch [8][2360/3757] lr: 5.000e-04, eta: 9:40:32, time: 1.085, data_time: 0.003, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9609, loss_cls: 0.6159, loss: 0.6159, grad_norm: 4.9538 2021-05-27 01:22:42,794 - mmaction - INFO - Epoch [8][2380/3757] lr: 5.000e-04, eta: 9:40:03, time: 1.098, data_time: 0.002, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9602, loss_cls: 0.6541, loss: 0.6541, grad_norm: 5.0274 2021-05-27 01:23:05,301 - mmaction - INFO - Epoch [8][2400/3757] lr: 5.000e-04, eta: 9:39:36, time: 1.126, data_time: 0.004, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9563, loss_cls: 0.6362, loss: 0.6362, grad_norm: 5.1025 2021-05-27 01:23:27,851 - mmaction - INFO - Epoch [8][2420/3757] lr: 5.000e-04, eta: 9:39:08, time: 1.127, data_time: 0.005, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9664, loss_cls: 0.5838, loss: 0.5838, grad_norm: 5.0125 2021-05-27 01:23:54,827 - mmaction - INFO - Epoch [8][2440/3757] lr: 5.000e-04, eta: 9:38:45, time: 1.349, data_time: 0.003, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9633, loss_cls: 0.6359, loss: 0.6359, grad_norm: 5.1888 2021-05-27 01:24:16,335 - mmaction - INFO - Epoch [8][2460/3757] lr: 5.000e-04, eta: 9:38:16, time: 1.073, data_time: 0.003, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9641, loss_cls: 0.5491, loss: 0.5491, grad_norm: 4.8484 2021-05-27 01:24:38,518 - mmaction - INFO - Epoch [8][2480/3757] lr: 5.000e-04, eta: 9:37:48, time: 1.111, data_time: 0.005, memory: 17874, top1_acc: 0.8250, top5_acc: 0.9516, loss_cls: 0.6768, loss: 0.6768, grad_norm: 5.2865 2021-05-27 01:25:00,383 - mmaction - INFO - Epoch [8][2500/3757] lr: 5.000e-04, eta: 9:37:20, time: 1.094, data_time: 0.002, memory: 17874, top1_acc: 0.8156, top5_acc: 0.9383, loss_cls: 0.7243, loss: 0.7243, grad_norm: 5.4627 2021-05-27 01:25:22,463 - mmaction - INFO - Epoch [8][2520/3757] lr: 5.000e-04, eta: 9:36:52, time: 1.104, data_time: 0.002, memory: 17874, top1_acc: 0.8172, top5_acc: 0.9523, loss_cls: 0.6556, loss: 0.6556, grad_norm: 5.2755 2021-05-27 01:25:44,667 - mmaction - INFO - Epoch [8][2540/3757] lr: 5.000e-04, eta: 9:36:24, time: 1.109, data_time: 0.002, memory: 17874, top1_acc: 0.8039, top5_acc: 0.9492, loss_cls: 0.7083, loss: 0.7083, grad_norm: 5.3629 2021-05-27 01:26:08,907 - mmaction - INFO - Epoch [8][2560/3757] lr: 5.000e-04, eta: 9:35:58, time: 1.212, data_time: 0.005, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9453, loss_cls: 0.6927, loss: 0.6927, grad_norm: 5.5070 2021-05-27 01:26:33,279 - mmaction - INFO - Epoch [8][2580/3757] lr: 5.000e-04, eta: 9:35:32, time: 1.218, data_time: 0.004, memory: 17874, top1_acc: 0.8164, top5_acc: 0.9500, loss_cls: 0.6775, loss: 0.6775, grad_norm: 5.7018 2021-05-27 01:26:55,264 - mmaction - INFO - Epoch [8][2600/3757] lr: 5.000e-04, eta: 9:35:04, time: 1.100, data_time: 0.006, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9617, loss_cls: 0.6316, loss: 0.6316, grad_norm: 5.0953 2021-05-27 01:27:17,538 - mmaction - INFO - Epoch [8][2620/3757] lr: 5.000e-04, eta: 9:34:36, time: 1.113, data_time: 0.002, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9531, loss_cls: 0.6260, loss: 0.6260, grad_norm: 5.3169 2021-05-27 01:27:39,459 - mmaction - INFO - Epoch [8][2640/3757] lr: 5.000e-04, eta: 9:34:08, time: 1.097, data_time: 0.003, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9555, loss_cls: 0.6015, loss: 0.6015, grad_norm: 5.0331 2021-05-27 01:28:04,986 - mmaction - INFO - Epoch [8][2660/3757] lr: 5.000e-04, eta: 9:33:43, time: 1.274, data_time: 0.004, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9570, loss_cls: 0.6271, loss: 0.6271, grad_norm: 4.9621 2021-05-27 01:28:26,746 - mmaction - INFO - Epoch [8][2680/3757] lr: 5.000e-04, eta: 9:33:15, time: 1.089, data_time: 0.006, memory: 17874, top1_acc: 0.8250, top5_acc: 0.9570, loss_cls: 0.6514, loss: 0.6514, grad_norm: 5.0990 2021-05-27 01:28:51,751 - mmaction - INFO - Epoch [8][2700/3757] lr: 5.000e-04, eta: 9:32:49, time: 1.248, data_time: 0.005, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9586, loss_cls: 0.6271, loss: 0.6271, grad_norm: 5.1063 2021-05-27 01:29:13,586 - mmaction - INFO - Epoch [8][2720/3757] lr: 5.000e-04, eta: 9:32:21, time: 1.094, data_time: 0.007, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9617, loss_cls: 0.5990, loss: 0.5990, grad_norm: 5.0074 2021-05-27 01:29:38,658 - mmaction - INFO - Epoch [8][2740/3757] lr: 5.000e-04, eta: 9:31:56, time: 1.252, data_time: 0.004, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9578, loss_cls: 0.6236, loss: 0.6236, grad_norm: 5.0844 2021-05-27 01:30:02,553 - mmaction - INFO - Epoch [8][2760/3757] lr: 5.000e-04, eta: 9:31:30, time: 1.197, data_time: 0.005, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9469, loss_cls: 0.6996, loss: 0.6996, grad_norm: 5.1878 2021-05-27 01:30:24,163 - mmaction - INFO - Epoch [8][2780/3757] lr: 5.000e-04, eta: 9:31:01, time: 1.080, data_time: 0.003, memory: 17874, top1_acc: 0.8219, top5_acc: 0.9523, loss_cls: 0.6432, loss: 0.6432, grad_norm: 5.2670 2021-05-27 01:30:47,046 - mmaction - INFO - Epoch [8][2800/3757] lr: 5.000e-04, eta: 9:30:34, time: 1.144, data_time: 0.003, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9492, loss_cls: 0.6613, loss: 0.6613, grad_norm: 5.1685 2021-05-27 01:31:09,835 - mmaction - INFO - Epoch [8][2820/3757] lr: 5.000e-04, eta: 9:30:07, time: 1.139, data_time: 0.002, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9570, loss_cls: 0.6217, loss: 0.6217, grad_norm: 5.1964 2021-05-27 01:31:32,883 - mmaction - INFO - Epoch [8][2840/3757] lr: 5.000e-04, eta: 9:29:40, time: 1.152, data_time: 0.002, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9500, loss_cls: 0.6849, loss: 0.6849, grad_norm: 5.4467 2021-05-27 01:31:58,437 - mmaction - INFO - Epoch [8][2860/3757] lr: 5.000e-04, eta: 9:29:15, time: 1.275, data_time: 0.006, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9555, loss_cls: 0.6469, loss: 0.6469, grad_norm: 5.4570 2021-05-27 01:32:21,274 - mmaction - INFO - Epoch [8][2880/3757] lr: 5.000e-04, eta: 9:28:48, time: 1.144, data_time: 0.007, memory: 17874, top1_acc: 0.8133, top5_acc: 0.9422, loss_cls: 0.7238, loss: 0.7238, grad_norm: 5.5377 2021-05-27 01:32:43,825 - mmaction - INFO - Epoch [8][2900/3757] lr: 5.000e-04, eta: 9:28:20, time: 1.121, data_time: 0.004, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9586, loss_cls: 0.6135, loss: 0.6135, grad_norm: 4.9104 2021-05-27 01:33:08,040 - mmaction - INFO - Epoch [8][2920/3757] lr: 5.000e-04, eta: 9:27:54, time: 1.218, data_time: 0.009, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9602, loss_cls: 0.6104, loss: 0.6104, grad_norm: 5.3022 2021-05-27 01:33:30,568 - mmaction - INFO - Epoch [8][2940/3757] lr: 5.000e-04, eta: 9:27:27, time: 1.125, data_time: 0.003, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9672, loss_cls: 0.5384, loss: 0.5384, grad_norm: 4.8137 2021-05-27 01:33:53,031 - mmaction - INFO - Epoch [8][2960/3757] lr: 5.000e-04, eta: 9:26:59, time: 1.124, data_time: 0.003, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9594, loss_cls: 0.6065, loss: 0.6065, grad_norm: 5.4777 2021-05-27 01:34:15,759 - mmaction - INFO - Epoch [8][2980/3757] lr: 5.000e-04, eta: 9:26:32, time: 1.137, data_time: 0.003, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9555, loss_cls: 0.6432, loss: 0.6432, grad_norm: 5.1609 2021-05-27 01:34:39,188 - mmaction - INFO - Epoch [8][3000/3757] lr: 5.000e-04, eta: 9:26:05, time: 1.166, data_time: 0.002, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9586, loss_cls: 0.6286, loss: 0.6286, grad_norm: 5.1617 2021-05-27 01:35:04,078 - mmaction - INFO - Epoch [8][3020/3757] lr: 5.000e-04, eta: 9:25:40, time: 1.247, data_time: 0.009, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9547, loss_cls: 0.6527, loss: 0.6527, grad_norm: 5.4475 2021-05-27 01:35:26,474 - mmaction - INFO - Epoch [8][3040/3757] lr: 5.000e-04, eta: 9:25:12, time: 1.121, data_time: 0.007, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9547, loss_cls: 0.6150, loss: 0.6150, grad_norm: 5.1929 2021-05-27 01:35:48,336 - mmaction - INFO - Epoch [8][3060/3757] lr: 5.000e-04, eta: 9:24:44, time: 1.088, data_time: 0.006, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9602, loss_cls: 0.6213, loss: 0.6213, grad_norm: 5.1053 2021-05-27 01:36:10,734 - mmaction - INFO - Epoch [8][3080/3757] lr: 5.000e-04, eta: 9:24:17, time: 1.124, data_time: 0.011, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9578, loss_cls: 0.6300, loss: 0.6300, grad_norm: 4.9452 2021-05-27 01:36:32,908 - mmaction - INFO - Epoch [8][3100/3757] lr: 5.000e-04, eta: 9:23:49, time: 1.111, data_time: 0.004, memory: 17874, top1_acc: 0.7945, top5_acc: 0.9445, loss_cls: 0.7291, loss: 0.7291, grad_norm: 5.6847 2021-05-27 01:36:55,065 - mmaction - INFO - Epoch [8][3120/3757] lr: 5.000e-04, eta: 9:23:21, time: 1.108, data_time: 0.002, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9547, loss_cls: 0.6206, loss: 0.6206, grad_norm: 4.9970 2021-05-27 01:37:20,161 - mmaction - INFO - Epoch [8][3140/3757] lr: 5.000e-04, eta: 9:22:56, time: 1.254, data_time: 0.003, memory: 17874, top1_acc: 0.8141, top5_acc: 0.9547, loss_cls: 0.6639, loss: 0.6639, grad_norm: 5.7580 2021-05-27 01:37:42,661 - mmaction - INFO - Epoch [8][3160/3757] lr: 5.000e-04, eta: 9:22:29, time: 1.125, data_time: 0.005, memory: 17874, top1_acc: 0.8172, top5_acc: 0.9492, loss_cls: 0.6577, loss: 0.6577, grad_norm: 5.2770 2021-05-27 01:38:04,675 - mmaction - INFO - Epoch [8][3180/3757] lr: 5.000e-04, eta: 9:22:01, time: 1.102, data_time: 0.003, memory: 17874, top1_acc: 0.8195, top5_acc: 0.9492, loss_cls: 0.6484, loss: 0.6484, grad_norm: 5.3583 2021-05-27 01:38:28,265 - mmaction - INFO - Epoch [8][3200/3757] lr: 5.000e-04, eta: 9:21:34, time: 1.177, data_time: 0.001, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9531, loss_cls: 0.6518, loss: 0.6518, grad_norm: 5.2693 2021-05-27 01:38:50,245 - mmaction - INFO - Epoch [8][3220/3757] lr: 5.000e-04, eta: 9:21:06, time: 1.100, data_time: 0.015, memory: 17874, top1_acc: 0.8219, top5_acc: 0.9539, loss_cls: 0.6654, loss: 0.6654, grad_norm: 5.2041 2021-05-27 01:39:16,016 - mmaction - INFO - Epoch [8][3240/3757] lr: 5.000e-04, eta: 9:20:42, time: 1.289, data_time: 0.004, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9508, loss_cls: 0.6796, loss: 0.6796, grad_norm: 5.1496 2021-05-27 01:39:38,085 - mmaction - INFO - Epoch [8][3260/3757] lr: 5.000e-04, eta: 9:20:14, time: 1.103, data_time: 0.003, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9555, loss_cls: 0.6272, loss: 0.6272, grad_norm: 5.1442 2021-05-27 01:40:00,421 - mmaction - INFO - Epoch [8][3280/3757] lr: 5.000e-04, eta: 9:19:46, time: 1.116, data_time: 0.003, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9531, loss_cls: 0.6633, loss: 0.6633, grad_norm: 5.2686 2021-05-27 01:40:22,249 - mmaction - INFO - Epoch [8][3300/3757] lr: 5.000e-04, eta: 9:19:18, time: 1.092, data_time: 0.005, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9570, loss_cls: 0.5801, loss: 0.5801, grad_norm: 4.9803 2021-05-27 01:40:44,754 - mmaction - INFO - Epoch [8][3320/3757] lr: 5.000e-04, eta: 9:18:51, time: 1.124, data_time: 0.003, memory: 17874, top1_acc: 0.8187, top5_acc: 0.9516, loss_cls: 0.6515, loss: 0.6515, grad_norm: 5.2401 2021-05-27 01:41:06,825 - mmaction - INFO - Epoch [8][3340/3757] lr: 5.000e-04, eta: 9:18:23, time: 1.106, data_time: 0.005, memory: 17874, top1_acc: 0.8156, top5_acc: 0.9563, loss_cls: 0.6400, loss: 0.6400, grad_norm: 5.3617 2021-05-27 01:41:29,447 - mmaction - INFO - Epoch [8][3360/3757] lr: 5.000e-04, eta: 9:17:56, time: 1.131, data_time: 0.005, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9531, loss_cls: 0.6298, loss: 0.6298, grad_norm: 5.2529 2021-05-27 01:41:53,217 - mmaction - INFO - Epoch [8][3380/3757] lr: 5.000e-04, eta: 9:17:30, time: 1.189, data_time: 0.003, memory: 17874, top1_acc: 0.8078, top5_acc: 0.9461, loss_cls: 0.7173, loss: 0.7173, grad_norm: 5.2757 2021-05-27 01:42:15,349 - mmaction - INFO - Epoch [8][3400/3757] lr: 5.000e-04, eta: 9:17:02, time: 1.106, data_time: 0.002, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9516, loss_cls: 0.6548, loss: 0.6548, grad_norm: 5.2321 2021-05-27 01:42:43,836 - mmaction - INFO - Epoch [8][3420/3757] lr: 5.000e-04, eta: 9:16:40, time: 1.419, data_time: 0.003, memory: 17874, top1_acc: 0.8187, top5_acc: 0.9563, loss_cls: 0.6506, loss: 0.6506, grad_norm: 5.2029 2021-05-27 01:43:06,978 - mmaction - INFO - Epoch [8][3440/3757] lr: 5.000e-04, eta: 9:16:13, time: 1.162, data_time: 0.009, memory: 17874, top1_acc: 0.8281, top5_acc: 0.9570, loss_cls: 0.6074, loss: 0.6074, grad_norm: 4.9920 2021-05-27 01:43:31,476 - mmaction - INFO - Epoch [8][3460/3757] lr: 5.000e-04, eta: 9:15:47, time: 1.225, data_time: 0.004, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9578, loss_cls: 0.6207, loss: 0.6207, grad_norm: 4.8659 2021-05-27 01:43:54,779 - mmaction - INFO - Epoch [8][3480/3757] lr: 5.000e-04, eta: 9:15:21, time: 1.164, data_time: 0.004, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9602, loss_cls: 0.6213, loss: 0.6213, grad_norm: 5.0698 2021-05-27 01:44:18,396 - mmaction - INFO - Epoch [8][3500/3757] lr: 5.000e-04, eta: 9:14:54, time: 1.172, data_time: 0.006, memory: 17874, top1_acc: 0.8078, top5_acc: 0.9531, loss_cls: 0.6710, loss: 0.6710, grad_norm: 5.2368 2021-05-27 01:44:40,256 - mmaction - INFO - Epoch [8][3520/3757] lr: 5.000e-04, eta: 9:14:26, time: 1.102, data_time: 0.016, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9586, loss_cls: 0.6455, loss: 0.6455, grad_norm: 5.3556 2021-05-27 01:45:05,821 - mmaction - INFO - Epoch [8][3540/3757] lr: 5.000e-04, eta: 9:14:02, time: 1.278, data_time: 0.005, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9531, loss_cls: 0.6181, loss: 0.6181, grad_norm: 5.2006 2021-05-27 01:45:32,713 - mmaction - INFO - Epoch [8][3560/3757] lr: 5.000e-04, eta: 9:13:38, time: 1.345, data_time: 0.005, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9594, loss_cls: 0.6259, loss: 0.6259, grad_norm: 5.1272 2021-05-27 01:45:55,819 - mmaction - INFO - Epoch [8][3580/3757] lr: 5.000e-04, eta: 9:13:12, time: 1.156, data_time: 0.002, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9648, loss_cls: 0.6036, loss: 0.6036, grad_norm: 5.1626 2021-05-27 01:46:18,771 - mmaction - INFO - Epoch [8][3600/3757] lr: 5.000e-04, eta: 9:12:44, time: 1.138, data_time: 0.001, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9555, loss_cls: 0.6354, loss: 0.6354, grad_norm: 5.1189 2021-05-27 01:46:43,728 - mmaction - INFO - Epoch [8][3620/3757] lr: 5.000e-04, eta: 9:12:19, time: 1.253, data_time: 0.012, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9469, loss_cls: 0.7202, loss: 0.7202, grad_norm: 5.3877 2021-05-27 01:47:06,225 - mmaction - INFO - Epoch [8][3640/3757] lr: 5.000e-04, eta: 9:11:52, time: 1.128, data_time: 0.011, memory: 17874, top1_acc: 0.8102, top5_acc: 0.9445, loss_cls: 0.7075, loss: 0.7075, grad_norm: 5.2152 2021-05-27 01:47:30,688 - mmaction - INFO - Epoch [8][3660/3757] lr: 5.000e-04, eta: 9:11:27, time: 1.223, data_time: 0.003, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9641, loss_cls: 0.6077, loss: 0.6077, grad_norm: 4.9970 2021-05-27 01:47:52,828 - mmaction - INFO - Epoch [8][3680/3757] lr: 5.000e-04, eta: 9:10:59, time: 1.104, data_time: 0.003, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9570, loss_cls: 0.6570, loss: 0.6570, grad_norm: 5.2280 2021-05-27 01:48:18,977 - mmaction - INFO - Epoch [8][3700/3757] lr: 5.000e-04, eta: 9:10:35, time: 1.307, data_time: 0.006, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9586, loss_cls: 0.6159, loss: 0.6159, grad_norm: 5.0552 2021-05-27 01:48:40,431 - mmaction - INFO - Epoch [8][3720/3757] lr: 5.000e-04, eta: 9:10:07, time: 1.077, data_time: 0.007, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9664, loss_cls: 0.5780, loss: 0.5780, grad_norm: 4.9999 2021-05-27 01:49:02,941 - mmaction - INFO - Epoch [8][3740/3757] lr: 5.000e-04, eta: 9:09:39, time: 1.122, data_time: 0.002, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9563, loss_cls: 0.6371, loss: 0.6371, grad_norm: 4.9718 2021-05-27 01:49:37,711 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-05-27 01:56:59,625 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 01:57:00,559 - mmaction - INFO - top1_acc 0.7651 top5_acc 0.9274 2021-05-27 01:57:00,559 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 01:57:00,636 - mmaction - INFO - mean_acc 0.7650 2021-05-27 01:57:02,925 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2021-05-27 01:57:02,925 - mmaction - INFO - Best top1_acc is 0.7651 at 8 epoch. 2021-05-27 01:57:02,948 - mmaction - INFO - Epoch(val) [8][3757] top1_acc: 0.7651, top5_acc: 0.9274, mean_class_accuracy: 0.7650 2021-05-27 02:01:30,007 - mmaction - INFO - Epoch [9][20/3757] lr: 5.000e-04, eta: 9:12:06, time: 13.352, data_time: 12.103, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9586, loss_cls: 0.6142, loss: 0.6142, grad_norm: 4.9779 2021-05-27 02:01:53,392 - mmaction - INFO - Epoch [9][40/3757] lr: 5.000e-04, eta: 9:11:39, time: 1.169, data_time: 0.002, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9625, loss_cls: 0.5726, loss: 0.5726, grad_norm: 4.7331 2021-05-27 02:02:18,810 - mmaction - INFO - Epoch [9][60/3757] lr: 5.000e-04, eta: 9:11:14, time: 1.269, data_time: 0.004, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9570, loss_cls: 0.6089, loss: 0.6089, grad_norm: 5.0844 2021-05-27 02:02:41,442 - mmaction - INFO - Epoch [9][80/3757] lr: 5.000e-04, eta: 9:10:46, time: 1.134, data_time: 0.004, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9625, loss_cls: 0.5803, loss: 0.5803, grad_norm: 4.8918 2021-05-27 02:03:03,092 - mmaction - INFO - Epoch [9][100/3757] lr: 5.000e-04, eta: 9:10:18, time: 1.083, data_time: 0.003, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9531, loss_cls: 0.6516, loss: 0.6516, grad_norm: 5.2447 2021-05-27 02:03:25,737 - mmaction - INFO - Epoch [9][120/3757] lr: 5.000e-04, eta: 9:09:51, time: 1.130, data_time: 0.002, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9664, loss_cls: 0.5878, loss: 0.5878, grad_norm: 5.1212 2021-05-27 02:03:48,278 - mmaction - INFO - Epoch [9][140/3757] lr: 5.000e-04, eta: 9:09:23, time: 1.129, data_time: 0.005, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9648, loss_cls: 0.5487, loss: 0.5487, grad_norm: 4.8439 2021-05-27 02:04:11,093 - mmaction - INFO - Epoch [9][160/3757] lr: 5.000e-04, eta: 9:08:56, time: 1.139, data_time: 0.004, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9578, loss_cls: 0.6339, loss: 0.6339, grad_norm: 5.1206 2021-05-27 02:04:33,806 - mmaction - INFO - Epoch [9][180/3757] lr: 5.000e-04, eta: 9:08:28, time: 1.137, data_time: 0.004, memory: 17874, top1_acc: 0.8250, top5_acc: 0.9539, loss_cls: 0.6559, loss: 0.6559, grad_norm: 5.2444 2021-05-27 02:04:58,646 - mmaction - INFO - Epoch [9][200/3757] lr: 5.000e-04, eta: 9:08:03, time: 1.240, data_time: 0.006, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9492, loss_cls: 0.6391, loss: 0.6391, grad_norm: 5.0515 2021-05-27 02:05:21,966 - mmaction - INFO - Epoch [9][220/3757] lr: 5.000e-04, eta: 9:07:36, time: 1.165, data_time: 0.011, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9609, loss_cls: 0.5897, loss: 0.5897, grad_norm: 5.0986 2021-05-27 02:05:44,139 - mmaction - INFO - Epoch [9][240/3757] lr: 5.000e-04, eta: 9:07:08, time: 1.112, data_time: 0.005, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9633, loss_cls: 0.5889, loss: 0.5889, grad_norm: 4.8909 2021-05-27 02:06:09,288 - mmaction - INFO - Epoch [9][260/3757] lr: 5.000e-04, eta: 9:06:43, time: 1.255, data_time: 0.004, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9594, loss_cls: 0.6137, loss: 0.6137, grad_norm: 5.2690 2021-05-27 02:06:36,088 - mmaction - INFO - Epoch [9][280/3757] lr: 5.000e-04, eta: 9:06:19, time: 1.339, data_time: 0.005, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9609, loss_cls: 0.5848, loss: 0.5848, grad_norm: 4.9615 2021-05-27 02:06:59,299 - mmaction - INFO - Epoch [9][300/3757] lr: 5.000e-04, eta: 9:05:52, time: 1.161, data_time: 0.006, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9680, loss_cls: 0.5850, loss: 0.5850, grad_norm: 5.7052 2021-05-27 02:07:23,459 - mmaction - INFO - Epoch [9][320/3757] lr: 5.000e-04, eta: 9:05:26, time: 1.207, data_time: 0.009, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9523, loss_cls: 0.6452, loss: 0.6452, grad_norm: 5.2116 2021-05-27 02:07:47,968 - mmaction - INFO - Epoch [9][340/3757] lr: 5.000e-04, eta: 9:05:00, time: 1.226, data_time: 0.008, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9484, loss_cls: 0.6559, loss: 0.6559, grad_norm: 5.2587 2021-05-27 02:08:11,836 - mmaction - INFO - Epoch [9][360/3757] lr: 5.000e-04, eta: 9:04:34, time: 1.197, data_time: 0.009, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9547, loss_cls: 0.6573, loss: 0.6573, grad_norm: 5.1913 2021-05-27 02:08:34,655 - mmaction - INFO - Epoch [9][380/3757] lr: 5.000e-04, eta: 9:04:07, time: 1.141, data_time: 0.003, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9555, loss_cls: 0.6165, loss: 0.6165, grad_norm: 5.1274 2021-05-27 02:08:56,948 - mmaction - INFO - Epoch [9][400/3757] lr: 5.000e-04, eta: 9:03:39, time: 1.115, data_time: 0.003, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9539, loss_cls: 0.6171, loss: 0.6171, grad_norm: 5.1881 2021-05-27 02:09:19,251 - mmaction - INFO - Epoch [9][420/3757] lr: 5.000e-04, eta: 9:03:12, time: 1.112, data_time: 0.001, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9492, loss_cls: 0.6112, loss: 0.6112, grad_norm: 5.1348 2021-05-27 02:09:41,781 - mmaction - INFO - Epoch [9][440/3757] lr: 5.000e-04, eta: 9:02:44, time: 1.129, data_time: 0.005, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9500, loss_cls: 0.6461, loss: 0.6461, grad_norm: 5.3136 2021-05-27 02:10:03,815 - mmaction - INFO - Epoch [9][460/3757] lr: 5.000e-04, eta: 9:02:16, time: 1.102, data_time: 0.003, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9563, loss_cls: 0.6365, loss: 0.6365, grad_norm: 5.2412 2021-05-27 02:10:28,448 - mmaction - INFO - Epoch [9][480/3757] lr: 5.000e-04, eta: 9:01:51, time: 1.231, data_time: 0.002, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9680, loss_cls: 0.5717, loss: 0.5717, grad_norm: 5.0068 2021-05-27 02:10:53,807 - mmaction - INFO - Epoch [9][500/3757] lr: 5.000e-04, eta: 9:01:26, time: 1.268, data_time: 0.005, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9680, loss_cls: 0.5721, loss: 0.5721, grad_norm: 4.8645 2021-05-27 02:11:17,963 - mmaction - INFO - Epoch [9][520/3757] lr: 5.000e-04, eta: 9:00:59, time: 1.202, data_time: 0.003, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9539, loss_cls: 0.6190, loss: 0.6190, grad_norm: 5.1177 2021-05-27 02:11:43,435 - mmaction - INFO - Epoch [9][540/3757] lr: 5.000e-04, eta: 9:00:35, time: 1.277, data_time: 0.009, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9656, loss_cls: 0.5843, loss: 0.5843, grad_norm: 5.2297 2021-05-27 02:12:05,506 - mmaction - INFO - Epoch [9][560/3757] lr: 5.000e-04, eta: 9:00:07, time: 1.107, data_time: 0.006, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9609, loss_cls: 0.6159, loss: 0.6159, grad_norm: 5.1501 2021-05-27 02:12:27,310 - mmaction - INFO - Epoch [9][580/3757] lr: 5.000e-04, eta: 8:59:39, time: 1.089, data_time: 0.003, memory: 17874, top1_acc: 0.8172, top5_acc: 0.9508, loss_cls: 0.6680, loss: 0.6680, grad_norm: 5.4991 2021-05-27 02:12:51,640 - mmaction - INFO - Epoch [9][600/3757] lr: 5.000e-04, eta: 8:59:13, time: 1.218, data_time: 0.005, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9531, loss_cls: 0.6100, loss: 0.6100, grad_norm: 5.1553 2021-05-27 02:13:18,316 - mmaction - INFO - Epoch [9][620/3757] lr: 5.000e-04, eta: 8:58:49, time: 1.331, data_time: 0.003, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9523, loss_cls: 0.6099, loss: 0.6099, grad_norm: 4.9042 2021-05-27 02:13:40,938 - mmaction - INFO - Epoch [9][640/3757] lr: 5.000e-04, eta: 8:58:22, time: 1.130, data_time: 0.006, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9531, loss_cls: 0.6539, loss: 0.6539, grad_norm: 5.3075 2021-05-27 02:14:05,123 - mmaction - INFO - Epoch [9][660/3757] lr: 5.000e-04, eta: 8:57:56, time: 1.214, data_time: 0.007, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9609, loss_cls: 0.6375, loss: 0.6375, grad_norm: 5.3318 2021-05-27 02:14:29,577 - mmaction - INFO - Epoch [9][680/3757] lr: 5.000e-04, eta: 8:57:30, time: 1.219, data_time: 0.004, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9516, loss_cls: 0.6893, loss: 0.6893, grad_norm: 5.3801 2021-05-27 02:14:51,990 - mmaction - INFO - Epoch [9][700/3757] lr: 5.000e-04, eta: 8:57:02, time: 1.117, data_time: 0.011, memory: 17874, top1_acc: 0.8219, top5_acc: 0.9586, loss_cls: 0.6063, loss: 0.6063, grad_norm: 5.1194 2021-05-27 02:15:15,626 - mmaction - INFO - Epoch [9][720/3757] lr: 5.000e-04, eta: 8:56:36, time: 1.190, data_time: 0.012, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9602, loss_cls: 0.5949, loss: 0.5949, grad_norm: 5.2896 2021-05-27 02:15:39,406 - mmaction - INFO - Epoch [9][740/3757] lr: 5.000e-04, eta: 8:56:10, time: 1.187, data_time: 0.003, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9516, loss_cls: 0.6395, loss: 0.6395, grad_norm: 5.6783 2021-05-27 02:16:01,905 - mmaction - INFO - Epoch [9][760/3757] lr: 5.000e-04, eta: 8:55:42, time: 1.127, data_time: 0.004, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9609, loss_cls: 0.6338, loss: 0.6338, grad_norm: 5.2031 2021-05-27 02:16:24,158 - mmaction - INFO - Epoch [9][780/3757] lr: 5.000e-04, eta: 8:55:15, time: 1.113, data_time: 0.002, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9625, loss_cls: 0.5849, loss: 0.5849, grad_norm: 5.0544 2021-05-27 02:16:46,887 - mmaction - INFO - Epoch [9][800/3757] lr: 5.000e-04, eta: 8:54:48, time: 1.136, data_time: 0.002, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9555, loss_cls: 0.6370, loss: 0.6370, grad_norm: 5.2931 2021-05-27 02:17:10,216 - mmaction - INFO - Epoch [9][820/3757] lr: 5.000e-04, eta: 8:54:21, time: 1.163, data_time: 0.004, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9523, loss_cls: 0.6733, loss: 0.6733, grad_norm: 5.6286 2021-05-27 02:17:32,447 - mmaction - INFO - Epoch [9][840/3757] lr: 5.000e-04, eta: 8:53:53, time: 1.114, data_time: 0.007, memory: 17874, top1_acc: 0.8555, top5_acc: 0.9594, loss_cls: 0.5734, loss: 0.5734, grad_norm: 5.0251 2021-05-27 02:17:55,098 - mmaction - INFO - Epoch [9][860/3757] lr: 5.000e-04, eta: 8:53:26, time: 1.133, data_time: 0.003, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9563, loss_cls: 0.6384, loss: 0.6384, grad_norm: 5.0658 2021-05-27 02:18:22,024 - mmaction - INFO - Epoch [9][880/3757] lr: 5.000e-04, eta: 8:53:02, time: 1.346, data_time: 0.002, memory: 17874, top1_acc: 0.8187, top5_acc: 0.9500, loss_cls: 0.6747, loss: 0.6747, grad_norm: 5.6036 2021-05-27 02:18:44,176 - mmaction - INFO - Epoch [9][900/3757] lr: 5.000e-04, eta: 8:52:35, time: 1.108, data_time: 0.003, memory: 17874, top1_acc: 0.8180, top5_acc: 0.9523, loss_cls: 0.6435, loss: 0.6435, grad_norm: 5.2196 2021-05-27 02:19:06,872 - mmaction - INFO - Epoch [9][920/3757] lr: 5.000e-04, eta: 8:52:07, time: 1.132, data_time: 0.003, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9563, loss_cls: 0.6093, loss: 0.6093, grad_norm: 5.3933 2021-05-27 02:19:29,557 - mmaction - INFO - Epoch [9][940/3757] lr: 5.000e-04, eta: 8:51:40, time: 1.131, data_time: 0.005, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9570, loss_cls: 0.6487, loss: 0.6487, grad_norm: 5.5684 2021-05-27 02:19:51,959 - mmaction - INFO - Epoch [9][960/3757] lr: 5.000e-04, eta: 8:51:13, time: 1.126, data_time: 0.012, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9594, loss_cls: 0.6153, loss: 0.6153, grad_norm: 5.0316 2021-05-27 02:20:15,186 - mmaction - INFO - Epoch [9][980/3757] lr: 5.000e-04, eta: 8:50:46, time: 1.140, data_time: 0.002, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9727, loss_cls: 0.5793, loss: 0.5793, grad_norm: 5.0430 2021-05-27 02:20:39,147 - mmaction - INFO - Epoch [9][1000/3757] lr: 5.000e-04, eta: 8:50:20, time: 1.218, data_time: 0.023, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9570, loss_cls: 0.6330, loss: 0.6330, grad_norm: 5.6084 2021-05-27 02:21:00,575 - mmaction - INFO - Epoch [9][1020/3757] lr: 5.000e-04, eta: 8:49:52, time: 1.073, data_time: 0.008, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9531, loss_cls: 0.6425, loss: 0.6425, grad_norm: 5.2886 2021-05-27 02:21:22,635 - mmaction - INFO - Epoch [9][1040/3757] lr: 5.000e-04, eta: 8:49:24, time: 1.102, data_time: 0.003, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9578, loss_cls: 0.6163, loss: 0.6163, grad_norm: 5.2321 2021-05-27 02:21:48,028 - mmaction - INFO - Epoch [9][1060/3757] lr: 5.000e-04, eta: 8:48:59, time: 1.270, data_time: 0.005, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9664, loss_cls: 0.5698, loss: 0.5698, grad_norm: 5.0491 2021-05-27 02:22:09,945 - mmaction - INFO - Epoch [9][1080/3757] lr: 5.000e-04, eta: 8:48:31, time: 1.096, data_time: 0.004, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9664, loss_cls: 0.5863, loss: 0.5863, grad_norm: 5.1779 2021-05-27 02:22:32,748 - mmaction - INFO - Epoch [9][1100/3757] lr: 5.000e-04, eta: 8:48:04, time: 1.141, data_time: 0.003, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9563, loss_cls: 0.6196, loss: 0.6196, grad_norm: 5.0703 2021-05-27 02:22:55,228 - mmaction - INFO - Epoch [9][1120/3757] lr: 5.000e-04, eta: 8:47:37, time: 1.123, data_time: 0.002, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9563, loss_cls: 0.6014, loss: 0.6014, grad_norm: 5.1821 2021-05-27 02:23:17,605 - mmaction - INFO - Epoch [9][1140/3757] lr: 5.000e-04, eta: 8:47:10, time: 1.118, data_time: 0.003, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9617, loss_cls: 0.5724, loss: 0.5724, grad_norm: 4.8833 2021-05-27 02:23:39,473 - mmaction - INFO - Epoch [9][1160/3757] lr: 5.000e-04, eta: 8:46:42, time: 1.094, data_time: 0.003, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9672, loss_cls: 0.5671, loss: 0.5671, grad_norm: 4.9908 2021-05-27 02:24:02,382 - mmaction - INFO - Epoch [9][1180/3757] lr: 5.000e-04, eta: 8:46:15, time: 1.145, data_time: 0.002, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9555, loss_cls: 0.6339, loss: 0.6339, grad_norm: 5.3152 2021-05-27 02:24:24,609 - mmaction - INFO - Epoch [9][1200/3757] lr: 5.000e-04, eta: 8:45:47, time: 1.112, data_time: 0.003, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9609, loss_cls: 0.5906, loss: 0.5906, grad_norm: 5.0174 2021-05-27 02:24:46,923 - mmaction - INFO - Epoch [9][1220/3757] lr: 5.000e-04, eta: 8:45:20, time: 1.116, data_time: 0.003, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9609, loss_cls: 0.5934, loss: 0.5934, grad_norm: 4.9690 2021-05-27 02:25:08,733 - mmaction - INFO - Epoch [9][1240/3757] lr: 5.000e-04, eta: 8:44:52, time: 1.088, data_time: 0.002, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9578, loss_cls: 0.6036, loss: 0.6036, grad_norm: 4.9343 2021-05-27 02:25:30,496 - mmaction - INFO - Epoch [9][1260/3757] lr: 5.000e-04, eta: 8:44:24, time: 1.090, data_time: 0.004, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9570, loss_cls: 0.6042, loss: 0.6042, grad_norm: 5.1932 2021-05-27 02:25:56,123 - mmaction - INFO - Epoch [9][1280/3757] lr: 5.000e-04, eta: 8:44:00, time: 1.276, data_time: 0.005, memory: 17874, top1_acc: 0.8180, top5_acc: 0.9437, loss_cls: 0.6716, loss: 0.6716, grad_norm: 5.3206 2021-05-27 02:26:19,277 - mmaction - INFO - Epoch [9][1300/3757] lr: 5.000e-04, eta: 8:43:33, time: 1.163, data_time: 0.011, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9555, loss_cls: 0.6619, loss: 0.6619, grad_norm: 5.0673 2021-05-27 02:26:46,722 - mmaction - INFO - Epoch [9][1320/3757] lr: 5.000e-04, eta: 8:43:09, time: 1.358, data_time: 0.003, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9602, loss_cls: 0.5849, loss: 0.5849, grad_norm: 4.8378 2021-05-27 02:27:10,664 - mmaction - INFO - Epoch [9][1340/3757] lr: 5.000e-04, eta: 8:42:44, time: 1.211, data_time: 0.021, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9539, loss_cls: 0.5889, loss: 0.5889, grad_norm: 5.1521 2021-05-27 02:27:32,869 - mmaction - INFO - Epoch [9][1360/3757] lr: 5.000e-04, eta: 8:42:16, time: 1.110, data_time: 0.002, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9578, loss_cls: 0.6120, loss: 0.6120, grad_norm: 5.3122 2021-05-27 02:27:55,213 - mmaction - INFO - Epoch [9][1380/3757] lr: 5.000e-04, eta: 8:41:49, time: 1.116, data_time: 0.003, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9445, loss_cls: 0.6662, loss: 0.6662, grad_norm: 5.3539 2021-05-27 02:28:20,238 - mmaction - INFO - Epoch [9][1400/3757] lr: 5.000e-04, eta: 8:41:24, time: 1.250, data_time: 0.005, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9492, loss_cls: 0.6253, loss: 0.6253, grad_norm: 5.8751 2021-05-27 02:28:42,228 - mmaction - INFO - Epoch [9][1420/3757] lr: 5.000e-04, eta: 8:40:56, time: 1.100, data_time: 0.006, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9516, loss_cls: 0.6144, loss: 0.6144, grad_norm: 5.1703 2021-05-27 02:29:03,991 - mmaction - INFO - Epoch [9][1440/3757] lr: 5.000e-04, eta: 8:40:28, time: 1.090, data_time: 0.004, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9586, loss_cls: 0.5767, loss: 0.5767, grad_norm: 5.2743 2021-05-27 02:29:26,124 - mmaction - INFO - Epoch [9][1460/3757] lr: 5.000e-04, eta: 8:40:01, time: 1.107, data_time: 0.004, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9539, loss_cls: 0.6116, loss: 0.6116, grad_norm: 5.2833 2021-05-27 02:29:52,312 - mmaction - INFO - Epoch [9][1480/3757] lr: 5.000e-04, eta: 8:39:36, time: 1.306, data_time: 0.002, memory: 17874, top1_acc: 0.8281, top5_acc: 0.9500, loss_cls: 0.6474, loss: 0.6474, grad_norm: 5.3410 2021-05-27 02:30:16,477 - mmaction - INFO - Epoch [9][1500/3757] lr: 5.000e-04, eta: 8:39:11, time: 1.212, data_time: 0.005, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9648, loss_cls: 0.5997, loss: 0.5997, grad_norm: 5.3435 2021-05-27 02:30:39,780 - mmaction - INFO - Epoch [9][1520/3757] lr: 5.000e-04, eta: 8:38:44, time: 1.162, data_time: 0.002, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9508, loss_cls: 0.6244, loss: 0.6244, grad_norm: 5.1833 2021-05-27 02:31:02,899 - mmaction - INFO - Epoch [9][1540/3757] lr: 5.000e-04, eta: 8:38:17, time: 1.159, data_time: 0.014, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9531, loss_cls: 0.6157, loss: 0.6157, grad_norm: 5.3291 2021-05-27 02:31:27,300 - mmaction - INFO - Epoch [9][1560/3757] lr: 5.000e-04, eta: 8:37:52, time: 1.220, data_time: 0.003, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9492, loss_cls: 0.6449, loss: 0.6449, grad_norm: 5.2365 2021-05-27 02:31:49,888 - mmaction - INFO - Epoch [9][1580/3757] lr: 5.000e-04, eta: 8:37:25, time: 1.129, data_time: 0.004, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9695, loss_cls: 0.5469, loss: 0.5469, grad_norm: 4.9240 2021-05-27 02:32:16,685 - mmaction - INFO - Epoch [9][1600/3757] lr: 5.000e-04, eta: 8:37:01, time: 1.337, data_time: 0.004, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9648, loss_cls: 0.5869, loss: 0.5869, grad_norm: 5.1250 2021-05-27 02:32:39,290 - mmaction - INFO - Epoch [9][1620/3757] lr: 5.000e-04, eta: 8:36:34, time: 1.133, data_time: 0.007, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9578, loss_cls: 0.6140, loss: 0.6140, grad_norm: 5.0798 2021-05-27 02:33:01,126 - mmaction - INFO - Epoch [9][1640/3757] lr: 5.000e-04, eta: 8:36:06, time: 1.092, data_time: 0.003, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9563, loss_cls: 0.6163, loss: 0.6163, grad_norm: 5.3626 2021-05-27 02:33:23,761 - mmaction - INFO - Epoch [9][1660/3757] lr: 5.000e-04, eta: 8:35:39, time: 1.132, data_time: 0.003, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9539, loss_cls: 0.6017, loss: 0.6017, grad_norm: 4.8680 2021-05-27 02:33:46,720 - mmaction - INFO - Epoch [9][1680/3757] lr: 5.000e-04, eta: 8:35:12, time: 1.149, data_time: 0.003, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9508, loss_cls: 0.6627, loss: 0.6627, grad_norm: 5.4820 2021-05-27 02:34:09,185 - mmaction - INFO - Epoch [9][1700/3757] lr: 5.000e-04, eta: 8:34:45, time: 1.122, data_time: 0.002, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9609, loss_cls: 0.5983, loss: 0.5983, grad_norm: 5.0087 2021-05-27 02:34:35,567 - mmaction - INFO - Epoch [9][1720/3757] lr: 5.000e-04, eta: 8:34:21, time: 1.320, data_time: 0.004, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9688, loss_cls: 0.6001, loss: 0.6001, grad_norm: 5.1246 2021-05-27 02:34:58,898 - mmaction - INFO - Epoch [9][1740/3757] lr: 5.000e-04, eta: 8:33:54, time: 1.165, data_time: 0.002, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9539, loss_cls: 0.6380, loss: 0.6380, grad_norm: 5.3240 2021-05-27 02:35:22,770 - mmaction - INFO - Epoch [9][1760/3757] lr: 5.000e-04, eta: 8:33:28, time: 1.194, data_time: 0.004, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9602, loss_cls: 0.6092, loss: 0.6092, grad_norm: 5.1863 2021-05-27 02:35:45,603 - mmaction - INFO - Epoch [9][1780/3757] lr: 5.000e-04, eta: 8:33:01, time: 1.142, data_time: 0.006, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9555, loss_cls: 0.5890, loss: 0.5890, grad_norm: 5.0275 2021-05-27 02:36:07,943 - mmaction - INFO - Epoch [9][1800/3757] lr: 5.000e-04, eta: 8:32:34, time: 1.117, data_time: 0.005, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9570, loss_cls: 0.5664, loss: 0.5664, grad_norm: 4.7839 2021-05-27 02:36:29,887 - mmaction - INFO - Epoch [9][1820/3757] lr: 5.000e-04, eta: 8:32:07, time: 1.097, data_time: 0.003, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9586, loss_cls: 0.5956, loss: 0.5956, grad_norm: 5.2480 2021-05-27 02:36:52,987 - mmaction - INFO - Epoch [9][1840/3757] lr: 5.000e-04, eta: 8:31:40, time: 1.156, data_time: 0.003, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9563, loss_cls: 0.6084, loss: 0.6084, grad_norm: 5.2057 2021-05-27 02:37:15,095 - mmaction - INFO - Epoch [9][1860/3757] lr: 5.000e-04, eta: 8:31:13, time: 1.105, data_time: 0.002, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9586, loss_cls: 0.5933, loss: 0.5933, grad_norm: 4.9753 2021-05-27 02:37:39,496 - mmaction - INFO - Epoch [9][1880/3757] lr: 5.000e-04, eta: 8:30:47, time: 1.219, data_time: 0.006, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9594, loss_cls: 0.6383, loss: 0.6383, grad_norm: 5.2243 2021-05-27 02:38:03,759 - mmaction - INFO - Epoch [9][1900/3757] lr: 5.000e-04, eta: 8:30:21, time: 1.215, data_time: 0.004, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9617, loss_cls: 0.6162, loss: 0.6162, grad_norm: 5.2347 2021-05-27 02:38:27,697 - mmaction - INFO - Epoch [9][1920/3757] lr: 5.000e-04, eta: 8:29:55, time: 1.196, data_time: 0.002, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9586, loss_cls: 0.6046, loss: 0.6046, grad_norm: 5.3608 2021-05-27 02:38:49,785 - mmaction - INFO - Epoch [9][1940/3757] lr: 5.000e-04, eta: 8:29:28, time: 1.104, data_time: 0.004, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9617, loss_cls: 0.5602, loss: 0.5602, grad_norm: 4.9913 2021-05-27 02:39:14,352 - mmaction - INFO - Epoch [9][1960/3757] lr: 5.000e-04, eta: 8:29:02, time: 1.229, data_time: 0.003, memory: 17874, top1_acc: 0.8070, top5_acc: 0.9445, loss_cls: 0.7008, loss: 0.7008, grad_norm: 5.4462 2021-05-27 02:39:37,213 - mmaction - INFO - Epoch [9][1980/3757] lr: 5.000e-04, eta: 8:28:36, time: 1.143, data_time: 0.003, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9680, loss_cls: 0.5434, loss: 0.5434, grad_norm: 4.9057 2021-05-27 02:39:59,510 - mmaction - INFO - Epoch [9][2000/3757] lr: 5.000e-04, eta: 8:28:08, time: 1.113, data_time: 0.002, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9563, loss_cls: 0.6327, loss: 0.6327, grad_norm: 5.5244 2021-05-27 02:40:21,856 - mmaction - INFO - Epoch [9][2020/3757] lr: 5.000e-04, eta: 8:27:41, time: 1.118, data_time: 0.005, memory: 17874, top1_acc: 0.8109, top5_acc: 0.9461, loss_cls: 0.6830, loss: 0.6830, grad_norm: 5.4970 2021-05-27 02:40:44,213 - mmaction - INFO - Epoch [9][2040/3757] lr: 5.000e-04, eta: 8:27:14, time: 1.119, data_time: 0.004, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9594, loss_cls: 0.6053, loss: 0.6053, grad_norm: 5.1157 2021-05-27 02:41:08,803 - mmaction - INFO - Epoch [9][2060/3757] lr: 5.000e-04, eta: 8:26:48, time: 1.221, data_time: 0.003, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9617, loss_cls: 0.5763, loss: 0.5763, grad_norm: 4.9774 2021-05-27 02:41:34,229 - mmaction - INFO - Epoch [9][2080/3757] lr: 5.000e-04, eta: 8:26:24, time: 1.279, data_time: 0.012, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9539, loss_cls: 0.6309, loss: 0.6309, grad_norm: 5.2363 2021-05-27 02:41:57,682 - mmaction - INFO - Epoch [9][2100/3757] lr: 5.000e-04, eta: 8:25:57, time: 1.172, data_time: 0.003, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9484, loss_cls: 0.6248, loss: 0.6248, grad_norm: 5.3857 2021-05-27 02:42:20,633 - mmaction - INFO - Epoch [9][2120/3757] lr: 5.000e-04, eta: 8:25:31, time: 1.148, data_time: 0.003, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9539, loss_cls: 0.5922, loss: 0.5922, grad_norm: 5.0743 2021-05-27 02:42:44,694 - mmaction - INFO - Epoch [9][2140/3757] lr: 5.000e-04, eta: 8:25:05, time: 1.204, data_time: 0.003, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9523, loss_cls: 0.6300, loss: 0.6300, grad_norm: 5.2496 2021-05-27 02:43:06,811 - mmaction - INFO - Epoch [9][2160/3757] lr: 5.000e-04, eta: 8:24:37, time: 1.103, data_time: 0.003, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9555, loss_cls: 0.6431, loss: 0.6431, grad_norm: 5.3511 2021-05-27 02:43:28,790 - mmaction - INFO - Epoch [9][2180/3757] lr: 5.000e-04, eta: 8:24:10, time: 1.103, data_time: 0.006, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9672, loss_cls: 0.5400, loss: 0.5400, grad_norm: 4.8577 2021-05-27 02:43:51,438 - mmaction - INFO - Epoch [9][2200/3757] lr: 5.000e-04, eta: 8:23:43, time: 1.132, data_time: 0.002, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9516, loss_cls: 0.6465, loss: 0.6465, grad_norm: 5.8554 2021-05-27 02:44:15,875 - mmaction - INFO - Epoch [9][2220/3757] lr: 5.000e-04, eta: 8:23:18, time: 1.219, data_time: 0.003, memory: 17874, top1_acc: 0.8109, top5_acc: 0.9422, loss_cls: 0.7102, loss: 0.7102, grad_norm: 5.2558 2021-05-27 02:44:37,991 - mmaction - INFO - Epoch [9][2240/3757] lr: 5.000e-04, eta: 8:22:50, time: 1.107, data_time: 0.005, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9570, loss_cls: 0.6050, loss: 0.6050, grad_norm: 5.0539 2021-05-27 02:45:00,248 - mmaction - INFO - Epoch [9][2260/3757] lr: 5.000e-04, eta: 8:22:23, time: 1.113, data_time: 0.003, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9602, loss_cls: 0.6280, loss: 0.6280, grad_norm: 5.5124 2021-05-27 02:45:22,752 - mmaction - INFO - Epoch [9][2280/3757] lr: 5.000e-04, eta: 8:21:56, time: 1.126, data_time: 0.003, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9578, loss_cls: 0.6103, loss: 0.6103, grad_norm: 5.1470 2021-05-27 02:45:45,413 - mmaction - INFO - Epoch [9][2300/3757] lr: 5.000e-04, eta: 8:21:29, time: 1.129, data_time: 0.003, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9500, loss_cls: 0.6574, loss: 0.6574, grad_norm: 5.1510 2021-05-27 02:46:08,932 - mmaction - INFO - Epoch [9][2320/3757] lr: 5.000e-04, eta: 8:21:03, time: 1.178, data_time: 0.006, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9555, loss_cls: 0.6265, loss: 0.6265, grad_norm: 5.1361 2021-05-27 02:46:30,718 - mmaction - INFO - Epoch [9][2340/3757] lr: 5.000e-04, eta: 8:20:36, time: 1.091, data_time: 0.005, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9602, loss_cls: 0.6132, loss: 0.6132, grad_norm: 5.3449 2021-05-27 02:46:53,174 - mmaction - INFO - Epoch [9][2360/3757] lr: 5.000e-04, eta: 8:20:09, time: 1.123, data_time: 0.003, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9688, loss_cls: 0.5743, loss: 0.5743, grad_norm: 4.8557 2021-05-27 02:47:15,899 - mmaction - INFO - Epoch [9][2380/3757] lr: 5.000e-04, eta: 8:19:42, time: 1.136, data_time: 0.003, memory: 17874, top1_acc: 0.8281, top5_acc: 0.9602, loss_cls: 0.6140, loss: 0.6140, grad_norm: 5.3773 2021-05-27 02:47:38,035 - mmaction - INFO - Epoch [9][2400/3757] lr: 5.000e-04, eta: 8:19:14, time: 1.102, data_time: 0.002, memory: 17874, top1_acc: 0.8180, top5_acc: 0.9516, loss_cls: 0.6875, loss: 0.6875, grad_norm: 5.3811 2021-05-27 02:47:59,587 - mmaction - INFO - Epoch [9][2420/3757] lr: 5.000e-04, eta: 8:18:47, time: 1.083, data_time: 0.007, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9625, loss_cls: 0.5953, loss: 0.5953, grad_norm: 5.0433 2021-05-27 02:48:23,296 - mmaction - INFO - Epoch [9][2440/3757] lr: 5.000e-04, eta: 8:18:21, time: 1.184, data_time: 0.001, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9633, loss_cls: 0.5930, loss: 0.5930, grad_norm: 5.2606 2021-05-27 02:48:47,174 - mmaction - INFO - Epoch [9][2460/3757] lr: 5.000e-04, eta: 8:17:55, time: 1.192, data_time: 0.003, memory: 17874, top1_acc: 0.8047, top5_acc: 0.9484, loss_cls: 0.7068, loss: 0.7068, grad_norm: 5.5481 2021-05-27 02:49:13,952 - mmaction - INFO - Epoch [9][2480/3757] lr: 5.000e-04, eta: 8:17:31, time: 1.340, data_time: 0.005, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9523, loss_cls: 0.6763, loss: 0.6763, grad_norm: 5.4430 2021-05-27 02:49:41,009 - mmaction - INFO - Epoch [9][2500/3757] lr: 5.000e-04, eta: 8:17:07, time: 1.351, data_time: 0.003, memory: 17874, top1_acc: 0.8133, top5_acc: 0.9539, loss_cls: 0.6722, loss: 0.6722, grad_norm: 5.4158 2021-05-27 02:50:03,518 - mmaction - INFO - Epoch [9][2520/3757] lr: 5.000e-04, eta: 8:16:41, time: 1.129, data_time: 0.007, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9555, loss_cls: 0.6227, loss: 0.6227, grad_norm: 5.1878 2021-05-27 02:50:26,069 - mmaction - INFO - Epoch [9][2540/3757] lr: 5.000e-04, eta: 8:16:14, time: 1.128, data_time: 0.003, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9680, loss_cls: 0.5812, loss: 0.5812, grad_norm: 5.0669 2021-05-27 02:50:49,226 - mmaction - INFO - Epoch [9][2560/3757] lr: 5.000e-04, eta: 8:15:47, time: 1.156, data_time: 0.003, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9703, loss_cls: 0.5671, loss: 0.5671, grad_norm: 6.4710 2021-05-27 02:51:13,391 - mmaction - INFO - Epoch [9][2580/3757] lr: 5.000e-04, eta: 8:15:21, time: 1.206, data_time: 0.004, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9602, loss_cls: 0.5860, loss: 0.5860, grad_norm: 4.9727 2021-05-27 02:51:37,405 - mmaction - INFO - Epoch [9][2600/3757] lr: 5.000e-04, eta: 8:14:56, time: 1.204, data_time: 0.005, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9594, loss_cls: 0.5987, loss: 0.5987, grad_norm: 4.9760 2021-05-27 02:51:59,449 - mmaction - INFO - Epoch [9][2620/3757] lr: 5.000e-04, eta: 8:14:28, time: 1.102, data_time: 0.001, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9625, loss_cls: 0.6024, loss: 0.6024, grad_norm: 5.0639 2021-05-27 02:52:22,033 - mmaction - INFO - Epoch [9][2640/3757] lr: 5.000e-04, eta: 8:14:02, time: 1.130, data_time: 0.002, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9586, loss_cls: 0.5851, loss: 0.5851, grad_norm: 4.9215 2021-05-27 02:52:51,510 - mmaction - INFO - Epoch [9][2660/3757] lr: 5.000e-04, eta: 8:13:40, time: 1.464, data_time: 0.003, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9578, loss_cls: 0.6202, loss: 0.6202, grad_norm: 5.2781 2021-05-27 02:53:13,312 - mmaction - INFO - Epoch [9][2680/3757] lr: 5.000e-04, eta: 8:13:12, time: 1.099, data_time: 0.011, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9563, loss_cls: 0.6223, loss: 0.6223, grad_norm: 5.1219 2021-05-27 02:53:36,042 - mmaction - INFO - Epoch [9][2700/3757] lr: 5.000e-04, eta: 8:12:46, time: 1.136, data_time: 0.005, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9469, loss_cls: 0.6693, loss: 0.6693, grad_norm: 5.5047 2021-05-27 02:53:58,808 - mmaction - INFO - Epoch [9][2720/3757] lr: 5.000e-04, eta: 8:12:19, time: 1.136, data_time: 0.003, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9547, loss_cls: 0.5959, loss: 0.5959, grad_norm: 5.1916 2021-05-27 02:54:25,729 - mmaction - INFO - Epoch [9][2740/3757] lr: 5.000e-04, eta: 8:11:55, time: 1.346, data_time: 0.010, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9688, loss_cls: 0.5799, loss: 0.5799, grad_norm: 5.2312 2021-05-27 02:54:49,933 - mmaction - INFO - Epoch [9][2760/3757] lr: 5.000e-04, eta: 8:11:29, time: 1.209, data_time: 0.007, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9641, loss_cls: 0.5938, loss: 0.5938, grad_norm: 5.1043 2021-05-27 02:55:14,529 - mmaction - INFO - Epoch [9][2780/3757] lr: 5.000e-04, eta: 8:11:04, time: 1.224, data_time: 0.009, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9578, loss_cls: 0.6120, loss: 0.6120, grad_norm: 5.1565 2021-05-27 02:55:36,887 - mmaction - INFO - Epoch [9][2800/3757] lr: 5.000e-04, eta: 8:10:37, time: 1.126, data_time: 0.014, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9594, loss_cls: 0.6228, loss: 0.6228, grad_norm: 5.1935 2021-05-27 02:55:59,525 - mmaction - INFO - Epoch [9][2820/3757] lr: 5.000e-04, eta: 8:10:10, time: 1.133, data_time: 0.003, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9555, loss_cls: 0.6285, loss: 0.6285, grad_norm: 5.1844 2021-05-27 02:56:21,527 - mmaction - INFO - Epoch [9][2840/3757] lr: 5.000e-04, eta: 8:09:43, time: 1.100, data_time: 0.005, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9570, loss_cls: 0.5725, loss: 0.5725, grad_norm: 4.8278 2021-05-27 02:56:46,639 - mmaction - INFO - Epoch [9][2860/3757] lr: 5.000e-04, eta: 8:09:18, time: 1.255, data_time: 0.002, memory: 17874, top1_acc: 0.8250, top5_acc: 0.9531, loss_cls: 0.6506, loss: 0.6506, grad_norm: 5.3934 2021-05-27 02:57:15,660 - mmaction - INFO - Epoch [9][2880/3757] lr: 5.000e-04, eta: 8:08:56, time: 1.450, data_time: 0.003, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9586, loss_cls: 0.6272, loss: 0.6272, grad_norm: 5.4913 2021-05-27 02:57:38,950 - mmaction - INFO - Epoch [9][2900/3757] lr: 5.000e-04, eta: 8:08:30, time: 1.166, data_time: 0.004, memory: 17874, top1_acc: 0.8164, top5_acc: 0.9617, loss_cls: 0.6456, loss: 0.6456, grad_norm: 5.3665 2021-05-27 02:58:01,389 - mmaction - INFO - Epoch [9][2920/3757] lr: 5.000e-04, eta: 8:08:03, time: 1.121, data_time: 0.002, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9586, loss_cls: 0.5930, loss: 0.5930, grad_norm: 5.0123 2021-05-27 02:58:24,816 - mmaction - INFO - Epoch [9][2940/3757] lr: 5.000e-04, eta: 8:07:36, time: 1.168, data_time: 0.002, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9570, loss_cls: 0.5875, loss: 0.5875, grad_norm: 4.9531 2021-05-27 02:58:48,030 - mmaction - INFO - Epoch [9][2960/3757] lr: 5.000e-04, eta: 8:07:10, time: 1.160, data_time: 0.008, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9453, loss_cls: 0.6664, loss: 0.6664, grad_norm: 5.5697 2021-05-27 02:59:11,966 - mmaction - INFO - Epoch [9][2980/3757] lr: 5.000e-04, eta: 8:06:44, time: 1.196, data_time: 0.006, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9648, loss_cls: 0.5976, loss: 0.5976, grad_norm: 5.2028 2021-05-27 02:59:39,288 - mmaction - INFO - Epoch [9][3000/3757] lr: 5.000e-04, eta: 8:06:21, time: 1.359, data_time: 0.006, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9570, loss_cls: 0.6154, loss: 0.6154, grad_norm: 5.1232 2021-05-27 03:00:03,795 - mmaction - INFO - Epoch [9][3020/3757] lr: 5.000e-04, eta: 8:05:55, time: 1.237, data_time: 0.016, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9539, loss_cls: 0.6372, loss: 0.6372, grad_norm: 5.1380 2021-05-27 03:00:30,283 - mmaction - INFO - Epoch [9][3040/3757] lr: 5.000e-04, eta: 8:05:31, time: 1.321, data_time: 0.002, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9539, loss_cls: 0.6243, loss: 0.6243, grad_norm: 5.3825 2021-05-27 03:00:53,929 - mmaction - INFO - Epoch [9][3060/3757] lr: 5.000e-04, eta: 8:05:05, time: 1.185, data_time: 0.008, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9594, loss_cls: 0.5829, loss: 0.5829, grad_norm: 5.8151 2021-05-27 03:01:16,339 - mmaction - INFO - Epoch [9][3080/3757] lr: 5.000e-04, eta: 8:04:38, time: 1.122, data_time: 0.003, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9586, loss_cls: 0.6078, loss: 0.6078, grad_norm: 5.1168 2021-05-27 03:01:38,891 - mmaction - INFO - Epoch [9][3100/3757] lr: 5.000e-04, eta: 8:04:12, time: 1.126, data_time: 0.002, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9656, loss_cls: 0.6032, loss: 0.6032, grad_norm: 5.1658 2021-05-27 03:02:01,868 - mmaction - INFO - Epoch [9][3120/3757] lr: 5.000e-04, eta: 8:03:45, time: 1.147, data_time: 0.003, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9555, loss_cls: 0.6133, loss: 0.6133, grad_norm: 5.4078 2021-05-27 03:02:24,461 - mmaction - INFO - Epoch [9][3140/3757] lr: 5.000e-04, eta: 8:03:18, time: 1.132, data_time: 0.005, memory: 17874, top1_acc: 0.8141, top5_acc: 0.9570, loss_cls: 0.6543, loss: 0.6543, grad_norm: 5.3069 2021-05-27 03:02:46,359 - mmaction - INFO - Epoch [9][3160/3757] lr: 5.000e-04, eta: 8:02:51, time: 1.096, data_time: 0.003, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9563, loss_cls: 0.6494, loss: 0.6494, grad_norm: 5.3587 2021-05-27 03:03:07,679 - mmaction - INFO - Epoch [9][3180/3757] lr: 5.000e-04, eta: 8:02:23, time: 1.065, data_time: 0.002, memory: 17874, top1_acc: 0.8156, top5_acc: 0.9477, loss_cls: 0.6970, loss: 0.6970, grad_norm: 5.5715 2021-05-27 03:03:30,956 - mmaction - INFO - Epoch [9][3200/3757] lr: 5.000e-04, eta: 8:01:57, time: 1.161, data_time: 0.003, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9547, loss_cls: 0.6065, loss: 0.6065, grad_norm: 5.4387 2021-05-27 03:03:52,854 - mmaction - INFO - Epoch [9][3220/3757] lr: 5.000e-04, eta: 8:01:30, time: 1.097, data_time: 0.006, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9492, loss_cls: 0.6380, loss: 0.6380, grad_norm: 5.3380 2021-05-27 03:04:15,693 - mmaction - INFO - Epoch [9][3240/3757] lr: 5.000e-04, eta: 8:01:03, time: 1.142, data_time: 0.006, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9508, loss_cls: 0.6382, loss: 0.6382, grad_norm: 5.8544 2021-05-27 03:04:37,442 - mmaction - INFO - Epoch [9][3260/3757] lr: 5.000e-04, eta: 8:00:36, time: 1.085, data_time: 0.005, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9609, loss_cls: 0.5808, loss: 0.5808, grad_norm: 6.3457 2021-05-27 03:04:59,432 - mmaction - INFO - Epoch [9][3280/3757] lr: 5.000e-04, eta: 8:00:09, time: 1.100, data_time: 0.005, memory: 17874, top1_acc: 0.8133, top5_acc: 0.9500, loss_cls: 0.6737, loss: 0.6737, grad_norm: 5.4463 2021-05-27 03:05:21,368 - mmaction - INFO - Epoch [9][3300/3757] lr: 5.000e-04, eta: 7:59:42, time: 1.098, data_time: 0.004, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9586, loss_cls: 0.5861, loss: 0.5861, grad_norm: 5.0468 2021-05-27 03:05:43,360 - mmaction - INFO - Epoch [9][3320/3757] lr: 5.000e-04, eta: 7:59:15, time: 1.100, data_time: 0.002, memory: 17874, top1_acc: 0.8141, top5_acc: 0.9469, loss_cls: 0.6984, loss: 0.6984, grad_norm: 5.5876 2021-05-27 03:06:07,333 - mmaction - INFO - Epoch [9][3340/3757] lr: 5.000e-04, eta: 7:58:49, time: 1.198, data_time: 0.003, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9531, loss_cls: 0.6886, loss: 0.6886, grad_norm: 5.5203 2021-05-27 03:06:32,167 - mmaction - INFO - Epoch [9][3360/3757] lr: 5.000e-04, eta: 7:58:24, time: 1.241, data_time: 0.002, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9508, loss_cls: 0.6516, loss: 0.6516, grad_norm: 5.4659 2021-05-27 03:06:56,559 - mmaction - INFO - Epoch [9][3380/3757] lr: 5.000e-04, eta: 7:57:58, time: 1.218, data_time: 0.006, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9516, loss_cls: 0.5890, loss: 0.5890, grad_norm: 4.9753 2021-05-27 03:07:19,278 - mmaction - INFO - Epoch [9][3400/3757] lr: 5.000e-04, eta: 7:57:32, time: 1.134, data_time: 0.006, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9594, loss_cls: 0.6412, loss: 0.6412, grad_norm: 5.3231 2021-05-27 03:07:41,987 - mmaction - INFO - Epoch [9][3420/3757] lr: 5.000e-04, eta: 7:57:05, time: 1.139, data_time: 0.007, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9648, loss_cls: 0.5641, loss: 0.5641, grad_norm: 4.9475 2021-05-27 03:08:04,626 - mmaction - INFO - Epoch [9][3440/3757] lr: 5.000e-04, eta: 7:56:38, time: 1.133, data_time: 0.003, memory: 17874, top1_acc: 0.8219, top5_acc: 0.9547, loss_cls: 0.6408, loss: 0.6408, grad_norm: 5.0896 2021-05-27 03:08:26,864 - mmaction - INFO - Epoch [9][3460/3757] lr: 5.000e-04, eta: 7:56:12, time: 1.112, data_time: 0.002, memory: 17874, top1_acc: 0.8094, top5_acc: 0.9477, loss_cls: 0.6987, loss: 0.6987, grad_norm: 5.7087 2021-05-27 03:08:48,843 - mmaction - INFO - Epoch [9][3480/3757] lr: 5.000e-04, eta: 7:55:44, time: 1.099, data_time: 0.003, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9602, loss_cls: 0.5961, loss: 0.5961, grad_norm: 5.2265 2021-05-27 03:09:13,940 - mmaction - INFO - Epoch [9][3500/3757] lr: 5.000e-04, eta: 7:55:19, time: 1.252, data_time: 0.003, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9453, loss_cls: 0.6797, loss: 0.6797, grad_norm: 5.5870 2021-05-27 03:09:37,551 - mmaction - INFO - Epoch [9][3520/3757] lr: 5.000e-04, eta: 7:54:53, time: 1.180, data_time: 0.005, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9578, loss_cls: 0.6591, loss: 0.6591, grad_norm: 5.6173 2021-05-27 03:10:01,519 - mmaction - INFO - Epoch [9][3540/3757] lr: 5.000e-04, eta: 7:54:28, time: 1.202, data_time: 0.006, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9594, loss_cls: 0.6274, loss: 0.6274, grad_norm: 5.1012 2021-05-27 03:10:23,038 - mmaction - INFO - Epoch [9][3560/3757] lr: 5.000e-04, eta: 7:54:00, time: 1.076, data_time: 0.003, memory: 17874, top1_acc: 0.8156, top5_acc: 0.9539, loss_cls: 0.6621, loss: 0.6621, grad_norm: 5.3353 2021-05-27 03:10:47,451 - mmaction - INFO - Epoch [9][3580/3757] lr: 5.000e-04, eta: 7:53:35, time: 1.210, data_time: 0.002, memory: 17874, top1_acc: 0.8086, top5_acc: 0.9586, loss_cls: 0.6438, loss: 0.6438, grad_norm: 5.1920 2021-05-27 03:11:13,368 - mmaction - INFO - Epoch [9][3600/3757] lr: 5.000e-04, eta: 7:53:11, time: 1.302, data_time: 0.028, memory: 17874, top1_acc: 0.8180, top5_acc: 0.9492, loss_cls: 0.6566, loss: 0.6566, grad_norm: 5.2308 2021-05-27 03:11:35,290 - mmaction - INFO - Epoch [9][3620/3757] lr: 5.000e-04, eta: 7:52:44, time: 1.102, data_time: 0.007, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9570, loss_cls: 0.6453, loss: 0.6453, grad_norm: 5.3332 2021-05-27 03:11:58,701 - mmaction - INFO - Epoch [9][3640/3757] lr: 5.000e-04, eta: 7:52:17, time: 1.169, data_time: 0.003, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9633, loss_cls: 0.6024, loss: 0.6024, grad_norm: 5.0582 2021-05-27 03:12:20,714 - mmaction - INFO - Epoch [9][3660/3757] lr: 5.000e-04, eta: 7:51:50, time: 1.099, data_time: 0.003, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9617, loss_cls: 0.6037, loss: 0.6037, grad_norm: 5.3648 2021-05-27 03:12:42,981 - mmaction - INFO - Epoch [9][3680/3757] lr: 5.000e-04, eta: 7:51:24, time: 1.115, data_time: 0.004, memory: 17874, top1_acc: 0.8250, top5_acc: 0.9539, loss_cls: 0.6351, loss: 0.6351, grad_norm: 5.2332 2021-05-27 03:13:05,266 - mmaction - INFO - Epoch [9][3700/3757] lr: 5.000e-04, eta: 7:50:57, time: 1.111, data_time: 0.003, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9570, loss_cls: 0.6355, loss: 0.6355, grad_norm: 5.2632 2021-05-27 03:13:28,492 - mmaction - INFO - Epoch [9][3720/3757] lr: 5.000e-04, eta: 7:50:30, time: 1.165, data_time: 0.006, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9500, loss_cls: 0.6388, loss: 0.6388, grad_norm: 5.2417 2021-05-27 03:13:50,770 - mmaction - INFO - Epoch [9][3740/3757] lr: 5.000e-04, eta: 7:50:04, time: 1.114, data_time: 0.002, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9492, loss_cls: 0.6224, loss: 0.6224, grad_norm: 5.2105 2021-05-27 03:14:26,854 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-05-27 03:23:40,216 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 03:23:41,043 - mmaction - INFO - top1_acc 0.7673 top5_acc 0.9275 2021-05-27 03:23:41,043 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 03:23:41,115 - mmaction - INFO - mean_acc 0.7671 2021-05-27 03:23:43,661 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. 2021-05-27 03:23:43,661 - mmaction - INFO - Best top1_acc is 0.7673 at 9 epoch. 2021-05-27 03:23:43,681 - mmaction - INFO - Epoch(val) [9][3757] top1_acc: 0.7673, top5_acc: 0.9275, mean_class_accuracy: 0.7671 2021-05-27 03:28:46,196 - mmaction - INFO - Epoch [10][20/3757] lr: 5.000e-04, eta: 7:52:08, time: 15.111, data_time: 13.751, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9523, loss_cls: 0.6265, loss: 0.6265, grad_norm: 5.3806 2021-05-27 03:29:07,731 - mmaction - INFO - Epoch [10][40/3757] lr: 5.000e-04, eta: 7:51:40, time: 1.088, data_time: 0.014, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9539, loss_cls: 0.6367, loss: 0.6367, grad_norm: 5.0932 2021-05-27 03:29:29,325 - mmaction - INFO - Epoch [10][60/3757] lr: 5.000e-04, eta: 7:51:13, time: 1.078, data_time: 0.002, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9531, loss_cls: 0.6342, loss: 0.6342, grad_norm: 5.3517 2021-05-27 03:29:50,995 - mmaction - INFO - Epoch [10][80/3757] lr: 5.000e-04, eta: 7:50:45, time: 1.085, data_time: 0.005, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9648, loss_cls: 0.5696, loss: 0.5696, grad_norm: 5.2969 2021-05-27 03:30:18,911 - mmaction - INFO - Epoch [10][100/3757] lr: 5.000e-04, eta: 7:50:22, time: 1.389, data_time: 0.002, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9695, loss_cls: 0.5961, loss: 0.5961, grad_norm: 4.9767 2021-05-27 03:30:44,053 - mmaction - INFO - Epoch [10][120/3757] lr: 5.000e-04, eta: 7:49:57, time: 1.264, data_time: 0.009, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9664, loss_cls: 0.5659, loss: 0.5659, grad_norm: 4.8694 2021-05-27 03:31:05,963 - mmaction - INFO - Epoch [10][140/3757] lr: 5.000e-04, eta: 7:49:30, time: 1.095, data_time: 0.003, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9656, loss_cls: 0.5850, loss: 0.5850, grad_norm: 5.1722 2021-05-27 03:31:29,242 - mmaction - INFO - Epoch [10][160/3757] lr: 5.000e-04, eta: 7:49:03, time: 1.165, data_time: 0.004, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9578, loss_cls: 0.6430, loss: 0.6430, grad_norm: 5.6055 2021-05-27 03:31:53,203 - mmaction - INFO - Epoch [10][180/3757] lr: 5.000e-04, eta: 7:48:37, time: 1.194, data_time: 0.002, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9656, loss_cls: 0.5503, loss: 0.5503, grad_norm: 4.9672 2021-05-27 03:32:16,144 - mmaction - INFO - Epoch [10][200/3757] lr: 5.000e-04, eta: 7:48:11, time: 1.151, data_time: 0.008, memory: 17874, top1_acc: 0.8281, top5_acc: 0.9555, loss_cls: 0.6053, loss: 0.6053, grad_norm: 4.9646 2021-05-27 03:32:41,755 - mmaction - INFO - Epoch [10][220/3757] lr: 5.000e-04, eta: 7:47:46, time: 1.280, data_time: 0.004, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9656, loss_cls: 0.6024, loss: 0.6024, grad_norm: 5.2447 2021-05-27 03:33:04,484 - mmaction - INFO - Epoch [10][240/3757] lr: 5.000e-04, eta: 7:47:19, time: 1.138, data_time: 0.006, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9555, loss_cls: 0.6002, loss: 0.6002, grad_norm: 5.3981 2021-05-27 03:33:26,510 - mmaction - INFO - Epoch [10][260/3757] lr: 5.000e-04, eta: 7:46:52, time: 1.101, data_time: 0.002, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9602, loss_cls: 0.6219, loss: 0.6219, grad_norm: 5.4268 2021-05-27 03:33:51,504 - mmaction - INFO - Epoch [10][280/3757] lr: 5.000e-04, eta: 7:46:27, time: 1.248, data_time: 0.004, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9453, loss_cls: 0.6449, loss: 0.6449, grad_norm: 5.2645 2021-05-27 03:34:14,685 - mmaction - INFO - Epoch [10][300/3757] lr: 5.000e-04, eta: 7:46:00, time: 1.160, data_time: 0.005, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9578, loss_cls: 0.6280, loss: 0.6280, grad_norm: 5.3563 2021-05-27 03:34:37,167 - mmaction - INFO - Epoch [10][320/3757] lr: 5.000e-04, eta: 7:45:33, time: 1.125, data_time: 0.004, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9625, loss_cls: 0.6003, loss: 0.6003, grad_norm: 5.4963 2021-05-27 03:34:59,342 - mmaction - INFO - Epoch [10][340/3757] lr: 5.000e-04, eta: 7:45:06, time: 1.109, data_time: 0.002, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9625, loss_cls: 0.5625, loss: 0.5625, grad_norm: 5.1338 2021-05-27 03:35:21,417 - mmaction - INFO - Epoch [10][360/3757] lr: 5.000e-04, eta: 7:44:39, time: 1.103, data_time: 0.006, memory: 17874, top1_acc: 0.8562, top5_acc: 0.9641, loss_cls: 0.5384, loss: 0.5384, grad_norm: 4.9594 2021-05-27 03:35:45,423 - mmaction - INFO - Epoch [10][380/3757] lr: 5.000e-04, eta: 7:44:13, time: 1.202, data_time: 0.005, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9508, loss_cls: 0.6521, loss: 0.6521, grad_norm: 5.5324 2021-05-27 03:36:08,158 - mmaction - INFO - Epoch [10][400/3757] lr: 5.000e-04, eta: 7:43:47, time: 1.136, data_time: 0.002, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9578, loss_cls: 0.6203, loss: 0.6203, grad_norm: 5.3616 2021-05-27 03:36:31,974 - mmaction - INFO - Epoch [10][420/3757] lr: 5.000e-04, eta: 7:43:21, time: 1.191, data_time: 0.003, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9578, loss_cls: 0.5761, loss: 0.5761, grad_norm: 5.1208 2021-05-27 03:36:54,389 - mmaction - INFO - Epoch [10][440/3757] lr: 5.000e-04, eta: 7:42:54, time: 1.121, data_time: 0.002, memory: 17874, top1_acc: 0.8250, top5_acc: 0.9586, loss_cls: 0.6437, loss: 0.6437, grad_norm: 5.5916 2021-05-27 03:37:20,564 - mmaction - INFO - Epoch [10][460/3757] lr: 5.000e-04, eta: 7:42:29, time: 1.303, data_time: 0.002, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9508, loss_cls: 0.6265, loss: 0.6265, grad_norm: 5.2753 2021-05-27 03:37:43,971 - mmaction - INFO - Epoch [10][480/3757] lr: 5.000e-04, eta: 7:42:03, time: 1.176, data_time: 0.008, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9586, loss_cls: 0.6111, loss: 0.6111, grad_norm: 5.2933 2021-05-27 03:38:06,158 - mmaction - INFO - Epoch [10][500/3757] lr: 5.000e-04, eta: 7:41:36, time: 1.107, data_time: 0.002, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9656, loss_cls: 0.6133, loss: 0.6133, grad_norm: 5.3035 2021-05-27 03:38:28,525 - mmaction - INFO - Epoch [10][520/3757] lr: 5.000e-04, eta: 7:41:09, time: 1.120, data_time: 0.004, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9672, loss_cls: 0.5738, loss: 0.5738, grad_norm: 5.4973 2021-05-27 03:38:50,862 - mmaction - INFO - Epoch [10][540/3757] lr: 5.000e-04, eta: 7:40:42, time: 1.117, data_time: 0.005, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9602, loss_cls: 0.6329, loss: 0.6329, grad_norm: 5.3478 2021-05-27 03:39:15,790 - mmaction - INFO - Epoch [10][560/3757] lr: 5.000e-04, eta: 7:40:17, time: 1.244, data_time: 0.002, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9633, loss_cls: 0.6040, loss: 0.6040, grad_norm: 5.1105 2021-05-27 03:39:39,135 - mmaction - INFO - Epoch [10][580/3757] lr: 5.000e-04, eta: 7:39:51, time: 1.169, data_time: 0.007, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9563, loss_cls: 0.6297, loss: 0.6297, grad_norm: 5.2976 2021-05-27 03:40:03,337 - mmaction - INFO - Epoch [10][600/3757] lr: 5.000e-04, eta: 7:39:25, time: 1.211, data_time: 0.004, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9625, loss_cls: 0.6033, loss: 0.6033, grad_norm: 5.3043 2021-05-27 03:40:25,501 - mmaction - INFO - Epoch [10][620/3757] lr: 5.000e-04, eta: 7:38:58, time: 1.108, data_time: 0.003, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9633, loss_cls: 0.5993, loss: 0.5993, grad_norm: 5.2654 2021-05-27 03:40:47,292 - mmaction - INFO - Epoch [10][640/3757] lr: 5.000e-04, eta: 7:38:31, time: 1.089, data_time: 0.002, memory: 17874, top1_acc: 0.8250, top5_acc: 0.9570, loss_cls: 0.6267, loss: 0.6267, grad_norm: 5.2755 2021-05-27 03:41:10,206 - mmaction - INFO - Epoch [10][660/3757] lr: 5.000e-04, eta: 7:38:04, time: 1.141, data_time: 0.002, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9617, loss_cls: 0.5783, loss: 0.5783, grad_norm: 5.5377 2021-05-27 03:41:34,280 - mmaction - INFO - Epoch [10][680/3757] lr: 5.000e-04, eta: 7:37:38, time: 1.208, data_time: 0.007, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9570, loss_cls: 0.6252, loss: 0.6252, grad_norm: 5.3521 2021-05-27 03:41:56,830 - mmaction - INFO - Epoch [10][700/3757] lr: 5.000e-04, eta: 7:37:12, time: 1.127, data_time: 0.007, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9531, loss_cls: 0.6367, loss: 0.6367, grad_norm: 5.5889 2021-05-27 03:42:21,988 - mmaction - INFO - Epoch [10][720/3757] lr: 5.000e-04, eta: 7:36:47, time: 1.259, data_time: 0.003, memory: 17874, top1_acc: 0.8219, top5_acc: 0.9398, loss_cls: 0.7235, loss: 0.7235, grad_norm: 5.7008 2021-05-27 03:42:44,016 - mmaction - INFO - Epoch [10][740/3757] lr: 5.000e-04, eta: 7:36:20, time: 1.101, data_time: 0.005, memory: 17874, top1_acc: 0.8586, top5_acc: 0.9680, loss_cls: 0.5454, loss: 0.5454, grad_norm: 4.8612 2021-05-27 03:43:05,888 - mmaction - INFO - Epoch [10][760/3757] lr: 5.000e-04, eta: 7:35:52, time: 1.091, data_time: 0.003, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9617, loss_cls: 0.5802, loss: 0.5802, grad_norm: 5.2653 2021-05-27 03:43:28,185 - mmaction - INFO - Epoch [10][780/3757] lr: 5.000e-04, eta: 7:35:25, time: 1.117, data_time: 0.010, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9641, loss_cls: 0.5935, loss: 0.5935, grad_norm: 5.3131 2021-05-27 03:43:50,496 - mmaction - INFO - Epoch [10][800/3757] lr: 5.000e-04, eta: 7:34:59, time: 1.113, data_time: 0.003, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9641, loss_cls: 0.5664, loss: 0.5664, grad_norm: 4.9352 2021-05-27 03:44:14,754 - mmaction - INFO - Epoch [10][820/3757] lr: 5.000e-04, eta: 7:34:33, time: 1.214, data_time: 0.009, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9617, loss_cls: 0.5594, loss: 0.5594, grad_norm: 5.3519 2021-05-27 03:44:38,842 - mmaction - INFO - Epoch [10][840/3757] lr: 5.000e-04, eta: 7:34:07, time: 1.204, data_time: 0.007, memory: 17874, top1_acc: 0.8641, top5_acc: 0.9617, loss_cls: 0.5378, loss: 0.5378, grad_norm: 5.1461 2021-05-27 03:45:01,028 - mmaction - INFO - Epoch [10][860/3757] lr: 5.000e-04, eta: 7:33:40, time: 1.111, data_time: 0.005, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9516, loss_cls: 0.6336, loss: 0.6336, grad_norm: 5.2893 2021-05-27 03:45:24,136 - mmaction - INFO - Epoch [10][880/3757] lr: 5.000e-04, eta: 7:33:14, time: 1.155, data_time: 0.003, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9586, loss_cls: 0.5807, loss: 0.5807, grad_norm: 5.1626 2021-05-27 03:45:48,925 - mmaction - INFO - Epoch [10][900/3757] lr: 5.000e-04, eta: 7:32:49, time: 1.240, data_time: 0.003, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9531, loss_cls: 0.6183, loss: 0.6183, grad_norm: 5.0870 2021-05-27 03:46:11,915 - mmaction - INFO - Epoch [10][920/3757] lr: 5.000e-04, eta: 7:32:22, time: 1.147, data_time: 0.003, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9656, loss_cls: 0.5330, loss: 0.5330, grad_norm: 4.9845 2021-05-27 03:46:34,504 - mmaction - INFO - Epoch [10][940/3757] lr: 5.000e-04, eta: 7:31:55, time: 1.128, data_time: 0.005, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9539, loss_cls: 0.5765, loss: 0.5765, grad_norm: 5.0644 2021-05-27 03:46:57,254 - mmaction - INFO - Epoch [10][960/3757] lr: 5.000e-04, eta: 7:31:29, time: 1.135, data_time: 0.007, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9633, loss_cls: 0.5896, loss: 0.5896, grad_norm: 5.3990 2021-05-27 03:47:19,801 - mmaction - INFO - Epoch [10][980/3757] lr: 5.000e-04, eta: 7:31:02, time: 1.131, data_time: 0.012, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9555, loss_cls: 0.6158, loss: 0.6158, grad_norm: 5.1763 2021-05-27 03:47:42,063 - mmaction - INFO - Epoch [10][1000/3757] lr: 5.000e-04, eta: 7:30:35, time: 1.116, data_time: 0.007, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9656, loss_cls: 0.5948, loss: 0.5948, grad_norm: 5.2715 2021-05-27 03:48:05,286 - mmaction - INFO - Epoch [10][1020/3757] lr: 5.000e-04, eta: 7:30:09, time: 1.158, data_time: 0.004, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9523, loss_cls: 0.6524, loss: 0.6524, grad_norm: 5.4221 2021-05-27 03:48:27,548 - mmaction - INFO - Epoch [10][1040/3757] lr: 5.000e-04, eta: 7:29:42, time: 1.117, data_time: 0.010, memory: 17874, top1_acc: 0.8156, top5_acc: 0.9648, loss_cls: 0.6244, loss: 0.6244, grad_norm: 5.3690 2021-05-27 03:48:51,540 - mmaction - INFO - Epoch [10][1060/3757] lr: 5.000e-04, eta: 7:29:17, time: 1.199, data_time: 0.002, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9555, loss_cls: 0.6307, loss: 0.6307, grad_norm: 5.2828 2021-05-27 03:49:14,240 - mmaction - INFO - Epoch [10][1080/3757] lr: 5.000e-04, eta: 7:28:50, time: 1.134, data_time: 0.003, memory: 17874, top1_acc: 0.8133, top5_acc: 0.9531, loss_cls: 0.6371, loss: 0.6371, grad_norm: 5.3725 2021-05-27 03:49:37,841 - mmaction - INFO - Epoch [10][1100/3757] lr: 5.000e-04, eta: 7:28:24, time: 1.176, data_time: 0.004, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9602, loss_cls: 0.5694, loss: 0.5694, grad_norm: 4.8109 2021-05-27 03:50:00,510 - mmaction - INFO - Epoch [10][1120/3757] lr: 5.000e-04, eta: 7:27:57, time: 1.139, data_time: 0.007, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9664, loss_cls: 0.5579, loss: 0.5579, grad_norm: 5.1858 2021-05-27 03:50:23,952 - mmaction - INFO - Epoch [10][1140/3757] lr: 5.000e-04, eta: 7:27:31, time: 1.167, data_time: 0.003, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9602, loss_cls: 0.5848, loss: 0.5848, grad_norm: 5.2786 2021-05-27 03:50:46,362 - mmaction - INFO - Epoch [10][1160/3757] lr: 5.000e-04, eta: 7:27:04, time: 1.125, data_time: 0.009, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9547, loss_cls: 0.6536, loss: 0.6536, grad_norm: 5.4119 2021-05-27 03:51:07,771 - mmaction - INFO - Epoch [10][1180/3757] lr: 5.000e-04, eta: 7:26:37, time: 1.070, data_time: 0.006, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9641, loss_cls: 0.6129, loss: 0.6129, grad_norm: 5.3953 2021-05-27 03:51:30,260 - mmaction - INFO - Epoch [10][1200/3757] lr: 5.000e-04, eta: 7:26:10, time: 1.125, data_time: 0.002, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9508, loss_cls: 0.6043, loss: 0.6043, grad_norm: 5.1375 2021-05-27 03:51:52,347 - mmaction - INFO - Epoch [10][1220/3757] lr: 5.000e-04, eta: 7:25:44, time: 1.105, data_time: 0.003, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9609, loss_cls: 0.5742, loss: 0.5742, grad_norm: 4.9347 2021-05-27 03:52:19,894 - mmaction - INFO - Epoch [10][1240/3757] lr: 5.000e-04, eta: 7:25:20, time: 1.377, data_time: 0.003, memory: 17874, top1_acc: 0.8562, top5_acc: 0.9688, loss_cls: 0.5453, loss: 0.5453, grad_norm: 4.8112 2021-05-27 03:52:45,000 - mmaction - INFO - Epoch [10][1260/3757] lr: 5.000e-04, eta: 7:24:55, time: 1.255, data_time: 0.004, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9609, loss_cls: 0.6151, loss: 0.6151, grad_norm: 5.2865 2021-05-27 03:53:08,393 - mmaction - INFO - Epoch [10][1280/3757] lr: 5.000e-04, eta: 7:24:29, time: 1.171, data_time: 0.006, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9617, loss_cls: 0.5880, loss: 0.5880, grad_norm: 5.2033 2021-05-27 03:53:31,648 - mmaction - INFO - Epoch [10][1300/3757] lr: 5.000e-04, eta: 7:24:03, time: 1.161, data_time: 0.004, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9570, loss_cls: 0.6303, loss: 0.6303, grad_norm: 5.5409 2021-05-27 03:53:55,728 - mmaction - INFO - Epoch [10][1320/3757] lr: 5.000e-04, eta: 7:23:37, time: 1.203, data_time: 0.004, memory: 17874, top1_acc: 0.8602, top5_acc: 0.9648, loss_cls: 0.5537, loss: 0.5537, grad_norm: 5.0813 2021-05-27 03:54:18,486 - mmaction - INFO - Epoch [10][1340/3757] lr: 5.000e-04, eta: 7:23:10, time: 1.139, data_time: 0.004, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9555, loss_cls: 0.6213, loss: 0.6213, grad_norm: 5.7553 2021-05-27 03:54:40,940 - mmaction - INFO - Epoch [10][1360/3757] lr: 5.000e-04, eta: 7:22:44, time: 1.122, data_time: 0.003, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9563, loss_cls: 0.6102, loss: 0.6102, grad_norm: 5.2598 2021-05-27 03:55:03,186 - mmaction - INFO - Epoch [10][1380/3757] lr: 5.000e-04, eta: 7:22:17, time: 1.114, data_time: 0.003, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9594, loss_cls: 0.5744, loss: 0.5744, grad_norm: 5.1715 2021-05-27 03:55:29,666 - mmaction - INFO - Epoch [10][1400/3757] lr: 5.000e-04, eta: 7:21:53, time: 1.323, data_time: 0.004, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9672, loss_cls: 0.5735, loss: 0.5735, grad_norm: 5.1453 2021-05-27 03:55:51,772 - mmaction - INFO - Epoch [10][1420/3757] lr: 5.000e-04, eta: 7:21:26, time: 1.105, data_time: 0.002, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9539, loss_cls: 0.6022, loss: 0.6022, grad_norm: 5.3794 2021-05-27 03:56:13,917 - mmaction - INFO - Epoch [10][1440/3757] lr: 5.000e-04, eta: 7:20:59, time: 1.107, data_time: 0.005, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9656, loss_cls: 0.5975, loss: 0.5975, grad_norm: 5.2560 2021-05-27 03:56:36,844 - mmaction - INFO - Epoch [10][1460/3757] lr: 5.000e-04, eta: 7:20:33, time: 1.145, data_time: 0.005, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9570, loss_cls: 0.6043, loss: 0.6043, grad_norm: 5.0718 2021-05-27 03:56:59,426 - mmaction - INFO - Epoch [10][1480/3757] lr: 5.000e-04, eta: 7:20:06, time: 1.131, data_time: 0.005, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9586, loss_cls: 0.6168, loss: 0.6168, grad_norm: 5.1694 2021-05-27 03:57:24,030 - mmaction - INFO - Epoch [10][1500/3757] lr: 5.000e-04, eta: 7:19:41, time: 1.230, data_time: 0.003, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9547, loss_cls: 0.6610, loss: 0.6610, grad_norm: 5.5225 2021-05-27 03:57:45,854 - mmaction - INFO - Epoch [10][1520/3757] lr: 5.000e-04, eta: 7:19:14, time: 1.092, data_time: 0.004, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9664, loss_cls: 0.5581, loss: 0.5581, grad_norm: 4.9881 2021-05-27 03:58:07,897 - mmaction - INFO - Epoch [10][1540/3757] lr: 5.000e-04, eta: 7:18:47, time: 1.102, data_time: 0.004, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9563, loss_cls: 0.5986, loss: 0.5986, grad_norm: 5.2240 2021-05-27 03:58:30,115 - mmaction - INFO - Epoch [10][1560/3757] lr: 5.000e-04, eta: 7:18:20, time: 1.111, data_time: 0.003, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9609, loss_cls: 0.6143, loss: 0.6143, grad_norm: 5.1190 2021-05-27 03:58:52,028 - mmaction - INFO - Epoch [10][1580/3757] lr: 5.000e-04, eta: 7:17:53, time: 1.096, data_time: 0.004, memory: 17874, top1_acc: 0.8562, top5_acc: 0.9688, loss_cls: 0.5198, loss: 0.5198, grad_norm: 5.3238 2021-05-27 03:59:13,563 - mmaction - INFO - Epoch [10][1600/3757] lr: 5.000e-04, eta: 7:17:26, time: 1.077, data_time: 0.002, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9516, loss_cls: 0.6364, loss: 0.6364, grad_norm: 5.4628 2021-05-27 03:59:38,619 - mmaction - INFO - Epoch [10][1620/3757] lr: 5.000e-04, eta: 7:17:01, time: 1.253, data_time: 0.002, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9594, loss_cls: 0.6259, loss: 0.6259, grad_norm: 5.2332 2021-05-27 04:00:00,930 - mmaction - INFO - Epoch [10][1640/3757] lr: 5.000e-04, eta: 7:16:34, time: 1.114, data_time: 0.003, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9625, loss_cls: 0.5669, loss: 0.5669, grad_norm: 5.1523 2021-05-27 04:00:23,515 - mmaction - INFO - Epoch [10][1660/3757] lr: 5.000e-04, eta: 7:16:08, time: 1.129, data_time: 0.006, memory: 17874, top1_acc: 0.8172, top5_acc: 0.9523, loss_cls: 0.6823, loss: 0.6823, grad_norm: 5.6786 2021-05-27 04:00:45,383 - mmaction - INFO - Epoch [10][1680/3757] lr: 5.000e-04, eta: 7:15:41, time: 1.095, data_time: 0.005, memory: 17874, top1_acc: 0.8133, top5_acc: 0.9492, loss_cls: 0.6619, loss: 0.6619, grad_norm: 5.3525 2021-05-27 04:01:09,855 - mmaction - INFO - Epoch [10][1700/3757] lr: 5.000e-04, eta: 7:15:15, time: 1.218, data_time: 0.004, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9539, loss_cls: 0.6270, loss: 0.6270, grad_norm: 5.3769 2021-05-27 04:01:31,994 - mmaction - INFO - Epoch [10][1720/3757] lr: 5.000e-04, eta: 7:14:49, time: 1.113, data_time: 0.012, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9570, loss_cls: 0.5881, loss: 0.5881, grad_norm: 5.1027 2021-05-27 04:01:54,224 - mmaction - INFO - Epoch [10][1740/3757] lr: 5.000e-04, eta: 7:14:22, time: 1.111, data_time: 0.003, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9523, loss_cls: 0.6289, loss: 0.6289, grad_norm: 5.2726 2021-05-27 04:02:17,117 - mmaction - INFO - Epoch [10][1760/3757] lr: 5.000e-04, eta: 7:13:56, time: 1.145, data_time: 0.004, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9609, loss_cls: 0.5579, loss: 0.5579, grad_norm: 5.0111 2021-05-27 04:02:39,279 - mmaction - INFO - Epoch [10][1780/3757] lr: 5.000e-04, eta: 7:13:29, time: 1.106, data_time: 0.006, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9609, loss_cls: 0.5599, loss: 0.5599, grad_norm: 4.8871 2021-05-27 04:03:01,027 - mmaction - INFO - Epoch [10][1800/3757] lr: 5.000e-04, eta: 7:13:02, time: 1.090, data_time: 0.005, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9641, loss_cls: 0.5862, loss: 0.5862, grad_norm: 5.1099 2021-05-27 04:03:23,713 - mmaction - INFO - Epoch [10][1820/3757] lr: 5.000e-04, eta: 7:12:35, time: 1.134, data_time: 0.002, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9578, loss_cls: 0.6789, loss: 0.6789, grad_norm: 5.7203 2021-05-27 04:03:50,388 - mmaction - INFO - Epoch [10][1840/3757] lr: 5.000e-04, eta: 7:12:11, time: 1.329, data_time: 0.005, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9563, loss_cls: 0.6486, loss: 0.6486, grad_norm: 5.3243 2021-05-27 04:04:18,815 - mmaction - INFO - Epoch [10][1860/3757] lr: 5.000e-04, eta: 7:11:48, time: 1.422, data_time: 0.010, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9602, loss_cls: 0.5909, loss: 0.5909, grad_norm: 5.0547 2021-05-27 04:04:45,576 - mmaction - INFO - Epoch [10][1880/3757] lr: 5.000e-04, eta: 7:11:24, time: 1.335, data_time: 0.009, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9586, loss_cls: 0.6513, loss: 0.6513, grad_norm: 5.5260 2021-05-27 04:05:11,363 - mmaction - INFO - Epoch [10][1900/3757] lr: 5.000e-04, eta: 7:10:59, time: 1.295, data_time: 0.009, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9586, loss_cls: 0.5997, loss: 0.5997, grad_norm: 5.5535 2021-05-27 04:05:37,088 - mmaction - INFO - Epoch [10][1920/3757] lr: 5.000e-04, eta: 7:10:35, time: 1.287, data_time: 0.003, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9477, loss_cls: 0.6382, loss: 0.6382, grad_norm: 5.2495 2021-05-27 04:06:04,054 - mmaction - INFO - Epoch [10][1940/3757] lr: 5.000e-04, eta: 7:10:11, time: 1.346, data_time: 0.003, memory: 17874, top1_acc: 0.8148, top5_acc: 0.9578, loss_cls: 0.6512, loss: 0.6512, grad_norm: 5.3722 2021-05-27 04:06:27,992 - mmaction - INFO - Epoch [10][1960/3757] lr: 5.000e-04, eta: 7:09:45, time: 1.200, data_time: 0.005, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9625, loss_cls: 0.5639, loss: 0.5639, grad_norm: 5.3167 2021-05-27 04:06:51,287 - mmaction - INFO - Epoch [10][1980/3757] lr: 5.000e-04, eta: 7:09:19, time: 1.163, data_time: 0.002, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9516, loss_cls: 0.6282, loss: 0.6282, grad_norm: 5.3447 2021-05-27 04:07:13,238 - mmaction - INFO - Epoch [10][2000/3757] lr: 5.000e-04, eta: 7:08:52, time: 1.100, data_time: 0.004, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9656, loss_cls: 0.5865, loss: 0.5865, grad_norm: 5.1748 2021-05-27 04:07:35,489 - mmaction - INFO - Epoch [10][2020/3757] lr: 5.000e-04, eta: 7:08:25, time: 1.104, data_time: 0.003, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9563, loss_cls: 0.6079, loss: 0.6079, grad_norm: 5.0412 2021-05-27 04:07:58,437 - mmaction - INFO - Epoch [10][2040/3757] lr: 5.000e-04, eta: 7:07:59, time: 1.154, data_time: 0.012, memory: 17874, top1_acc: 0.8094, top5_acc: 0.9523, loss_cls: 0.6844, loss: 0.6844, grad_norm: 5.4845 2021-05-27 04:08:20,182 - mmaction - INFO - Epoch [10][2060/3757] lr: 5.000e-04, eta: 7:07:32, time: 1.090, data_time: 0.005, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9578, loss_cls: 0.6330, loss: 0.6330, grad_norm: 5.4238 2021-05-27 04:08:42,053 - mmaction - INFO - Epoch [10][2080/3757] lr: 5.000e-04, eta: 7:07:06, time: 1.092, data_time: 0.002, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9547, loss_cls: 0.6250, loss: 0.6250, grad_norm: 5.3190 2021-05-27 04:09:06,339 - mmaction - INFO - Epoch [10][2100/3757] lr: 5.000e-04, eta: 7:06:40, time: 1.210, data_time: 0.004, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9531, loss_cls: 0.6312, loss: 0.6312, grad_norm: 5.3200 2021-05-27 04:09:37,472 - mmaction - INFO - Epoch [10][2120/3757] lr: 5.000e-04, eta: 7:06:18, time: 1.554, data_time: 0.009, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9617, loss_cls: 0.5953, loss: 0.5953, grad_norm: 5.4390 2021-05-27 04:10:00,131 - mmaction - INFO - Epoch [10][2140/3757] lr: 5.000e-04, eta: 7:05:52, time: 1.141, data_time: 0.014, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9531, loss_cls: 0.6119, loss: 0.6119, grad_norm: 5.2462 2021-05-27 04:10:22,983 - mmaction - INFO - Epoch [10][2160/3757] lr: 5.000e-04, eta: 7:05:26, time: 1.142, data_time: 0.003, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9531, loss_cls: 0.6378, loss: 0.6378, grad_norm: 5.4694 2021-05-27 04:10:45,192 - mmaction - INFO - Epoch [10][2180/3757] lr: 5.000e-04, eta: 7:04:59, time: 1.110, data_time: 0.004, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9617, loss_cls: 0.5800, loss: 0.5800, grad_norm: 5.2088 2021-05-27 04:11:08,387 - mmaction - INFO - Epoch [10][2200/3757] lr: 5.000e-04, eta: 7:04:33, time: 1.161, data_time: 0.004, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9578, loss_cls: 0.6225, loss: 0.6225, grad_norm: 5.4162 2021-05-27 04:11:33,156 - mmaction - INFO - Epoch [10][2220/3757] lr: 5.000e-04, eta: 7:04:08, time: 1.234, data_time: 0.002, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9641, loss_cls: 0.5986, loss: 0.5986, grad_norm: 5.1567 2021-05-27 04:11:54,852 - mmaction - INFO - Epoch [10][2240/3757] lr: 5.000e-04, eta: 7:03:41, time: 1.089, data_time: 0.007, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9680, loss_cls: 0.5611, loss: 0.5611, grad_norm: 5.2632 2021-05-27 04:12:20,198 - mmaction - INFO - Epoch [10][2260/3757] lr: 5.000e-04, eta: 7:03:16, time: 1.267, data_time: 0.003, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9570, loss_cls: 0.6274, loss: 0.6274, grad_norm: 5.2739 2021-05-27 04:12:43,587 - mmaction - INFO - Epoch [10][2280/3757] lr: 5.000e-04, eta: 7:02:50, time: 1.165, data_time: 0.002, memory: 17874, top1_acc: 0.8047, top5_acc: 0.9508, loss_cls: 0.6921, loss: 0.6921, grad_norm: 5.6147 2021-05-27 04:13:07,473 - mmaction - INFO - Epoch [10][2300/3757] lr: 5.000e-04, eta: 7:02:24, time: 1.199, data_time: 0.007, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9617, loss_cls: 0.5634, loss: 0.5634, grad_norm: 4.9922 2021-05-27 04:13:31,140 - mmaction - INFO - Epoch [10][2320/3757] lr: 5.000e-04, eta: 7:01:58, time: 1.178, data_time: 0.002, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9609, loss_cls: 0.5878, loss: 0.5878, grad_norm: 5.0855 2021-05-27 04:13:56,431 - mmaction - INFO - Epoch [10][2340/3757] lr: 5.000e-04, eta: 7:01:34, time: 1.265, data_time: 0.009, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9508, loss_cls: 0.6458, loss: 0.6458, grad_norm: 5.7387 2021-05-27 04:14:18,502 - mmaction - INFO - Epoch [10][2360/3757] lr: 5.000e-04, eta: 7:01:07, time: 1.108, data_time: 0.009, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9586, loss_cls: 0.6178, loss: 0.6178, grad_norm: 5.5857 2021-05-27 04:14:41,017 - mmaction - INFO - Epoch [10][2380/3757] lr: 5.000e-04, eta: 7:00:41, time: 1.126, data_time: 0.004, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9500, loss_cls: 0.6422, loss: 0.6422, grad_norm: 5.4283 2021-05-27 04:15:04,684 - mmaction - INFO - Epoch [10][2400/3757] lr: 5.000e-04, eta: 7:00:15, time: 1.183, data_time: 0.002, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9688, loss_cls: 0.5819, loss: 0.5819, grad_norm: 5.1750 2021-05-27 04:15:30,216 - mmaction - INFO - Epoch [10][2420/3757] lr: 5.000e-04, eta: 6:59:50, time: 1.275, data_time: 0.002, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9617, loss_cls: 0.6362, loss: 0.6362, grad_norm: 5.3651 2021-05-27 04:15:51,619 - mmaction - INFO - Epoch [10][2440/3757] lr: 5.000e-04, eta: 6:59:23, time: 1.072, data_time: 0.004, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9586, loss_cls: 0.5928, loss: 0.5928, grad_norm: 5.2153 2021-05-27 04:16:13,836 - mmaction - INFO - Epoch [10][2460/3757] lr: 5.000e-04, eta: 6:58:56, time: 1.111, data_time: 0.003, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9609, loss_cls: 0.5821, loss: 0.5821, grad_norm: 5.1112 2021-05-27 04:16:38,195 - mmaction - INFO - Epoch [10][2480/3757] lr: 5.000e-04, eta: 6:58:31, time: 1.217, data_time: 0.003, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9656, loss_cls: 0.6008, loss: 0.6008, grad_norm: 5.3397 2021-05-27 04:17:02,252 - mmaction - INFO - Epoch [10][2500/3757] lr: 5.000e-04, eta: 6:58:05, time: 1.203, data_time: 0.004, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9633, loss_cls: 0.6029, loss: 0.6029, grad_norm: 5.1204 2021-05-27 04:17:27,341 - mmaction - INFO - Epoch [10][2520/3757] lr: 5.000e-04, eta: 6:57:40, time: 1.253, data_time: 0.003, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9625, loss_cls: 0.5657, loss: 0.5657, grad_norm: 5.3968 2021-05-27 04:17:49,569 - mmaction - INFO - Epoch [10][2540/3757] lr: 5.000e-04, eta: 6:57:14, time: 1.114, data_time: 0.006, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9586, loss_cls: 0.6233, loss: 0.6233, grad_norm: 5.2499 2021-05-27 04:18:11,994 - mmaction - INFO - Epoch [10][2560/3757] lr: 5.000e-04, eta: 6:56:47, time: 1.121, data_time: 0.002, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9633, loss_cls: 0.5657, loss: 0.5657, grad_norm: 4.9977 2021-05-27 04:18:34,562 - mmaction - INFO - Epoch [10][2580/3757] lr: 5.000e-04, eta: 6:56:21, time: 1.128, data_time: 0.003, memory: 17874, top1_acc: 0.8594, top5_acc: 0.9680, loss_cls: 0.5004, loss: 0.5004, grad_norm: 4.7366 2021-05-27 04:18:56,305 - mmaction - INFO - Epoch [10][2600/3757] lr: 5.000e-04, eta: 6:55:54, time: 1.087, data_time: 0.003, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9625, loss_cls: 0.5890, loss: 0.5890, grad_norm: 5.7267 2021-05-27 04:19:20,321 - mmaction - INFO - Epoch [10][2620/3757] lr: 5.000e-04, eta: 6:55:28, time: 1.201, data_time: 0.003, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9594, loss_cls: 0.5801, loss: 0.5801, grad_norm: 5.3368 2021-05-27 04:19:44,763 - mmaction - INFO - Epoch [10][2640/3757] lr: 5.000e-04, eta: 6:55:03, time: 1.217, data_time: 0.003, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9617, loss_cls: 0.6293, loss: 0.6293, grad_norm: 5.4764 2021-05-27 04:20:09,120 - mmaction - INFO - Epoch [10][2660/3757] lr: 5.000e-04, eta: 6:54:37, time: 1.189, data_time: 0.007, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9563, loss_cls: 0.5787, loss: 0.5787, grad_norm: 5.1254 2021-05-27 04:20:31,307 - mmaction - INFO - Epoch [10][2680/3757] lr: 5.000e-04, eta: 6:54:11, time: 1.142, data_time: 0.036, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9547, loss_cls: 0.6139, loss: 0.6139, grad_norm: 5.3267 2021-05-27 04:20:55,521 - mmaction - INFO - Epoch [10][2700/3757] lr: 5.000e-04, eta: 6:53:46, time: 1.210, data_time: 0.003, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9594, loss_cls: 0.6150, loss: 0.6150, grad_norm: 5.3721 2021-05-27 04:21:17,707 - mmaction - INFO - Epoch [10][2720/3757] lr: 5.000e-04, eta: 6:53:19, time: 1.111, data_time: 0.007, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9609, loss_cls: 0.5864, loss: 0.5864, grad_norm: 5.1016 2021-05-27 04:21:39,912 - mmaction - INFO - Epoch [10][2740/3757] lr: 5.000e-04, eta: 6:52:52, time: 1.097, data_time: 0.003, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9633, loss_cls: 0.6167, loss: 0.6167, grad_norm: 5.1485 2021-05-27 04:22:02,880 - mmaction - INFO - Epoch [10][2760/3757] lr: 5.000e-04, eta: 6:52:26, time: 1.159, data_time: 0.017, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9555, loss_cls: 0.6113, loss: 0.6113, grad_norm: 5.2842 2021-05-27 04:22:25,926 - mmaction - INFO - Epoch [10][2780/3757] lr: 5.000e-04, eta: 6:52:00, time: 1.152, data_time: 0.005, memory: 17874, top1_acc: 0.8609, top5_acc: 0.9680, loss_cls: 0.5331, loss: 0.5331, grad_norm: 5.0043 2021-05-27 04:22:47,913 - mmaction - INFO - Epoch [10][2800/3757] lr: 5.000e-04, eta: 6:51:34, time: 1.102, data_time: 0.004, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9594, loss_cls: 0.5765, loss: 0.5765, grad_norm: 5.4578 2021-05-27 04:23:10,324 - mmaction - INFO - Epoch [10][2820/3757] lr: 5.000e-04, eta: 6:51:07, time: 1.121, data_time: 0.002, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9555, loss_cls: 0.6037, loss: 0.6037, grad_norm: 5.6707 2021-05-27 04:23:34,942 - mmaction - INFO - Epoch [10][2840/3757] lr: 5.000e-04, eta: 6:50:42, time: 1.229, data_time: 0.002, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9563, loss_cls: 0.6102, loss: 0.6102, grad_norm: 5.1682 2021-05-27 04:23:59,019 - mmaction - INFO - Epoch [10][2860/3757] lr: 5.000e-04, eta: 6:50:17, time: 1.206, data_time: 0.004, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9570, loss_cls: 0.5920, loss: 0.5920, grad_norm: 5.2830 2021-05-27 04:24:23,235 - mmaction - INFO - Epoch [10][2880/3757] lr: 5.000e-04, eta: 6:49:51, time: 1.205, data_time: 0.003, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9586, loss_cls: 0.6364, loss: 0.6364, grad_norm: 5.3366 2021-05-27 04:24:45,762 - mmaction - INFO - Epoch [10][2900/3757] lr: 5.000e-04, eta: 6:49:25, time: 1.132, data_time: 0.008, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9711, loss_cls: 0.5538, loss: 0.5538, grad_norm: 5.1575 2021-05-27 04:25:08,250 - mmaction - INFO - Epoch [10][2920/3757] lr: 5.000e-04, eta: 6:48:58, time: 1.125, data_time: 0.003, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9602, loss_cls: 0.5856, loss: 0.5856, grad_norm: 5.3590 2021-05-27 04:25:30,186 - mmaction - INFO - Epoch [10][2940/3757] lr: 5.000e-04, eta: 6:48:32, time: 1.096, data_time: 0.002, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9633, loss_cls: 0.5888, loss: 0.5888, grad_norm: 5.0697 2021-05-27 04:25:53,384 - mmaction - INFO - Epoch [10][2960/3757] lr: 5.000e-04, eta: 6:48:06, time: 1.160, data_time: 0.003, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9586, loss_cls: 0.5828, loss: 0.5828, grad_norm: 5.0379 2021-05-27 04:26:15,016 - mmaction - INFO - Epoch [10][2980/3757] lr: 5.000e-04, eta: 6:47:39, time: 1.080, data_time: 0.002, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9609, loss_cls: 0.5981, loss: 0.5981, grad_norm: 5.4165 2021-05-27 04:26:36,436 - mmaction - INFO - Epoch [10][3000/3757] lr: 5.000e-04, eta: 6:47:12, time: 1.072, data_time: 0.003, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9484, loss_cls: 0.6273, loss: 0.6273, grad_norm: 5.3798 2021-05-27 04:26:59,229 - mmaction - INFO - Epoch [10][3020/3757] lr: 5.000e-04, eta: 6:46:46, time: 1.139, data_time: 0.002, memory: 17874, top1_acc: 0.8555, top5_acc: 0.9617, loss_cls: 0.5527, loss: 0.5527, grad_norm: 4.9834 2021-05-27 04:27:23,590 - mmaction - INFO - Epoch [10][3040/3757] lr: 5.000e-04, eta: 6:46:21, time: 1.218, data_time: 0.004, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9578, loss_cls: 0.5869, loss: 0.5869, grad_norm: 5.3126 2021-05-27 04:27:47,026 - mmaction - INFO - Epoch [10][3060/3757] lr: 5.000e-04, eta: 6:45:55, time: 1.168, data_time: 0.003, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9633, loss_cls: 0.6049, loss: 0.6049, grad_norm: 5.6246 2021-05-27 04:28:09,432 - mmaction - INFO - Epoch [10][3080/3757] lr: 5.000e-04, eta: 6:45:28, time: 1.125, data_time: 0.007, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9625, loss_cls: 0.5972, loss: 0.5972, grad_norm: 5.1644 2021-05-27 04:28:31,373 - mmaction - INFO - Epoch [10][3100/3757] lr: 5.000e-04, eta: 6:45:02, time: 1.097, data_time: 0.003, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9602, loss_cls: 0.5797, loss: 0.5797, grad_norm: 5.1724 2021-05-27 04:28:53,348 - mmaction - INFO - Epoch [10][3120/3757] lr: 5.000e-04, eta: 6:44:35, time: 1.098, data_time: 0.002, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9531, loss_cls: 0.6039, loss: 0.6039, grad_norm: 5.7227 2021-05-27 04:29:18,349 - mmaction - INFO - Epoch [10][3140/3757] lr: 5.000e-04, eta: 6:44:10, time: 1.250, data_time: 0.003, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9586, loss_cls: 0.6110, loss: 0.6110, grad_norm: 5.3516 2021-05-27 04:29:41,690 - mmaction - INFO - Epoch [10][3160/3757] lr: 5.000e-04, eta: 6:43:44, time: 1.167, data_time: 0.003, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9656, loss_cls: 0.5515, loss: 0.5515, grad_norm: 4.9877 2021-05-27 04:30:04,897 - mmaction - INFO - Epoch [10][3180/3757] lr: 5.000e-04, eta: 6:43:18, time: 1.158, data_time: 0.002, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9563, loss_cls: 0.5852, loss: 0.5852, grad_norm: 5.0391 2021-05-27 04:30:27,810 - mmaction - INFO - Epoch [10][3200/3757] lr: 5.000e-04, eta: 6:42:52, time: 1.149, data_time: 0.005, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9578, loss_cls: 0.5928, loss: 0.5928, grad_norm: 5.3415 2021-05-27 04:30:51,906 - mmaction - INFO - Epoch [10][3220/3757] lr: 5.000e-04, eta: 6:42:27, time: 1.204, data_time: 0.002, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9586, loss_cls: 0.6110, loss: 0.6110, grad_norm: 5.1163 2021-05-27 04:31:14,077 - mmaction - INFO - Epoch [10][3240/3757] lr: 5.000e-04, eta: 6:42:00, time: 1.109, data_time: 0.003, memory: 17874, top1_acc: 0.8219, top5_acc: 0.9609, loss_cls: 0.6316, loss: 0.6316, grad_norm: 5.2768 2021-05-27 04:31:36,317 - mmaction - INFO - Epoch [10][3260/3757] lr: 5.000e-04, eta: 6:41:34, time: 1.111, data_time: 0.002, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9539, loss_cls: 0.6024, loss: 0.6024, grad_norm: 5.2510 2021-05-27 04:31:58,986 - mmaction - INFO - Epoch [10][3280/3757] lr: 5.000e-04, eta: 6:41:08, time: 1.134, data_time: 0.003, memory: 17874, top1_acc: 0.8109, top5_acc: 0.9531, loss_cls: 0.6931, loss: 0.6931, grad_norm: 5.4076 2021-05-27 04:32:20,540 - mmaction - INFO - Epoch [10][3300/3757] lr: 5.000e-04, eta: 6:40:41, time: 1.078, data_time: 0.004, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9664, loss_cls: 0.6236, loss: 0.6236, grad_norm: 5.2915 2021-05-27 04:32:45,486 - mmaction - INFO - Epoch [10][3320/3757] lr: 5.000e-04, eta: 6:40:16, time: 1.245, data_time: 0.004, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9500, loss_cls: 0.6412, loss: 0.6412, grad_norm: 5.1654 2021-05-27 04:33:09,473 - mmaction - INFO - Epoch [10][3340/3757] lr: 5.000e-04, eta: 6:39:50, time: 1.202, data_time: 0.004, memory: 17874, top1_acc: 0.8570, top5_acc: 0.9633, loss_cls: 0.5338, loss: 0.5338, grad_norm: 4.9834 2021-05-27 04:33:31,135 - mmaction - INFO - Epoch [10][3360/3757] lr: 5.000e-04, eta: 6:39:24, time: 1.083, data_time: 0.006, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9602, loss_cls: 0.5889, loss: 0.5889, grad_norm: 5.2681 2021-05-27 04:33:53,237 - mmaction - INFO - Epoch [10][3380/3757] lr: 5.000e-04, eta: 6:38:57, time: 1.105, data_time: 0.003, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9570, loss_cls: 0.6059, loss: 0.6059, grad_norm: 5.1149 2021-05-27 04:34:15,193 - mmaction - INFO - Epoch [10][3400/3757] lr: 5.000e-04, eta: 6:38:31, time: 1.098, data_time: 0.004, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9570, loss_cls: 0.5985, loss: 0.5985, grad_norm: 5.3480 2021-05-27 04:34:37,975 - mmaction - INFO - Epoch [10][3420/3757] lr: 5.000e-04, eta: 6:38:05, time: 1.139, data_time: 0.004, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9531, loss_cls: 0.6492, loss: 0.6492, grad_norm: 5.5877 2021-05-27 04:35:00,083 - mmaction - INFO - Epoch [10][3440/3757] lr: 5.000e-04, eta: 6:37:38, time: 1.107, data_time: 0.003, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9523, loss_cls: 0.6511, loss: 0.6511, grad_norm: 5.4725 2021-05-27 04:35:24,657 - mmaction - INFO - Epoch [10][3460/3757] lr: 5.000e-04, eta: 6:37:13, time: 1.225, data_time: 0.001, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9734, loss_cls: 0.5636, loss: 0.5636, grad_norm: 5.1460 2021-05-27 04:35:46,904 - mmaction - INFO - Epoch [10][3480/3757] lr: 5.000e-04, eta: 6:36:47, time: 1.115, data_time: 0.005, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9445, loss_cls: 0.6370, loss: 0.6370, grad_norm: 5.0936 2021-05-27 04:36:09,220 - mmaction - INFO - Epoch [10][3500/3757] lr: 5.000e-04, eta: 6:36:20, time: 1.116, data_time: 0.003, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9625, loss_cls: 0.5595, loss: 0.5595, grad_norm: 5.4995 2021-05-27 04:36:31,882 - mmaction - INFO - Epoch [10][3520/3757] lr: 5.000e-04, eta: 6:35:54, time: 1.132, data_time: 0.002, memory: 17874, top1_acc: 0.8281, top5_acc: 0.9477, loss_cls: 0.6663, loss: 0.6663, grad_norm: 5.5995 2021-05-27 04:36:56,186 - mmaction - INFO - Epoch [10][3540/3757] lr: 5.000e-04, eta: 6:35:29, time: 1.214, data_time: 0.007, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9516, loss_cls: 0.6011, loss: 0.6011, grad_norm: 5.1531 2021-05-27 04:37:22,134 - mmaction - INFO - Epoch [10][3560/3757] lr: 5.000e-04, eta: 6:35:04, time: 1.294, data_time: 0.007, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9547, loss_cls: 0.6357, loss: 0.6357, grad_norm: 5.5490 2021-05-27 04:37:43,642 - mmaction - INFO - Epoch [10][3580/3757] lr: 5.000e-04, eta: 6:34:38, time: 1.082, data_time: 0.011, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9586, loss_cls: 0.5954, loss: 0.5954, grad_norm: 5.1322 2021-05-27 04:38:07,115 - mmaction - INFO - Epoch [10][3600/3757] lr: 5.000e-04, eta: 6:34:12, time: 1.172, data_time: 0.006, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9688, loss_cls: 0.5589, loss: 0.5589, grad_norm: 5.1774 2021-05-27 04:38:29,736 - mmaction - INFO - Epoch [10][3620/3757] lr: 5.000e-04, eta: 6:33:46, time: 1.132, data_time: 0.004, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9609, loss_cls: 0.6232, loss: 0.6232, grad_norm: 5.2835 2021-05-27 04:38:54,098 - mmaction - INFO - Epoch [10][3640/3757] lr: 5.000e-04, eta: 6:33:20, time: 1.218, data_time: 0.006, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9617, loss_cls: 0.6015, loss: 0.6015, grad_norm: 5.2878 2021-05-27 04:39:18,498 - mmaction - INFO - Epoch [10][3660/3757] lr: 5.000e-04, eta: 6:32:55, time: 1.219, data_time: 0.005, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9516, loss_cls: 0.6173, loss: 0.6173, grad_norm: 5.1148 2021-05-27 04:39:40,145 - mmaction - INFO - Epoch [10][3680/3757] lr: 5.000e-04, eta: 6:32:28, time: 1.084, data_time: 0.007, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9586, loss_cls: 0.6169, loss: 0.6169, grad_norm: 5.6533 2021-05-27 04:40:02,525 - mmaction - INFO - Epoch [10][3700/3757] lr: 5.000e-04, eta: 6:32:02, time: 1.114, data_time: 0.003, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9555, loss_cls: 0.6131, loss: 0.6131, grad_norm: 5.1553 2021-05-27 04:40:24,940 - mmaction - INFO - Epoch [10][3720/3757] lr: 5.000e-04, eta: 6:31:36, time: 1.125, data_time: 0.010, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9586, loss_cls: 0.5887, loss: 0.5887, grad_norm: 5.1670 2021-05-27 04:40:47,265 - mmaction - INFO - Epoch [10][3740/3757] lr: 5.000e-04, eta: 6:31:10, time: 1.118, data_time: 0.004, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9602, loss_cls: 0.6145, loss: 0.6145, grad_norm: 5.3094 2021-05-27 04:41:25,049 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-05-27 04:50:53,339 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 04:50:54,281 - mmaction - INFO - top1_acc 0.7656 top5_acc 0.9277 2021-05-27 04:50:54,282 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 04:50:54,369 - mmaction - INFO - mean_acc 0.7654 2021-05-27 04:50:54,376 - mmaction - INFO - Epoch(val) [10][3757] top1_acc: 0.7656, top5_acc: 0.9277, mean_class_accuracy: 0.7654 2021-05-27 04:56:43,950 - mmaction - INFO - Epoch [11][20/3757] lr: 5.000e-05, eta: 6:32:55, time: 17.474, data_time: 16.151, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9625, loss_cls: 0.5600, loss: 0.5600, grad_norm: 5.1094 2021-05-27 04:57:10,927 - mmaction - INFO - Epoch [11][40/3757] lr: 5.000e-05, eta: 6:32:31, time: 1.350, data_time: 0.006, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9656, loss_cls: 0.5911, loss: 0.5911, grad_norm: 5.2054 2021-05-27 04:57:33,692 - mmaction - INFO - Epoch [11][60/3757] lr: 5.000e-05, eta: 6:32:04, time: 1.139, data_time: 0.004, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9688, loss_cls: 0.5735, loss: 0.5735, grad_norm: 5.0592 2021-05-27 04:57:58,507 - mmaction - INFO - Epoch [11][80/3757] lr: 5.000e-05, eta: 6:31:39, time: 1.240, data_time: 0.005, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9609, loss_cls: 0.5939, loss: 0.5939, grad_norm: 5.0227 2021-05-27 04:58:20,931 - mmaction - INFO - Epoch [11][100/3757] lr: 5.000e-05, eta: 6:31:13, time: 1.121, data_time: 0.002, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9516, loss_cls: 0.5975, loss: 0.5975, grad_norm: 5.1023 2021-05-27 04:58:43,419 - mmaction - INFO - Epoch [11][120/3757] lr: 5.000e-05, eta: 6:30:46, time: 1.122, data_time: 0.004, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9680, loss_cls: 0.5675, loss: 0.5675, grad_norm: 5.0875 2021-05-27 04:59:07,535 - mmaction - INFO - Epoch [11][140/3757] lr: 5.000e-05, eta: 6:30:21, time: 1.208, data_time: 0.005, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9570, loss_cls: 0.6161, loss: 0.6161, grad_norm: 5.7176 2021-05-27 04:59:30,402 - mmaction - INFO - Epoch [11][160/3757] lr: 5.000e-05, eta: 6:29:54, time: 1.143, data_time: 0.002, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9578, loss_cls: 0.6013, loss: 0.6013, grad_norm: 5.2659 2021-05-27 04:59:52,476 - mmaction - INFO - Epoch [11][180/3757] lr: 5.000e-05, eta: 6:29:28, time: 1.105, data_time: 0.003, memory: 17874, top1_acc: 0.8609, top5_acc: 0.9570, loss_cls: 0.5642, loss: 0.5642, grad_norm: 4.9770 2021-05-27 05:00:14,586 - mmaction - INFO - Epoch [11][200/3757] lr: 5.000e-05, eta: 6:29:01, time: 1.104, data_time: 0.005, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9594, loss_cls: 0.6051, loss: 0.6051, grad_norm: 5.0549 2021-05-27 05:00:40,530 - mmaction - INFO - Epoch [11][220/3757] lr: 5.000e-05, eta: 6:28:36, time: 1.295, data_time: 0.004, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9578, loss_cls: 0.6002, loss: 0.6002, grad_norm: 5.1113 2021-05-27 05:01:06,143 - mmaction - INFO - Epoch [11][240/3757] lr: 5.000e-05, eta: 6:28:11, time: 1.283, data_time: 0.006, memory: 17874, top1_acc: 0.8250, top5_acc: 0.9484, loss_cls: 0.6332, loss: 0.6332, grad_norm: 5.4443 2021-05-27 05:01:29,195 - mmaction - INFO - Epoch [11][260/3757] lr: 5.000e-05, eta: 6:27:45, time: 1.149, data_time: 0.004, memory: 17874, top1_acc: 0.8586, top5_acc: 0.9625, loss_cls: 0.5613, loss: 0.5613, grad_norm: 4.8672 2021-05-27 05:01:52,566 - mmaction - INFO - Epoch [11][280/3757] lr: 5.000e-05, eta: 6:27:19, time: 1.165, data_time: 0.010, memory: 17874, top1_acc: 0.8680, top5_acc: 0.9664, loss_cls: 0.4937, loss: 0.4937, grad_norm: 4.7830 2021-05-27 05:02:14,584 - mmaction - INFO - Epoch [11][300/3757] lr: 5.000e-05, eta: 6:26:53, time: 1.109, data_time: 0.020, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9625, loss_cls: 0.5742, loss: 0.5742, grad_norm: 5.1613 2021-05-27 05:02:37,119 - mmaction - INFO - Epoch [11][320/3757] lr: 5.000e-05, eta: 6:26:26, time: 1.125, data_time: 0.001, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9594, loss_cls: 0.6035, loss: 0.6035, grad_norm: 5.4592 2021-05-27 05:02:58,868 - mmaction - INFO - Epoch [11][340/3757] lr: 5.000e-05, eta: 6:26:00, time: 1.088, data_time: 0.003, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9586, loss_cls: 0.5833, loss: 0.5833, grad_norm: 5.2949 2021-05-27 05:03:21,705 - mmaction - INFO - Epoch [11][360/3757] lr: 5.000e-05, eta: 6:25:33, time: 1.142, data_time: 0.003, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9594, loss_cls: 0.5848, loss: 0.5848, grad_norm: 5.0193 2021-05-27 05:03:43,310 - mmaction - INFO - Epoch [11][380/3757] lr: 5.000e-05, eta: 6:25:07, time: 1.080, data_time: 0.002, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9656, loss_cls: 0.5800, loss: 0.5800, grad_norm: 5.3327 2021-05-27 05:04:06,131 - mmaction - INFO - Epoch [11][400/3757] lr: 5.000e-05, eta: 6:24:40, time: 1.140, data_time: 0.002, memory: 17874, top1_acc: 0.8609, top5_acc: 0.9680, loss_cls: 0.5181, loss: 0.5181, grad_norm: 4.8851 2021-05-27 05:04:28,065 - mmaction - INFO - Epoch [11][420/3757] lr: 5.000e-05, eta: 6:24:14, time: 1.098, data_time: 0.004, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9578, loss_cls: 0.5911, loss: 0.5911, grad_norm: 5.1495 2021-05-27 05:04:50,588 - mmaction - INFO - Epoch [11][440/3757] lr: 5.000e-05, eta: 6:23:47, time: 1.126, data_time: 0.002, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9609, loss_cls: 0.6223, loss: 0.6223, grad_norm: 5.2564 2021-05-27 05:05:13,041 - mmaction - INFO - Epoch [11][460/3757] lr: 5.000e-05, eta: 6:23:21, time: 1.123, data_time: 0.002, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9641, loss_cls: 0.5971, loss: 0.5971, grad_norm: 5.1918 2021-05-27 05:05:37,392 - mmaction - INFO - Epoch [11][480/3757] lr: 5.000e-05, eta: 6:22:56, time: 1.215, data_time: 0.005, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9625, loss_cls: 0.5351, loss: 0.5351, grad_norm: 5.0346 2021-05-27 05:06:01,725 - mmaction - INFO - Epoch [11][500/3757] lr: 5.000e-05, eta: 6:22:30, time: 1.218, data_time: 0.005, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9656, loss_cls: 0.5638, loss: 0.5638, grad_norm: 5.3237 2021-05-27 05:06:23,828 - mmaction - INFO - Epoch [11][520/3757] lr: 5.000e-05, eta: 6:22:04, time: 1.106, data_time: 0.006, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9445, loss_cls: 0.6373, loss: 0.6373, grad_norm: 5.0907 2021-05-27 05:06:48,735 - mmaction - INFO - Epoch [11][540/3757] lr: 5.000e-05, eta: 6:21:38, time: 1.245, data_time: 0.003, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9664, loss_cls: 0.5430, loss: 0.5430, grad_norm: 5.5841 2021-05-27 05:07:10,873 - mmaction - INFO - Epoch [11][560/3757] lr: 5.000e-05, eta: 6:21:12, time: 1.107, data_time: 0.004, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9641, loss_cls: 0.5708, loss: 0.5708, grad_norm: 5.0470 2021-05-27 05:07:34,551 - mmaction - INFO - Epoch [11][580/3757] lr: 5.000e-05, eta: 6:20:46, time: 1.178, data_time: 0.002, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9633, loss_cls: 0.5550, loss: 0.5550, grad_norm: 4.9597 2021-05-27 05:07:56,672 - mmaction - INFO - Epoch [11][600/3757] lr: 5.000e-05, eta: 6:20:20, time: 1.113, data_time: 0.012, memory: 17874, top1_acc: 0.8602, top5_acc: 0.9656, loss_cls: 0.5152, loss: 0.5152, grad_norm: 4.8823 2021-05-27 05:08:18,535 - mmaction - INFO - Epoch [11][620/3757] lr: 5.000e-05, eta: 6:19:53, time: 1.092, data_time: 0.001, memory: 17874, top1_acc: 0.8570, top5_acc: 0.9664, loss_cls: 0.5472, loss: 0.5472, grad_norm: 5.0021 2021-05-27 05:08:41,243 - mmaction - INFO - Epoch [11][640/3757] lr: 5.000e-05, eta: 6:19:27, time: 1.135, data_time: 0.002, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9617, loss_cls: 0.5508, loss: 0.5508, grad_norm: 4.8623 2021-05-27 05:09:04,295 - mmaction - INFO - Epoch [11][660/3757] lr: 5.000e-05, eta: 6:19:01, time: 1.151, data_time: 0.002, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9555, loss_cls: 0.6058, loss: 0.6058, grad_norm: 5.2525 2021-05-27 05:09:26,916 - mmaction - INFO - Epoch [11][680/3757] lr: 5.000e-05, eta: 6:18:34, time: 1.133, data_time: 0.005, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9602, loss_cls: 0.5916, loss: 0.5916, grad_norm: 5.1907 2021-05-27 05:09:49,662 - mmaction - INFO - Epoch [11][700/3757] lr: 5.000e-05, eta: 6:18:08, time: 1.135, data_time: 0.002, memory: 17874, top1_acc: 0.8602, top5_acc: 0.9602, loss_cls: 0.5556, loss: 0.5556, grad_norm: 4.9557 2021-05-27 05:10:11,483 - mmaction - INFO - Epoch [11][720/3757] lr: 5.000e-05, eta: 6:17:41, time: 1.092, data_time: 0.005, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9641, loss_cls: 0.5749, loss: 0.5749, grad_norm: 4.9928 2021-05-27 05:10:34,089 - mmaction - INFO - Epoch [11][740/3757] lr: 5.000e-05, eta: 6:17:15, time: 1.131, data_time: 0.005, memory: 17874, top1_acc: 0.8648, top5_acc: 0.9711, loss_cls: 0.5078, loss: 0.5078, grad_norm: 5.0820 2021-05-27 05:10:56,639 - mmaction - INFO - Epoch [11][760/3757] lr: 5.000e-05, eta: 6:16:49, time: 1.122, data_time: 0.003, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9570, loss_cls: 0.6127, loss: 0.6127, grad_norm: 5.2412 2021-05-27 05:11:22,914 - mmaction - INFO - Epoch [11][780/3757] lr: 5.000e-05, eta: 6:16:24, time: 1.317, data_time: 0.007, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9625, loss_cls: 0.5840, loss: 0.5840, grad_norm: 5.1576 2021-05-27 05:11:45,935 - mmaction - INFO - Epoch [11][800/3757] lr: 5.000e-05, eta: 6:15:58, time: 1.152, data_time: 0.004, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9688, loss_cls: 0.5699, loss: 0.5699, grad_norm: 5.2697 2021-05-27 05:12:08,416 - mmaction - INFO - Epoch [11][820/3757] lr: 5.000e-05, eta: 6:15:32, time: 1.125, data_time: 0.004, memory: 17874, top1_acc: 0.8609, top5_acc: 0.9656, loss_cls: 0.5431, loss: 0.5431, grad_norm: 4.8474 2021-05-27 05:12:30,200 - mmaction - INFO - Epoch [11][840/3757] lr: 5.000e-05, eta: 6:15:05, time: 1.090, data_time: 0.003, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9625, loss_cls: 0.5276, loss: 0.5276, grad_norm: 4.8866 2021-05-27 05:12:52,432 - mmaction - INFO - Epoch [11][860/3757] lr: 5.000e-05, eta: 6:14:39, time: 1.112, data_time: 0.002, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9695, loss_cls: 0.5864, loss: 0.5864, grad_norm: 5.2474 2021-05-27 05:13:16,968 - mmaction - INFO - Epoch [11][880/3757] lr: 5.000e-05, eta: 6:14:14, time: 1.226, data_time: 0.001, memory: 17874, top1_acc: 0.8711, top5_acc: 0.9719, loss_cls: 0.5033, loss: 0.5033, grad_norm: 4.7449 2021-05-27 05:13:39,860 - mmaction - INFO - Epoch [11][900/3757] lr: 5.000e-05, eta: 6:13:48, time: 1.144, data_time: 0.002, memory: 17874, top1_acc: 0.8602, top5_acc: 0.9648, loss_cls: 0.5338, loss: 0.5338, grad_norm: 5.0557 2021-05-27 05:14:02,937 - mmaction - INFO - Epoch [11][920/3757] lr: 5.000e-05, eta: 6:13:22, time: 1.154, data_time: 0.003, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9523, loss_cls: 0.6050, loss: 0.6050, grad_norm: 5.2888 2021-05-27 05:14:27,576 - mmaction - INFO - Epoch [11][940/3757] lr: 5.000e-05, eta: 6:12:56, time: 1.232, data_time: 0.006, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9672, loss_cls: 0.5339, loss: 0.5339, grad_norm: 4.8601 2021-05-27 05:14:52,002 - mmaction - INFO - Epoch [11][960/3757] lr: 5.000e-05, eta: 6:12:31, time: 1.211, data_time: 0.003, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9586, loss_cls: 0.6272, loss: 0.6272, grad_norm: 5.5784 2021-05-27 05:15:14,483 - mmaction - INFO - Epoch [11][980/3757] lr: 5.000e-05, eta: 6:12:05, time: 1.135, data_time: 0.017, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9617, loss_cls: 0.6012, loss: 0.6012, grad_norm: 5.3552 2021-05-27 05:15:37,832 - mmaction - INFO - Epoch [11][1000/3757] lr: 5.000e-05, eta: 6:11:39, time: 1.168, data_time: 0.002, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9641, loss_cls: 0.5712, loss: 0.5712, grad_norm: 5.2903 2021-05-27 05:16:00,493 - mmaction - INFO - Epoch [11][1020/3757] lr: 5.000e-05, eta: 6:11:13, time: 1.128, data_time: 0.002, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9578, loss_cls: 0.5807, loss: 0.5807, grad_norm: 4.9733 2021-05-27 05:16:23,490 - mmaction - INFO - Epoch [11][1040/3757] lr: 5.000e-05, eta: 6:10:47, time: 1.154, data_time: 0.008, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9617, loss_cls: 0.6090, loss: 0.6090, grad_norm: 5.2052 2021-05-27 05:16:46,733 - mmaction - INFO - Epoch [11][1060/3757] lr: 5.000e-05, eta: 6:10:21, time: 1.161, data_time: 0.002, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9688, loss_cls: 0.5606, loss: 0.5606, grad_norm: 5.7591 2021-05-27 05:17:10,292 - mmaction - INFO - Epoch [11][1080/3757] lr: 5.000e-05, eta: 6:09:55, time: 1.179, data_time: 0.004, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9625, loss_cls: 0.6081, loss: 0.6081, grad_norm: 5.0483 2021-05-27 05:17:32,601 - mmaction - INFO - Epoch [11][1100/3757] lr: 5.000e-05, eta: 6:09:29, time: 1.114, data_time: 0.004, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9672, loss_cls: 0.5894, loss: 0.5894, grad_norm: 5.2393 2021-05-27 05:17:55,029 - mmaction - INFO - Epoch [11][1120/3757] lr: 5.000e-05, eta: 6:09:02, time: 1.123, data_time: 0.004, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9586, loss_cls: 0.6218, loss: 0.6218, grad_norm: 5.4462 2021-05-27 05:18:20,934 - mmaction - INFO - Epoch [11][1140/3757] lr: 5.000e-05, eta: 6:08:38, time: 1.295, data_time: 0.003, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9578, loss_cls: 0.6128, loss: 0.6128, grad_norm: 5.2836 2021-05-27 05:18:45,551 - mmaction - INFO - Epoch [11][1160/3757] lr: 5.000e-05, eta: 6:08:12, time: 1.224, data_time: 0.004, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9703, loss_cls: 0.5344, loss: 0.5344, grad_norm: 4.9876 2021-05-27 05:19:08,153 - mmaction - INFO - Epoch [11][1180/3757] lr: 5.000e-05, eta: 6:07:46, time: 1.138, data_time: 0.016, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9680, loss_cls: 0.5676, loss: 0.5676, grad_norm: 5.3503 2021-05-27 05:19:33,777 - mmaction - INFO - Epoch [11][1200/3757] lr: 5.000e-05, eta: 6:07:21, time: 1.281, data_time: 0.003, memory: 17874, top1_acc: 0.8570, top5_acc: 0.9641, loss_cls: 0.5603, loss: 0.5603, grad_norm: 4.9044 2021-05-27 05:19:55,601 - mmaction - INFO - Epoch [11][1220/3757] lr: 5.000e-05, eta: 6:06:55, time: 1.090, data_time: 0.003, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9500, loss_cls: 0.6345, loss: 0.6345, grad_norm: 5.2098 2021-05-27 05:20:18,065 - mmaction - INFO - Epoch [11][1240/3757] lr: 5.000e-05, eta: 6:06:28, time: 1.123, data_time: 0.004, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9555, loss_cls: 0.6063, loss: 0.6063, grad_norm: 5.4154 2021-05-27 05:20:40,445 - mmaction - INFO - Epoch [11][1260/3757] lr: 5.000e-05, eta: 6:06:02, time: 1.120, data_time: 0.005, memory: 17874, top1_acc: 0.8172, top5_acc: 0.9633, loss_cls: 0.6448, loss: 0.6448, grad_norm: 5.4330 2021-05-27 05:21:02,401 - mmaction - INFO - Epoch [11][1280/3757] lr: 5.000e-05, eta: 6:05:36, time: 1.098, data_time: 0.002, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9617, loss_cls: 0.5801, loss: 0.5801, grad_norm: 5.3873 2021-05-27 05:21:24,628 - mmaction - INFO - Epoch [11][1300/3757] lr: 5.000e-05, eta: 6:05:09, time: 1.111, data_time: 0.002, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9563, loss_cls: 0.5946, loss: 0.5946, grad_norm: 5.2041 2021-05-27 05:21:48,344 - mmaction - INFO - Epoch [11][1320/3757] lr: 5.000e-05, eta: 6:04:44, time: 1.184, data_time: 0.003, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9625, loss_cls: 0.5587, loss: 0.5587, grad_norm: 5.1139 2021-05-27 05:22:11,923 - mmaction - INFO - Epoch [11][1340/3757] lr: 5.000e-05, eta: 6:04:18, time: 1.178, data_time: 0.004, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9680, loss_cls: 0.5476, loss: 0.5476, grad_norm: 4.8324 2021-05-27 05:22:36,322 - mmaction - INFO - Epoch [11][1360/3757] lr: 5.000e-05, eta: 6:03:53, time: 1.217, data_time: 0.006, memory: 17874, top1_acc: 0.8555, top5_acc: 0.9648, loss_cls: 0.5535, loss: 0.5535, grad_norm: 4.7955 2021-05-27 05:23:03,615 - mmaction - INFO - Epoch [11][1380/3757] lr: 5.000e-05, eta: 6:03:29, time: 1.368, data_time: 0.011, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9641, loss_cls: 0.5963, loss: 0.5963, grad_norm: 4.9331 2021-05-27 05:23:27,508 - mmaction - INFO - Epoch [11][1400/3757] lr: 5.000e-05, eta: 6:03:03, time: 1.194, data_time: 0.004, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9617, loss_cls: 0.5823, loss: 0.5823, grad_norm: 5.1120 2021-05-27 05:23:57,311 - mmaction - INFO - Epoch [11][1420/3757] lr: 5.000e-05, eta: 6:02:40, time: 1.493, data_time: 0.005, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9648, loss_cls: 0.6168, loss: 0.6168, grad_norm: 5.3065 2021-05-27 05:24:18,848 - mmaction - INFO - Epoch [11][1440/3757] lr: 5.000e-05, eta: 6:02:13, time: 1.076, data_time: 0.003, memory: 17874, top1_acc: 0.8281, top5_acc: 0.9586, loss_cls: 0.6045, loss: 0.6045, grad_norm: 5.4538 2021-05-27 05:24:42,818 - mmaction - INFO - Epoch [11][1460/3757] lr: 5.000e-05, eta: 6:01:48, time: 1.199, data_time: 0.007, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9625, loss_cls: 0.5750, loss: 0.5750, grad_norm: 5.1825 2021-05-27 05:25:06,085 - mmaction - INFO - Epoch [11][1480/3757] lr: 5.000e-05, eta: 6:01:22, time: 1.163, data_time: 0.002, memory: 17874, top1_acc: 0.8648, top5_acc: 0.9664, loss_cls: 0.5566, loss: 0.5566, grad_norm: 4.9703 2021-05-27 05:25:28,256 - mmaction - INFO - Epoch [11][1500/3757] lr: 5.000e-05, eta: 6:00:56, time: 1.109, data_time: 0.002, memory: 17874, top1_acc: 0.8586, top5_acc: 0.9578, loss_cls: 0.5664, loss: 0.5664, grad_norm: 4.9852 2021-05-27 05:25:51,755 - mmaction - INFO - Epoch [11][1520/3757] lr: 5.000e-05, eta: 6:00:30, time: 1.169, data_time: 0.002, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9656, loss_cls: 0.5404, loss: 0.5404, grad_norm: 5.1029 2021-05-27 05:26:13,485 - mmaction - INFO - Epoch [11][1540/3757] lr: 5.000e-05, eta: 6:00:03, time: 1.091, data_time: 0.008, memory: 17874, top1_acc: 0.8187, top5_acc: 0.9531, loss_cls: 0.6402, loss: 0.6402, grad_norm: 5.5208 2021-05-27 05:26:34,994 - mmaction - INFO - Epoch [11][1560/3757] lr: 5.000e-05, eta: 5:59:37, time: 1.077, data_time: 0.003, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9633, loss_cls: 0.5751, loss: 0.5751, grad_norm: 5.1541 2021-05-27 05:26:57,557 - mmaction - INFO - Epoch [11][1580/3757] lr: 5.000e-05, eta: 5:59:11, time: 1.128, data_time: 0.004, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9570, loss_cls: 0.6496, loss: 0.6496, grad_norm: 5.2983 2021-05-27 05:27:19,964 - mmaction - INFO - Epoch [11][1600/3757] lr: 5.000e-05, eta: 5:58:44, time: 1.120, data_time: 0.003, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9586, loss_cls: 0.5850, loss: 0.5850, grad_norm: 5.1174 2021-05-27 05:27:42,331 - mmaction - INFO - Epoch [11][1620/3757] lr: 5.000e-05, eta: 5:58:18, time: 1.116, data_time: 0.003, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9563, loss_cls: 0.5593, loss: 0.5593, grad_norm: 4.9881 2021-05-27 05:28:04,753 - mmaction - INFO - Epoch [11][1640/3757] lr: 5.000e-05, eta: 5:57:52, time: 1.123, data_time: 0.005, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9703, loss_cls: 0.5676, loss: 0.5676, grad_norm: 4.9632 2021-05-27 05:28:27,996 - mmaction - INFO - Epoch [11][1660/3757] lr: 5.000e-05, eta: 5:57:26, time: 1.159, data_time: 0.003, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9680, loss_cls: 0.5432, loss: 0.5432, grad_norm: 4.9806 2021-05-27 05:28:51,089 - mmaction - INFO - Epoch [11][1680/3757] lr: 5.000e-05, eta: 5:57:00, time: 1.158, data_time: 0.006, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9664, loss_cls: 0.5458, loss: 0.5458, grad_norm: 5.0248 2021-05-27 05:29:14,014 - mmaction - INFO - Epoch [11][1700/3757] lr: 5.000e-05, eta: 5:56:34, time: 1.139, data_time: 0.003, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9656, loss_cls: 0.6001, loss: 0.6001, grad_norm: 5.3901 2021-05-27 05:29:39,328 - mmaction - INFO - Epoch [11][1720/3757] lr: 5.000e-05, eta: 5:56:09, time: 1.270, data_time: 0.009, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9633, loss_cls: 0.5518, loss: 0.5518, grad_norm: 4.9102 2021-05-27 05:30:04,830 - mmaction - INFO - Epoch [11][1740/3757] lr: 5.000e-05, eta: 5:55:45, time: 1.276, data_time: 0.006, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9586, loss_cls: 0.6085, loss: 0.6085, grad_norm: 5.5090 2021-05-27 05:30:28,841 - mmaction - INFO - Epoch [11][1760/3757] lr: 5.000e-05, eta: 5:55:19, time: 1.202, data_time: 0.004, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9602, loss_cls: 0.5953, loss: 0.5953, grad_norm: 5.1857 2021-05-27 05:30:51,129 - mmaction - INFO - Epoch [11][1780/3757] lr: 5.000e-05, eta: 5:54:53, time: 1.113, data_time: 0.006, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9609, loss_cls: 0.5897, loss: 0.5897, grad_norm: 5.1474 2021-05-27 05:31:19,193 - mmaction - INFO - Epoch [11][1800/3757] lr: 5.000e-05, eta: 5:54:29, time: 1.397, data_time: 0.006, memory: 17874, top1_acc: 0.8555, top5_acc: 0.9695, loss_cls: 0.5526, loss: 0.5526, grad_norm: 5.0867 2021-05-27 05:31:41,546 - mmaction - INFO - Epoch [11][1820/3757] lr: 5.000e-05, eta: 5:54:03, time: 1.126, data_time: 0.014, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9766, loss_cls: 0.4912, loss: 0.4912, grad_norm: 4.7952 2021-05-27 05:32:04,853 - mmaction - INFO - Epoch [11][1840/3757] lr: 5.000e-05, eta: 5:53:37, time: 1.165, data_time: 0.002, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9672, loss_cls: 0.5882, loss: 0.5882, grad_norm: 5.1891 2021-05-27 05:32:27,084 - mmaction - INFO - Epoch [11][1860/3757] lr: 5.000e-05, eta: 5:53:11, time: 1.101, data_time: 0.007, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9633, loss_cls: 0.5836, loss: 0.5836, grad_norm: 5.1465 2021-05-27 05:32:50,251 - mmaction - INFO - Epoch [11][1880/3757] lr: 5.000e-05, eta: 5:52:45, time: 1.167, data_time: 0.013, memory: 17874, top1_acc: 0.8180, top5_acc: 0.9586, loss_cls: 0.6297, loss: 0.6297, grad_norm: 5.7372 2021-05-27 05:33:13,374 - mmaction - INFO - Epoch [11][1900/3757] lr: 5.000e-05, eta: 5:52:19, time: 1.154, data_time: 0.003, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9617, loss_cls: 0.5739, loss: 0.5739, grad_norm: 5.3449 2021-05-27 05:33:42,109 - mmaction - INFO - Epoch [11][1920/3757] lr: 5.000e-05, eta: 5:51:56, time: 1.435, data_time: 0.007, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9633, loss_cls: 0.5702, loss: 0.5702, grad_norm: 5.1400 2021-05-27 05:34:04,326 - mmaction - INFO - Epoch [11][1940/3757] lr: 5.000e-05, eta: 5:51:29, time: 1.116, data_time: 0.008, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9609, loss_cls: 0.5911, loss: 0.5911, grad_norm: 5.0680 2021-05-27 05:34:27,453 - mmaction - INFO - Epoch [11][1960/3757] lr: 5.000e-05, eta: 5:51:04, time: 1.155, data_time: 0.002, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9680, loss_cls: 0.5608, loss: 0.5608, grad_norm: 5.3655 2021-05-27 05:34:51,934 - mmaction - INFO - Epoch [11][1980/3757] lr: 5.000e-05, eta: 5:50:38, time: 1.218, data_time: 0.005, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9594, loss_cls: 0.5783, loss: 0.5783, grad_norm: 5.2441 2021-05-27 05:35:16,691 - mmaction - INFO - Epoch [11][2000/3757] lr: 5.000e-05, eta: 5:50:13, time: 1.245, data_time: 0.013, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9578, loss_cls: 0.5991, loss: 0.5991, grad_norm: 5.2092 2021-05-27 05:35:38,660 - mmaction - INFO - Epoch [11][2020/3757] lr: 5.000e-05, eta: 5:49:47, time: 1.097, data_time: 0.002, memory: 17874, top1_acc: 0.8281, top5_acc: 0.9672, loss_cls: 0.5766, loss: 0.5766, grad_norm: 5.0472 2021-05-27 05:36:04,945 - mmaction - INFO - Epoch [11][2040/3757] lr: 5.000e-05, eta: 5:49:22, time: 1.311, data_time: 0.003, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9617, loss_cls: 0.5775, loss: 0.5775, grad_norm: 5.2823 2021-05-27 05:36:28,494 - mmaction - INFO - Epoch [11][2060/3757] lr: 5.000e-05, eta: 5:48:57, time: 1.180, data_time: 0.010, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9570, loss_cls: 0.5991, loss: 0.5991, grad_norm: 5.2780 2021-05-27 05:36:51,978 - mmaction - INFO - Epoch [11][2080/3757] lr: 5.000e-05, eta: 5:48:31, time: 1.173, data_time: 0.005, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9602, loss_cls: 0.5781, loss: 0.5781, grad_norm: 5.1386 2021-05-27 05:37:16,455 - mmaction - INFO - Epoch [11][2100/3757] lr: 5.000e-05, eta: 5:48:06, time: 1.224, data_time: 0.005, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9539, loss_cls: 0.5981, loss: 0.5981, grad_norm: 5.3870 2021-05-27 05:37:39,320 - mmaction - INFO - Epoch [11][2120/3757] lr: 5.000e-05, eta: 5:47:40, time: 1.145, data_time: 0.006, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9617, loss_cls: 0.5568, loss: 0.5568, grad_norm: 5.1672 2021-05-27 05:38:06,106 - mmaction - INFO - Epoch [11][2140/3757] lr: 5.000e-05, eta: 5:47:15, time: 1.340, data_time: 0.005, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9570, loss_cls: 0.5839, loss: 0.5839, grad_norm: 5.2480 2021-05-27 05:38:28,203 - mmaction - INFO - Epoch [11][2160/3757] lr: 5.000e-05, eta: 5:46:49, time: 1.105, data_time: 0.003, memory: 17874, top1_acc: 0.8703, top5_acc: 0.9688, loss_cls: 0.5049, loss: 0.5049, grad_norm: 4.8165 2021-05-27 05:38:50,822 - mmaction - INFO - Epoch [11][2180/3757] lr: 5.000e-05, eta: 5:46:23, time: 1.131, data_time: 0.003, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9539, loss_cls: 0.5995, loss: 0.5995, grad_norm: 5.1367 2021-05-27 05:39:12,878 - mmaction - INFO - Epoch [11][2200/3757] lr: 5.000e-05, eta: 5:45:57, time: 1.103, data_time: 0.003, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9617, loss_cls: 0.5855, loss: 0.5855, grad_norm: 5.1975 2021-05-27 05:39:34,928 - mmaction - INFO - Epoch [11][2220/3757] lr: 5.000e-05, eta: 5:45:31, time: 1.103, data_time: 0.002, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9531, loss_cls: 0.6195, loss: 0.6195, grad_norm: 5.1861 2021-05-27 05:39:56,192 - mmaction - INFO - Epoch [11][2240/3757] lr: 5.000e-05, eta: 5:45:04, time: 1.063, data_time: 0.002, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9688, loss_cls: 0.5421, loss: 0.5421, grad_norm: 4.8329 2021-05-27 05:40:17,837 - mmaction - INFO - Epoch [11][2260/3757] lr: 5.000e-05, eta: 5:44:38, time: 1.082, data_time: 0.002, memory: 17874, top1_acc: 0.8555, top5_acc: 0.9688, loss_cls: 0.5311, loss: 0.5311, grad_norm: 5.0338 2021-05-27 05:40:40,175 - mmaction - INFO - Epoch [11][2280/3757] lr: 5.000e-05, eta: 5:44:11, time: 1.118, data_time: 0.003, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9578, loss_cls: 0.5652, loss: 0.5652, grad_norm: 5.0813 2021-05-27 05:41:06,200 - mmaction - INFO - Epoch [11][2300/3757] lr: 5.000e-05, eta: 5:43:47, time: 1.293, data_time: 0.002, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9656, loss_cls: 0.5681, loss: 0.5681, grad_norm: 5.0567 2021-05-27 05:41:29,465 - mmaction - INFO - Epoch [11][2320/3757] lr: 5.000e-05, eta: 5:43:21, time: 1.172, data_time: 0.012, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9656, loss_cls: 0.5784, loss: 0.5784, grad_norm: 5.1926 2021-05-27 05:41:56,641 - mmaction - INFO - Epoch [11][2340/3757] lr: 5.000e-05, eta: 5:42:57, time: 1.357, data_time: 0.001, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9563, loss_cls: 0.5957, loss: 0.5957, grad_norm: 5.5225 2021-05-27 05:42:19,865 - mmaction - INFO - Epoch [11][2360/3757] lr: 5.000e-05, eta: 5:42:31, time: 1.162, data_time: 0.004, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9594, loss_cls: 0.6016, loss: 0.6016, grad_norm: 5.2099 2021-05-27 05:42:42,826 - mmaction - INFO - Epoch [11][2380/3757] lr: 5.000e-05, eta: 5:42:05, time: 1.149, data_time: 0.003, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9695, loss_cls: 0.5525, loss: 0.5525, grad_norm: 5.0981 2021-05-27 05:43:05,344 - mmaction - INFO - Epoch [11][2400/3757] lr: 5.000e-05, eta: 5:41:39, time: 1.123, data_time: 0.003, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9547, loss_cls: 0.5997, loss: 0.5997, grad_norm: 5.0108 2021-05-27 05:43:34,071 - mmaction - INFO - Epoch [11][2420/3757] lr: 5.000e-05, eta: 5:41:16, time: 1.435, data_time: 0.006, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9563, loss_cls: 0.5682, loss: 0.5682, grad_norm: 4.9713 2021-05-27 05:44:00,082 - mmaction - INFO - Epoch [11][2440/3757] lr: 5.000e-05, eta: 5:40:51, time: 1.303, data_time: 0.008, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9570, loss_cls: 0.6013, loss: 0.6013, grad_norm: 5.2563 2021-05-27 05:44:22,818 - mmaction - INFO - Epoch [11][2460/3757] lr: 5.000e-05, eta: 5:40:25, time: 1.140, data_time: 0.004, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9555, loss_cls: 0.6123, loss: 0.6123, grad_norm: 5.3828 2021-05-27 05:44:45,086 - mmaction - INFO - Epoch [11][2480/3757] lr: 5.000e-05, eta: 5:39:59, time: 1.112, data_time: 0.003, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9641, loss_cls: 0.5515, loss: 0.5515, grad_norm: 5.0811 2021-05-27 05:45:06,819 - mmaction - INFO - Epoch [11][2500/3757] lr: 5.000e-05, eta: 5:39:33, time: 1.087, data_time: 0.002, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9609, loss_cls: 0.6127, loss: 0.6127, grad_norm: 5.5234 2021-05-27 05:45:29,735 - mmaction - INFO - Epoch [11][2520/3757] lr: 5.000e-05, eta: 5:39:07, time: 1.143, data_time: 0.003, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9609, loss_cls: 0.5959, loss: 0.5959, grad_norm: 5.7189 2021-05-27 05:45:52,178 - mmaction - INFO - Epoch [11][2540/3757] lr: 5.000e-05, eta: 5:38:41, time: 1.124, data_time: 0.007, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9617, loss_cls: 0.5420, loss: 0.5420, grad_norm: 4.7140 2021-05-27 05:46:15,173 - mmaction - INFO - Epoch [11][2560/3757] lr: 5.000e-05, eta: 5:38:15, time: 1.152, data_time: 0.004, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9531, loss_cls: 0.6273, loss: 0.6273, grad_norm: 5.3023 2021-05-27 05:46:38,533 - mmaction - INFO - Epoch [11][2580/3757] lr: 5.000e-05, eta: 5:37:49, time: 1.169, data_time: 0.003, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9531, loss_cls: 0.6046, loss: 0.6046, grad_norm: 5.2479 2021-05-27 05:47:02,251 - mmaction - INFO - Epoch [11][2600/3757] lr: 5.000e-05, eta: 5:37:24, time: 1.185, data_time: 0.001, memory: 17874, top1_acc: 0.8617, top5_acc: 0.9602, loss_cls: 0.5312, loss: 0.5312, grad_norm: 4.9101 2021-05-27 05:47:24,091 - mmaction - INFO - Epoch [11][2620/3757] lr: 5.000e-05, eta: 5:36:57, time: 1.093, data_time: 0.004, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9586, loss_cls: 0.5904, loss: 0.5904, grad_norm: 5.2752 2021-05-27 05:47:45,989 - mmaction - INFO - Epoch [11][2640/3757] lr: 5.000e-05, eta: 5:36:31, time: 1.095, data_time: 0.002, memory: 17874, top1_acc: 0.8633, top5_acc: 0.9656, loss_cls: 0.5285, loss: 0.5285, grad_norm: 4.7579 2021-05-27 05:48:10,072 - mmaction - INFO - Epoch [11][2660/3757] lr: 5.000e-05, eta: 5:36:06, time: 1.204, data_time: 0.002, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9625, loss_cls: 0.5712, loss: 0.5712, grad_norm: 5.2908 2021-05-27 05:48:32,799 - mmaction - INFO - Epoch [11][2680/3757] lr: 5.000e-05, eta: 5:35:40, time: 1.136, data_time: 0.004, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9656, loss_cls: 0.5397, loss: 0.5397, grad_norm: 5.3033 2021-05-27 05:48:58,006 - mmaction - INFO - Epoch [11][2700/3757] lr: 5.000e-05, eta: 5:35:15, time: 1.258, data_time: 0.002, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9664, loss_cls: 0.5593, loss: 0.5593, grad_norm: 5.1221 2021-05-27 05:49:21,837 - mmaction - INFO - Epoch [11][2720/3757] lr: 5.000e-05, eta: 5:34:49, time: 1.194, data_time: 0.005, memory: 17874, top1_acc: 0.8555, top5_acc: 0.9641, loss_cls: 0.5484, loss: 0.5484, grad_norm: 4.9786 2021-05-27 05:49:46,046 - mmaction - INFO - Epoch [11][2740/3757] lr: 5.000e-05, eta: 5:34:24, time: 1.207, data_time: 0.004, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9617, loss_cls: 0.5891, loss: 0.5891, grad_norm: 5.4920 2021-05-27 05:50:09,775 - mmaction - INFO - Epoch [11][2760/3757] lr: 5.000e-05, eta: 5:33:58, time: 1.178, data_time: 0.006, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9688, loss_cls: 0.5802, loss: 0.5802, grad_norm: 5.0942 2021-05-27 05:50:33,240 - mmaction - INFO - Epoch [11][2780/3757] lr: 5.000e-05, eta: 5:33:33, time: 1.184, data_time: 0.015, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9625, loss_cls: 0.5532, loss: 0.5532, grad_norm: 5.1044 2021-05-27 05:50:59,437 - mmaction - INFO - Epoch [11][2800/3757] lr: 5.000e-05, eta: 5:33:08, time: 1.308, data_time: 0.003, memory: 17874, top1_acc: 0.8562, top5_acc: 0.9633, loss_cls: 0.5542, loss: 0.5542, grad_norm: 5.0252 2021-05-27 05:51:21,658 - mmaction - INFO - Epoch [11][2820/3757] lr: 5.000e-05, eta: 5:32:42, time: 1.112, data_time: 0.007, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9664, loss_cls: 0.5636, loss: 0.5636, grad_norm: 5.1154 2021-05-27 05:51:45,421 - mmaction - INFO - Epoch [11][2840/3757] lr: 5.000e-05, eta: 5:32:17, time: 1.187, data_time: 0.003, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9445, loss_cls: 0.6648, loss: 0.6648, grad_norm: 5.4456 2021-05-27 05:52:14,802 - mmaction - INFO - Epoch [11][2860/3757] lr: 5.000e-05, eta: 5:31:53, time: 1.467, data_time: 0.004, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9547, loss_cls: 0.6353, loss: 0.6353, grad_norm: 5.2271 2021-05-27 05:52:40,331 - mmaction - INFO - Epoch [11][2880/3757] lr: 5.000e-05, eta: 5:31:29, time: 1.280, data_time: 0.007, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9602, loss_cls: 0.5979, loss: 0.5979, grad_norm: 5.3408 2021-05-27 05:53:02,400 - mmaction - INFO - Epoch [11][2900/3757] lr: 5.000e-05, eta: 5:31:02, time: 1.104, data_time: 0.003, memory: 17874, top1_acc: 0.8219, top5_acc: 0.9516, loss_cls: 0.6489, loss: 0.6489, grad_norm: 5.2649 2021-05-27 05:53:29,687 - mmaction - INFO - Epoch [11][2920/3757] lr: 5.000e-05, eta: 5:30:38, time: 1.361, data_time: 0.003, memory: 17874, top1_acc: 0.8719, top5_acc: 0.9664, loss_cls: 0.5129, loss: 0.5129, grad_norm: 4.6498 2021-05-27 05:53:52,614 - mmaction - INFO - Epoch [11][2940/3757] lr: 5.000e-05, eta: 5:30:12, time: 1.150, data_time: 0.007, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9594, loss_cls: 0.5725, loss: 0.5725, grad_norm: 5.0228 2021-05-27 05:54:14,750 - mmaction - INFO - Epoch [11][2960/3757] lr: 5.000e-05, eta: 5:29:46, time: 1.107, data_time: 0.003, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9578, loss_cls: 0.6033, loss: 0.6033, grad_norm: 5.3617 2021-05-27 05:54:36,829 - mmaction - INFO - Epoch [11][2980/3757] lr: 5.000e-05, eta: 5:29:20, time: 1.103, data_time: 0.002, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9625, loss_cls: 0.5694, loss: 0.5694, grad_norm: 5.1617 2021-05-27 05:54:59,009 - mmaction - INFO - Epoch [11][3000/3757] lr: 5.000e-05, eta: 5:28:54, time: 1.110, data_time: 0.003, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9570, loss_cls: 0.5787, loss: 0.5787, grad_norm: 5.2598 2021-05-27 05:55:24,278 - mmaction - INFO - Epoch [11][3020/3757] lr: 5.000e-05, eta: 5:28:29, time: 1.262, data_time: 0.002, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9500, loss_cls: 0.6543, loss: 0.6543, grad_norm: 5.2986 2021-05-27 05:55:46,626 - mmaction - INFO - Epoch [11][3040/3757] lr: 5.000e-05, eta: 5:28:03, time: 1.119, data_time: 0.005, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9594, loss_cls: 0.5749, loss: 0.5749, grad_norm: 5.0990 2021-05-27 05:56:10,620 - mmaction - INFO - Epoch [11][3060/3757] lr: 5.000e-05, eta: 5:27:38, time: 1.197, data_time: 0.002, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9680, loss_cls: 0.5410, loss: 0.5410, grad_norm: 5.1821 2021-05-27 05:56:34,027 - mmaction - INFO - Epoch [11][3080/3757] lr: 5.000e-05, eta: 5:27:12, time: 1.173, data_time: 0.007, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9633, loss_cls: 0.5970, loss: 0.5970, grad_norm: 5.2661 2021-05-27 05:57:00,052 - mmaction - INFO - Epoch [11][3100/3757] lr: 5.000e-05, eta: 5:26:48, time: 1.302, data_time: 0.003, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9531, loss_cls: 0.6031, loss: 0.6031, grad_norm: 4.9768 2021-05-27 05:57:27,674 - mmaction - INFO - Epoch [11][3120/3757] lr: 5.000e-05, eta: 5:26:24, time: 1.379, data_time: 0.003, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9523, loss_cls: 0.6512, loss: 0.6512, grad_norm: 5.2128 2021-05-27 05:57:50,409 - mmaction - INFO - Epoch [11][3140/3757] lr: 5.000e-05, eta: 5:25:58, time: 1.137, data_time: 0.004, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9523, loss_cls: 0.6480, loss: 0.6480, grad_norm: 5.5252 2021-05-27 05:58:16,306 - mmaction - INFO - Epoch [11][3160/3757] lr: 5.000e-05, eta: 5:25:33, time: 1.293, data_time: 0.008, memory: 17874, top1_acc: 0.8602, top5_acc: 0.9680, loss_cls: 0.5275, loss: 0.5275, grad_norm: 4.9147 2021-05-27 05:58:38,246 - mmaction - INFO - Epoch [11][3180/3757] lr: 5.000e-05, eta: 5:25:07, time: 1.101, data_time: 0.006, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9609, loss_cls: 0.5678, loss: 0.5678, grad_norm: 5.3193 2021-05-27 05:59:00,835 - mmaction - INFO - Epoch [11][3200/3757] lr: 5.000e-05, eta: 5:24:41, time: 1.129, data_time: 0.002, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9641, loss_cls: 0.5621, loss: 0.5621, grad_norm: 5.1959 2021-05-27 05:59:26,200 - mmaction - INFO - Epoch [11][3220/3757] lr: 5.000e-05, eta: 5:24:16, time: 1.269, data_time: 0.003, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9617, loss_cls: 0.5677, loss: 0.5677, grad_norm: 5.0266 2021-05-27 05:59:51,903 - mmaction - INFO - Epoch [11][3240/3757] lr: 5.000e-05, eta: 5:23:51, time: 1.283, data_time: 0.003, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9648, loss_cls: 0.5709, loss: 0.5709, grad_norm: 5.0649 2021-05-27 06:00:26,018 - mmaction - INFO - Epoch [11][3260/3757] lr: 5.000e-05, eta: 5:23:30, time: 1.698, data_time: 0.005, memory: 17874, top1_acc: 0.8172, top5_acc: 0.9563, loss_cls: 0.6587, loss: 0.6587, grad_norm: 5.7906 2021-05-27 06:00:49,415 - mmaction - INFO - Epoch [11][3280/3757] lr: 5.000e-05, eta: 5:23:04, time: 1.177, data_time: 0.014, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9609, loss_cls: 0.5678, loss: 0.5678, grad_norm: 5.2217 2021-05-27 06:01:17,524 - mmaction - INFO - Epoch [11][3300/3757] lr: 5.000e-05, eta: 5:22:40, time: 1.406, data_time: 0.005, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9633, loss_cls: 0.5875, loss: 0.5875, grad_norm: 5.1507 2021-05-27 06:01:41,999 - mmaction - INFO - Epoch [11][3320/3757] lr: 5.000e-05, eta: 5:22:15, time: 1.225, data_time: 0.005, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9680, loss_cls: 0.5736, loss: 0.5736, grad_norm: 4.9669 2021-05-27 06:02:05,034 - mmaction - INFO - Epoch [11][3340/3757] lr: 5.000e-05, eta: 5:21:49, time: 1.152, data_time: 0.004, memory: 17874, top1_acc: 0.8602, top5_acc: 0.9602, loss_cls: 0.5609, loss: 0.5609, grad_norm: 5.0594 2021-05-27 06:02:27,097 - mmaction - INFO - Epoch [11][3360/3757] lr: 5.000e-05, eta: 5:21:23, time: 1.104, data_time: 0.003, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9539, loss_cls: 0.6201, loss: 0.6201, grad_norm: 5.0601 2021-05-27 06:02:49,145 - mmaction - INFO - Epoch [11][3380/3757] lr: 5.000e-05, eta: 5:20:57, time: 1.102, data_time: 0.004, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9656, loss_cls: 0.5736, loss: 0.5736, grad_norm: 5.2102 2021-05-27 06:03:11,400 - mmaction - INFO - Epoch [11][3400/3757] lr: 5.000e-05, eta: 5:20:31, time: 1.109, data_time: 0.006, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9570, loss_cls: 0.6115, loss: 0.6115, grad_norm: 5.3119 2021-05-27 06:03:34,046 - mmaction - INFO - Epoch [11][3420/3757] lr: 5.000e-05, eta: 5:20:05, time: 1.135, data_time: 0.008, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9555, loss_cls: 0.5940, loss: 0.5940, grad_norm: 5.3594 2021-05-27 06:03:56,053 - mmaction - INFO - Epoch [11][3440/3757] lr: 5.000e-05, eta: 5:19:39, time: 1.101, data_time: 0.004, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9656, loss_cls: 0.5795, loss: 0.5795, grad_norm: 5.0317 2021-05-27 06:04:19,135 - mmaction - INFO - Epoch [11][3460/3757] lr: 5.000e-05, eta: 5:19:13, time: 1.152, data_time: 0.004, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9719, loss_cls: 0.5028, loss: 0.5028, grad_norm: 4.8232 2021-05-27 06:04:42,849 - mmaction - INFO - Epoch [11][3480/3757] lr: 5.000e-05, eta: 5:18:48, time: 1.183, data_time: 0.006, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9539, loss_cls: 0.5835, loss: 0.5835, grad_norm: 5.0375 2021-05-27 06:05:09,993 - mmaction - INFO - Epoch [11][3500/3757] lr: 5.000e-05, eta: 5:18:24, time: 1.364, data_time: 0.009, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9523, loss_cls: 0.6112, loss: 0.6112, grad_norm: 5.2629 2021-05-27 06:05:33,019 - mmaction - INFO - Epoch [11][3520/3757] lr: 5.000e-05, eta: 5:17:58, time: 1.151, data_time: 0.003, memory: 17874, top1_acc: 0.8562, top5_acc: 0.9625, loss_cls: 0.5431, loss: 0.5431, grad_norm: 4.8685 2021-05-27 06:05:55,132 - mmaction - INFO - Epoch [11][3540/3757] lr: 5.000e-05, eta: 5:17:32, time: 1.103, data_time: 0.004, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9625, loss_cls: 0.5747, loss: 0.5747, grad_norm: 5.3169 2021-05-27 06:06:17,294 - mmaction - INFO - Epoch [11][3560/3757] lr: 5.000e-05, eta: 5:17:06, time: 1.107, data_time: 0.006, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9547, loss_cls: 0.6026, loss: 0.6026, grad_norm: 5.2655 2021-05-27 06:06:39,697 - mmaction - INFO - Epoch [11][3580/3757] lr: 5.000e-05, eta: 5:16:40, time: 1.120, data_time: 0.006, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9609, loss_cls: 0.5859, loss: 0.5859, grad_norm: 5.1614 2021-05-27 06:07:02,674 - mmaction - INFO - Epoch [11][3600/3757] lr: 5.000e-05, eta: 5:16:14, time: 1.147, data_time: 0.007, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9586, loss_cls: 0.6204, loss: 0.6204, grad_norm: 5.4169 2021-05-27 06:07:24,475 - mmaction - INFO - Epoch [11][3620/3757] lr: 5.000e-05, eta: 5:15:48, time: 1.094, data_time: 0.008, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9609, loss_cls: 0.5662, loss: 0.5662, grad_norm: 5.3207 2021-05-27 06:07:47,087 - mmaction - INFO - Epoch [11][3640/3757] lr: 5.000e-05, eta: 5:15:22, time: 1.131, data_time: 0.003, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9664, loss_cls: 0.5627, loss: 0.5627, grad_norm: 5.2147 2021-05-27 06:08:09,208 - mmaction - INFO - Epoch [11][3660/3757] lr: 5.000e-05, eta: 5:14:56, time: 1.107, data_time: 0.003, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9633, loss_cls: 0.5556, loss: 0.5556, grad_norm: 5.1194 2021-05-27 06:08:31,566 - mmaction - INFO - Epoch [11][3680/3757] lr: 5.000e-05, eta: 5:14:30, time: 1.117, data_time: 0.002, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9531, loss_cls: 0.6307, loss: 0.6307, grad_norm: 5.3656 2021-05-27 06:08:53,585 - mmaction - INFO - Epoch [11][3700/3757] lr: 5.000e-05, eta: 5:14:04, time: 1.101, data_time: 0.003, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9664, loss_cls: 0.5480, loss: 0.5480, grad_norm: 5.0558 2021-05-27 06:09:15,487 - mmaction - INFO - Epoch [11][3720/3757] lr: 5.000e-05, eta: 5:13:38, time: 1.094, data_time: 0.003, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9609, loss_cls: 0.5572, loss: 0.5572, grad_norm: 5.2281 2021-05-27 06:09:37,747 - mmaction - INFO - Epoch [11][3740/3757] lr: 5.000e-05, eta: 5:13:12, time: 1.114, data_time: 0.004, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9617, loss_cls: 0.5644, loss: 0.5644, grad_norm: 5.1689 2021-05-27 06:10:10,845 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-05-27 06:19:31,992 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 06:19:32,920 - mmaction - INFO - top1_acc 0.7680 top5_acc 0.9287 2021-05-27 06:19:32,920 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 06:19:33,026 - mmaction - INFO - mean_acc 0.7678 2021-05-27 06:19:35,081 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. 2021-05-27 06:19:35,081 - mmaction - INFO - Best top1_acc is 0.7680 at 11 epoch. 2021-05-27 06:19:35,090 - mmaction - INFO - Epoch(val) [11][3757] top1_acc: 0.7680, top5_acc: 0.9287, mean_class_accuracy: 0.7678 2021-05-27 06:24:55,194 - mmaction - INFO - Epoch [12][20/3757] lr: 5.000e-05, eta: 5:14:05, time: 15.992, data_time: 14.297, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9633, loss_cls: 0.5622, loss: 0.5622, grad_norm: 5.2620 2021-05-27 06:25:20,650 - mmaction - INFO - Epoch [12][40/3757] lr: 5.000e-05, eta: 5:13:40, time: 1.276, data_time: 0.017, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9531, loss_cls: 0.6147, loss: 0.6147, grad_norm: 5.2764 2021-05-27 06:25:46,357 - mmaction - INFO - Epoch [12][60/3757] lr: 5.000e-05, eta: 5:13:15, time: 1.293, data_time: 0.011, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9492, loss_cls: 0.6281, loss: 0.6281, grad_norm: 5.3080 2021-05-27 06:26:11,007 - mmaction - INFO - Epoch [12][80/3757] lr: 5.000e-05, eta: 5:12:50, time: 1.231, data_time: 0.002, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9578, loss_cls: 0.5882, loss: 0.5882, grad_norm: 5.3521 2021-05-27 06:26:35,417 - mmaction - INFO - Epoch [12][100/3757] lr: 5.000e-05, eta: 5:12:25, time: 1.215, data_time: 0.005, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9555, loss_cls: 0.5834, loss: 0.5834, grad_norm: 5.1717 2021-05-27 06:26:57,716 - mmaction - INFO - Epoch [12][120/3757] lr: 5.000e-05, eta: 5:11:59, time: 1.120, data_time: 0.011, memory: 17874, top1_acc: 0.8578, top5_acc: 0.9625, loss_cls: 0.5583, loss: 0.5583, grad_norm: 5.0482 2021-05-27 06:27:19,530 - mmaction - INFO - Epoch [12][140/3757] lr: 5.000e-05, eta: 5:11:32, time: 1.093, data_time: 0.004, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9531, loss_cls: 0.5929, loss: 0.5929, grad_norm: 5.1604 2021-05-27 06:27:42,063 - mmaction - INFO - Epoch [12][160/3757] lr: 5.000e-05, eta: 5:11:06, time: 1.127, data_time: 0.002, memory: 17874, top1_acc: 0.8578, top5_acc: 0.9664, loss_cls: 0.5557, loss: 0.5557, grad_norm: 5.0843 2021-05-27 06:28:03,905 - mmaction - INFO - Epoch [12][180/3757] lr: 5.000e-05, eta: 5:10:40, time: 1.087, data_time: 0.003, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9641, loss_cls: 0.6228, loss: 0.6228, grad_norm: 5.5002 2021-05-27 06:28:25,597 - mmaction - INFO - Epoch [12][200/3757] lr: 5.000e-05, eta: 5:10:14, time: 1.089, data_time: 0.006, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9680, loss_cls: 0.5490, loss: 0.5490, grad_norm: 5.0560 2021-05-27 06:28:47,685 - mmaction - INFO - Epoch [12][220/3757] lr: 5.000e-05, eta: 5:09:47, time: 1.102, data_time: 0.002, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9641, loss_cls: 0.5410, loss: 0.5410, grad_norm: 4.9302 2021-05-27 06:29:10,292 - mmaction - INFO - Epoch [12][240/3757] lr: 5.000e-05, eta: 5:09:21, time: 1.133, data_time: 0.005, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9648, loss_cls: 0.5896, loss: 0.5896, grad_norm: 5.4919 2021-05-27 06:29:32,313 - mmaction - INFO - Epoch [12][260/3757] lr: 5.000e-05, eta: 5:08:55, time: 1.101, data_time: 0.003, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9547, loss_cls: 0.6511, loss: 0.6511, grad_norm: 5.3536 2021-05-27 06:29:55,496 - mmaction - INFO - Epoch [12][280/3757] lr: 5.000e-05, eta: 5:08:29, time: 1.157, data_time: 0.003, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9648, loss_cls: 0.5584, loss: 0.5584, grad_norm: 5.0640 2021-05-27 06:30:17,884 - mmaction - INFO - Epoch [12][300/3757] lr: 5.000e-05, eta: 5:08:03, time: 1.121, data_time: 0.004, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9602, loss_cls: 0.6151, loss: 0.6151, grad_norm: 5.0559 2021-05-27 06:30:40,551 - mmaction - INFO - Epoch [12][320/3757] lr: 5.000e-05, eta: 5:07:37, time: 1.133, data_time: 0.002, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9609, loss_cls: 0.5895, loss: 0.5895, grad_norm: 5.0959 2021-05-27 06:31:02,831 - mmaction - INFO - Epoch [12][340/3757] lr: 5.000e-05, eta: 5:07:11, time: 1.112, data_time: 0.003, memory: 17874, top1_acc: 0.8578, top5_acc: 0.9719, loss_cls: 0.5216, loss: 0.5216, grad_norm: 4.9848 2021-05-27 06:31:29,230 - mmaction - INFO - Epoch [12][360/3757] lr: 5.000e-05, eta: 5:06:47, time: 1.321, data_time: 0.004, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9617, loss_cls: 0.5492, loss: 0.5492, grad_norm: 5.0309 2021-05-27 06:31:56,636 - mmaction - INFO - Epoch [12][380/3757] lr: 5.000e-05, eta: 5:06:22, time: 1.367, data_time: 0.009, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9633, loss_cls: 0.5442, loss: 0.5442, grad_norm: 5.0244 2021-05-27 06:32:24,007 - mmaction - INFO - Epoch [12][400/3757] lr: 5.000e-05, eta: 5:05:58, time: 1.373, data_time: 0.010, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9625, loss_cls: 0.6068, loss: 0.6068, grad_norm: 5.3611 2021-05-27 06:32:46,506 - mmaction - INFO - Epoch [12][420/3757] lr: 5.000e-05, eta: 5:05:32, time: 1.125, data_time: 0.002, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9594, loss_cls: 0.5476, loss: 0.5476, grad_norm: 5.1893 2021-05-27 06:33:10,950 - mmaction - INFO - Epoch [12][440/3757] lr: 5.000e-05, eta: 5:05:07, time: 1.221, data_time: 0.003, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9633, loss_cls: 0.5697, loss: 0.5697, grad_norm: 5.6285 2021-05-27 06:33:33,788 - mmaction - INFO - Epoch [12][460/3757] lr: 5.000e-05, eta: 5:04:41, time: 1.141, data_time: 0.004, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9758, loss_cls: 0.5193, loss: 0.5193, grad_norm: 5.0860 2021-05-27 06:33:58,546 - mmaction - INFO - Epoch [12][480/3757] lr: 5.000e-05, eta: 5:04:16, time: 1.240, data_time: 0.004, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9641, loss_cls: 0.5837, loss: 0.5837, grad_norm: 5.2323 2021-05-27 06:34:23,115 - mmaction - INFO - Epoch [12][500/3757] lr: 5.000e-05, eta: 5:03:50, time: 1.228, data_time: 0.002, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9680, loss_cls: 0.5610, loss: 0.5610, grad_norm: 5.0545 2021-05-27 06:34:45,479 - mmaction - INFO - Epoch [12][520/3757] lr: 5.000e-05, eta: 5:03:24, time: 1.118, data_time: 0.003, memory: 17874, top1_acc: 0.8187, top5_acc: 0.9578, loss_cls: 0.6353, loss: 0.6353, grad_norm: 5.5312 2021-05-27 06:35:07,557 - mmaction - INFO - Epoch [12][540/3757] lr: 5.000e-05, eta: 5:02:58, time: 1.104, data_time: 0.002, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9680, loss_cls: 0.5516, loss: 0.5516, grad_norm: 5.2220 2021-05-27 06:35:29,310 - mmaction - INFO - Epoch [12][560/3757] lr: 5.000e-05, eta: 5:02:32, time: 1.088, data_time: 0.003, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9570, loss_cls: 0.5937, loss: 0.5937, grad_norm: 5.1905 2021-05-27 06:35:51,527 - mmaction - INFO - Epoch [12][580/3757] lr: 5.000e-05, eta: 5:02:06, time: 1.110, data_time: 0.004, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9641, loss_cls: 0.5774, loss: 0.5774, grad_norm: 5.2279 2021-05-27 06:36:16,425 - mmaction - INFO - Epoch [12][600/3757] lr: 5.000e-05, eta: 5:01:41, time: 1.245, data_time: 0.004, memory: 17874, top1_acc: 0.8602, top5_acc: 0.9672, loss_cls: 0.5214, loss: 0.5214, grad_norm: 4.9533 2021-05-27 06:36:42,308 - mmaction - INFO - Epoch [12][620/3757] lr: 5.000e-05, eta: 5:01:16, time: 1.295, data_time: 0.005, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9734, loss_cls: 0.5398, loss: 0.5398, grad_norm: 5.2454 2021-05-27 06:37:05,275 - mmaction - INFO - Epoch [12][640/3757] lr: 5.000e-05, eta: 5:00:50, time: 1.148, data_time: 0.003, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9594, loss_cls: 0.5858, loss: 0.5858, grad_norm: 5.1064 2021-05-27 06:37:28,707 - mmaction - INFO - Epoch [12][660/3757] lr: 5.000e-05, eta: 5:00:24, time: 1.170, data_time: 0.003, memory: 17874, top1_acc: 0.8664, top5_acc: 0.9625, loss_cls: 0.5590, loss: 0.5590, grad_norm: 5.0725 2021-05-27 06:37:51,608 - mmaction - INFO - Epoch [12][680/3757] lr: 5.000e-05, eta: 4:59:59, time: 1.148, data_time: 0.006, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9563, loss_cls: 0.5897, loss: 0.5897, grad_norm: 5.1023 2021-05-27 06:38:15,703 - mmaction - INFO - Epoch [12][700/3757] lr: 5.000e-05, eta: 4:59:33, time: 1.204, data_time: 0.002, memory: 17874, top1_acc: 0.8641, top5_acc: 0.9680, loss_cls: 0.5129, loss: 0.5129, grad_norm: 4.8904 2021-05-27 06:38:42,165 - mmaction - INFO - Epoch [12][720/3757] lr: 5.000e-05, eta: 4:59:08, time: 1.310, data_time: 0.002, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9633, loss_cls: 0.5678, loss: 0.5678, grad_norm: 5.1099 2021-05-27 06:39:06,118 - mmaction - INFO - Epoch [12][740/3757] lr: 5.000e-05, eta: 4:58:43, time: 1.209, data_time: 0.019, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9547, loss_cls: 0.6459, loss: 0.6459, grad_norm: 5.5224 2021-05-27 06:39:30,511 - mmaction - INFO - Epoch [12][760/3757] lr: 5.000e-05, eta: 4:58:18, time: 1.218, data_time: 0.004, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9633, loss_cls: 0.6068, loss: 0.6068, grad_norm: 5.4554 2021-05-27 06:39:51,988 - mmaction - INFO - Epoch [12][780/3757] lr: 5.000e-05, eta: 4:57:51, time: 1.077, data_time: 0.007, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9508, loss_cls: 0.5862, loss: 0.5862, grad_norm: 5.1723 2021-05-27 06:40:20,631 - mmaction - INFO - Epoch [12][800/3757] lr: 5.000e-05, eta: 4:57:28, time: 1.431, data_time: 0.002, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9539, loss_cls: 0.6095, loss: 0.6095, grad_norm: 5.3067 2021-05-27 06:40:42,835 - mmaction - INFO - Epoch [12][820/3757] lr: 5.000e-05, eta: 4:57:01, time: 1.110, data_time: 0.003, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9570, loss_cls: 0.6181, loss: 0.6181, grad_norm: 5.0617 2021-05-27 06:41:05,199 - mmaction - INFO - Epoch [12][840/3757] lr: 5.000e-05, eta: 4:56:35, time: 1.120, data_time: 0.004, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9625, loss_cls: 0.5872, loss: 0.5872, grad_norm: 5.5109 2021-05-27 06:41:27,680 - mmaction - INFO - Epoch [12][860/3757] lr: 5.000e-05, eta: 4:56:09, time: 1.124, data_time: 0.003, memory: 17874, top1_acc: 0.8555, top5_acc: 0.9609, loss_cls: 0.5591, loss: 0.5591, grad_norm: 5.0616 2021-05-27 06:41:54,828 - mmaction - INFO - Epoch [12][880/3757] lr: 5.000e-05, eta: 4:55:45, time: 1.354, data_time: 0.002, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9648, loss_cls: 0.5653, loss: 0.5653, grad_norm: 5.4311 2021-05-27 06:42:17,867 - mmaction - INFO - Epoch [12][900/3757] lr: 5.000e-05, eta: 4:55:19, time: 1.156, data_time: 0.005, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9531, loss_cls: 0.6453, loss: 0.6453, grad_norm: 5.5342 2021-05-27 06:42:41,586 - mmaction - INFO - Epoch [12][920/3757] lr: 5.000e-05, eta: 4:54:54, time: 1.184, data_time: 0.002, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9648, loss_cls: 0.5385, loss: 0.5385, grad_norm: 5.0286 2021-05-27 06:43:05,530 - mmaction - INFO - Epoch [12][940/3757] lr: 5.000e-05, eta: 4:54:28, time: 1.199, data_time: 0.003, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9602, loss_cls: 0.6306, loss: 0.6306, grad_norm: 5.2495 2021-05-27 06:43:27,846 - mmaction - INFO - Epoch [12][960/3757] lr: 5.000e-05, eta: 4:54:02, time: 1.116, data_time: 0.002, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9617, loss_cls: 0.5493, loss: 0.5493, grad_norm: 4.9797 2021-05-27 06:43:51,709 - mmaction - INFO - Epoch [12][980/3757] lr: 5.000e-05, eta: 4:53:37, time: 1.188, data_time: 0.003, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9555, loss_cls: 0.6194, loss: 0.6194, grad_norm: 5.4206 2021-05-27 06:44:18,229 - mmaction - INFO - Epoch [12][1000/3757] lr: 5.000e-05, eta: 4:53:12, time: 1.331, data_time: 0.008, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9586, loss_cls: 0.6029, loss: 0.6029, grad_norm: 5.5126 2021-05-27 06:44:47,232 - mmaction - INFO - Epoch [12][1020/3757] lr: 5.000e-05, eta: 4:52:48, time: 1.448, data_time: 0.002, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9609, loss_cls: 0.5652, loss: 0.5652, grad_norm: 5.1455 2021-05-27 06:45:09,591 - mmaction - INFO - Epoch [12][1040/3757] lr: 5.000e-05, eta: 4:52:22, time: 1.116, data_time: 0.004, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9641, loss_cls: 0.5694, loss: 0.5694, grad_norm: 5.1827 2021-05-27 06:45:33,800 - mmaction - INFO - Epoch [12][1060/3757] lr: 5.000e-05, eta: 4:51:57, time: 1.211, data_time: 0.007, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9539, loss_cls: 0.6186, loss: 0.6186, grad_norm: 5.2866 2021-05-27 06:45:59,788 - mmaction - INFO - Epoch [12][1080/3757] lr: 5.000e-05, eta: 4:51:32, time: 1.297, data_time: 0.005, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9586, loss_cls: 0.6173, loss: 0.6173, grad_norm: 5.2929 2021-05-27 06:46:22,877 - mmaction - INFO - Epoch [12][1100/3757] lr: 5.000e-05, eta: 4:51:07, time: 1.156, data_time: 0.008, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9547, loss_cls: 0.5965, loss: 0.5965, grad_norm: 6.0194 2021-05-27 06:46:50,953 - mmaction - INFO - Epoch [12][1120/3757] lr: 5.000e-05, eta: 4:50:42, time: 1.407, data_time: 0.005, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9602, loss_cls: 0.5812, loss: 0.5812, grad_norm: 5.2895 2021-05-27 06:47:13,160 - mmaction - INFO - Epoch [12][1140/3757] lr: 5.000e-05, eta: 4:50:16, time: 1.111, data_time: 0.002, memory: 17874, top1_acc: 0.8594, top5_acc: 0.9641, loss_cls: 0.5225, loss: 0.5225, grad_norm: 5.0395 2021-05-27 06:47:40,764 - mmaction - INFO - Epoch [12][1160/3757] lr: 5.000e-05, eta: 4:49:52, time: 1.380, data_time: 0.003, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9625, loss_cls: 0.5443, loss: 0.5443, grad_norm: 5.1356 2021-05-27 06:48:03,807 - mmaction - INFO - Epoch [12][1180/3757] lr: 5.000e-05, eta: 4:49:26, time: 1.142, data_time: 0.003, memory: 17874, top1_acc: 0.8570, top5_acc: 0.9680, loss_cls: 0.5600, loss: 0.5600, grad_norm: 5.1012 2021-05-27 06:48:25,829 - mmaction - INFO - Epoch [12][1200/3757] lr: 5.000e-05, eta: 4:49:00, time: 1.113, data_time: 0.014, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9664, loss_cls: 0.5415, loss: 0.5415, grad_norm: 5.0233 2021-05-27 06:48:48,297 - mmaction - INFO - Epoch [12][1220/3757] lr: 5.000e-05, eta: 4:48:34, time: 1.123, data_time: 0.001, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9664, loss_cls: 0.5678, loss: 0.5678, grad_norm: 5.4224 2021-05-27 06:49:10,778 - mmaction - INFO - Epoch [12][1240/3757] lr: 5.000e-05, eta: 4:48:09, time: 1.124, data_time: 0.002, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9664, loss_cls: 0.5689, loss: 0.5689, grad_norm: 5.2221 2021-05-27 06:49:33,780 - mmaction - INFO - Epoch [12][1260/3757] lr: 5.000e-05, eta: 4:47:43, time: 1.149, data_time: 0.002, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9727, loss_cls: 0.5490, loss: 0.5490, grad_norm: 5.3107 2021-05-27 06:49:56,571 - mmaction - INFO - Epoch [12][1280/3757] lr: 5.000e-05, eta: 4:47:17, time: 1.139, data_time: 0.002, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9633, loss_cls: 0.5645, loss: 0.5645, grad_norm: 5.0284 2021-05-27 06:50:19,124 - mmaction - INFO - Epoch [12][1300/3757] lr: 5.000e-05, eta: 4:46:51, time: 1.129, data_time: 0.005, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9633, loss_cls: 0.6201, loss: 0.6201, grad_norm: 5.2677 2021-05-27 06:50:45,073 - mmaction - INFO - Epoch [12][1320/3757] lr: 5.000e-05, eta: 4:46:26, time: 1.297, data_time: 0.003, memory: 17874, top1_acc: 0.8555, top5_acc: 0.9672, loss_cls: 0.5521, loss: 0.5521, grad_norm: 5.1728 2021-05-27 06:51:07,129 - mmaction - INFO - Epoch [12][1340/3757] lr: 5.000e-05, eta: 4:46:00, time: 1.103, data_time: 0.004, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9555, loss_cls: 0.5910, loss: 0.5910, grad_norm: 5.3192 2021-05-27 06:51:30,106 - mmaction - INFO - Epoch [12][1360/3757] lr: 5.000e-05, eta: 4:45:34, time: 1.148, data_time: 0.002, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9609, loss_cls: 0.5842, loss: 0.5842, grad_norm: 5.3001 2021-05-27 06:51:52,099 - mmaction - INFO - Epoch [12][1380/3757] lr: 5.000e-05, eta: 4:45:08, time: 1.097, data_time: 0.002, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9563, loss_cls: 0.6047, loss: 0.6047, grad_norm: 5.8841 2021-05-27 06:52:14,157 - mmaction - INFO - Epoch [12][1400/3757] lr: 5.000e-05, eta: 4:44:42, time: 1.106, data_time: 0.006, memory: 17874, top1_acc: 0.8594, top5_acc: 0.9664, loss_cls: 0.5327, loss: 0.5327, grad_norm: 4.9821 2021-05-27 06:52:36,649 - mmaction - INFO - Epoch [12][1420/3757] lr: 5.000e-05, eta: 4:44:16, time: 1.123, data_time: 0.003, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9617, loss_cls: 0.5493, loss: 0.5493, grad_norm: 5.2782 2021-05-27 06:52:58,418 - mmaction - INFO - Epoch [12][1440/3757] lr: 5.000e-05, eta: 4:43:50, time: 1.091, data_time: 0.004, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9633, loss_cls: 0.5486, loss: 0.5486, grad_norm: 5.1587 2021-05-27 06:53:23,903 - mmaction - INFO - Epoch [12][1460/3757] lr: 5.000e-05, eta: 4:43:25, time: 1.270, data_time: 0.002, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9547, loss_cls: 0.5868, loss: 0.5868, grad_norm: 5.3278 2021-05-27 06:53:47,269 - mmaction - INFO - Epoch [12][1480/3757] lr: 5.000e-05, eta: 4:43:00, time: 1.171, data_time: 0.006, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9609, loss_cls: 0.5733, loss: 0.5733, grad_norm: 5.0713 2021-05-27 06:54:10,392 - mmaction - INFO - Epoch [12][1500/3757] lr: 5.000e-05, eta: 4:42:34, time: 1.156, data_time: 0.002, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9586, loss_cls: 0.5750, loss: 0.5750, grad_norm: 5.2023 2021-05-27 06:54:34,028 - mmaction - INFO - Epoch [12][1520/3757] lr: 5.000e-05, eta: 4:42:09, time: 1.178, data_time: 0.002, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9586, loss_cls: 0.5832, loss: 0.5832, grad_norm: 5.1572 2021-05-27 06:54:56,228 - mmaction - INFO - Epoch [12][1540/3757] lr: 5.000e-05, eta: 4:41:43, time: 1.114, data_time: 0.007, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9672, loss_cls: 0.5392, loss: 0.5392, grad_norm: 4.9143 2021-05-27 06:55:24,318 - mmaction - INFO - Epoch [12][1560/3757] lr: 5.000e-05, eta: 4:41:19, time: 1.403, data_time: 0.007, memory: 17874, top1_acc: 0.8555, top5_acc: 0.9711, loss_cls: 0.5236, loss: 0.5236, grad_norm: 4.9773 2021-05-27 06:55:46,207 - mmaction - INFO - Epoch [12][1580/3757] lr: 5.000e-05, eta: 4:40:52, time: 1.096, data_time: 0.004, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9555, loss_cls: 0.6387, loss: 0.6387, grad_norm: 5.4385 2021-05-27 06:56:08,401 - mmaction - INFO - Epoch [12][1600/3757] lr: 5.000e-05, eta: 4:40:27, time: 1.110, data_time: 0.002, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9648, loss_cls: 0.5502, loss: 0.5502, grad_norm: 4.9282 2021-05-27 06:56:31,432 - mmaction - INFO - Epoch [12][1620/3757] lr: 5.000e-05, eta: 4:40:01, time: 1.151, data_time: 0.002, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9555, loss_cls: 0.6154, loss: 0.6154, grad_norm: 5.4107 2021-05-27 06:56:53,801 - mmaction - INFO - Epoch [12][1640/3757] lr: 5.000e-05, eta: 4:39:35, time: 1.119, data_time: 0.003, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9586, loss_cls: 0.5723, loss: 0.5723, grad_norm: 5.1506 2021-05-27 06:57:15,931 - mmaction - INFO - Epoch [12][1660/3757] lr: 5.000e-05, eta: 4:39:09, time: 1.107, data_time: 0.006, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9602, loss_cls: 0.5756, loss: 0.5756, grad_norm: 5.6204 2021-05-27 06:57:38,363 - mmaction - INFO - Epoch [12][1680/3757] lr: 5.000e-05, eta: 4:38:43, time: 1.121, data_time: 0.002, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9625, loss_cls: 0.5471, loss: 0.5471, grad_norm: 5.4336 2021-05-27 06:58:00,395 - mmaction - INFO - Epoch [12][1700/3757] lr: 5.000e-05, eta: 4:38:17, time: 1.101, data_time: 0.003, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9563, loss_cls: 0.6202, loss: 0.6202, grad_norm: 5.4152 2021-05-27 06:58:23,303 - mmaction - INFO - Epoch [12][1720/3757] lr: 5.000e-05, eta: 4:37:51, time: 1.142, data_time: 0.003, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9586, loss_cls: 0.5523, loss: 0.5523, grad_norm: 5.3399 2021-05-27 06:58:47,271 - mmaction - INFO - Epoch [12][1740/3757] lr: 5.000e-05, eta: 4:37:26, time: 1.202, data_time: 0.007, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9586, loss_cls: 0.6107, loss: 0.6107, grad_norm: 5.2950 2021-05-27 06:59:08,994 - mmaction - INFO - Epoch [12][1760/3757] lr: 5.000e-05, eta: 4:37:00, time: 1.086, data_time: 0.004, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9641, loss_cls: 0.5693, loss: 0.5693, grad_norm: 5.1413 2021-05-27 06:59:31,181 - mmaction - INFO - Epoch [12][1780/3757] lr: 5.000e-05, eta: 4:36:34, time: 1.111, data_time: 0.003, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9578, loss_cls: 0.6456, loss: 0.6456, grad_norm: 5.4700 2021-05-27 06:59:54,986 - mmaction - INFO - Epoch [12][1800/3757] lr: 5.000e-05, eta: 4:36:09, time: 1.190, data_time: 0.005, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9656, loss_cls: 0.5851, loss: 0.5851, grad_norm: 5.3041 2021-05-27 07:00:16,689 - mmaction - INFO - Epoch [12][1820/3757] lr: 5.000e-05, eta: 4:35:42, time: 1.085, data_time: 0.002, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9641, loss_cls: 0.5595, loss: 0.5595, grad_norm: 5.0057 2021-05-27 07:00:38,527 - mmaction - INFO - Epoch [12][1840/3757] lr: 5.000e-05, eta: 4:35:16, time: 1.092, data_time: 0.002, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9656, loss_cls: 0.5358, loss: 0.5358, grad_norm: 5.0710 2021-05-27 07:01:01,291 - mmaction - INFO - Epoch [12][1860/3757] lr: 5.000e-05, eta: 4:34:51, time: 1.137, data_time: 0.004, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9594, loss_cls: 0.5773, loss: 0.5773, grad_norm: 5.2084 2021-05-27 07:01:23,712 - mmaction - INFO - Epoch [12][1880/3757] lr: 5.000e-05, eta: 4:34:25, time: 1.119, data_time: 0.003, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9609, loss_cls: 0.6346, loss: 0.6346, grad_norm: 5.7359 2021-05-27 07:01:45,835 - mmaction - INFO - Epoch [12][1900/3757] lr: 5.000e-05, eta: 4:33:59, time: 1.108, data_time: 0.004, memory: 17874, top1_acc: 0.8586, top5_acc: 0.9563, loss_cls: 0.5679, loss: 0.5679, grad_norm: 4.9835 2021-05-27 07:02:07,764 - mmaction - INFO - Epoch [12][1920/3757] lr: 5.000e-05, eta: 4:33:33, time: 1.096, data_time: 0.002, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9570, loss_cls: 0.5965, loss: 0.5965, grad_norm: 5.4719 2021-05-27 07:02:29,306 - mmaction - INFO - Epoch [12][1940/3757] lr: 5.000e-05, eta: 4:33:07, time: 1.076, data_time: 0.002, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9625, loss_cls: 0.5571, loss: 0.5571, grad_norm: 5.0678 2021-05-27 07:02:53,676 - mmaction - INFO - Epoch [12][1960/3757] lr: 5.000e-05, eta: 4:32:42, time: 1.220, data_time: 0.004, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9609, loss_cls: 0.5743, loss: 0.5743, grad_norm: 5.3656 2021-05-27 07:03:15,681 - mmaction - INFO - Epoch [12][1980/3757] lr: 5.000e-05, eta: 4:32:16, time: 1.100, data_time: 0.003, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9633, loss_cls: 0.5748, loss: 0.5748, grad_norm: 5.1711 2021-05-27 07:03:39,777 - mmaction - INFO - Epoch [12][2000/3757] lr: 5.000e-05, eta: 4:31:50, time: 1.205, data_time: 0.001, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9586, loss_cls: 0.5796, loss: 0.5796, grad_norm: 5.2204 2021-05-27 07:04:03,058 - mmaction - INFO - Epoch [12][2020/3757] lr: 5.000e-05, eta: 4:31:25, time: 1.160, data_time: 0.006, memory: 17874, top1_acc: 0.8562, top5_acc: 0.9680, loss_cls: 0.5288, loss: 0.5288, grad_norm: 5.1913 2021-05-27 07:04:25,708 - mmaction - INFO - Epoch [12][2040/3757] lr: 5.000e-05, eta: 4:30:59, time: 1.134, data_time: 0.013, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9617, loss_cls: 0.5731, loss: 0.5731, grad_norm: 5.0936 2021-05-27 07:04:47,647 - mmaction - INFO - Epoch [12][2060/3757] lr: 5.000e-05, eta: 4:30:33, time: 1.100, data_time: 0.004, memory: 17874, top1_acc: 0.8586, top5_acc: 0.9656, loss_cls: 0.5407, loss: 0.5407, grad_norm: 5.1504 2021-05-27 07:05:10,843 - mmaction - INFO - Epoch [12][2080/3757] lr: 5.000e-05, eta: 4:30:07, time: 1.159, data_time: 0.002, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9563, loss_cls: 0.6201, loss: 0.6201, grad_norm: 5.5265 2021-05-27 07:05:33,008 - mmaction - INFO - Epoch [12][2100/3757] lr: 5.000e-05, eta: 4:29:42, time: 1.108, data_time: 0.003, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9609, loss_cls: 0.5835, loss: 0.5835, grad_norm: 5.2477 2021-05-27 07:05:54,596 - mmaction - INFO - Epoch [12][2120/3757] lr: 5.000e-05, eta: 4:29:15, time: 1.081, data_time: 0.004, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9586, loss_cls: 0.5985, loss: 0.5985, grad_norm: 5.4678 2021-05-27 07:06:15,993 - mmaction - INFO - Epoch [12][2140/3757] lr: 5.000e-05, eta: 4:28:49, time: 1.069, data_time: 0.002, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9609, loss_cls: 0.5715, loss: 0.5715, grad_norm: 5.1110 2021-05-27 07:06:38,709 - mmaction - INFO - Epoch [12][2160/3757] lr: 5.000e-05, eta: 4:28:24, time: 1.137, data_time: 0.003, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9586, loss_cls: 0.5977, loss: 0.5977, grad_norm: 5.2353 2021-05-27 07:07:00,746 - mmaction - INFO - Epoch [12][2180/3757] lr: 5.000e-05, eta: 4:27:58, time: 1.102, data_time: 0.003, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9656, loss_cls: 0.5725, loss: 0.5725, grad_norm: 5.0799 2021-05-27 07:07:23,591 - mmaction - INFO - Epoch [12][2200/3757] lr: 5.000e-05, eta: 4:27:32, time: 1.142, data_time: 0.002, memory: 17874, top1_acc: 0.8281, top5_acc: 0.9586, loss_cls: 0.5819, loss: 0.5819, grad_norm: 5.1820 2021-05-27 07:07:46,857 - mmaction - INFO - Epoch [12][2220/3757] lr: 5.000e-05, eta: 4:27:06, time: 1.161, data_time: 0.003, memory: 17874, top1_acc: 0.8703, top5_acc: 0.9695, loss_cls: 0.5018, loss: 0.5018, grad_norm: 4.8513 2021-05-27 07:08:08,520 - mmaction - INFO - Epoch [12][2240/3757] lr: 5.000e-05, eta: 4:26:40, time: 1.087, data_time: 0.005, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9539, loss_cls: 0.6144, loss: 0.6144, grad_norm: 5.5094 2021-05-27 07:08:35,476 - mmaction - INFO - Epoch [12][2260/3757] lr: 5.000e-05, eta: 4:26:16, time: 1.345, data_time: 0.002, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9688, loss_cls: 0.5268, loss: 0.5268, grad_norm: 4.9224 2021-05-27 07:08:57,892 - mmaction - INFO - Epoch [12][2280/3757] lr: 5.000e-05, eta: 4:25:50, time: 1.123, data_time: 0.005, memory: 17874, top1_acc: 0.8250, top5_acc: 0.9523, loss_cls: 0.6435, loss: 0.6435, grad_norm: 5.4944 2021-05-27 07:09:19,548 - mmaction - INFO - Epoch [12][2300/3757] lr: 5.000e-05, eta: 4:25:24, time: 1.082, data_time: 0.003, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9672, loss_cls: 0.5376, loss: 0.5376, grad_norm: 5.1008 2021-05-27 07:09:42,075 - mmaction - INFO - Epoch [12][2320/3757] lr: 5.000e-05, eta: 4:24:58, time: 1.127, data_time: 0.002, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9672, loss_cls: 0.5419, loss: 0.5419, grad_norm: 5.1324 2021-05-27 07:10:05,385 - mmaction - INFO - Epoch [12][2340/3757] lr: 5.000e-05, eta: 4:24:33, time: 1.166, data_time: 0.002, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9625, loss_cls: 0.5773, loss: 0.5773, grad_norm: 5.1636 2021-05-27 07:10:28,711 - mmaction - INFO - Epoch [12][2360/3757] lr: 5.000e-05, eta: 4:24:07, time: 1.164, data_time: 0.002, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9641, loss_cls: 0.5404, loss: 0.5404, grad_norm: 5.0905 2021-05-27 07:10:51,370 - mmaction - INFO - Epoch [12][2380/3757] lr: 5.000e-05, eta: 4:23:42, time: 1.134, data_time: 0.005, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9688, loss_cls: 0.5880, loss: 0.5880, grad_norm: 5.2806 2021-05-27 07:11:13,730 - mmaction - INFO - Epoch [12][2400/3757] lr: 5.000e-05, eta: 4:23:16, time: 1.118, data_time: 0.003, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9594, loss_cls: 0.6407, loss: 0.6407, grad_norm: 5.2177 2021-05-27 07:11:39,066 - mmaction - INFO - Epoch [12][2420/3757] lr: 5.000e-05, eta: 4:22:51, time: 1.264, data_time: 0.003, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9672, loss_cls: 0.5691, loss: 0.5691, grad_norm: 5.2086 2021-05-27 07:12:03,210 - mmaction - INFO - Epoch [12][2440/3757] lr: 5.000e-05, eta: 4:22:26, time: 1.206, data_time: 0.008, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9711, loss_cls: 0.5424, loss: 0.5424, grad_norm: 5.0898 2021-05-27 07:12:25,453 - mmaction - INFO - Epoch [12][2460/3757] lr: 5.000e-05, eta: 4:22:00, time: 1.116, data_time: 0.007, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9648, loss_cls: 0.5766, loss: 0.5766, grad_norm: 5.2569 2021-05-27 07:12:49,477 - mmaction - INFO - Epoch [12][2480/3757] lr: 5.000e-05, eta: 4:21:35, time: 1.198, data_time: 0.003, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9602, loss_cls: 0.6140, loss: 0.6140, grad_norm: 5.1646 2021-05-27 07:13:13,049 - mmaction - INFO - Epoch [12][2500/3757] lr: 5.000e-05, eta: 4:21:09, time: 1.178, data_time: 0.006, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9633, loss_cls: 0.5437, loss: 0.5437, grad_norm: 5.6106 2021-05-27 07:13:35,263 - mmaction - INFO - Epoch [12][2520/3757] lr: 5.000e-05, eta: 4:20:43, time: 1.115, data_time: 0.007, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9578, loss_cls: 0.5777, loss: 0.5777, grad_norm: 5.1629 2021-05-27 07:13:56,850 - mmaction - INFO - Epoch [12][2540/3757] lr: 5.000e-05, eta: 4:20:17, time: 1.080, data_time: 0.002, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9703, loss_cls: 0.5650, loss: 0.5650, grad_norm: 5.1410 2021-05-27 07:14:20,716 - mmaction - INFO - Epoch [12][2560/3757] lr: 5.000e-05, eta: 4:19:52, time: 1.193, data_time: 0.002, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9555, loss_cls: 0.5870, loss: 0.5870, grad_norm: 5.1087 2021-05-27 07:14:44,992 - mmaction - INFO - Epoch [12][2580/3757] lr: 5.000e-05, eta: 4:19:27, time: 1.210, data_time: 0.003, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9625, loss_cls: 0.5905, loss: 0.5905, grad_norm: 5.1487 2021-05-27 07:15:09,588 - mmaction - INFO - Epoch [12][2600/3757] lr: 5.000e-05, eta: 4:19:02, time: 1.227, data_time: 0.008, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9563, loss_cls: 0.5772, loss: 0.5772, grad_norm: 5.0882 2021-05-27 07:15:33,120 - mmaction - INFO - Epoch [12][2620/3757] lr: 5.000e-05, eta: 4:18:36, time: 1.184, data_time: 0.009, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9594, loss_cls: 0.6072, loss: 0.6072, grad_norm: 5.3401 2021-05-27 07:15:55,065 - mmaction - INFO - Epoch [12][2640/3757] lr: 5.000e-05, eta: 4:18:10, time: 1.097, data_time: 0.002, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9680, loss_cls: 0.5321, loss: 0.5321, grad_norm: 5.2272 2021-05-27 07:16:17,282 - mmaction - INFO - Epoch [12][2660/3757] lr: 5.000e-05, eta: 4:17:45, time: 1.110, data_time: 0.002, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9609, loss_cls: 0.5671, loss: 0.5671, grad_norm: 5.0946 2021-05-27 07:16:41,563 - mmaction - INFO - Epoch [12][2680/3757] lr: 5.000e-05, eta: 4:17:19, time: 1.215, data_time: 0.003, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9609, loss_cls: 0.5604, loss: 0.5604, grad_norm: 5.0896 2021-05-27 07:17:03,716 - mmaction - INFO - Epoch [12][2700/3757] lr: 5.000e-05, eta: 4:16:54, time: 1.103, data_time: 0.003, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9648, loss_cls: 0.5679, loss: 0.5679, grad_norm: 5.3283 2021-05-27 07:17:28,501 - mmaction - INFO - Epoch [12][2720/3757] lr: 5.000e-05, eta: 4:16:29, time: 1.244, data_time: 0.008, memory: 17874, top1_acc: 0.8578, top5_acc: 0.9633, loss_cls: 0.5837, loss: 0.5837, grad_norm: 5.1232 2021-05-27 07:17:49,977 - mmaction - INFO - Epoch [12][2740/3757] lr: 5.000e-05, eta: 4:16:03, time: 1.072, data_time: 0.006, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9711, loss_cls: 0.5518, loss: 0.5518, grad_norm: 5.5107 2021-05-27 07:18:14,497 - mmaction - INFO - Epoch [12][2760/3757] lr: 5.000e-05, eta: 4:15:37, time: 1.224, data_time: 0.009, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9625, loss_cls: 0.5845, loss: 0.5845, grad_norm: 5.2017 2021-05-27 07:18:39,801 - mmaction - INFO - Epoch [12][2780/3757] lr: 5.000e-05, eta: 4:15:12, time: 1.269, data_time: 0.006, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9672, loss_cls: 0.5830, loss: 0.5830, grad_norm: 5.7646 2021-05-27 07:19:03,935 - mmaction - INFO - Epoch [12][2800/3757] lr: 5.000e-05, eta: 4:14:47, time: 1.205, data_time: 0.003, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9594, loss_cls: 0.5705, loss: 0.5705, grad_norm: 5.1360 2021-05-27 07:19:26,334 - mmaction - INFO - Epoch [12][2820/3757] lr: 5.000e-05, eta: 4:14:22, time: 1.122, data_time: 0.005, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9539, loss_cls: 0.6420, loss: 0.6420, grad_norm: 5.2761 2021-05-27 07:19:51,032 - mmaction - INFO - Epoch [12][2840/3757] lr: 5.000e-05, eta: 4:13:56, time: 1.232, data_time: 0.001, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9664, loss_cls: 0.5459, loss: 0.5459, grad_norm: 5.1444 2021-05-27 07:20:15,544 - mmaction - INFO - Epoch [12][2860/3757] lr: 5.000e-05, eta: 4:13:31, time: 1.226, data_time: 0.004, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9641, loss_cls: 0.5718, loss: 0.5718, grad_norm: 5.1129 2021-05-27 07:20:39,166 - mmaction - INFO - Epoch [12][2880/3757] lr: 5.000e-05, eta: 4:13:06, time: 1.183, data_time: 0.004, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9609, loss_cls: 0.5828, loss: 0.5828, grad_norm: 5.2450 2021-05-27 07:21:03,132 - mmaction - INFO - Epoch [12][2900/3757] lr: 5.000e-05, eta: 4:12:41, time: 1.198, data_time: 0.005, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9633, loss_cls: 0.5797, loss: 0.5797, grad_norm: 5.1692 2021-05-27 07:21:30,959 - mmaction - INFO - Epoch [12][2920/3757] lr: 5.000e-05, eta: 4:12:16, time: 1.387, data_time: 0.003, memory: 17874, top1_acc: 0.8570, top5_acc: 0.9633, loss_cls: 0.5736, loss: 0.5736, grad_norm: 5.0776 2021-05-27 07:21:54,546 - mmaction - INFO - Epoch [12][2940/3757] lr: 5.000e-05, eta: 4:11:51, time: 1.184, data_time: 0.006, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9633, loss_cls: 0.5632, loss: 0.5632, grad_norm: 5.1235 2021-05-27 07:22:17,722 - mmaction - INFO - Epoch [12][2960/3757] lr: 5.000e-05, eta: 4:11:25, time: 1.156, data_time: 0.003, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9539, loss_cls: 0.6029, loss: 0.6029, grad_norm: 5.3176 2021-05-27 07:22:40,021 - mmaction - INFO - Epoch [12][2980/3757] lr: 5.000e-05, eta: 4:11:00, time: 1.117, data_time: 0.005, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9664, loss_cls: 0.5578, loss: 0.5578, grad_norm: 5.6467 2021-05-27 07:23:06,429 - mmaction - INFO - Epoch [12][3000/3757] lr: 5.000e-05, eta: 4:10:35, time: 1.320, data_time: 0.003, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9656, loss_cls: 0.5472, loss: 0.5472, grad_norm: 5.0397 2021-05-27 07:23:28,927 - mmaction - INFO - Epoch [12][3020/3757] lr: 5.000e-05, eta: 4:10:09, time: 1.127, data_time: 0.004, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9711, loss_cls: 0.5739, loss: 0.5739, grad_norm: 5.2915 2021-05-27 07:23:51,728 - mmaction - INFO - Epoch [12][3040/3757] lr: 5.000e-05, eta: 4:09:44, time: 1.139, data_time: 0.001, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9578, loss_cls: 0.5887, loss: 0.5887, grad_norm: 5.2038 2021-05-27 07:24:18,463 - mmaction - INFO - Epoch [12][3060/3757] lr: 5.000e-05, eta: 4:09:19, time: 1.327, data_time: 0.003, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9648, loss_cls: 0.5841, loss: 0.5841, grad_norm: 5.5061 2021-05-27 07:24:41,836 - mmaction - INFO - Epoch [12][3080/3757] lr: 5.000e-05, eta: 4:08:54, time: 1.177, data_time: 0.012, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9594, loss_cls: 0.5981, loss: 0.5981, grad_norm: 5.2683 2021-05-27 07:25:03,768 - mmaction - INFO - Epoch [12][3100/3757] lr: 5.000e-05, eta: 4:08:28, time: 1.096, data_time: 0.006, memory: 17874, top1_acc: 0.8281, top5_acc: 0.9477, loss_cls: 0.6453, loss: 0.6453, grad_norm: 5.3257 2021-05-27 07:25:26,057 - mmaction - INFO - Epoch [12][3120/3757] lr: 5.000e-05, eta: 4:08:02, time: 1.113, data_time: 0.005, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9586, loss_cls: 0.5767, loss: 0.5767, grad_norm: 4.9692 2021-05-27 07:25:53,830 - mmaction - INFO - Epoch [12][3140/3757] lr: 5.000e-05, eta: 4:07:38, time: 1.389, data_time: 0.006, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9586, loss_cls: 0.5807, loss: 0.5807, grad_norm: 5.2666 2021-05-27 07:26:16,045 - mmaction - INFO - Epoch [12][3160/3757] lr: 5.000e-05, eta: 4:07:12, time: 1.114, data_time: 0.009, memory: 17874, top1_acc: 0.8609, top5_acc: 0.9609, loss_cls: 0.5453, loss: 0.5453, grad_norm: 4.8688 2021-05-27 07:26:38,421 - mmaction - INFO - Epoch [12][3180/3757] lr: 5.000e-05, eta: 4:06:47, time: 1.120, data_time: 0.002, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9688, loss_cls: 0.5531, loss: 0.5531, grad_norm: 5.4268 2021-05-27 07:27:01,460 - mmaction - INFO - Epoch [12][3200/3757] lr: 5.000e-05, eta: 4:06:21, time: 1.151, data_time: 0.002, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9539, loss_cls: 0.5968, loss: 0.5968, grad_norm: 5.3503 2021-05-27 07:27:22,880 - mmaction - INFO - Epoch [12][3220/3757] lr: 5.000e-05, eta: 4:05:55, time: 1.071, data_time: 0.004, memory: 17874, top1_acc: 0.8555, top5_acc: 0.9648, loss_cls: 0.5428, loss: 0.5428, grad_norm: 4.8808 2021-05-27 07:27:46,033 - mmaction - INFO - Epoch [12][3240/3757] lr: 5.000e-05, eta: 4:05:30, time: 1.154, data_time: 0.002, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9563, loss_cls: 0.6048, loss: 0.6048, grad_norm: 5.3402 2021-05-27 07:28:08,355 - mmaction - INFO - Epoch [12][3260/3757] lr: 5.000e-05, eta: 4:05:04, time: 1.119, data_time: 0.006, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9531, loss_cls: 0.5921, loss: 0.5921, grad_norm: 5.3415 2021-05-27 07:28:30,534 - mmaction - INFO - Epoch [12][3280/3757] lr: 5.000e-05, eta: 4:04:38, time: 1.110, data_time: 0.003, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9594, loss_cls: 0.6106, loss: 0.6106, grad_norm: 5.3708 2021-05-27 07:28:53,321 - mmaction - INFO - Epoch [12][3300/3757] lr: 5.000e-05, eta: 4:04:13, time: 1.139, data_time: 0.001, memory: 17874, top1_acc: 0.8586, top5_acc: 0.9727, loss_cls: 0.5083, loss: 0.5083, grad_norm: 5.1857 2021-05-27 07:29:15,630 - mmaction - INFO - Epoch [12][3320/3757] lr: 5.000e-05, eta: 4:03:47, time: 1.115, data_time: 0.003, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9617, loss_cls: 0.5753, loss: 0.5753, grad_norm: 5.6492 2021-05-27 07:29:37,479 - mmaction - INFO - Epoch [12][3340/3757] lr: 5.000e-05, eta: 4:03:21, time: 1.091, data_time: 0.003, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9609, loss_cls: 0.6134, loss: 0.6134, grad_norm: 5.3960 2021-05-27 07:30:01,795 - mmaction - INFO - Epoch [12][3360/3757] lr: 5.000e-05, eta: 4:02:56, time: 1.215, data_time: 0.004, memory: 17874, top1_acc: 0.8711, top5_acc: 0.9727, loss_cls: 0.5010, loss: 0.5010, grad_norm: 4.9858 2021-05-27 07:30:23,716 - mmaction - INFO - Epoch [12][3380/3757] lr: 5.000e-05, eta: 4:02:30, time: 1.097, data_time: 0.004, memory: 17874, top1_acc: 0.8594, top5_acc: 0.9688, loss_cls: 0.5191, loss: 0.5191, grad_norm: 4.9499 2021-05-27 07:30:50,129 - mmaction - INFO - Epoch [12][3400/3757] lr: 5.000e-05, eta: 4:02:06, time: 1.321, data_time: 0.004, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9578, loss_cls: 0.5490, loss: 0.5490, grad_norm: 4.9118 2021-05-27 07:31:12,160 - mmaction - INFO - Epoch [12][3420/3757] lr: 5.000e-05, eta: 4:01:40, time: 1.100, data_time: 0.002, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9570, loss_cls: 0.6061, loss: 0.6061, grad_norm: 5.6052 2021-05-27 07:31:34,737 - mmaction - INFO - Epoch [12][3440/3757] lr: 5.000e-05, eta: 4:01:14, time: 1.128, data_time: 0.003, memory: 17874, top1_acc: 0.8562, top5_acc: 0.9602, loss_cls: 0.5620, loss: 0.5620, grad_norm: 5.0709 2021-05-27 07:32:00,298 - mmaction - INFO - Epoch [12][3460/3757] lr: 5.000e-05, eta: 4:00:49, time: 1.275, data_time: 0.004, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9633, loss_cls: 0.5650, loss: 0.5650, grad_norm: 5.1120 2021-05-27 07:32:22,103 - mmaction - INFO - Epoch [12][3480/3757] lr: 5.000e-05, eta: 4:00:24, time: 1.095, data_time: 0.009, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9648, loss_cls: 0.5655, loss: 0.5655, grad_norm: 5.1699 2021-05-27 07:32:49,469 - mmaction - INFO - Epoch [12][3500/3757] lr: 5.000e-05, eta: 3:59:59, time: 1.356, data_time: 0.003, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9602, loss_cls: 0.5659, loss: 0.5659, grad_norm: 5.1763 2021-05-27 07:33:11,328 - mmaction - INFO - Epoch [12][3520/3757] lr: 5.000e-05, eta: 3:59:34, time: 1.103, data_time: 0.017, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9570, loss_cls: 0.5678, loss: 0.5678, grad_norm: 5.2435 2021-05-27 07:33:34,362 - mmaction - INFO - Epoch [12][3540/3757] lr: 5.000e-05, eta: 3:59:08, time: 1.154, data_time: 0.003, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9555, loss_cls: 0.6221, loss: 0.6221, grad_norm: 5.3339 2021-05-27 07:33:59,579 - mmaction - INFO - Epoch [12][3560/3757] lr: 5.000e-05, eta: 3:58:43, time: 1.256, data_time: 0.003, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9648, loss_cls: 0.5525, loss: 0.5525, grad_norm: 4.9763 2021-05-27 07:34:23,986 - mmaction - INFO - Epoch [12][3580/3757] lr: 5.000e-05, eta: 3:58:18, time: 1.225, data_time: 0.008, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9555, loss_cls: 0.5955, loss: 0.5955, grad_norm: 5.1020 2021-05-27 07:34:48,714 - mmaction - INFO - Epoch [12][3600/3757] lr: 5.000e-05, eta: 3:57:53, time: 1.236, data_time: 0.005, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9641, loss_cls: 0.5889, loss: 0.5889, grad_norm: 5.2891 2021-05-27 07:35:11,120 - mmaction - INFO - Epoch [12][3620/3757] lr: 5.000e-05, eta: 3:57:27, time: 1.120, data_time: 0.003, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9680, loss_cls: 0.5967, loss: 0.5967, grad_norm: 5.3445 2021-05-27 07:35:37,164 - mmaction - INFO - Epoch [12][3640/3757] lr: 5.000e-05, eta: 3:57:03, time: 1.300, data_time: 0.003, memory: 17874, top1_acc: 0.8234, top5_acc: 0.9594, loss_cls: 0.6372, loss: 0.6372, grad_norm: 5.5651 2021-05-27 07:35:59,478 - mmaction - INFO - Epoch [12][3660/3757] lr: 5.000e-05, eta: 3:56:37, time: 1.117, data_time: 0.005, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9703, loss_cls: 0.5362, loss: 0.5362, grad_norm: 5.0380 2021-05-27 07:36:21,546 - mmaction - INFO - Epoch [12][3680/3757] lr: 5.000e-05, eta: 3:56:11, time: 1.105, data_time: 0.004, memory: 17874, top1_acc: 0.8656, top5_acc: 0.9734, loss_cls: 0.5052, loss: 0.5052, grad_norm: 4.8164 2021-05-27 07:36:48,533 - mmaction - INFO - Epoch [12][3700/3757] lr: 5.000e-05, eta: 3:55:47, time: 1.340, data_time: 0.003, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9602, loss_cls: 0.5583, loss: 0.5583, grad_norm: 5.1027 2021-05-27 07:37:11,227 - mmaction - INFO - Epoch [12][3720/3757] lr: 5.000e-05, eta: 3:55:21, time: 1.145, data_time: 0.012, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9633, loss_cls: 0.5637, loss: 0.5637, grad_norm: 5.1845 2021-05-27 07:37:33,078 - mmaction - INFO - Epoch [12][3740/3757] lr: 5.000e-05, eta: 3:54:55, time: 1.092, data_time: 0.002, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9672, loss_cls: 0.5976, loss: 0.5976, grad_norm: 5.3250 2021-05-27 07:38:07,551 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-05-27 07:46:08,102 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 07:46:09,060 - mmaction - INFO - top1_acc 0.7686 top5_acc 0.9295 2021-05-27 07:46:09,060 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 07:46:09,159 - mmaction - INFO - mean_acc 0.7684 2021-05-27 07:46:11,295 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. 2021-05-27 07:46:11,295 - mmaction - INFO - Best top1_acc is 0.7686 at 12 epoch. 2021-05-27 07:46:11,312 - mmaction - INFO - Epoch(val) [12][3757] top1_acc: 0.7686, top5_acc: 0.9295, mean_class_accuracy: 0.7684 2021-05-27 07:51:13,754 - mmaction - INFO - Epoch [13][20/3757] lr: 5.000e-05, eta: 3:55:13, time: 15.115, data_time: 13.753, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9641, loss_cls: 0.5540, loss: 0.5540, grad_norm: 5.3146 2021-05-27 07:51:35,971 - mmaction - INFO - Epoch [13][40/3757] lr: 5.000e-05, eta: 3:54:47, time: 1.112, data_time: 0.009, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9578, loss_cls: 0.5343, loss: 0.5343, grad_norm: 4.9541 2021-05-27 07:51:57,877 - mmaction - INFO - Epoch [13][60/3757] lr: 5.000e-05, eta: 3:54:21, time: 1.098, data_time: 0.005, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9719, loss_cls: 0.5400, loss: 0.5400, grad_norm: 4.8868 2021-05-27 07:52:20,133 - mmaction - INFO - Epoch [13][80/3757] lr: 5.000e-05, eta: 3:53:56, time: 1.113, data_time: 0.002, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9578, loss_cls: 0.6029, loss: 0.6029, grad_norm: 5.0944 2021-05-27 07:52:42,925 - mmaction - INFO - Epoch [13][100/3757] lr: 5.000e-05, eta: 3:53:30, time: 1.140, data_time: 0.003, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9617, loss_cls: 0.5987, loss: 0.5987, grad_norm: 5.3183 2021-05-27 07:53:05,118 - mmaction - INFO - Epoch [13][120/3757] lr: 5.000e-05, eta: 3:53:04, time: 1.110, data_time: 0.002, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9727, loss_cls: 0.5245, loss: 0.5245, grad_norm: 5.0220 2021-05-27 07:53:33,952 - mmaction - INFO - Epoch [13][140/3757] lr: 5.000e-05, eta: 3:52:40, time: 1.438, data_time: 0.002, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9547, loss_cls: 0.6534, loss: 0.6534, grad_norm: 5.4239 2021-05-27 07:53:57,592 - mmaction - INFO - Epoch [13][160/3757] lr: 5.000e-05, eta: 3:52:15, time: 1.185, data_time: 0.006, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9539, loss_cls: 0.6082, loss: 0.6082, grad_norm: 5.6281 2021-05-27 07:54:19,435 - mmaction - INFO - Epoch [13][180/3757] lr: 5.000e-05, eta: 3:51:49, time: 1.092, data_time: 0.002, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9617, loss_cls: 0.6249, loss: 0.6249, grad_norm: 5.5681 2021-05-27 07:54:41,420 - mmaction - INFO - Epoch [13][200/3757] lr: 5.000e-05, eta: 3:51:23, time: 1.097, data_time: 0.003, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9625, loss_cls: 0.5648, loss: 0.5648, grad_norm: 5.0976 2021-05-27 07:55:04,905 - mmaction - INFO - Epoch [13][220/3757] lr: 5.000e-05, eta: 3:50:57, time: 1.176, data_time: 0.011, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9680, loss_cls: 0.5250, loss: 0.5250, grad_norm: 5.2731 2021-05-27 07:55:27,152 - mmaction - INFO - Epoch [13][240/3757] lr: 5.000e-05, eta: 3:50:32, time: 1.111, data_time: 0.003, memory: 17874, top1_acc: 0.8578, top5_acc: 0.9648, loss_cls: 0.5301, loss: 0.5301, grad_norm: 4.9915 2021-05-27 07:55:49,894 - mmaction - INFO - Epoch [13][260/3757] lr: 5.000e-05, eta: 3:50:06, time: 1.137, data_time: 0.004, memory: 17874, top1_acc: 0.8555, top5_acc: 0.9656, loss_cls: 0.5242, loss: 0.5242, grad_norm: 5.0030 2021-05-27 07:56:11,460 - mmaction - INFO - Epoch [13][280/3757] lr: 5.000e-05, eta: 3:49:40, time: 1.078, data_time: 0.003, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9602, loss_cls: 0.5932, loss: 0.5932, grad_norm: 5.0219 2021-05-27 07:56:34,143 - mmaction - INFO - Epoch [13][300/3757] lr: 5.000e-05, eta: 3:49:14, time: 1.135, data_time: 0.003, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9602, loss_cls: 0.5630, loss: 0.5630, grad_norm: 5.2893 2021-05-27 07:56:56,725 - mmaction - INFO - Epoch [13][320/3757] lr: 5.000e-05, eta: 3:48:49, time: 1.120, data_time: 0.002, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9641, loss_cls: 0.5806, loss: 0.5806, grad_norm: 5.2007 2021-05-27 07:57:18,073 - mmaction - INFO - Epoch [13][340/3757] lr: 5.000e-05, eta: 3:48:23, time: 1.076, data_time: 0.017, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9641, loss_cls: 0.5677, loss: 0.5677, grad_norm: 5.1673 2021-05-27 07:57:39,966 - mmaction - INFO - Epoch [13][360/3757] lr: 5.000e-05, eta: 3:47:57, time: 1.094, data_time: 0.004, memory: 17874, top1_acc: 0.8570, top5_acc: 0.9617, loss_cls: 0.5494, loss: 0.5494, grad_norm: 4.9148 2021-05-27 07:58:01,728 - mmaction - INFO - Epoch [13][380/3757] lr: 5.000e-05, eta: 3:47:31, time: 1.089, data_time: 0.003, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9625, loss_cls: 0.5541, loss: 0.5541, grad_norm: 4.9877 2021-05-27 07:58:24,037 - mmaction - INFO - Epoch [13][400/3757] lr: 5.000e-05, eta: 3:47:05, time: 1.109, data_time: 0.004, memory: 17874, top1_acc: 0.8578, top5_acc: 0.9688, loss_cls: 0.5438, loss: 0.5438, grad_norm: 5.0887 2021-05-27 07:58:53,629 - mmaction - INFO - Epoch [13][420/3757] lr: 5.000e-05, eta: 3:46:41, time: 1.481, data_time: 0.009, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9664, loss_cls: 0.5633, loss: 0.5633, grad_norm: 5.2504 2021-05-27 07:59:20,721 - mmaction - INFO - Epoch [13][440/3757] lr: 5.000e-05, eta: 3:46:17, time: 1.357, data_time: 0.009, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9695, loss_cls: 0.5579, loss: 0.5579, grad_norm: 5.0084 2021-05-27 07:59:44,984 - mmaction - INFO - Epoch [13][460/3757] lr: 5.000e-05, eta: 3:45:52, time: 1.211, data_time: 0.006, memory: 17874, top1_acc: 0.8625, top5_acc: 0.9664, loss_cls: 0.5488, loss: 0.5488, grad_norm: 5.0987 2021-05-27 08:00:07,415 - mmaction - INFO - Epoch [13][480/3757] lr: 5.000e-05, eta: 3:45:26, time: 1.126, data_time: 0.008, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9641, loss_cls: 0.5420, loss: 0.5420, grad_norm: 5.1836 2021-05-27 08:00:30,002 - mmaction - INFO - Epoch [13][500/3757] lr: 5.000e-05, eta: 3:45:00, time: 1.129, data_time: 0.002, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9711, loss_cls: 0.5277, loss: 0.5277, grad_norm: 4.9713 2021-05-27 08:00:52,669 - mmaction - INFO - Epoch [13][520/3757] lr: 5.000e-05, eta: 3:44:35, time: 1.134, data_time: 0.003, memory: 17874, top1_acc: 0.8586, top5_acc: 0.9656, loss_cls: 0.5331, loss: 0.5331, grad_norm: 5.0834 2021-05-27 08:01:16,536 - mmaction - INFO - Epoch [13][540/3757] lr: 5.000e-05, eta: 3:44:09, time: 1.191, data_time: 0.002, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9625, loss_cls: 0.5813, loss: 0.5813, grad_norm: 5.2290 2021-05-27 08:01:39,371 - mmaction - INFO - Epoch [13][560/3757] lr: 5.000e-05, eta: 3:43:44, time: 1.142, data_time: 0.004, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9602, loss_cls: 0.5972, loss: 0.5972, grad_norm: 5.1590 2021-05-27 08:02:02,121 - mmaction - INFO - Epoch [13][580/3757] lr: 5.000e-05, eta: 3:43:18, time: 1.138, data_time: 0.004, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9648, loss_cls: 0.5791, loss: 0.5791, grad_norm: 5.2171 2021-05-27 08:02:25,229 - mmaction - INFO - Epoch [13][600/3757] lr: 5.000e-05, eta: 3:42:52, time: 1.156, data_time: 0.005, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9711, loss_cls: 0.5203, loss: 0.5203, grad_norm: 4.9908 2021-05-27 08:02:48,968 - mmaction - INFO - Epoch [13][620/3757] lr: 5.000e-05, eta: 3:42:27, time: 1.187, data_time: 0.003, memory: 17874, top1_acc: 0.8680, top5_acc: 0.9656, loss_cls: 0.4961, loss: 0.4961, grad_norm: 4.7969 2021-05-27 08:03:11,712 - mmaction - INFO - Epoch [13][640/3757] lr: 5.000e-05, eta: 3:42:02, time: 1.134, data_time: 0.003, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9586, loss_cls: 0.5891, loss: 0.5891, grad_norm: 5.4838 2021-05-27 08:03:33,969 - mmaction - INFO - Epoch [13][660/3757] lr: 5.000e-05, eta: 3:41:36, time: 1.114, data_time: 0.036, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9586, loss_cls: 0.5644, loss: 0.5644, grad_norm: 5.0541 2021-05-27 08:03:56,615 - mmaction - INFO - Epoch [13][680/3757] lr: 5.000e-05, eta: 3:41:10, time: 1.134, data_time: 0.005, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9648, loss_cls: 0.5785, loss: 0.5785, grad_norm: 5.2599 2021-05-27 08:04:19,449 - mmaction - INFO - Epoch [13][700/3757] lr: 5.000e-05, eta: 3:40:45, time: 1.142, data_time: 0.002, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9695, loss_cls: 0.5540, loss: 0.5540, grad_norm: 5.0632 2021-05-27 08:04:42,443 - mmaction - INFO - Epoch [13][720/3757] lr: 5.000e-05, eta: 3:40:19, time: 1.146, data_time: 0.003, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9664, loss_cls: 0.5771, loss: 0.5771, grad_norm: 5.2777 2021-05-27 08:05:09,726 - mmaction - INFO - Epoch [13][740/3757] lr: 5.000e-05, eta: 3:39:54, time: 1.360, data_time: 0.010, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9625, loss_cls: 0.6094, loss: 0.6094, grad_norm: 5.3388 2021-05-27 08:05:34,061 - mmaction - INFO - Epoch [13][760/3757] lr: 5.000e-05, eta: 3:39:29, time: 1.221, data_time: 0.018, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9625, loss_cls: 0.5540, loss: 0.5540, grad_norm: 4.9739 2021-05-27 08:05:57,241 - mmaction - INFO - Epoch [13][780/3757] lr: 5.000e-05, eta: 3:39:04, time: 1.164, data_time: 0.007, memory: 17874, top1_acc: 0.8555, top5_acc: 0.9719, loss_cls: 0.5070, loss: 0.5070, grad_norm: 4.9228 2021-05-27 08:06:23,960 - mmaction - INFO - Epoch [13][800/3757] lr: 5.000e-05, eta: 3:38:39, time: 1.335, data_time: 0.002, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9555, loss_cls: 0.6229, loss: 0.6229, grad_norm: 5.3456 2021-05-27 08:06:45,910 - mmaction - INFO - Epoch [13][820/3757] lr: 5.000e-05, eta: 3:38:13, time: 1.098, data_time: 0.003, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9641, loss_cls: 0.5445, loss: 0.5445, grad_norm: 4.9722 2021-05-27 08:07:08,889 - mmaction - INFO - Epoch [13][840/3757] lr: 5.000e-05, eta: 3:37:48, time: 1.148, data_time: 0.004, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9625, loss_cls: 0.5837, loss: 0.5837, grad_norm: 5.4004 2021-05-27 08:07:30,774 - mmaction - INFO - Epoch [13][860/3757] lr: 5.000e-05, eta: 3:37:22, time: 1.095, data_time: 0.002, memory: 17874, top1_acc: 0.8594, top5_acc: 0.9758, loss_cls: 0.5057, loss: 0.5057, grad_norm: 4.9682 2021-05-27 08:07:52,835 - mmaction - INFO - Epoch [13][880/3757] lr: 5.000e-05, eta: 3:36:56, time: 1.104, data_time: 0.002, memory: 17874, top1_acc: 0.8219, top5_acc: 0.9578, loss_cls: 0.6355, loss: 0.6355, grad_norm: 5.4275 2021-05-27 08:08:15,217 - mmaction - INFO - Epoch [13][900/3757] lr: 5.000e-05, eta: 3:36:31, time: 1.118, data_time: 0.002, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9555, loss_cls: 0.6407, loss: 0.6407, grad_norm: 5.5255 2021-05-27 08:08:38,938 - mmaction - INFO - Epoch [13][920/3757] lr: 5.000e-05, eta: 3:36:05, time: 1.184, data_time: 0.004, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9664, loss_cls: 0.5545, loss: 0.5545, grad_norm: 5.2455 2021-05-27 08:09:01,019 - mmaction - INFO - Epoch [13][940/3757] lr: 5.000e-05, eta: 3:35:40, time: 1.106, data_time: 0.006, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9625, loss_cls: 0.5856, loss: 0.5856, grad_norm: 5.3922 2021-05-27 08:09:26,347 - mmaction - INFO - Epoch [13][960/3757] lr: 5.000e-05, eta: 3:35:15, time: 1.264, data_time: 0.003, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9617, loss_cls: 0.6087, loss: 0.6087, grad_norm: 5.3554 2021-05-27 08:09:50,075 - mmaction - INFO - Epoch [13][980/3757] lr: 5.000e-05, eta: 3:34:49, time: 1.188, data_time: 0.005, memory: 17874, top1_acc: 0.8617, top5_acc: 0.9602, loss_cls: 0.5687, loss: 0.5687, grad_norm: 5.2222 2021-05-27 08:10:12,365 - mmaction - INFO - Epoch [13][1000/3757] lr: 5.000e-05, eta: 3:34:24, time: 1.114, data_time: 0.003, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9617, loss_cls: 0.6100, loss: 0.6100, grad_norm: 5.3496 2021-05-27 08:10:37,585 - mmaction - INFO - Epoch [13][1020/3757] lr: 5.000e-05, eta: 3:33:59, time: 1.262, data_time: 0.008, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9648, loss_cls: 0.5712, loss: 0.5712, grad_norm: 5.5968 2021-05-27 08:10:59,770 - mmaction - INFO - Epoch [13][1040/3757] lr: 5.000e-05, eta: 3:33:33, time: 1.109, data_time: 0.003, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9531, loss_cls: 0.5950, loss: 0.5950, grad_norm: 5.1954 2021-05-27 08:11:22,470 - mmaction - INFO - Epoch [13][1060/3757] lr: 5.000e-05, eta: 3:33:07, time: 1.134, data_time: 0.002, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9617, loss_cls: 0.5862, loss: 0.5862, grad_norm: 5.2796 2021-05-27 08:11:45,422 - mmaction - INFO - Epoch [13][1080/3757] lr: 5.000e-05, eta: 3:32:42, time: 1.113, data_time: 0.003, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9547, loss_cls: 0.6240, loss: 0.6240, grad_norm: 5.4922 2021-05-27 08:12:09,079 - mmaction - INFO - Epoch [13][1100/3757] lr: 5.000e-05, eta: 3:32:16, time: 1.219, data_time: 0.038, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9711, loss_cls: 0.5644, loss: 0.5644, grad_norm: 5.2462 2021-05-27 08:12:35,114 - mmaction - INFO - Epoch [13][1120/3757] lr: 5.000e-05, eta: 3:31:52, time: 1.295, data_time: 0.003, memory: 17874, top1_acc: 0.8617, top5_acc: 0.9773, loss_cls: 0.4855, loss: 0.4855, grad_norm: 6.2763 2021-05-27 08:12:59,292 - mmaction - INFO - Epoch [13][1140/3757] lr: 5.000e-05, eta: 3:31:26, time: 1.212, data_time: 0.009, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9602, loss_cls: 0.5918, loss: 0.5918, grad_norm: 5.3362 2021-05-27 08:13:23,188 - mmaction - INFO - Epoch [13][1160/3757] lr: 5.000e-05, eta: 3:31:01, time: 1.189, data_time: 0.005, memory: 17874, top1_acc: 0.8258, top5_acc: 0.9523, loss_cls: 0.6148, loss: 0.6148, grad_norm: 5.2820 2021-05-27 08:13:45,238 - mmaction - INFO - Epoch [13][1180/3757] lr: 5.000e-05, eta: 3:30:35, time: 1.111, data_time: 0.013, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9656, loss_cls: 0.5674, loss: 0.5674, grad_norm: 5.1283 2021-05-27 08:14:07,336 - mmaction - INFO - Epoch [13][1200/3757] lr: 5.000e-05, eta: 3:30:10, time: 1.106, data_time: 0.003, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9586, loss_cls: 0.6306, loss: 0.6306, grad_norm: 5.3963 2021-05-27 08:14:30,872 - mmaction - INFO - Epoch [13][1220/3757] lr: 5.000e-05, eta: 3:29:44, time: 1.174, data_time: 0.003, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9586, loss_cls: 0.5747, loss: 0.5747, grad_norm: 5.1551 2021-05-27 08:14:56,546 - mmaction - INFO - Epoch [13][1240/3757] lr: 5.000e-05, eta: 3:29:19, time: 1.283, data_time: 0.005, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9594, loss_cls: 0.6092, loss: 0.6092, grad_norm: 5.3681 2021-05-27 08:15:20,317 - mmaction - INFO - Epoch [13][1260/3757] lr: 5.000e-05, eta: 3:28:54, time: 1.130, data_time: 0.006, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9586, loss_cls: 0.6180, loss: 0.6180, grad_norm: 5.3283 2021-05-27 08:15:42,819 - mmaction - INFO - Epoch [13][1280/3757] lr: 5.000e-05, eta: 3:28:29, time: 1.185, data_time: 0.065, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9578, loss_cls: 0.5666, loss: 0.5666, grad_norm: 5.4151 2021-05-27 08:16:06,300 - mmaction - INFO - Epoch [13][1300/3757] lr: 5.000e-05, eta: 3:28:03, time: 1.174, data_time: 0.004, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9594, loss_cls: 0.6110, loss: 0.6110, grad_norm: 5.7279 2021-05-27 08:16:31,230 - mmaction - INFO - Epoch [13][1320/3757] lr: 5.000e-05, eta: 3:27:38, time: 1.244, data_time: 0.004, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9633, loss_cls: 0.5622, loss: 0.5622, grad_norm: 5.1637 2021-05-27 08:16:53,814 - mmaction - INFO - Epoch [13][1340/3757] lr: 5.000e-05, eta: 3:27:13, time: 1.134, data_time: 0.008, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9609, loss_cls: 0.5721, loss: 0.5721, grad_norm: 4.8376 2021-05-27 08:17:16,483 - mmaction - INFO - Epoch [13][1360/3757] lr: 5.000e-05, eta: 3:26:47, time: 1.133, data_time: 0.003, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9594, loss_cls: 0.5818, loss: 0.5818, grad_norm: 5.2648 2021-05-27 08:17:39,838 - mmaction - INFO - Epoch [13][1380/3757] lr: 5.000e-05, eta: 3:26:22, time: 1.169, data_time: 0.003, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9547, loss_cls: 0.6099, loss: 0.6099, grad_norm: 5.3029 2021-05-27 08:18:05,410 - mmaction - INFO - Epoch [13][1400/3757] lr: 5.000e-05, eta: 3:25:57, time: 1.278, data_time: 0.002, memory: 17874, top1_acc: 0.8641, top5_acc: 0.9602, loss_cls: 0.5309, loss: 0.5309, grad_norm: 5.1471 2021-05-27 08:18:28,285 - mmaction - INFO - Epoch [13][1420/3757] lr: 5.000e-05, eta: 3:25:31, time: 1.144, data_time: 0.003, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9672, loss_cls: 0.5516, loss: 0.5516, grad_norm: 5.2494 2021-05-27 08:18:49,859 - mmaction - INFO - Epoch [13][1440/3757] lr: 5.000e-05, eta: 3:25:05, time: 1.079, data_time: 0.003, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9617, loss_cls: 0.5837, loss: 0.5837, grad_norm: 5.1700 2021-05-27 08:19:13,453 - mmaction - INFO - Epoch [13][1460/3757] lr: 5.000e-05, eta: 3:24:40, time: 1.178, data_time: 0.002, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9570, loss_cls: 0.6028, loss: 0.6028, grad_norm: 5.3144 2021-05-27 08:19:36,195 - mmaction - INFO - Epoch [13][1480/3757] lr: 5.000e-05, eta: 3:24:15, time: 1.137, data_time: 0.004, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9617, loss_cls: 0.5662, loss: 0.5662, grad_norm: 5.0387 2021-05-27 08:19:59,450 - mmaction - INFO - Epoch [13][1500/3757] lr: 5.000e-05, eta: 3:23:49, time: 1.165, data_time: 0.005, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9570, loss_cls: 0.6055, loss: 0.6055, grad_norm: 5.2116 2021-05-27 08:20:22,597 - mmaction - INFO - Epoch [13][1520/3757] lr: 5.000e-05, eta: 3:23:24, time: 1.157, data_time: 0.002, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9633, loss_cls: 0.5738, loss: 0.5738, grad_norm: 5.5324 2021-05-27 08:20:43,869 - mmaction - INFO - Epoch [13][1540/3757] lr: 5.000e-05, eta: 3:22:58, time: 1.065, data_time: 0.003, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9664, loss_cls: 0.5519, loss: 0.5519, grad_norm: 5.0548 2021-05-27 08:21:06,143 - mmaction - INFO - Epoch [13][1560/3757] lr: 5.000e-05, eta: 3:22:32, time: 1.113, data_time: 0.001, memory: 17874, top1_acc: 0.8578, top5_acc: 0.9695, loss_cls: 0.5284, loss: 0.5284, grad_norm: 5.1548 2021-05-27 08:21:28,860 - mmaction - INFO - Epoch [13][1580/3757] lr: 5.000e-05, eta: 3:22:07, time: 1.136, data_time: 0.002, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9570, loss_cls: 0.5749, loss: 0.5749, grad_norm: 5.1307 2021-05-27 08:21:52,235 - mmaction - INFO - Epoch [13][1600/3757] lr: 5.000e-05, eta: 3:21:41, time: 1.166, data_time: 0.003, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9563, loss_cls: 0.5862, loss: 0.5862, grad_norm: 5.1706 2021-05-27 08:22:18,880 - mmaction - INFO - Epoch [13][1620/3757] lr: 5.000e-05, eta: 3:21:17, time: 1.329, data_time: 0.008, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9617, loss_cls: 0.5538, loss: 0.5538, grad_norm: 5.2808 2021-05-27 08:22:43,316 - mmaction - INFO - Epoch [13][1640/3757] lr: 5.000e-05, eta: 3:20:52, time: 1.225, data_time: 0.012, memory: 17874, top1_acc: 0.8609, top5_acc: 0.9609, loss_cls: 0.5647, loss: 0.5647, grad_norm: 4.9248 2021-05-27 08:23:06,201 - mmaction - INFO - Epoch [13][1660/3757] lr: 5.000e-05, eta: 3:20:26, time: 1.147, data_time: 0.005, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9672, loss_cls: 0.5759, loss: 0.5759, grad_norm: 5.1829 2021-05-27 08:23:31,089 - mmaction - INFO - Epoch [13][1680/3757] lr: 5.000e-05, eta: 3:20:01, time: 1.244, data_time: 0.004, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9648, loss_cls: 0.5605, loss: 0.5605, grad_norm: 5.0774 2021-05-27 08:23:53,820 - mmaction - INFO - Epoch [13][1700/3757] lr: 5.000e-05, eta: 3:19:36, time: 1.137, data_time: 0.004, memory: 17874, top1_acc: 0.8555, top5_acc: 0.9602, loss_cls: 0.5607, loss: 0.5607, grad_norm: 5.2849 2021-05-27 08:24:17,008 - mmaction - INFO - Epoch [13][1720/3757] lr: 5.000e-05, eta: 3:19:10, time: 1.160, data_time: 0.002, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9719, loss_cls: 0.5695, loss: 0.5695, grad_norm: 5.2723 2021-05-27 08:24:41,315 - mmaction - INFO - Epoch [13][1740/3757] lr: 5.000e-05, eta: 3:18:45, time: 1.214, data_time: 0.002, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9633, loss_cls: 0.5962, loss: 0.5962, grad_norm: 5.3208 2021-05-27 08:25:17,193 - mmaction - INFO - Epoch [13][1760/3757] lr: 5.000e-05, eta: 3:18:22, time: 1.786, data_time: 0.004, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9563, loss_cls: 0.5951, loss: 0.5951, grad_norm: 5.4272 2021-05-27 08:25:40,644 - mmaction - INFO - Epoch [13][1780/3757] lr: 5.000e-05, eta: 3:17:57, time: 1.183, data_time: 0.017, memory: 17874, top1_acc: 0.8609, top5_acc: 0.9633, loss_cls: 0.5248, loss: 0.5248, grad_norm: 4.7942 2021-05-27 08:26:07,554 - mmaction - INFO - Epoch [13][1800/3757] lr: 5.000e-05, eta: 3:17:32, time: 1.342, data_time: 0.002, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9563, loss_cls: 0.6113, loss: 0.6113, grad_norm: 5.2998 2021-05-27 08:26:32,219 - mmaction - INFO - Epoch [13][1820/3757] lr: 5.000e-05, eta: 3:17:07, time: 1.236, data_time: 0.006, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9656, loss_cls: 0.6042, loss: 0.6042, grad_norm: 5.2084 2021-05-27 08:26:53,993 - mmaction - INFO - Epoch [13][1840/3757] lr: 5.000e-05, eta: 3:16:41, time: 1.089, data_time: 0.003, memory: 17874, top1_acc: 0.8625, top5_acc: 0.9672, loss_cls: 0.5423, loss: 0.5423, grad_norm: 4.9816 2021-05-27 08:27:19,040 - mmaction - INFO - Epoch [13][1860/3757] lr: 5.000e-05, eta: 3:16:16, time: 1.251, data_time: 0.002, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9555, loss_cls: 0.5908, loss: 0.5908, grad_norm: 4.8475 2021-05-27 08:27:42,696 - mmaction - INFO - Epoch [13][1880/3757] lr: 5.000e-05, eta: 3:15:51, time: 1.184, data_time: 0.006, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9578, loss_cls: 0.6107, loss: 0.6107, grad_norm: 5.2765 2021-05-27 08:28:04,306 - mmaction - INFO - Epoch [13][1900/3757] lr: 5.000e-05, eta: 3:15:25, time: 1.080, data_time: 0.005, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9688, loss_cls: 0.5312, loss: 0.5312, grad_norm: 5.5229 2021-05-27 08:28:30,395 - mmaction - INFO - Epoch [13][1920/3757] lr: 5.000e-05, eta: 3:15:01, time: 1.302, data_time: 0.004, memory: 17874, top1_acc: 0.8617, top5_acc: 0.9633, loss_cls: 0.5472, loss: 0.5472, grad_norm: 4.8927 2021-05-27 08:28:54,719 - mmaction - INFO - Epoch [13][1940/3757] lr: 5.000e-05, eta: 3:14:35, time: 1.214, data_time: 0.009, memory: 17874, top1_acc: 0.8578, top5_acc: 0.9633, loss_cls: 0.5277, loss: 0.5277, grad_norm: 5.1316 2021-05-27 08:29:18,007 - mmaction - INFO - Epoch [13][1960/3757] lr: 5.000e-05, eta: 3:14:10, time: 1.137, data_time: 0.011, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9609, loss_cls: 0.5939, loss: 0.5939, grad_norm: 5.1722 2021-05-27 08:29:44,310 - mmaction - INFO - Epoch [13][1980/3757] lr: 5.000e-05, eta: 3:13:45, time: 1.344, data_time: 0.035, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9672, loss_cls: 0.5438, loss: 0.5438, grad_norm: 5.1906 2021-05-27 08:30:09,604 - mmaction - INFO - Epoch [13][2000/3757] lr: 5.000e-05, eta: 3:13:20, time: 1.266, data_time: 0.014, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9594, loss_cls: 0.5899, loss: 0.5899, grad_norm: 5.1640 2021-05-27 08:30:33,485 - mmaction - INFO - Epoch [13][2020/3757] lr: 5.000e-05, eta: 3:12:55, time: 1.193, data_time: 0.004, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9602, loss_cls: 0.5725, loss: 0.5725, grad_norm: 5.4962 2021-05-27 08:31:00,260 - mmaction - INFO - Epoch [13][2040/3757] lr: 5.000e-05, eta: 3:12:30, time: 1.341, data_time: 0.014, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9648, loss_cls: 0.5752, loss: 0.5752, grad_norm: 5.1941 2021-05-27 08:31:23,066 - mmaction - INFO - Epoch [13][2060/3757] lr: 5.000e-05, eta: 3:12:05, time: 1.141, data_time: 0.004, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9484, loss_cls: 0.6031, loss: 0.6031, grad_norm: 5.2049 2021-05-27 08:31:46,372 - mmaction - INFO - Epoch [13][2080/3757] lr: 5.000e-05, eta: 3:11:39, time: 1.164, data_time: 0.003, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9664, loss_cls: 0.5776, loss: 0.5776, grad_norm: 5.3056 2021-05-27 08:32:12,428 - mmaction - INFO - Epoch [13][2100/3757] lr: 5.000e-05, eta: 3:11:15, time: 1.300, data_time: 0.005, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9570, loss_cls: 0.6054, loss: 0.6054, grad_norm: 5.2062 2021-05-27 08:32:36,583 - mmaction - INFO - Epoch [13][2120/3757] lr: 5.000e-05, eta: 3:10:49, time: 1.212, data_time: 0.007, memory: 17874, top1_acc: 0.8586, top5_acc: 0.9617, loss_cls: 0.5363, loss: 0.5363, grad_norm: 5.0930 2021-05-27 08:33:00,620 - mmaction - INFO - Epoch [13][2140/3757] lr: 5.000e-05, eta: 3:10:24, time: 1.198, data_time: 0.003, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9609, loss_cls: 0.5746, loss: 0.5746, grad_norm: 5.1599 2021-05-27 08:33:22,944 - mmaction - INFO - Epoch [13][2160/3757] lr: 5.000e-05, eta: 3:09:59, time: 1.119, data_time: 0.006, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9594, loss_cls: 0.6049, loss: 0.6049, grad_norm: 5.2736 2021-05-27 08:33:49,341 - mmaction - INFO - Epoch [13][2180/3757] lr: 5.000e-05, eta: 3:09:34, time: 1.320, data_time: 0.004, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9508, loss_cls: 0.6224, loss: 0.6224, grad_norm: 5.2643 2021-05-27 08:34:11,060 - mmaction - INFO - Epoch [13][2200/3757] lr: 5.000e-05, eta: 3:09:08, time: 1.088, data_time: 0.004, memory: 17874, top1_acc: 0.8695, top5_acc: 0.9734, loss_cls: 0.4973, loss: 0.4973, grad_norm: 4.7700 2021-05-27 08:34:33,796 - mmaction - INFO - Epoch [13][2220/3757] lr: 5.000e-05, eta: 3:08:43, time: 1.130, data_time: 0.002, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9602, loss_cls: 0.6091, loss: 0.6091, grad_norm: 5.3747 2021-05-27 08:34:59,268 - mmaction - INFO - Epoch [13][2240/3757] lr: 5.000e-05, eta: 3:08:18, time: 1.276, data_time: 0.010, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9617, loss_cls: 0.5680, loss: 0.5680, grad_norm: 5.2657 2021-05-27 08:35:21,949 - mmaction - INFO - Epoch [13][2260/3757] lr: 5.000e-05, eta: 3:07:52, time: 1.137, data_time: 0.007, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9680, loss_cls: 0.5680, loss: 0.5680, grad_norm: 5.2708 2021-05-27 08:35:46,645 - mmaction - INFO - Epoch [13][2280/3757] lr: 5.000e-05, eta: 3:07:27, time: 1.236, data_time: 0.003, memory: 17874, top1_acc: 0.8555, top5_acc: 0.9688, loss_cls: 0.5284, loss: 0.5284, grad_norm: 4.9112 2021-05-27 08:36:09,431 - mmaction - INFO - Epoch [13][2300/3757] lr: 5.000e-05, eta: 3:07:02, time: 1.139, data_time: 0.002, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9633, loss_cls: 0.5821, loss: 0.5821, grad_norm: 5.1735 2021-05-27 08:36:31,077 - mmaction - INFO - Epoch [13][2320/3757] lr: 5.000e-05, eta: 3:06:36, time: 1.082, data_time: 0.002, memory: 17874, top1_acc: 0.8250, top5_acc: 0.9594, loss_cls: 0.5958, loss: 0.5958, grad_norm: 5.2150 2021-05-27 08:36:53,674 - mmaction - INFO - Epoch [13][2340/3757] lr: 5.000e-05, eta: 3:06:11, time: 1.129, data_time: 0.002, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9656, loss_cls: 0.5573, loss: 0.5573, grad_norm: 4.9351 2021-05-27 08:37:15,461 - mmaction - INFO - Epoch [13][2360/3757] lr: 5.000e-05, eta: 3:05:45, time: 1.090, data_time: 0.003, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9609, loss_cls: 0.5974, loss: 0.5974, grad_norm: 5.5755 2021-05-27 08:37:37,669 - mmaction - INFO - Epoch [13][2380/3757] lr: 5.000e-05, eta: 3:05:20, time: 1.110, data_time: 0.002, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9680, loss_cls: 0.5507, loss: 0.5507, grad_norm: 5.1990 2021-05-27 08:38:00,793 - mmaction - INFO - Epoch [13][2400/3757] lr: 5.000e-05, eta: 3:04:54, time: 1.157, data_time: 0.003, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9539, loss_cls: 0.6144, loss: 0.6144, grad_norm: 5.1190 2021-05-27 08:38:24,329 - mmaction - INFO - Epoch [13][2420/3757] lr: 5.000e-05, eta: 3:04:29, time: 1.173, data_time: 0.004, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9641, loss_cls: 0.5287, loss: 0.5287, grad_norm: 5.0948 2021-05-27 08:38:51,961 - mmaction - INFO - Epoch [13][2440/3757] lr: 5.000e-05, eta: 3:04:04, time: 1.379, data_time: 0.007, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9656, loss_cls: 0.5613, loss: 0.5613, grad_norm: 5.3340 2021-05-27 08:39:14,375 - mmaction - INFO - Epoch [13][2460/3757] lr: 5.000e-05, eta: 3:03:39, time: 1.127, data_time: 0.014, memory: 17874, top1_acc: 0.8570, top5_acc: 0.9680, loss_cls: 0.5491, loss: 0.5491, grad_norm: 5.0681 2021-05-27 08:39:39,103 - mmaction - INFO - Epoch [13][2480/3757] lr: 5.000e-05, eta: 3:03:14, time: 1.235, data_time: 0.003, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9633, loss_cls: 0.5731, loss: 0.5731, grad_norm: 5.1631 2021-05-27 08:40:00,875 - mmaction - INFO - Epoch [13][2500/3757] lr: 5.000e-05, eta: 3:02:48, time: 1.090, data_time: 0.008, memory: 17874, top1_acc: 0.8688, top5_acc: 0.9711, loss_cls: 0.4976, loss: 0.4976, grad_norm: 4.9979 2021-05-27 08:40:23,200 - mmaction - INFO - Epoch [13][2520/3757] lr: 5.000e-05, eta: 3:02:23, time: 1.116, data_time: 0.003, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9531, loss_cls: 0.6019, loss: 0.6019, grad_norm: 5.5023 2021-05-27 08:40:45,656 - mmaction - INFO - Epoch [13][2540/3757] lr: 5.000e-05, eta: 3:01:57, time: 1.124, data_time: 0.003, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9602, loss_cls: 0.5960, loss: 0.5960, grad_norm: 5.4674 2021-05-27 08:41:07,474 - mmaction - INFO - Epoch [13][2560/3757] lr: 5.000e-05, eta: 3:01:32, time: 1.090, data_time: 0.003, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9570, loss_cls: 0.5671, loss: 0.5671, grad_norm: 5.0450 2021-05-27 08:41:31,896 - mmaction - INFO - Epoch [13][2580/3757] lr: 5.000e-05, eta: 3:01:07, time: 1.221, data_time: 0.003, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9563, loss_cls: 0.5913, loss: 0.5913, grad_norm: 5.3158 2021-05-27 08:41:54,307 - mmaction - INFO - Epoch [13][2600/3757] lr: 5.000e-05, eta: 3:00:41, time: 1.122, data_time: 0.003, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9633, loss_cls: 0.6095, loss: 0.6095, grad_norm: 5.3613 2021-05-27 08:42:17,145 - mmaction - INFO - Epoch [13][2620/3757] lr: 5.000e-05, eta: 3:00:16, time: 1.141, data_time: 0.002, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9633, loss_cls: 0.5786, loss: 0.5786, grad_norm: 5.1442 2021-05-27 08:42:41,468 - mmaction - INFO - Epoch [13][2640/3757] lr: 5.000e-05, eta: 2:59:50, time: 1.188, data_time: 0.002, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9656, loss_cls: 0.5818, loss: 0.5818, grad_norm: 5.2649 2021-05-27 08:43:03,476 - mmaction - INFO - Epoch [13][2660/3757] lr: 5.000e-05, eta: 2:59:25, time: 1.129, data_time: 0.040, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9594, loss_cls: 0.5648, loss: 0.5648, grad_norm: 4.9893 2021-05-27 08:43:26,746 - mmaction - INFO - Epoch [13][2680/3757] lr: 5.000e-05, eta: 2:59:00, time: 1.163, data_time: 0.003, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9680, loss_cls: 0.5572, loss: 0.5572, grad_norm: 5.6215 2021-05-27 08:43:54,344 - mmaction - INFO - Epoch [13][2700/3757] lr: 5.000e-05, eta: 2:58:35, time: 1.374, data_time: 0.002, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9594, loss_cls: 0.6047, loss: 0.6047, grad_norm: 5.3816 2021-05-27 08:44:18,497 - mmaction - INFO - Epoch [13][2720/3757] lr: 5.000e-05, eta: 2:58:10, time: 1.214, data_time: 0.011, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9594, loss_cls: 0.6203, loss: 0.6203, grad_norm: 5.3525 2021-05-27 08:44:41,971 - mmaction - INFO - Epoch [13][2740/3757] lr: 5.000e-05, eta: 2:57:45, time: 1.166, data_time: 0.001, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9641, loss_cls: 0.5877, loss: 0.5877, grad_norm: 5.3355 2021-05-27 08:45:08,540 - mmaction - INFO - Epoch [13][2760/3757] lr: 5.000e-05, eta: 2:57:20, time: 1.335, data_time: 0.012, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9609, loss_cls: 0.5727, loss: 0.5727, grad_norm: 5.1913 2021-05-27 08:45:31,327 - mmaction - INFO - Epoch [13][2780/3757] lr: 5.000e-05, eta: 2:56:55, time: 1.136, data_time: 0.003, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9609, loss_cls: 0.6031, loss: 0.6031, grad_norm: 5.1957 2021-05-27 08:45:53,309 - mmaction - INFO - Epoch [13][2800/3757] lr: 5.000e-05, eta: 2:56:29, time: 1.102, data_time: 0.006, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9531, loss_cls: 0.5985, loss: 0.5985, grad_norm: 5.1138 2021-05-27 08:46:17,384 - mmaction - INFO - Epoch [13][2820/3757] lr: 5.000e-05, eta: 2:56:04, time: 1.199, data_time: 0.003, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9555, loss_cls: 0.6176, loss: 0.6176, grad_norm: 5.5600 2021-05-27 08:46:40,240 - mmaction - INFO - Epoch [13][2840/3757] lr: 5.000e-05, eta: 2:55:39, time: 1.147, data_time: 0.008, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9656, loss_cls: 0.5557, loss: 0.5557, grad_norm: 5.0595 2021-05-27 08:47:02,722 - mmaction - INFO - Epoch [13][2860/3757] lr: 5.000e-05, eta: 2:55:13, time: 1.124, data_time: 0.004, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9625, loss_cls: 0.6186, loss: 0.6186, grad_norm: 5.3855 2021-05-27 08:47:24,951 - mmaction - INFO - Epoch [13][2880/3757] lr: 5.000e-05, eta: 2:54:48, time: 1.113, data_time: 0.005, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9609, loss_cls: 0.5801, loss: 0.5801, grad_norm: 5.2778 2021-05-27 08:47:48,155 - mmaction - INFO - Epoch [13][2900/3757] lr: 5.000e-05, eta: 2:54:22, time: 1.160, data_time: 0.002, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9523, loss_cls: 0.6079, loss: 0.6079, grad_norm: 5.4023 2021-05-27 08:48:10,706 - mmaction - INFO - Epoch [13][2920/3757] lr: 5.000e-05, eta: 2:53:57, time: 1.128, data_time: 0.002, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9680, loss_cls: 0.5423, loss: 0.5423, grad_norm: 5.1022 2021-05-27 08:48:34,440 - mmaction - INFO - Epoch [13][2940/3757] lr: 5.000e-05, eta: 2:53:32, time: 1.186, data_time: 0.001, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9602, loss_cls: 0.5953, loss: 0.5953, grad_norm: 5.5651 2021-05-27 08:48:57,049 - mmaction - INFO - Epoch [13][2960/3757] lr: 5.000e-05, eta: 2:53:06, time: 1.130, data_time: 0.002, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9586, loss_cls: 0.5761, loss: 0.5761, grad_norm: 5.1771 2021-05-27 08:49:19,898 - mmaction - INFO - Epoch [13][2980/3757] lr: 5.000e-05, eta: 2:52:41, time: 1.143, data_time: 0.003, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9594, loss_cls: 0.5900, loss: 0.5900, grad_norm: 5.3042 2021-05-27 08:49:42,616 - mmaction - INFO - Epoch [13][3000/3757] lr: 5.000e-05, eta: 2:52:15, time: 1.135, data_time: 0.001, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9539, loss_cls: 0.6203, loss: 0.6203, grad_norm: 5.5068 2021-05-27 08:50:07,183 - mmaction - INFO - Epoch [13][3020/3757] lr: 5.000e-05, eta: 2:51:50, time: 1.229, data_time: 0.004, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9672, loss_cls: 0.5724, loss: 0.5724, grad_norm: 5.2451 2021-05-27 08:50:29,476 - mmaction - INFO - Epoch [13][3040/3757] lr: 5.000e-05, eta: 2:51:25, time: 1.115, data_time: 0.002, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9586, loss_cls: 0.6038, loss: 0.6038, grad_norm: 5.4742 2021-05-27 08:50:51,930 - mmaction - INFO - Epoch [13][3060/3757] lr: 5.000e-05, eta: 2:51:00, time: 1.121, data_time: 0.001, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9695, loss_cls: 0.5145, loss: 0.5145, grad_norm: 4.9467 2021-05-27 08:51:14,546 - mmaction - INFO - Epoch [13][3080/3757] lr: 5.000e-05, eta: 2:50:34, time: 1.132, data_time: 0.004, memory: 17874, top1_acc: 0.8633, top5_acc: 0.9703, loss_cls: 0.5116, loss: 0.5116, grad_norm: 4.7901 2021-05-27 08:51:39,354 - mmaction - INFO - Epoch [13][3100/3757] lr: 5.000e-05, eta: 2:50:09, time: 1.239, data_time: 0.003, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9719, loss_cls: 0.5559, loss: 0.5559, grad_norm: 5.1874 2021-05-27 08:52:02,188 - mmaction - INFO - Epoch [13][3120/3757] lr: 5.000e-05, eta: 2:49:44, time: 1.142, data_time: 0.004, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9688, loss_cls: 0.5732, loss: 0.5732, grad_norm: 5.2504 2021-05-27 08:52:23,954 - mmaction - INFO - Epoch [13][3140/3757] lr: 5.000e-05, eta: 2:49:18, time: 1.088, data_time: 0.002, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9602, loss_cls: 0.5745, loss: 0.5745, grad_norm: 5.2635 2021-05-27 08:52:49,397 - mmaction - INFO - Epoch [13][3160/3757] lr: 5.000e-05, eta: 2:48:53, time: 1.269, data_time: 0.003, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9609, loss_cls: 0.6171, loss: 0.6171, grad_norm: 5.2282 2021-05-27 08:53:13,601 - mmaction - INFO - Epoch [13][3180/3757] lr: 5.000e-05, eta: 2:48:28, time: 1.213, data_time: 0.006, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9648, loss_cls: 0.5885, loss: 0.5885, grad_norm: 5.1956 2021-05-27 08:53:37,543 - mmaction - INFO - Epoch [13][3200/3757] lr: 5.000e-05, eta: 2:48:03, time: 1.193, data_time: 0.003, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9648, loss_cls: 0.5660, loss: 0.5660, grad_norm: 5.2490 2021-05-27 08:54:03,638 - mmaction - INFO - Epoch [13][3220/3757] lr: 5.000e-05, eta: 2:47:38, time: 1.304, data_time: 0.010, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9602, loss_cls: 0.5699, loss: 0.5699, grad_norm: 5.1238 2021-05-27 08:54:26,089 - mmaction - INFO - Epoch [13][3240/3757] lr: 5.000e-05, eta: 2:47:13, time: 1.103, data_time: 0.007, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9680, loss_cls: 0.5480, loss: 0.5480, grad_norm: 5.4998 2021-05-27 08:54:48,450 - mmaction - INFO - Epoch [13][3260/3757] lr: 5.000e-05, eta: 2:46:47, time: 1.143, data_time: 0.029, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9672, loss_cls: 0.5365, loss: 0.5365, grad_norm: 5.1008 2021-05-27 08:55:10,620 - mmaction - INFO - Epoch [13][3280/3757] lr: 5.000e-05, eta: 2:46:22, time: 1.109, data_time: 0.002, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9648, loss_cls: 0.5447, loss: 0.5447, grad_norm: 5.1336 2021-05-27 08:55:38,167 - mmaction - INFO - Epoch [13][3300/3757] lr: 5.000e-05, eta: 2:45:57, time: 1.352, data_time: 0.003, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9578, loss_cls: 0.5682, loss: 0.5682, grad_norm: 5.1270 2021-05-27 08:56:02,029 - mmaction - INFO - Epoch [13][3320/3757] lr: 5.000e-05, eta: 2:45:32, time: 1.219, data_time: 0.032, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9633, loss_cls: 0.5683, loss: 0.5683, grad_norm: 5.3413 2021-05-27 08:56:25,436 - mmaction - INFO - Epoch [13][3340/3757] lr: 5.000e-05, eta: 2:45:07, time: 1.171, data_time: 0.003, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9625, loss_cls: 0.6145, loss: 0.6145, grad_norm: 5.4119 2021-05-27 08:56:48,078 - mmaction - INFO - Epoch [13][3360/3757] lr: 5.000e-05, eta: 2:44:42, time: 1.131, data_time: 0.002, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9492, loss_cls: 0.6155, loss: 0.6155, grad_norm: 5.4212 2021-05-27 08:57:10,698 - mmaction - INFO - Epoch [13][3380/3757] lr: 5.000e-05, eta: 2:44:16, time: 1.130, data_time: 0.002, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9688, loss_cls: 0.4853, loss: 0.4853, grad_norm: 4.8116 2021-05-27 08:57:32,619 - mmaction - INFO - Epoch [13][3400/3757] lr: 5.000e-05, eta: 2:43:51, time: 1.094, data_time: 0.003, memory: 17874, top1_acc: 0.8570, top5_acc: 0.9625, loss_cls: 0.5585, loss: 0.5585, grad_norm: 5.0162 2021-05-27 08:58:00,413 - mmaction - INFO - Epoch [13][3420/3757] lr: 5.000e-05, eta: 2:43:26, time: 1.385, data_time: 0.010, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9680, loss_cls: 0.6083, loss: 0.6083, grad_norm: 5.3986 2021-05-27 08:58:26,605 - mmaction - INFO - Epoch [13][3440/3757] lr: 5.000e-05, eta: 2:43:01, time: 1.310, data_time: 0.013, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9695, loss_cls: 0.5194, loss: 0.5194, grad_norm: 5.1030 2021-05-27 08:58:48,664 - mmaction - INFO - Epoch [13][3460/3757] lr: 5.000e-05, eta: 2:42:36, time: 1.110, data_time: 0.010, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9594, loss_cls: 0.5665, loss: 0.5665, grad_norm: 5.3792 2021-05-27 08:59:10,776 - mmaction - INFO - Epoch [13][3480/3757] lr: 5.000e-05, eta: 2:42:11, time: 1.104, data_time: 0.003, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9625, loss_cls: 0.5871, loss: 0.5871, grad_norm: 5.1669 2021-05-27 08:59:33,001 - mmaction - INFO - Epoch [13][3500/3757] lr: 5.000e-05, eta: 2:41:45, time: 1.113, data_time: 0.005, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9672, loss_cls: 0.5767, loss: 0.5767, grad_norm: 5.2661 2021-05-27 08:59:55,467 - mmaction - INFO - Epoch [13][3520/3757] lr: 5.000e-05, eta: 2:41:20, time: 1.123, data_time: 0.002, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9578, loss_cls: 0.6118, loss: 0.6118, grad_norm: 5.3710 2021-05-27 09:00:19,365 - mmaction - INFO - Epoch [13][3540/3757] lr: 5.000e-05, eta: 2:40:55, time: 1.191, data_time: 0.002, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9578, loss_cls: 0.5620, loss: 0.5620, grad_norm: 5.1804 2021-05-27 09:00:42,652 - mmaction - INFO - Epoch [13][3560/3757] lr: 5.000e-05, eta: 2:40:29, time: 1.168, data_time: 0.007, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9602, loss_cls: 0.5823, loss: 0.5823, grad_norm: 5.2968 2021-05-27 09:01:08,387 - mmaction - INFO - Epoch [13][3580/3757] lr: 5.000e-05, eta: 2:40:04, time: 1.281, data_time: 0.002, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9586, loss_cls: 0.5991, loss: 0.5991, grad_norm: 5.3790 2021-05-27 09:01:31,123 - mmaction - INFO - Epoch [13][3600/3757] lr: 5.000e-05, eta: 2:39:39, time: 1.143, data_time: 0.010, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9594, loss_cls: 0.5729, loss: 0.5729, grad_norm: 5.2771 2021-05-27 09:01:54,340 - mmaction - INFO - Epoch [13][3620/3757] lr: 5.000e-05, eta: 2:39:14, time: 1.151, data_time: 0.002, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9523, loss_cls: 0.5783, loss: 0.5783, grad_norm: 5.0014 2021-05-27 09:02:23,531 - mmaction - INFO - Epoch [13][3640/3757] lr: 5.000e-05, eta: 2:38:50, time: 1.459, data_time: 0.013, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9484, loss_cls: 0.6140, loss: 0.6140, grad_norm: 5.0625 2021-05-27 09:02:46,693 - mmaction - INFO - Epoch [13][3660/3757] lr: 5.000e-05, eta: 2:38:24, time: 1.169, data_time: 0.016, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9531, loss_cls: 0.5935, loss: 0.5935, grad_norm: 5.1933 2021-05-27 09:03:09,169 - mmaction - INFO - Epoch [13][3680/3757] lr: 5.000e-05, eta: 2:37:59, time: 1.124, data_time: 0.004, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9570, loss_cls: 0.5834, loss: 0.5834, grad_norm: 5.1650 2021-05-27 09:03:31,361 - mmaction - INFO - Epoch [13][3700/3757] lr: 5.000e-05, eta: 2:37:34, time: 1.110, data_time: 0.003, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9656, loss_cls: 0.5788, loss: 0.5788, grad_norm: 5.1617 2021-05-27 09:04:01,597 - mmaction - INFO - Epoch [13][3720/3757] lr: 5.000e-05, eta: 2:37:09, time: 1.510, data_time: 0.002, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9563, loss_cls: 0.6064, loss: 0.6064, grad_norm: 5.3907 2021-05-27 09:04:23,641 - mmaction - INFO - Epoch [13][3740/3757] lr: 5.000e-05, eta: 2:36:44, time: 1.104, data_time: 0.004, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9625, loss_cls: 0.6097, loss: 0.6097, grad_norm: 5.4523 2021-05-27 09:04:58,982 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-05-27 09:14:08,016 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 09:14:08,807 - mmaction - INFO - top1_acc 0.7684 top5_acc 0.9292 2021-05-27 09:14:08,807 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 09:14:08,850 - mmaction - INFO - mean_acc 0.7682 2021-05-27 09:14:08,861 - mmaction - INFO - Epoch(val) [13][3757] top1_acc: 0.7684, top5_acc: 0.9292, mean_class_accuracy: 0.7682 2021-05-27 09:20:03,143 - mmaction - INFO - Epoch [14][20/3757] lr: 5.000e-05, eta: 2:36:45, time: 17.710, data_time: 16.372, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9641, loss_cls: 0.5491, loss: 0.5491, grad_norm: 4.9324 2021-05-27 09:20:26,265 - mmaction - INFO - Epoch [14][40/3757] lr: 5.000e-05, eta: 2:36:20, time: 1.157, data_time: 0.004, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9539, loss_cls: 0.5743, loss: 0.5743, grad_norm: 5.0219 2021-05-27 09:20:48,772 - mmaction - INFO - Epoch [14][60/3757] lr: 5.000e-05, eta: 2:35:54, time: 1.122, data_time: 0.002, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9531, loss_cls: 0.6246, loss: 0.6246, grad_norm: 5.5061 2021-05-27 09:21:11,444 - mmaction - INFO - Epoch [14][80/3757] lr: 5.000e-05, eta: 2:35:29, time: 1.136, data_time: 0.004, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9586, loss_cls: 0.6220, loss: 0.6220, grad_norm: 5.4299 2021-05-27 09:21:33,775 - mmaction - INFO - Epoch [14][100/3757] lr: 5.000e-05, eta: 2:35:03, time: 1.116, data_time: 0.002, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9648, loss_cls: 0.5779, loss: 0.5779, grad_norm: 5.3562 2021-05-27 09:21:58,693 - mmaction - INFO - Epoch [14][120/3757] lr: 5.000e-05, eta: 2:34:38, time: 1.246, data_time: 0.003, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9555, loss_cls: 0.6006, loss: 0.6006, grad_norm: 5.4810 2021-05-27 09:22:25,089 - mmaction - INFO - Epoch [14][140/3757] lr: 5.000e-05, eta: 2:34:13, time: 1.317, data_time: 0.003, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9680, loss_cls: 0.5463, loss: 0.5463, grad_norm: 5.1658 2021-05-27 09:22:50,441 - mmaction - INFO - Epoch [14][160/3757] lr: 5.000e-05, eta: 2:33:48, time: 1.266, data_time: 0.008, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9609, loss_cls: 0.5775, loss: 0.5775, grad_norm: 5.2857 2021-05-27 09:23:13,749 - mmaction - INFO - Epoch [14][180/3757] lr: 5.000e-05, eta: 2:33:23, time: 1.167, data_time: 0.011, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9664, loss_cls: 0.5440, loss: 0.5440, grad_norm: 5.0959 2021-05-27 09:23:36,124 - mmaction - INFO - Epoch [14][200/3757] lr: 5.000e-05, eta: 2:32:57, time: 1.121, data_time: 0.006, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9547, loss_cls: 0.5874, loss: 0.5874, grad_norm: 5.4920 2021-05-27 09:24:01,036 - mmaction - INFO - Epoch [14][220/3757] lr: 5.000e-05, eta: 2:32:32, time: 1.238, data_time: 0.009, memory: 17874, top1_acc: 0.8578, top5_acc: 0.9641, loss_cls: 0.5412, loss: 0.5412, grad_norm: 5.1155 2021-05-27 09:24:23,604 - mmaction - INFO - Epoch [14][240/3757] lr: 5.000e-05, eta: 2:32:07, time: 1.136, data_time: 0.014, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9609, loss_cls: 0.5626, loss: 0.5626, grad_norm: 5.3900 2021-05-27 09:24:46,900 - mmaction - INFO - Epoch [14][260/3757] lr: 5.000e-05, eta: 2:31:41, time: 1.161, data_time: 0.003, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9508, loss_cls: 0.6152, loss: 0.6152, grad_norm: 5.8623 2021-05-27 09:25:11,013 - mmaction - INFO - Epoch [14][280/3757] lr: 5.000e-05, eta: 2:31:16, time: 1.210, data_time: 0.006, memory: 17874, top1_acc: 0.8562, top5_acc: 0.9672, loss_cls: 0.5026, loss: 0.5026, grad_norm: 5.0352 2021-05-27 09:25:36,790 - mmaction - INFO - Epoch [14][300/3757] lr: 5.000e-05, eta: 2:30:51, time: 1.286, data_time: 0.001, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9602, loss_cls: 0.5635, loss: 0.5635, grad_norm: 5.0673 2021-05-27 09:26:00,536 - mmaction - INFO - Epoch [14][320/3757] lr: 5.000e-05, eta: 2:30:26, time: 1.187, data_time: 0.007, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9586, loss_cls: 0.6130, loss: 0.6130, grad_norm: 5.5683 2021-05-27 09:26:26,013 - mmaction - INFO - Epoch [14][340/3757] lr: 5.000e-05, eta: 2:30:01, time: 1.276, data_time: 0.005, memory: 17874, top1_acc: 0.8625, top5_acc: 0.9695, loss_cls: 0.5101, loss: 0.5101, grad_norm: 5.2837 2021-05-27 09:26:48,930 - mmaction - INFO - Epoch [14][360/3757] lr: 5.000e-05, eta: 2:29:35, time: 1.146, data_time: 0.003, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9578, loss_cls: 0.5799, loss: 0.5799, grad_norm: 5.4344 2021-05-27 09:27:11,966 - mmaction - INFO - Epoch [14][380/3757] lr: 5.000e-05, eta: 2:29:10, time: 1.153, data_time: 0.005, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9531, loss_cls: 0.6256, loss: 0.6256, grad_norm: 5.7631 2021-05-27 09:27:34,374 - mmaction - INFO - Epoch [14][400/3757] lr: 5.000e-05, eta: 2:28:44, time: 1.119, data_time: 0.002, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9656, loss_cls: 0.5222, loss: 0.5222, grad_norm: 5.3635 2021-05-27 09:27:57,142 - mmaction - INFO - Epoch [14][420/3757] lr: 5.000e-05, eta: 2:28:19, time: 1.138, data_time: 0.003, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9633, loss_cls: 0.5564, loss: 0.5564, grad_norm: 5.0208 2021-05-27 09:28:19,557 - mmaction - INFO - Epoch [14][440/3757] lr: 5.000e-05, eta: 2:27:53, time: 1.118, data_time: 0.005, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9594, loss_cls: 0.5856, loss: 0.5856, grad_norm: 5.2022 2021-05-27 09:28:43,204 - mmaction - INFO - Epoch [14][460/3757] lr: 5.000e-05, eta: 2:27:28, time: 1.182, data_time: 0.006, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9711, loss_cls: 0.5607, loss: 0.5607, grad_norm: 5.3346 2021-05-27 09:29:08,466 - mmaction - INFO - Epoch [14][480/3757] lr: 5.000e-05, eta: 2:27:03, time: 1.264, data_time: 0.006, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9617, loss_cls: 0.5656, loss: 0.5656, grad_norm: 5.2731 2021-05-27 09:29:30,118 - mmaction - INFO - Epoch [14][500/3757] lr: 5.000e-05, eta: 2:26:38, time: 1.086, data_time: 0.006, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9570, loss_cls: 0.5724, loss: 0.5724, grad_norm: 5.3580 2021-05-27 09:29:51,650 - mmaction - INFO - Epoch [14][520/3757] lr: 5.000e-05, eta: 2:26:12, time: 1.076, data_time: 0.004, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9625, loss_cls: 0.5968, loss: 0.5968, grad_norm: 5.2173 2021-05-27 09:30:14,004 - mmaction - INFO - Epoch [14][540/3757] lr: 5.000e-05, eta: 2:25:46, time: 1.117, data_time: 0.003, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9648, loss_cls: 0.5465, loss: 0.5465, grad_norm: 5.2063 2021-05-27 09:30:36,904 - mmaction - INFO - Epoch [14][560/3757] lr: 5.000e-05, eta: 2:25:21, time: 1.144, data_time: 0.003, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9680, loss_cls: 0.5563, loss: 0.5563, grad_norm: 4.9785 2021-05-27 09:31:01,186 - mmaction - INFO - Epoch [14][580/3757] lr: 5.000e-05, eta: 2:24:56, time: 1.214, data_time: 0.004, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9680, loss_cls: 0.5402, loss: 0.5402, grad_norm: 4.9844 2021-05-27 09:31:23,782 - mmaction - INFO - Epoch [14][600/3757] lr: 5.000e-05, eta: 2:24:30, time: 1.132, data_time: 0.004, memory: 17874, top1_acc: 0.8680, top5_acc: 0.9734, loss_cls: 0.4978, loss: 0.4978, grad_norm: 4.8691 2021-05-27 09:31:51,004 - mmaction - INFO - Epoch [14][620/3757] lr: 5.000e-05, eta: 2:24:06, time: 1.361, data_time: 0.003, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9555, loss_cls: 0.5704, loss: 0.5704, grad_norm: 4.9249 2021-05-27 09:32:15,633 - mmaction - INFO - Epoch [14][640/3757] lr: 5.000e-05, eta: 2:23:41, time: 1.230, data_time: 0.003, memory: 17874, top1_acc: 0.8281, top5_acc: 0.9563, loss_cls: 0.6221, loss: 0.6221, grad_norm: 5.8592 2021-05-27 09:32:37,874 - mmaction - INFO - Epoch [14][660/3757] lr: 5.000e-05, eta: 2:23:15, time: 1.113, data_time: 0.004, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9547, loss_cls: 0.5803, loss: 0.5803, grad_norm: 4.9001 2021-05-27 09:33:00,037 - mmaction - INFO - Epoch [14][680/3757] lr: 5.000e-05, eta: 2:22:50, time: 1.108, data_time: 0.003, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9664, loss_cls: 0.5700, loss: 0.5700, grad_norm: 5.4842 2021-05-27 09:33:24,705 - mmaction - INFO - Epoch [14][700/3757] lr: 5.000e-05, eta: 2:22:24, time: 1.234, data_time: 0.003, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9539, loss_cls: 0.6085, loss: 0.6085, grad_norm: 5.4813 2021-05-27 09:33:49,922 - mmaction - INFO - Epoch [14][720/3757] lr: 5.000e-05, eta: 2:21:59, time: 1.261, data_time: 0.002, memory: 17874, top1_acc: 0.8594, top5_acc: 0.9672, loss_cls: 0.5347, loss: 0.5347, grad_norm: 4.8368 2021-05-27 09:34:12,682 - mmaction - INFO - Epoch [14][740/3757] lr: 5.000e-05, eta: 2:21:34, time: 1.138, data_time: 0.006, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9625, loss_cls: 0.5806, loss: 0.5806, grad_norm: 5.3360 2021-05-27 09:34:37,489 - mmaction - INFO - Epoch [14][760/3757] lr: 5.000e-05, eta: 2:21:09, time: 1.240, data_time: 0.002, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9594, loss_cls: 0.5573, loss: 0.5573, grad_norm: 5.1989 2021-05-27 09:35:02,408 - mmaction - INFO - Epoch [14][780/3757] lr: 5.000e-05, eta: 2:20:44, time: 1.243, data_time: 0.003, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9656, loss_cls: 0.5494, loss: 0.5494, grad_norm: 5.1394 2021-05-27 09:35:24,759 - mmaction - INFO - Epoch [14][800/3757] lr: 5.000e-05, eta: 2:20:18, time: 1.121, data_time: 0.007, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9719, loss_cls: 0.5310, loss: 0.5310, grad_norm: 5.0580 2021-05-27 09:35:46,963 - mmaction - INFO - Epoch [14][820/3757] lr: 5.000e-05, eta: 2:19:53, time: 1.106, data_time: 0.002, memory: 17874, top1_acc: 0.8570, top5_acc: 0.9664, loss_cls: 0.5498, loss: 0.5498, grad_norm: 5.2941 2021-05-27 09:36:09,482 - mmaction - INFO - Epoch [14][840/3757] lr: 5.000e-05, eta: 2:19:27, time: 1.129, data_time: 0.006, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9602, loss_cls: 0.5435, loss: 0.5435, grad_norm: 5.1596 2021-05-27 09:36:35,252 - mmaction - INFO - Epoch [14][860/3757] lr: 5.000e-05, eta: 2:19:02, time: 1.288, data_time: 0.004, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9648, loss_cls: 0.5437, loss: 0.5437, grad_norm: 5.2255 2021-05-27 09:36:57,178 - mmaction - INFO - Epoch [14][880/3757] lr: 5.000e-05, eta: 2:18:37, time: 1.097, data_time: 0.004, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9555, loss_cls: 0.6530, loss: 0.6530, grad_norm: 5.4877 2021-05-27 09:37:19,820 - mmaction - INFO - Epoch [14][900/3757] lr: 5.000e-05, eta: 2:18:12, time: 1.131, data_time: 0.004, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9672, loss_cls: 0.5755, loss: 0.5755, grad_norm: 5.2397 2021-05-27 09:37:45,721 - mmaction - INFO - Epoch [14][920/3757] lr: 5.000e-05, eta: 2:17:47, time: 1.293, data_time: 0.004, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9703, loss_cls: 0.5514, loss: 0.5514, grad_norm: 5.3701 2021-05-27 09:38:09,287 - mmaction - INFO - Epoch [14][940/3757] lr: 5.000e-05, eta: 2:17:21, time: 1.182, data_time: 0.005, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9656, loss_cls: 0.5862, loss: 0.5862, grad_norm: 5.3060 2021-05-27 09:38:31,695 - mmaction - INFO - Epoch [14][960/3757] lr: 5.000e-05, eta: 2:16:56, time: 1.121, data_time: 0.002, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9633, loss_cls: 0.5559, loss: 0.5559, grad_norm: 5.0154 2021-05-27 09:38:53,986 - mmaction - INFO - Epoch [14][980/3757] lr: 5.000e-05, eta: 2:16:30, time: 1.114, data_time: 0.004, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9617, loss_cls: 0.5843, loss: 0.5843, grad_norm: 5.0508 2021-05-27 09:39:18,015 - mmaction - INFO - Epoch [14][1000/3757] lr: 5.000e-05, eta: 2:16:05, time: 1.201, data_time: 0.005, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9617, loss_cls: 0.6147, loss: 0.6147, grad_norm: 5.3990 2021-05-27 09:39:40,258 - mmaction - INFO - Epoch [14][1020/3757] lr: 5.000e-05, eta: 2:15:40, time: 1.112, data_time: 0.003, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9586, loss_cls: 0.5694, loss: 0.5694, grad_norm: 5.1552 2021-05-27 09:40:02,181 - mmaction - INFO - Epoch [14][1040/3757] lr: 5.000e-05, eta: 2:15:14, time: 1.096, data_time: 0.002, memory: 17874, top1_acc: 0.8562, top5_acc: 0.9570, loss_cls: 0.5636, loss: 0.5636, grad_norm: 5.1833 2021-05-27 09:40:26,638 - mmaction - INFO - Epoch [14][1060/3757] lr: 5.000e-05, eta: 2:14:49, time: 1.223, data_time: 0.003, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9617, loss_cls: 0.5935, loss: 0.5935, grad_norm: 5.1935 2021-05-27 09:40:49,158 - mmaction - INFO - Epoch [14][1080/3757] lr: 5.000e-05, eta: 2:14:24, time: 1.126, data_time: 0.004, memory: 17874, top1_acc: 0.8555, top5_acc: 0.9609, loss_cls: 0.5700, loss: 0.5700, grad_norm: 5.1151 2021-05-27 09:41:11,444 - mmaction - INFO - Epoch [14][1100/3757] lr: 5.000e-05, eta: 2:13:58, time: 1.114, data_time: 0.003, memory: 17874, top1_acc: 0.8609, top5_acc: 0.9633, loss_cls: 0.5398, loss: 0.5398, grad_norm: 5.2797 2021-05-27 09:41:34,000 - mmaction - INFO - Epoch [14][1120/3757] lr: 5.000e-05, eta: 2:13:33, time: 1.128, data_time: 0.003, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9656, loss_cls: 0.5633, loss: 0.5633, grad_norm: 5.1057 2021-05-27 09:41:59,738 - mmaction - INFO - Epoch [14][1140/3757] lr: 5.000e-05, eta: 2:13:08, time: 1.287, data_time: 0.003, memory: 17874, top1_acc: 0.8180, top5_acc: 0.9563, loss_cls: 0.6266, loss: 0.6266, grad_norm: 5.4744 2021-05-27 09:42:22,535 - mmaction - INFO - Epoch [14][1160/3757] lr: 5.000e-05, eta: 2:12:43, time: 1.139, data_time: 0.002, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9625, loss_cls: 0.5947, loss: 0.5947, grad_norm: 5.3340 2021-05-27 09:42:45,359 - mmaction - INFO - Epoch [14][1180/3757] lr: 5.000e-05, eta: 2:12:17, time: 1.142, data_time: 0.003, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9641, loss_cls: 0.5399, loss: 0.5399, grad_norm: 5.1300 2021-05-27 09:43:11,341 - mmaction - INFO - Epoch [14][1200/3757] lr: 5.000e-05, eta: 2:11:52, time: 1.296, data_time: 0.004, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9633, loss_cls: 0.5701, loss: 0.5701, grad_norm: 5.0407 2021-05-27 09:43:32,918 - mmaction - INFO - Epoch [14][1220/3757] lr: 5.000e-05, eta: 2:11:27, time: 1.082, data_time: 0.006, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9609, loss_cls: 0.5848, loss: 0.5848, grad_norm: 5.2183 2021-05-27 09:43:54,665 - mmaction - INFO - Epoch [14][1240/3757] lr: 5.000e-05, eta: 2:11:01, time: 1.087, data_time: 0.003, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9609, loss_cls: 0.6224, loss: 0.6224, grad_norm: 5.3763 2021-05-27 09:44:17,096 - mmaction - INFO - Epoch [14][1260/3757] lr: 5.000e-05, eta: 2:10:36, time: 1.122, data_time: 0.005, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9617, loss_cls: 0.6061, loss: 0.6061, grad_norm: 5.3290 2021-05-27 09:44:39,437 - mmaction - INFO - Epoch [14][1280/3757] lr: 5.000e-05, eta: 2:10:11, time: 1.118, data_time: 0.004, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9539, loss_cls: 0.6129, loss: 0.6129, grad_norm: 5.7386 2021-05-27 09:45:04,190 - mmaction - INFO - Epoch [14][1300/3757] lr: 5.000e-05, eta: 2:09:45, time: 1.237, data_time: 0.002, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9680, loss_cls: 0.5601, loss: 0.5601, grad_norm: 5.1526 2021-05-27 09:45:27,449 - mmaction - INFO - Epoch [14][1320/3757] lr: 5.000e-05, eta: 2:09:20, time: 1.162, data_time: 0.003, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9656, loss_cls: 0.5453, loss: 0.5453, grad_norm: 5.0261 2021-05-27 09:45:49,258 - mmaction - INFO - Epoch [14][1340/3757] lr: 5.000e-05, eta: 2:08:55, time: 1.090, data_time: 0.006, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9617, loss_cls: 0.6044, loss: 0.6044, grad_norm: 5.2871 2021-05-27 09:46:14,534 - mmaction - INFO - Epoch [14][1360/3757] lr: 5.000e-05, eta: 2:08:30, time: 1.263, data_time: 0.004, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9625, loss_cls: 0.5850, loss: 0.5850, grad_norm: 5.2038 2021-05-27 09:46:36,714 - mmaction - INFO - Epoch [14][1380/3757] lr: 5.000e-05, eta: 2:08:04, time: 1.112, data_time: 0.005, memory: 17874, top1_acc: 0.8586, top5_acc: 0.9672, loss_cls: 0.5053, loss: 0.5053, grad_norm: 4.8924 2021-05-27 09:47:01,331 - mmaction - INFO - Epoch [14][1400/3757] lr: 5.000e-05, eta: 2:07:39, time: 1.227, data_time: 0.003, memory: 17874, top1_acc: 0.8578, top5_acc: 0.9680, loss_cls: 0.5287, loss: 0.5287, grad_norm: 4.9364 2021-05-27 09:47:25,780 - mmaction - INFO - Epoch [14][1420/3757] lr: 5.000e-05, eta: 2:07:14, time: 1.223, data_time: 0.005, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9664, loss_cls: 0.5139, loss: 0.5139, grad_norm: 5.0243 2021-05-27 09:47:49,382 - mmaction - INFO - Epoch [14][1440/3757] lr: 5.000e-05, eta: 2:06:49, time: 1.180, data_time: 0.007, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9633, loss_cls: 0.5805, loss: 0.5805, grad_norm: 5.1281 2021-05-27 09:48:11,405 - mmaction - INFO - Epoch [14][1460/3757] lr: 5.000e-05, eta: 2:06:23, time: 1.102, data_time: 0.007, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9602, loss_cls: 0.5621, loss: 0.5621, grad_norm: 5.2178 2021-05-27 09:48:34,446 - mmaction - INFO - Epoch [14][1480/3757] lr: 5.000e-05, eta: 2:05:58, time: 1.152, data_time: 0.006, memory: 17874, top1_acc: 0.8555, top5_acc: 0.9688, loss_cls: 0.5350, loss: 0.5350, grad_norm: 5.4167 2021-05-27 09:48:56,739 - mmaction - INFO - Epoch [14][1500/3757] lr: 5.000e-05, eta: 2:05:33, time: 1.115, data_time: 0.004, memory: 17874, top1_acc: 0.8578, top5_acc: 0.9570, loss_cls: 0.5627, loss: 0.5627, grad_norm: 5.3417 2021-05-27 09:49:22,530 - mmaction - INFO - Epoch [14][1520/3757] lr: 5.000e-05, eta: 2:05:08, time: 1.291, data_time: 0.004, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9641, loss_cls: 0.5725, loss: 0.5725, grad_norm: 4.9238 2021-05-27 09:49:44,550 - mmaction - INFO - Epoch [14][1540/3757] lr: 5.000e-05, eta: 2:04:42, time: 1.100, data_time: 0.002, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9609, loss_cls: 0.5731, loss: 0.5731, grad_norm: 5.7241 2021-05-27 09:50:07,172 - mmaction - INFO - Epoch [14][1560/3757] lr: 5.000e-05, eta: 2:04:17, time: 1.129, data_time: 0.004, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9641, loss_cls: 0.5538, loss: 0.5538, grad_norm: 5.3416 2021-05-27 09:50:29,732 - mmaction - INFO - Epoch [14][1580/3757] lr: 5.000e-05, eta: 2:03:52, time: 1.131, data_time: 0.005, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9633, loss_cls: 0.5611, loss: 0.5611, grad_norm: 5.2639 2021-05-27 09:50:55,047 - mmaction - INFO - Epoch [14][1600/3757] lr: 5.000e-05, eta: 2:03:27, time: 1.265, data_time: 0.002, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9570, loss_cls: 0.5876, loss: 0.5876, grad_norm: 5.2174 2021-05-27 09:51:17,782 - mmaction - INFO - Epoch [14][1620/3757] lr: 5.000e-05, eta: 2:03:01, time: 1.135, data_time: 0.009, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9688, loss_cls: 0.5561, loss: 0.5561, grad_norm: 5.5906 2021-05-27 09:51:42,674 - mmaction - INFO - Epoch [14][1640/3757] lr: 5.000e-05, eta: 2:02:36, time: 1.245, data_time: 0.006, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9625, loss_cls: 0.5434, loss: 0.5434, grad_norm: 5.0332 2021-05-27 09:52:09,477 - mmaction - INFO - Epoch [14][1660/3757] lr: 5.000e-05, eta: 2:02:11, time: 1.342, data_time: 0.005, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9617, loss_cls: 0.5876, loss: 0.5876, grad_norm: 5.4037 2021-05-27 09:52:32,368 - mmaction - INFO - Epoch [14][1680/3757] lr: 5.000e-05, eta: 2:01:46, time: 1.145, data_time: 0.003, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9680, loss_cls: 0.5526, loss: 0.5526, grad_norm: 5.5250 2021-05-27 09:52:54,180 - mmaction - INFO - Epoch [14][1700/3757] lr: 5.000e-05, eta: 2:01:21, time: 1.090, data_time: 0.004, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9672, loss_cls: 0.5572, loss: 0.5572, grad_norm: 5.0533 2021-05-27 09:53:16,893 - mmaction - INFO - Epoch [14][1720/3757] lr: 5.000e-05, eta: 2:00:55, time: 1.135, data_time: 0.003, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9594, loss_cls: 0.6085, loss: 0.6085, grad_norm: 5.5085 2021-05-27 09:53:43,496 - mmaction - INFO - Epoch [14][1740/3757] lr: 5.000e-05, eta: 2:00:30, time: 1.328, data_time: 0.003, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9594, loss_cls: 0.5702, loss: 0.5702, grad_norm: 5.0719 2021-05-27 09:54:04,895 - mmaction - INFO - Epoch [14][1760/3757] lr: 5.000e-05, eta: 2:00:05, time: 1.072, data_time: 0.005, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9586, loss_cls: 0.6066, loss: 0.6066, grad_norm: 5.4491 2021-05-27 09:54:32,416 - mmaction - INFO - Epoch [14][1780/3757] lr: 5.000e-05, eta: 1:59:40, time: 1.371, data_time: 0.002, memory: 17874, top1_acc: 0.8609, top5_acc: 0.9688, loss_cls: 0.5467, loss: 0.5467, grad_norm: 5.0775 2021-05-27 09:54:55,602 - mmaction - INFO - Epoch [14][1800/3757] lr: 5.000e-05, eta: 1:59:15, time: 1.165, data_time: 0.007, memory: 17874, top1_acc: 0.8633, top5_acc: 0.9680, loss_cls: 0.5516, loss: 0.5516, grad_norm: 5.3423 2021-05-27 09:55:19,871 - mmaction - INFO - Epoch [14][1820/3757] lr: 5.000e-05, eta: 1:58:50, time: 1.208, data_time: 0.002, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9570, loss_cls: 0.5829, loss: 0.5829, grad_norm: 5.2346 2021-05-27 09:55:47,079 - mmaction - INFO - Epoch [14][1840/3757] lr: 5.000e-05, eta: 1:58:25, time: 1.366, data_time: 0.010, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9727, loss_cls: 0.5497, loss: 0.5497, grad_norm: 5.2797 2021-05-27 09:56:09,276 - mmaction - INFO - Epoch [14][1860/3757] lr: 5.000e-05, eta: 1:58:00, time: 1.110, data_time: 0.003, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9570, loss_cls: 0.5854, loss: 0.5854, grad_norm: 5.2192 2021-05-27 09:56:33,091 - mmaction - INFO - Epoch [14][1880/3757] lr: 5.000e-05, eta: 1:57:35, time: 1.188, data_time: 0.003, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9625, loss_cls: 0.5545, loss: 0.5545, grad_norm: 5.0831 2021-05-27 09:56:56,781 - mmaction - INFO - Epoch [14][1900/3757] lr: 5.000e-05, eta: 1:57:09, time: 1.187, data_time: 0.007, memory: 17874, top1_acc: 0.8625, top5_acc: 0.9641, loss_cls: 0.5210, loss: 0.5210, grad_norm: 5.1150 2021-05-27 09:57:19,245 - mmaction - INFO - Epoch [14][1920/3757] lr: 5.000e-05, eta: 1:56:44, time: 1.123, data_time: 0.003, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9633, loss_cls: 0.5747, loss: 0.5747, grad_norm: 5.4067 2021-05-27 09:57:41,427 - mmaction - INFO - Epoch [14][1940/3757] lr: 5.000e-05, eta: 1:56:19, time: 1.109, data_time: 0.002, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9648, loss_cls: 0.5528, loss: 0.5528, grad_norm: 5.2461 2021-05-27 09:58:03,253 - mmaction - INFO - Epoch [14][1960/3757] lr: 5.000e-05, eta: 1:55:53, time: 1.091, data_time: 0.003, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9633, loss_cls: 0.5655, loss: 0.5655, grad_norm: 5.6001 2021-05-27 09:58:25,379 - mmaction - INFO - Epoch [14][1980/3757] lr: 5.000e-05, eta: 1:55:28, time: 1.107, data_time: 0.004, memory: 17874, top1_acc: 0.8570, top5_acc: 0.9719, loss_cls: 0.5318, loss: 0.5318, grad_norm: 5.2318 2021-05-27 09:58:49,009 - mmaction - INFO - Epoch [14][2000/3757] lr: 5.000e-05, eta: 1:55:03, time: 1.179, data_time: 0.004, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9617, loss_cls: 0.5772, loss: 0.5772, grad_norm: 5.2539 2021-05-27 09:59:11,804 - mmaction - INFO - Epoch [14][2020/3757] lr: 5.000e-05, eta: 1:54:37, time: 1.140, data_time: 0.005, memory: 17874, top1_acc: 0.8562, top5_acc: 0.9664, loss_cls: 0.5416, loss: 0.5416, grad_norm: 5.2459 2021-05-27 09:59:35,610 - mmaction - INFO - Epoch [14][2040/3757] lr: 5.000e-05, eta: 1:54:12, time: 1.193, data_time: 0.004, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9570, loss_cls: 0.5660, loss: 0.5660, grad_norm: 5.1156 2021-05-27 09:59:59,790 - mmaction - INFO - Epoch [14][2060/3757] lr: 5.000e-05, eta: 1:53:47, time: 1.206, data_time: 0.004, memory: 17874, top1_acc: 0.8141, top5_acc: 0.9547, loss_cls: 0.6474, loss: 0.6474, grad_norm: 5.6172 2021-05-27 10:00:33,994 - mmaction - INFO - Epoch [14][2080/3757] lr: 5.000e-05, eta: 1:53:23, time: 1.709, data_time: 0.006, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9633, loss_cls: 0.5822, loss: 0.5822, grad_norm: 5.3266 2021-05-27 10:00:55,721 - mmaction - INFO - Epoch [14][2100/3757] lr: 5.000e-05, eta: 1:52:58, time: 1.090, data_time: 0.007, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9648, loss_cls: 0.5880, loss: 0.5880, grad_norm: 5.3596 2021-05-27 10:01:20,982 - mmaction - INFO - Epoch [14][2120/3757] lr: 5.000e-05, eta: 1:52:33, time: 1.262, data_time: 0.003, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9664, loss_cls: 0.5903, loss: 0.5903, grad_norm: 5.2760 2021-05-27 10:01:46,194 - mmaction - INFO - Epoch [14][2140/3757] lr: 5.000e-05, eta: 1:52:08, time: 1.260, data_time: 0.005, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9555, loss_cls: 0.5880, loss: 0.5880, grad_norm: 5.3248 2021-05-27 10:02:09,482 - mmaction - INFO - Epoch [14][2160/3757] lr: 5.000e-05, eta: 1:51:42, time: 1.167, data_time: 0.005, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9570, loss_cls: 0.5613, loss: 0.5613, grad_norm: 5.1111 2021-05-27 10:02:36,300 - mmaction - INFO - Epoch [14][2180/3757] lr: 5.000e-05, eta: 1:51:18, time: 1.341, data_time: 0.002, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9570, loss_cls: 0.6440, loss: 0.6440, grad_norm: 5.5163 2021-05-27 10:02:58,491 - mmaction - INFO - Epoch [14][2200/3757] lr: 5.000e-05, eta: 1:50:52, time: 1.108, data_time: 0.002, memory: 17874, top1_acc: 0.8555, top5_acc: 0.9547, loss_cls: 0.5625, loss: 0.5625, grad_norm: 5.0856 2021-05-27 10:03:21,954 - mmaction - INFO - Epoch [14][2220/3757] lr: 5.000e-05, eta: 1:50:27, time: 1.173, data_time: 0.003, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9570, loss_cls: 0.6229, loss: 0.6229, grad_norm: 5.4518 2021-05-27 10:03:46,690 - mmaction - INFO - Epoch [14][2240/3757] lr: 5.000e-05, eta: 1:50:02, time: 1.233, data_time: 0.005, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9625, loss_cls: 0.5494, loss: 0.5494, grad_norm: 5.3291 2021-05-27 10:04:09,888 - mmaction - INFO - Epoch [14][2260/3757] lr: 5.000e-05, eta: 1:49:37, time: 1.166, data_time: 0.008, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9641, loss_cls: 0.5621, loss: 0.5621, grad_norm: 5.3023 2021-05-27 10:04:37,675 - mmaction - INFO - Epoch [14][2280/3757] lr: 5.000e-05, eta: 1:49:12, time: 1.388, data_time: 0.002, memory: 17874, top1_acc: 0.8703, top5_acc: 0.9688, loss_cls: 0.5260, loss: 0.5260, grad_norm: 5.4802 2021-05-27 10:04:59,623 - mmaction - INFO - Epoch [14][2300/3757] lr: 5.000e-05, eta: 1:48:47, time: 1.096, data_time: 0.004, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9625, loss_cls: 0.5620, loss: 0.5620, grad_norm: 5.0588 2021-05-27 10:05:21,776 - mmaction - INFO - Epoch [14][2320/3757] lr: 5.000e-05, eta: 1:48:21, time: 1.110, data_time: 0.005, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9617, loss_cls: 0.6135, loss: 0.6135, grad_norm: 5.3297 2021-05-27 10:05:44,372 - mmaction - INFO - Epoch [14][2340/3757] lr: 5.000e-05, eta: 1:47:56, time: 1.129, data_time: 0.002, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9711, loss_cls: 0.5398, loss: 0.5398, grad_norm: 5.2194 2021-05-27 10:06:06,764 - mmaction - INFO - Epoch [14][2360/3757] lr: 5.000e-05, eta: 1:47:31, time: 1.112, data_time: 0.004, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9578, loss_cls: 0.5857, loss: 0.5857, grad_norm: 5.4910 2021-05-27 10:06:29,581 - mmaction - INFO - Epoch [14][2380/3757] lr: 5.000e-05, eta: 1:47:05, time: 1.146, data_time: 0.010, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9664, loss_cls: 0.5726, loss: 0.5726, grad_norm: 5.4286 2021-05-27 10:06:52,782 - mmaction - INFO - Epoch [14][2400/3757] lr: 5.000e-05, eta: 1:46:40, time: 1.161, data_time: 0.006, memory: 17874, top1_acc: 0.8648, top5_acc: 0.9695, loss_cls: 0.5242, loss: 0.5242, grad_norm: 5.3969 2021-05-27 10:07:14,984 - mmaction - INFO - Epoch [14][2420/3757] lr: 5.000e-05, eta: 1:46:15, time: 1.113, data_time: 0.007, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9633, loss_cls: 0.6083, loss: 0.6083, grad_norm: 5.2849 2021-05-27 10:07:37,050 - mmaction - INFO - Epoch [14][2440/3757] lr: 5.000e-05, eta: 1:45:50, time: 1.099, data_time: 0.002, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9703, loss_cls: 0.5254, loss: 0.5254, grad_norm: 5.0211 2021-05-27 10:08:02,537 - mmaction - INFO - Epoch [14][2460/3757] lr: 5.000e-05, eta: 1:45:25, time: 1.279, data_time: 0.007, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9570, loss_cls: 0.6560, loss: 0.6560, grad_norm: 5.6004 2021-05-27 10:08:24,849 - mmaction - INFO - Epoch [14][2480/3757] lr: 5.000e-05, eta: 1:44:59, time: 1.113, data_time: 0.025, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9695, loss_cls: 0.5687, loss: 0.5687, grad_norm: 5.6039 2021-05-27 10:08:47,489 - mmaction - INFO - Epoch [14][2500/3757] lr: 5.000e-05, eta: 1:44:34, time: 1.135, data_time: 0.005, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9656, loss_cls: 0.5749, loss: 0.5749, grad_norm: 5.2547 2021-05-27 10:09:09,718 - mmaction - INFO - Epoch [14][2520/3757] lr: 5.000e-05, eta: 1:44:09, time: 1.112, data_time: 0.002, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9586, loss_cls: 0.5759, loss: 0.5759, grad_norm: 5.2656 2021-05-27 10:09:31,799 - mmaction - INFO - Epoch [14][2540/3757] lr: 5.000e-05, eta: 1:43:43, time: 1.104, data_time: 0.002, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9547, loss_cls: 0.6053, loss: 0.6053, grad_norm: 5.2008 2021-05-27 10:09:53,921 - mmaction - INFO - Epoch [14][2560/3757] lr: 5.000e-05, eta: 1:43:18, time: 1.104, data_time: 0.002, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9594, loss_cls: 0.5856, loss: 0.5856, grad_norm: 5.5313 2021-05-27 10:10:22,488 - mmaction - INFO - Epoch [14][2580/3757] lr: 5.000e-05, eta: 1:42:53, time: 1.427, data_time: 0.004, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9555, loss_cls: 0.6110, loss: 0.6110, grad_norm: 5.3267 2021-05-27 10:10:44,690 - mmaction - INFO - Epoch [14][2600/3757] lr: 5.000e-05, eta: 1:42:28, time: 1.113, data_time: 0.005, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9602, loss_cls: 0.6109, loss: 0.6109, grad_norm: 5.3316 2021-05-27 10:11:07,317 - mmaction - INFO - Epoch [14][2620/3757] lr: 5.000e-05, eta: 1:42:03, time: 1.132, data_time: 0.003, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9633, loss_cls: 0.5663, loss: 0.5663, grad_norm: 5.2997 2021-05-27 10:11:29,798 - mmaction - INFO - Epoch [14][2640/3757] lr: 5.000e-05, eta: 1:41:38, time: 1.117, data_time: 0.003, memory: 17874, top1_acc: 0.8641, top5_acc: 0.9688, loss_cls: 0.5256, loss: 0.5256, grad_norm: 5.0180 2021-05-27 10:11:51,896 - mmaction - INFO - Epoch [14][2660/3757] lr: 5.000e-05, eta: 1:41:12, time: 1.112, data_time: 0.009, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9656, loss_cls: 0.5643, loss: 0.5643, grad_norm: 5.2128 2021-05-27 10:12:14,668 - mmaction - INFO - Epoch [14][2680/3757] lr: 5.000e-05, eta: 1:40:47, time: 1.133, data_time: 0.002, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9586, loss_cls: 0.5531, loss: 0.5531, grad_norm: 5.0357 2021-05-27 10:12:40,533 - mmaction - INFO - Epoch [14][2700/3757] lr: 5.000e-05, eta: 1:40:22, time: 1.298, data_time: 0.007, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9641, loss_cls: 0.5417, loss: 0.5417, grad_norm: 5.2140 2021-05-27 10:13:03,736 - mmaction - INFO - Epoch [14][2720/3757] lr: 5.000e-05, eta: 1:39:57, time: 1.160, data_time: 0.002, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9617, loss_cls: 0.5762, loss: 0.5762, grad_norm: 5.4249 2021-05-27 10:13:25,974 - mmaction - INFO - Epoch [14][2740/3757] lr: 5.000e-05, eta: 1:39:32, time: 1.110, data_time: 0.003, memory: 17874, top1_acc: 0.8633, top5_acc: 0.9609, loss_cls: 0.5394, loss: 0.5394, grad_norm: 5.4089 2021-05-27 10:13:47,843 - mmaction - INFO - Epoch [14][2760/3757] lr: 5.000e-05, eta: 1:39:06, time: 1.095, data_time: 0.004, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9531, loss_cls: 0.6349, loss: 0.6349, grad_norm: 5.3711 2021-05-27 10:14:10,478 - mmaction - INFO - Epoch [14][2780/3757] lr: 5.000e-05, eta: 1:38:41, time: 1.133, data_time: 0.002, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9586, loss_cls: 0.5928, loss: 0.5928, grad_norm: 5.1798 2021-05-27 10:14:36,226 - mmaction - INFO - Epoch [14][2800/3757] lr: 5.000e-05, eta: 1:38:16, time: 1.284, data_time: 0.002, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9563, loss_cls: 0.5821, loss: 0.5821, grad_norm: 5.3089 2021-05-27 10:14:58,085 - mmaction - INFO - Epoch [14][2820/3757] lr: 5.000e-05, eta: 1:37:51, time: 1.096, data_time: 0.005, memory: 17874, top1_acc: 0.8586, top5_acc: 0.9695, loss_cls: 0.5267, loss: 0.5267, grad_norm: 5.0223 2021-05-27 10:15:19,767 - mmaction - INFO - Epoch [14][2840/3757] lr: 5.000e-05, eta: 1:37:26, time: 1.084, data_time: 0.003, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9648, loss_cls: 0.5500, loss: 0.5500, grad_norm: 5.2160 2021-05-27 10:15:43,577 - mmaction - INFO - Epoch [14][2860/3757] lr: 5.000e-05, eta: 1:37:00, time: 1.190, data_time: 0.002, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9539, loss_cls: 0.6129, loss: 0.6129, grad_norm: 5.3874 2021-05-27 10:16:07,235 - mmaction - INFO - Epoch [14][2880/3757] lr: 5.000e-05, eta: 1:36:35, time: 1.175, data_time: 0.003, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9664, loss_cls: 0.5653, loss: 0.5653, grad_norm: 5.0665 2021-05-27 10:16:29,813 - mmaction - INFO - Epoch [14][2900/3757] lr: 5.000e-05, eta: 1:36:10, time: 1.137, data_time: 0.010, memory: 17874, top1_acc: 0.8367, top5_acc: 0.9625, loss_cls: 0.5751, loss: 0.5751, grad_norm: 5.5126 2021-05-27 10:16:55,088 - mmaction - INFO - Epoch [14][2920/3757] lr: 5.000e-05, eta: 1:35:45, time: 1.263, data_time: 0.002, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9625, loss_cls: 0.5803, loss: 0.5803, grad_norm: 5.8372 2021-05-27 10:17:22,619 - mmaction - INFO - Epoch [14][2940/3757] lr: 5.000e-05, eta: 1:35:20, time: 1.376, data_time: 0.002, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9688, loss_cls: 0.5848, loss: 0.5848, grad_norm: 5.2297 2021-05-27 10:17:46,316 - mmaction - INFO - Epoch [14][2960/3757] lr: 5.000e-05, eta: 1:34:55, time: 1.185, data_time: 0.006, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9633, loss_cls: 0.5947, loss: 0.5947, grad_norm: 5.1799 2021-05-27 10:18:08,859 - mmaction - INFO - Epoch [14][2980/3757] lr: 5.000e-05, eta: 1:34:30, time: 1.127, data_time: 0.002, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9688, loss_cls: 0.6009, loss: 0.6009, grad_norm: 5.3967 2021-05-27 10:18:31,351 - mmaction - INFO - Epoch [14][3000/3757] lr: 5.000e-05, eta: 1:34:05, time: 1.124, data_time: 0.002, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9594, loss_cls: 0.5937, loss: 0.5937, grad_norm: 5.3045 2021-05-27 10:18:53,332 - mmaction - INFO - Epoch [14][3020/3757] lr: 5.000e-05, eta: 1:33:39, time: 1.100, data_time: 0.002, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9648, loss_cls: 0.5679, loss: 0.5679, grad_norm: 5.0720 2021-05-27 10:19:16,240 - mmaction - INFO - Epoch [14][3040/3757] lr: 5.000e-05, eta: 1:33:14, time: 1.145, data_time: 0.002, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9570, loss_cls: 0.6011, loss: 0.6011, grad_norm: 5.2961 2021-05-27 10:19:46,122 - mmaction - INFO - Epoch [14][3060/3757] lr: 5.000e-05, eta: 1:32:50, time: 1.490, data_time: 0.003, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9563, loss_cls: 0.6207, loss: 0.6207, grad_norm: 5.2752 2021-05-27 10:20:08,876 - mmaction - INFO - Epoch [14][3080/3757] lr: 5.000e-05, eta: 1:32:24, time: 1.142, data_time: 0.010, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9609, loss_cls: 0.5948, loss: 0.5948, grad_norm: 5.3863 2021-05-27 10:20:31,969 - mmaction - INFO - Epoch [14][3100/3757] lr: 5.000e-05, eta: 1:31:59, time: 1.151, data_time: 0.002, memory: 17874, top1_acc: 0.8641, top5_acc: 0.9703, loss_cls: 0.5249, loss: 0.5249, grad_norm: 4.8830 2021-05-27 10:20:54,041 - mmaction - INFO - Epoch [14][3120/3757] lr: 5.000e-05, eta: 1:31:34, time: 1.106, data_time: 0.006, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9680, loss_cls: 0.5593, loss: 0.5593, grad_norm: 5.2436 2021-05-27 10:21:16,370 - mmaction - INFO - Epoch [14][3140/3757] lr: 5.000e-05, eta: 1:31:09, time: 1.109, data_time: 0.003, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9680, loss_cls: 0.5765, loss: 0.5765, grad_norm: 5.0445 2021-05-27 10:21:39,926 - mmaction - INFO - Epoch [14][3160/3757] lr: 5.000e-05, eta: 1:30:44, time: 1.186, data_time: 0.010, memory: 17874, top1_acc: 0.8109, top5_acc: 0.9523, loss_cls: 0.6611, loss: 0.6611, grad_norm: 5.5612 2021-05-27 10:22:02,480 - mmaction - INFO - Epoch [14][3180/3757] lr: 5.000e-05, eta: 1:30:18, time: 1.128, data_time: 0.002, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9594, loss_cls: 0.5964, loss: 0.5964, grad_norm: 5.3369 2021-05-27 10:22:25,125 - mmaction - INFO - Epoch [14][3200/3757] lr: 5.000e-05, eta: 1:29:53, time: 1.130, data_time: 0.002, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9523, loss_cls: 0.5952, loss: 0.5952, grad_norm: 5.3906 2021-05-27 10:22:48,368 - mmaction - INFO - Epoch [14][3220/3757] lr: 5.000e-05, eta: 1:29:28, time: 1.164, data_time: 0.004, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9625, loss_cls: 0.5997, loss: 0.5997, grad_norm: 5.3957 2021-05-27 10:23:10,838 - mmaction - INFO - Epoch [14][3240/3757] lr: 5.000e-05, eta: 1:29:03, time: 1.124, data_time: 0.003, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9648, loss_cls: 0.5867, loss: 0.5867, grad_norm: 5.2451 2021-05-27 10:23:33,112 - mmaction - INFO - Epoch [14][3260/3757] lr: 5.000e-05, eta: 1:28:38, time: 1.114, data_time: 0.002, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9609, loss_cls: 0.5496, loss: 0.5496, grad_norm: 5.2282 2021-05-27 10:23:55,741 - mmaction - INFO - Epoch [14][3280/3757] lr: 5.000e-05, eta: 1:28:12, time: 1.130, data_time: 0.002, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9609, loss_cls: 0.6034, loss: 0.6034, grad_norm: 5.5171 2021-05-27 10:24:17,832 - mmaction - INFO - Epoch [14][3300/3757] lr: 5.000e-05, eta: 1:27:47, time: 1.105, data_time: 0.003, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9672, loss_cls: 0.5197, loss: 0.5197, grad_norm: 5.0663 2021-05-27 10:24:42,831 - mmaction - INFO - Epoch [14][3320/3757] lr: 5.000e-05, eta: 1:27:22, time: 1.245, data_time: 0.003, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9594, loss_cls: 0.5493, loss: 0.5493, grad_norm: 5.3827 2021-05-27 10:25:04,788 - mmaction - INFO - Epoch [14][3340/3757] lr: 5.000e-05, eta: 1:26:57, time: 1.103, data_time: 0.012, memory: 17874, top1_acc: 0.8672, top5_acc: 0.9656, loss_cls: 0.5495, loss: 0.5495, grad_norm: 4.9693 2021-05-27 10:25:26,869 - mmaction - INFO - Epoch [14][3360/3757] lr: 5.000e-05, eta: 1:26:32, time: 1.104, data_time: 0.005, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9648, loss_cls: 0.5548, loss: 0.5548, grad_norm: 5.4047 2021-05-27 10:25:49,482 - mmaction - INFO - Epoch [14][3380/3757] lr: 5.000e-05, eta: 1:26:07, time: 1.123, data_time: 0.003, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9656, loss_cls: 0.5772, loss: 0.5772, grad_norm: 5.2434 2021-05-27 10:26:12,150 - mmaction - INFO - Epoch [14][3400/3757] lr: 5.000e-05, eta: 1:25:41, time: 1.140, data_time: 0.010, memory: 17874, top1_acc: 0.8297, top5_acc: 0.9539, loss_cls: 0.6144, loss: 0.6144, grad_norm: 5.3521 2021-05-27 10:26:35,236 - mmaction - INFO - Epoch [14][3420/3757] lr: 5.000e-05, eta: 1:25:16, time: 1.156, data_time: 0.005, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9664, loss_cls: 0.5736, loss: 0.5736, grad_norm: 5.3561 2021-05-27 10:26:59,424 - mmaction - INFO - Epoch [14][3440/3757] lr: 5.000e-05, eta: 1:24:51, time: 1.208, data_time: 0.002, memory: 17874, top1_acc: 0.8578, top5_acc: 0.9672, loss_cls: 0.5155, loss: 0.5155, grad_norm: 4.9984 2021-05-27 10:27:23,634 - mmaction - INFO - Epoch [14][3460/3757] lr: 5.000e-05, eta: 1:24:26, time: 1.212, data_time: 0.004, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9641, loss_cls: 0.5620, loss: 0.5620, grad_norm: 5.1079 2021-05-27 10:27:49,581 - mmaction - INFO - Epoch [14][3480/3757] lr: 5.000e-05, eta: 1:24:01, time: 1.293, data_time: 0.003, memory: 17874, top1_acc: 0.8211, top5_acc: 0.9531, loss_cls: 0.6555, loss: 0.6555, grad_norm: 5.4070 2021-05-27 10:28:13,706 - mmaction - INFO - Epoch [14][3500/3757] lr: 5.000e-05, eta: 1:23:36, time: 1.208, data_time: 0.007, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9547, loss_cls: 0.6075, loss: 0.6075, grad_norm: 5.3835 2021-05-27 10:28:35,703 - mmaction - INFO - Epoch [14][3520/3757] lr: 5.000e-05, eta: 1:23:11, time: 1.103, data_time: 0.005, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9594, loss_cls: 0.5897, loss: 0.5897, grad_norm: 5.3128 2021-05-27 10:28:57,899 - mmaction - INFO - Epoch [14][3540/3757] lr: 5.000e-05, eta: 1:22:46, time: 1.110, data_time: 0.003, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9547, loss_cls: 0.6127, loss: 0.6127, grad_norm: 5.7717 2021-05-27 10:29:20,365 - mmaction - INFO - Epoch [14][3560/3757] lr: 5.000e-05, eta: 1:22:21, time: 1.123, data_time: 0.003, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9547, loss_cls: 0.5926, loss: 0.5926, grad_norm: 5.3016 2021-05-27 10:29:42,093 - mmaction - INFO - Epoch [14][3580/3757] lr: 5.000e-05, eta: 1:21:55, time: 1.086, data_time: 0.002, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9719, loss_cls: 0.5563, loss: 0.5563, grad_norm: 5.1091 2021-05-27 10:30:06,338 - mmaction - INFO - Epoch [14][3600/3757] lr: 5.000e-05, eta: 1:21:30, time: 1.212, data_time: 0.003, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9484, loss_cls: 0.6384, loss: 0.6384, grad_norm: 5.3946 2021-05-27 10:30:27,793 - mmaction - INFO - Epoch [14][3620/3757] lr: 5.000e-05, eta: 1:21:05, time: 1.071, data_time: 0.004, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9695, loss_cls: 0.5420, loss: 0.5420, grad_norm: 5.0587 2021-05-27 10:30:49,342 - mmaction - INFO - Epoch [14][3640/3757] lr: 5.000e-05, eta: 1:20:40, time: 1.080, data_time: 0.007, memory: 17874, top1_acc: 0.8562, top5_acc: 0.9719, loss_cls: 0.5251, loss: 0.5251, grad_norm: 5.0037 2021-05-27 10:31:11,832 - mmaction - INFO - Epoch [14][3660/3757] lr: 5.000e-05, eta: 1:20:15, time: 1.125, data_time: 0.002, memory: 17874, top1_acc: 0.8570, top5_acc: 0.9648, loss_cls: 0.5458, loss: 0.5458, grad_norm: 5.0560 2021-05-27 10:31:34,135 - mmaction - INFO - Epoch [14][3680/3757] lr: 5.000e-05, eta: 1:19:49, time: 1.114, data_time: 0.003, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9578, loss_cls: 0.5931, loss: 0.5931, grad_norm: 5.2114 2021-05-27 10:31:56,851 - mmaction - INFO - Epoch [14][3700/3757] lr: 5.000e-05, eta: 1:19:24, time: 1.135, data_time: 0.004, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9586, loss_cls: 0.6030, loss: 0.6030, grad_norm: 5.3232 2021-05-27 10:32:21,698 - mmaction - INFO - Epoch [14][3720/3757] lr: 5.000e-05, eta: 1:18:59, time: 1.242, data_time: 0.004, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9602, loss_cls: 0.5805, loss: 0.5805, grad_norm: 5.2465 2021-05-27 10:32:43,172 - mmaction - INFO - Epoch [14][3740/3757] lr: 5.000e-05, eta: 1:18:34, time: 1.077, data_time: 0.005, memory: 17874, top1_acc: 0.8562, top5_acc: 0.9617, loss_cls: 0.5555, loss: 0.5555, grad_norm: 5.1951 2021-05-27 10:33:15,283 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-05-27 10:40:57,548 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 10:40:58,489 - mmaction - INFO - top1_acc 0.7675 top5_acc 0.9291 2021-05-27 10:40:58,489 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 10:40:58,577 - mmaction - INFO - mean_acc 0.7673 2021-05-27 10:40:58,583 - mmaction - INFO - Epoch(val) [14][3757] top1_acc: 0.7675, top5_acc: 0.9291, mean_class_accuracy: 0.7673 2021-05-27 10:46:37,244 - mmaction - INFO - Epoch [15][20/3757] lr: 5.000e-05, eta: 1:18:09, time: 16.915, data_time: 15.602, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9664, loss_cls: 0.5593, loss: 0.5593, grad_norm: 5.1927 2021-05-27 10:47:00,178 - mmaction - INFO - Epoch [15][40/3757] lr: 5.000e-05, eta: 1:17:43, time: 1.162, data_time: 0.019, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9672, loss_cls: 0.5499, loss: 0.5499, grad_norm: 5.1219 2021-05-27 10:47:22,367 - mmaction - INFO - Epoch [15][60/3757] lr: 5.000e-05, eta: 1:17:18, time: 1.109, data_time: 0.003, memory: 17874, top1_acc: 0.8562, top5_acc: 0.9664, loss_cls: 0.5303, loss: 0.5303, grad_norm: 5.0744 2021-05-27 10:47:45,159 - mmaction - INFO - Epoch [15][80/3757] lr: 5.000e-05, eta: 1:16:53, time: 1.141, data_time: 0.004, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9578, loss_cls: 0.5577, loss: 0.5577, grad_norm: 5.1229 2021-05-27 10:48:10,905 - mmaction - INFO - Epoch [15][100/3757] lr: 5.000e-05, eta: 1:16:28, time: 1.282, data_time: 0.001, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9680, loss_cls: 0.5382, loss: 0.5382, grad_norm: 5.1136 2021-05-27 10:48:32,939 - mmaction - INFO - Epoch [15][120/3757] lr: 5.000e-05, eta: 1:16:02, time: 1.104, data_time: 0.007, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9703, loss_cls: 0.5566, loss: 0.5566, grad_norm: 5.2816 2021-05-27 10:48:56,375 - mmaction - INFO - Epoch [15][140/3757] lr: 5.000e-05, eta: 1:15:37, time: 1.173, data_time: 0.005, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9641, loss_cls: 0.5490, loss: 0.5490, grad_norm: 5.1697 2021-05-27 10:49:19,268 - mmaction - INFO - Epoch [15][160/3757] lr: 5.000e-05, eta: 1:15:12, time: 1.145, data_time: 0.003, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9672, loss_cls: 0.5642, loss: 0.5642, grad_norm: 5.2068 2021-05-27 10:49:40,720 - mmaction - INFO - Epoch [15][180/3757] lr: 5.000e-05, eta: 1:14:47, time: 1.073, data_time: 0.002, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9703, loss_cls: 0.5661, loss: 0.5661, grad_norm: 4.9861 2021-05-27 10:50:03,414 - mmaction - INFO - Epoch [15][200/3757] lr: 5.000e-05, eta: 1:14:21, time: 1.135, data_time: 0.002, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9563, loss_cls: 0.5556, loss: 0.5556, grad_norm: 5.0957 2021-05-27 10:50:27,200 - mmaction - INFO - Epoch [15][220/3757] lr: 5.000e-05, eta: 1:13:56, time: 1.190, data_time: 0.004, memory: 17874, top1_acc: 0.8242, top5_acc: 0.9656, loss_cls: 0.5956, loss: 0.5956, grad_norm: 5.2136 2021-05-27 10:50:55,969 - mmaction - INFO - Epoch [15][240/3757] lr: 5.000e-05, eta: 1:13:31, time: 1.435, data_time: 0.003, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9672, loss_cls: 0.5692, loss: 0.5692, grad_norm: 5.6124 2021-05-27 10:51:19,834 - mmaction - INFO - Epoch [15][260/3757] lr: 5.000e-05, eta: 1:13:06, time: 1.197, data_time: 0.006, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9586, loss_cls: 0.5939, loss: 0.5939, grad_norm: 5.2637 2021-05-27 10:51:44,505 - mmaction - INFO - Epoch [15][280/3757] lr: 5.000e-05, eta: 1:12:41, time: 1.232, data_time: 0.002, memory: 17874, top1_acc: 0.8586, top5_acc: 0.9742, loss_cls: 0.5121, loss: 0.5121, grad_norm: 5.9179 2021-05-27 10:52:06,579 - mmaction - INFO - Epoch [15][300/3757] lr: 5.000e-05, eta: 1:12:16, time: 1.102, data_time: 0.003, memory: 17874, top1_acc: 0.8227, top5_acc: 0.9586, loss_cls: 0.6443, loss: 0.6443, grad_norm: 5.6141 2021-05-27 10:52:28,849 - mmaction - INFO - Epoch [15][320/3757] lr: 5.000e-05, eta: 1:11:50, time: 1.116, data_time: 0.005, memory: 17874, top1_acc: 0.8617, top5_acc: 0.9695, loss_cls: 0.5179, loss: 0.5179, grad_norm: 5.0122 2021-05-27 10:52:52,907 - mmaction - INFO - Epoch [15][340/3757] lr: 5.000e-05, eta: 1:11:25, time: 1.201, data_time: 0.003, memory: 17874, top1_acc: 0.8688, top5_acc: 0.9727, loss_cls: 0.4785, loss: 0.4785, grad_norm: 4.8902 2021-05-27 10:53:16,447 - mmaction - INFO - Epoch [15][360/3757] lr: 5.000e-05, eta: 1:11:00, time: 1.170, data_time: 0.004, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9664, loss_cls: 0.5489, loss: 0.5489, grad_norm: 5.0946 2021-05-27 10:53:44,203 - mmaction - INFO - Epoch [15][380/3757] lr: 5.000e-05, eta: 1:10:35, time: 1.393, data_time: 0.010, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9664, loss_cls: 0.5585, loss: 0.5585, grad_norm: 5.2884 2021-05-27 10:54:07,211 - mmaction - INFO - Epoch [15][400/3757] lr: 5.000e-05, eta: 1:10:10, time: 1.153, data_time: 0.008, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9508, loss_cls: 0.6096, loss: 0.6096, grad_norm: 5.5021 2021-05-27 10:54:29,404 - mmaction - INFO - Epoch [15][420/3757] lr: 5.000e-05, eta: 1:09:45, time: 1.108, data_time: 0.003, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9570, loss_cls: 0.6079, loss: 0.6079, grad_norm: 5.3053 2021-05-27 10:54:52,284 - mmaction - INFO - Epoch [15][440/3757] lr: 5.000e-05, eta: 1:09:20, time: 1.146, data_time: 0.026, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9516, loss_cls: 0.5871, loss: 0.5871, grad_norm: 5.2405 2021-05-27 10:55:15,102 - mmaction - INFO - Epoch [15][460/3757] lr: 5.000e-05, eta: 1:08:54, time: 1.140, data_time: 0.002, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9633, loss_cls: 0.5718, loss: 0.5718, grad_norm: 5.0953 2021-05-27 10:55:36,842 - mmaction - INFO - Epoch [15][480/3757] lr: 5.000e-05, eta: 1:08:29, time: 1.088, data_time: 0.005, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9711, loss_cls: 0.5362, loss: 0.5362, grad_norm: 4.9891 2021-05-27 10:55:59,804 - mmaction - INFO - Epoch [15][500/3757] lr: 5.000e-05, eta: 1:08:04, time: 1.147, data_time: 0.002, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9594, loss_cls: 0.5898, loss: 0.5898, grad_norm: 5.4093 2021-05-27 10:56:26,013 - mmaction - INFO - Epoch [15][520/3757] lr: 5.000e-05, eta: 1:07:39, time: 1.300, data_time: 0.008, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9570, loss_cls: 0.5787, loss: 0.5787, grad_norm: 5.3806 2021-05-27 10:56:53,889 - mmaction - INFO - Epoch [15][540/3757] lr: 5.000e-05, eta: 1:07:14, time: 1.405, data_time: 0.013, memory: 17874, top1_acc: 0.8555, top5_acc: 0.9594, loss_cls: 0.5681, loss: 0.5681, grad_norm: 5.5933 2021-05-27 10:57:16,514 - mmaction - INFO - Epoch [15][560/3757] lr: 5.000e-05, eta: 1:06:49, time: 1.129, data_time: 0.002, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9688, loss_cls: 0.5479, loss: 0.5479, grad_norm: 4.9616 2021-05-27 10:57:42,761 - mmaction - INFO - Epoch [15][580/3757] lr: 5.000e-05, eta: 1:06:24, time: 1.314, data_time: 0.005, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9625, loss_cls: 0.5780, loss: 0.5780, grad_norm: 5.1419 2021-05-27 10:58:05,821 - mmaction - INFO - Epoch [15][600/3757] lr: 5.000e-05, eta: 1:05:58, time: 1.152, data_time: 0.002, memory: 17874, top1_acc: 0.8664, top5_acc: 0.9727, loss_cls: 0.5022, loss: 0.5022, grad_norm: 4.9048 2021-05-27 10:58:29,068 - mmaction - INFO - Epoch [15][620/3757] lr: 5.000e-05, eta: 1:05:33, time: 1.158, data_time: 0.007, memory: 17874, top1_acc: 0.8562, top5_acc: 0.9672, loss_cls: 0.5251, loss: 0.5251, grad_norm: 7.0260 2021-05-27 10:58:51,570 - mmaction - INFO - Epoch [15][640/3757] lr: 5.000e-05, eta: 1:05:08, time: 1.131, data_time: 0.008, memory: 17874, top1_acc: 0.8594, top5_acc: 0.9664, loss_cls: 0.5244, loss: 0.5244, grad_norm: 4.8699 2021-05-27 10:59:13,351 - mmaction - INFO - Epoch [15][660/3757] lr: 5.000e-05, eta: 1:04:43, time: 1.089, data_time: 0.002, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9672, loss_cls: 0.5539, loss: 0.5539, grad_norm: 5.1795 2021-05-27 10:59:36,199 - mmaction - INFO - Epoch [15][680/3757] lr: 5.000e-05, eta: 1:04:18, time: 1.139, data_time: 0.004, memory: 17874, top1_acc: 0.8250, top5_acc: 0.9570, loss_cls: 0.6163, loss: 0.6163, grad_norm: 5.4493 2021-05-27 10:59:58,219 - mmaction - INFO - Epoch [15][700/3757] lr: 5.000e-05, eta: 1:03:52, time: 1.105, data_time: 0.005, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9695, loss_cls: 0.5684, loss: 0.5684, grad_norm: 5.1902 2021-05-27 11:00:20,305 - mmaction - INFO - Epoch [15][720/3757] lr: 5.000e-05, eta: 1:03:27, time: 1.104, data_time: 0.003, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9633, loss_cls: 0.5544, loss: 0.5544, grad_norm: 5.0004 2021-05-27 11:00:42,683 - mmaction - INFO - Epoch [15][740/3757] lr: 5.000e-05, eta: 1:03:02, time: 1.120, data_time: 0.002, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9617, loss_cls: 0.5928, loss: 0.5928, grad_norm: 5.5075 2021-05-27 11:01:04,129 - mmaction - INFO - Epoch [15][760/3757] lr: 5.000e-05, eta: 1:02:37, time: 1.072, data_time: 0.002, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9555, loss_cls: 0.6075, loss: 0.6075, grad_norm: 5.4885 2021-05-27 11:01:27,147 - mmaction - INFO - Epoch [15][780/3757] lr: 5.000e-05, eta: 1:02:11, time: 1.149, data_time: 0.002, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9570, loss_cls: 0.5956, loss: 0.5956, grad_norm: 5.2877 2021-05-27 11:01:49,935 - mmaction - INFO - Epoch [15][800/3757] lr: 5.000e-05, eta: 1:01:46, time: 1.142, data_time: 0.004, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9625, loss_cls: 0.5815, loss: 0.5815, grad_norm: 5.2616 2021-05-27 11:02:12,431 - mmaction - INFO - Epoch [15][820/3757] lr: 5.000e-05, eta: 1:01:21, time: 1.123, data_time: 0.003, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9531, loss_cls: 0.5746, loss: 0.5746, grad_norm: 5.1117 2021-05-27 11:02:35,124 - mmaction - INFO - Epoch [15][840/3757] lr: 5.000e-05, eta: 1:00:56, time: 1.137, data_time: 0.005, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9672, loss_cls: 0.5740, loss: 0.5740, grad_norm: 5.4990 2021-05-27 11:02:57,369 - mmaction - INFO - Epoch [15][860/3757] lr: 5.000e-05, eta: 1:00:31, time: 1.112, data_time: 0.002, memory: 17874, top1_acc: 0.8594, top5_acc: 0.9727, loss_cls: 0.5254, loss: 0.5254, grad_norm: 4.9033 2021-05-27 11:03:20,071 - mmaction - INFO - Epoch [15][880/3757] lr: 5.000e-05, eta: 1:00:05, time: 1.135, data_time: 0.002, memory: 17874, top1_acc: 0.8273, top5_acc: 0.9617, loss_cls: 0.6043, loss: 0.6043, grad_norm: 5.5367 2021-05-27 11:03:43,349 - mmaction - INFO - Epoch [15][900/3757] lr: 5.000e-05, eta: 0:59:40, time: 1.161, data_time: 0.002, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9695, loss_cls: 0.5676, loss: 0.5676, grad_norm: 5.2385 2021-05-27 11:04:09,251 - mmaction - INFO - Epoch [15][920/3757] lr: 5.000e-05, eta: 0:59:15, time: 1.297, data_time: 0.006, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9594, loss_cls: 0.5864, loss: 0.5864, grad_norm: 5.5444 2021-05-27 11:04:33,570 - mmaction - INFO - Epoch [15][940/3757] lr: 5.000e-05, eta: 0:58:50, time: 1.201, data_time: 0.003, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9633, loss_cls: 0.5396, loss: 0.5396, grad_norm: 4.9628 2021-05-27 11:04:57,903 - mmaction - INFO - Epoch [15][960/3757] lr: 5.000e-05, eta: 0:58:25, time: 1.232, data_time: 0.019, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9648, loss_cls: 0.5442, loss: 0.5442, grad_norm: 5.2844 2021-05-27 11:05:20,140 - mmaction - INFO - Epoch [15][980/3757] lr: 5.000e-05, eta: 0:58:00, time: 1.111, data_time: 0.003, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9609, loss_cls: 0.5749, loss: 0.5749, grad_norm: 5.0584 2021-05-27 11:05:41,754 - mmaction - INFO - Epoch [15][1000/3757] lr: 5.000e-05, eta: 0:57:34, time: 1.082, data_time: 0.004, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9633, loss_cls: 0.6029, loss: 0.6029, grad_norm: 5.3463 2021-05-27 11:06:03,901 - mmaction - INFO - Epoch [15][1020/3757] lr: 5.000e-05, eta: 0:57:09, time: 1.106, data_time: 0.002, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9586, loss_cls: 0.5813, loss: 0.5813, grad_norm: 5.2102 2021-05-27 11:06:29,023 - mmaction - INFO - Epoch [15][1040/3757] lr: 5.000e-05, eta: 0:56:44, time: 1.255, data_time: 0.005, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9672, loss_cls: 0.5148, loss: 0.5148, grad_norm: 4.8702 2021-05-27 11:06:51,446 - mmaction - INFO - Epoch [15][1060/3757] lr: 5.000e-05, eta: 0:56:19, time: 1.124, data_time: 0.005, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9617, loss_cls: 0.5505, loss: 0.5505, grad_norm: 5.2849 2021-05-27 11:07:13,531 - mmaction - INFO - Epoch [15][1080/3757] lr: 5.000e-05, eta: 0:55:54, time: 1.102, data_time: 0.003, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9594, loss_cls: 0.6038, loss: 0.6038, grad_norm: 5.2275 2021-05-27 11:07:36,245 - mmaction - INFO - Epoch [15][1100/3757] lr: 5.000e-05, eta: 0:55:29, time: 1.137, data_time: 0.006, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9656, loss_cls: 0.5666, loss: 0.5666, grad_norm: 5.1765 2021-05-27 11:07:58,512 - mmaction - INFO - Epoch [15][1120/3757] lr: 5.000e-05, eta: 0:55:03, time: 1.114, data_time: 0.004, memory: 17874, top1_acc: 0.8562, top5_acc: 0.9680, loss_cls: 0.5154, loss: 0.5154, grad_norm: 4.9373 2021-05-27 11:08:20,948 - mmaction - INFO - Epoch [15][1140/3757] lr: 5.000e-05, eta: 0:54:38, time: 1.122, data_time: 0.002, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9609, loss_cls: 0.5445, loss: 0.5445, grad_norm: 5.0590 2021-05-27 11:08:43,856 - mmaction - INFO - Epoch [15][1160/3757] lr: 5.000e-05, eta: 0:54:13, time: 1.146, data_time: 0.002, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9555, loss_cls: 0.5588, loss: 0.5588, grad_norm: 5.0831 2021-05-27 11:09:08,218 - mmaction - INFO - Epoch [15][1180/3757] lr: 5.000e-05, eta: 0:53:48, time: 1.215, data_time: 0.004, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9609, loss_cls: 0.6420, loss: 0.6420, grad_norm: 5.8279 2021-05-27 11:09:30,386 - mmaction - INFO - Epoch [15][1200/3757] lr: 5.000e-05, eta: 0:53:23, time: 1.112, data_time: 0.005, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9664, loss_cls: 0.5558, loss: 0.5558, grad_norm: 5.2694 2021-05-27 11:09:57,612 - mmaction - INFO - Epoch [15][1220/3757] lr: 5.000e-05, eta: 0:52:58, time: 1.356, data_time: 0.002, memory: 17874, top1_acc: 0.8602, top5_acc: 0.9695, loss_cls: 0.5227, loss: 0.5227, grad_norm: 5.1544 2021-05-27 11:10:20,085 - mmaction - INFO - Epoch [15][1240/3757] lr: 5.000e-05, eta: 0:52:33, time: 1.128, data_time: 0.006, memory: 17874, top1_acc: 0.8180, top5_acc: 0.9625, loss_cls: 0.6298, loss: 0.6298, grad_norm: 5.4521 2021-05-27 11:10:43,005 - mmaction - INFO - Epoch [15][1260/3757] lr: 5.000e-05, eta: 0:52:08, time: 1.144, data_time: 0.003, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9625, loss_cls: 0.5415, loss: 0.5415, grad_norm: 5.0908 2021-05-27 11:11:05,410 - mmaction - INFO - Epoch [15][1280/3757] lr: 5.000e-05, eta: 0:51:42, time: 1.123, data_time: 0.004, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9578, loss_cls: 0.5530, loss: 0.5530, grad_norm: 4.9113 2021-05-27 11:11:27,630 - mmaction - INFO - Epoch [15][1300/3757] lr: 5.000e-05, eta: 0:51:17, time: 1.110, data_time: 0.006, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9602, loss_cls: 0.5762, loss: 0.5762, grad_norm: 5.3034 2021-05-27 11:11:50,213 - mmaction - INFO - Epoch [15][1320/3757] lr: 5.000e-05, eta: 0:50:52, time: 1.130, data_time: 0.005, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9586, loss_cls: 0.5792, loss: 0.5792, grad_norm: 5.1557 2021-05-27 11:12:11,971 - mmaction - INFO - Epoch [15][1340/3757] lr: 5.000e-05, eta: 0:50:27, time: 1.088, data_time: 0.002, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9523, loss_cls: 0.6314, loss: 0.6314, grad_norm: 5.2237 2021-05-27 11:12:35,394 - mmaction - INFO - Epoch [15][1360/3757] lr: 5.000e-05, eta: 0:50:02, time: 1.171, data_time: 0.002, memory: 17874, top1_acc: 0.8641, top5_acc: 0.9656, loss_cls: 0.5406, loss: 0.5406, grad_norm: 4.8686 2021-05-27 11:13:00,281 - mmaction - INFO - Epoch [15][1380/3757] lr: 5.000e-05, eta: 0:49:37, time: 1.242, data_time: 0.003, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9586, loss_cls: 0.5730, loss: 0.5730, grad_norm: 4.9654 2021-05-27 11:13:23,174 - mmaction - INFO - Epoch [15][1400/3757] lr: 5.000e-05, eta: 0:49:11, time: 1.147, data_time: 0.008, memory: 17874, top1_acc: 0.8609, top5_acc: 0.9750, loss_cls: 0.5299, loss: 0.5299, grad_norm: 5.0724 2021-05-27 11:13:45,652 - mmaction - INFO - Epoch [15][1420/3757] lr: 5.000e-05, eta: 0:48:46, time: 1.120, data_time: 0.004, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9547, loss_cls: 0.6029, loss: 0.6029, grad_norm: 5.2051 2021-05-27 11:14:10,244 - mmaction - INFO - Epoch [15][1440/3757] lr: 5.000e-05, eta: 0:48:21, time: 1.235, data_time: 0.007, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9633, loss_cls: 0.5855, loss: 0.5855, grad_norm: 5.3909 2021-05-27 11:14:33,682 - mmaction - INFO - Epoch [15][1460/3757] lr: 5.000e-05, eta: 0:47:56, time: 1.171, data_time: 0.001, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9656, loss_cls: 0.5819, loss: 0.5819, grad_norm: 5.3434 2021-05-27 11:14:57,758 - mmaction - INFO - Epoch [15][1480/3757] lr: 5.000e-05, eta: 0:47:31, time: 1.203, data_time: 0.002, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9656, loss_cls: 0.5652, loss: 0.5652, grad_norm: 5.4407 2021-05-27 11:15:19,986 - mmaction - INFO - Epoch [15][1500/3757] lr: 5.000e-05, eta: 0:47:06, time: 1.110, data_time: 0.004, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9656, loss_cls: 0.5605, loss: 0.5605, grad_norm: 5.0973 2021-05-27 11:15:43,451 - mmaction - INFO - Epoch [15][1520/3757] lr: 5.000e-05, eta: 0:46:41, time: 1.174, data_time: 0.005, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9641, loss_cls: 0.5892, loss: 0.5892, grad_norm: 5.4091 2021-05-27 11:16:05,315 - mmaction - INFO - Epoch [15][1540/3757] lr: 5.000e-05, eta: 0:46:16, time: 1.095, data_time: 0.004, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9609, loss_cls: 0.5764, loss: 0.5764, grad_norm: 5.1069 2021-05-27 11:16:31,085 - mmaction - INFO - Epoch [15][1560/3757] lr: 5.000e-05, eta: 0:45:51, time: 1.288, data_time: 0.001, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9609, loss_cls: 0.6022, loss: 0.6022, grad_norm: 5.4543 2021-05-27 11:16:53,395 - mmaction - INFO - Epoch [15][1580/3757] lr: 5.000e-05, eta: 0:45:25, time: 1.112, data_time: 0.002, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9625, loss_cls: 0.5841, loss: 0.5841, grad_norm: 5.2641 2021-05-27 11:17:18,059 - mmaction - INFO - Epoch [15][1600/3757] lr: 5.000e-05, eta: 0:45:00, time: 1.234, data_time: 0.008, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9672, loss_cls: 0.5440, loss: 0.5440, grad_norm: 5.1166 2021-05-27 11:17:45,860 - mmaction - INFO - Epoch [15][1620/3757] lr: 5.000e-05, eta: 0:44:35, time: 1.392, data_time: 0.006, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9578, loss_cls: 0.5963, loss: 0.5963, grad_norm: 5.3039 2021-05-27 11:18:11,312 - mmaction - INFO - Epoch [15][1640/3757] lr: 5.000e-05, eta: 0:44:10, time: 1.267, data_time: 0.002, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9570, loss_cls: 0.5828, loss: 0.5828, grad_norm: 5.1027 2021-05-27 11:18:33,565 - mmaction - INFO - Epoch [15][1660/3757] lr: 5.000e-05, eta: 0:43:45, time: 1.112, data_time: 0.011, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9656, loss_cls: 0.5767, loss: 0.5767, grad_norm: 5.4443 2021-05-27 11:18:55,688 - mmaction - INFO - Epoch [15][1680/3757] lr: 5.000e-05, eta: 0:43:20, time: 1.112, data_time: 0.008, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9555, loss_cls: 0.5776, loss: 0.5776, grad_norm: 5.3328 2021-05-27 11:19:21,269 - mmaction - INFO - Epoch [15][1700/3757] lr: 5.000e-05, eta: 0:42:55, time: 1.278, data_time: 0.008, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9609, loss_cls: 0.5652, loss: 0.5652, grad_norm: 5.0166 2021-05-27 11:19:43,250 - mmaction - INFO - Epoch [15][1720/3757] lr: 5.000e-05, eta: 0:42:30, time: 1.099, data_time: 0.004, memory: 17874, top1_acc: 0.8375, top5_acc: 0.9617, loss_cls: 0.5839, loss: 0.5839, grad_norm: 5.3133 2021-05-27 11:20:05,620 - mmaction - INFO - Epoch [15][1740/3757] lr: 5.000e-05, eta: 0:42:05, time: 1.119, data_time: 0.005, memory: 17874, top1_acc: 0.8578, top5_acc: 0.9594, loss_cls: 0.5724, loss: 0.5724, grad_norm: 5.0556 2021-05-27 11:20:31,005 - mmaction - INFO - Epoch [15][1760/3757] lr: 5.000e-05, eta: 0:41:40, time: 1.270, data_time: 0.003, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9594, loss_cls: 0.5552, loss: 0.5552, grad_norm: 5.0805 2021-05-27 11:20:54,079 - mmaction - INFO - Epoch [15][1780/3757] lr: 5.000e-05, eta: 0:41:15, time: 1.153, data_time: 0.003, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9609, loss_cls: 0.5817, loss: 0.5817, grad_norm: 5.1753 2021-05-27 11:21:16,613 - mmaction - INFO - Epoch [15][1800/3757] lr: 5.000e-05, eta: 0:40:50, time: 1.127, data_time: 0.003, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9656, loss_cls: 0.5776, loss: 0.5776, grad_norm: 5.3697 2021-05-27 11:21:39,173 - mmaction - INFO - Epoch [15][1820/3757] lr: 5.000e-05, eta: 0:40:24, time: 1.128, data_time: 0.003, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9664, loss_cls: 0.5304, loss: 0.5304, grad_norm: 4.9806 2021-05-27 11:22:02,040 - mmaction - INFO - Epoch [15][1840/3757] lr: 5.000e-05, eta: 0:39:59, time: 1.144, data_time: 0.004, memory: 17874, top1_acc: 0.8203, top5_acc: 0.9625, loss_cls: 0.6160, loss: 0.6160, grad_norm: 5.6736 2021-05-27 11:22:27,312 - mmaction - INFO - Epoch [15][1860/3757] lr: 5.000e-05, eta: 0:39:34, time: 1.263, data_time: 0.004, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9602, loss_cls: 0.5895, loss: 0.5895, grad_norm: 5.2846 2021-05-27 11:22:49,981 - mmaction - INFO - Epoch [15][1880/3757] lr: 5.000e-05, eta: 0:39:09, time: 1.130, data_time: 0.004, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9680, loss_cls: 0.5474, loss: 0.5474, grad_norm: 5.0640 2021-05-27 11:23:12,926 - mmaction - INFO - Epoch [15][1900/3757] lr: 5.000e-05, eta: 0:38:44, time: 1.150, data_time: 0.007, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9586, loss_cls: 0.5863, loss: 0.5863, grad_norm: 5.6379 2021-05-27 11:23:37,332 - mmaction - INFO - Epoch [15][1920/3757] lr: 5.000e-05, eta: 0:38:19, time: 1.221, data_time: 0.004, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9578, loss_cls: 0.5809, loss: 0.5809, grad_norm: 6.4679 2021-05-27 11:24:00,216 - mmaction - INFO - Epoch [15][1940/3757] lr: 5.000e-05, eta: 0:37:54, time: 1.142, data_time: 0.003, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9656, loss_cls: 0.5806, loss: 0.5806, grad_norm: 5.4124 2021-05-27 11:24:22,579 - mmaction - INFO - Epoch [15][1960/3757] lr: 5.000e-05, eta: 0:37:29, time: 1.121, data_time: 0.009, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9547, loss_cls: 0.5992, loss: 0.5992, grad_norm: 5.2535 2021-05-27 11:24:47,761 - mmaction - INFO - Epoch [15][1980/3757] lr: 5.000e-05, eta: 0:37:04, time: 1.260, data_time: 0.004, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9656, loss_cls: 0.5509, loss: 0.5509, grad_norm: 5.3209 2021-05-27 11:25:10,251 - mmaction - INFO - Epoch [15][2000/3757] lr: 5.000e-05, eta: 0:36:39, time: 1.123, data_time: 0.007, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9586, loss_cls: 0.5555, loss: 0.5555, grad_norm: 5.2524 2021-05-27 11:25:32,603 - mmaction - INFO - Epoch [15][2020/3757] lr: 5.000e-05, eta: 0:36:13, time: 1.118, data_time: 0.004, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9531, loss_cls: 0.5975, loss: 0.5975, grad_norm: 5.2638 2021-05-27 11:25:54,373 - mmaction - INFO - Epoch [15][2040/3757] lr: 5.000e-05, eta: 0:35:48, time: 1.089, data_time: 0.005, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9602, loss_cls: 0.5666, loss: 0.5666, grad_norm: 5.0044 2021-05-27 11:26:17,063 - mmaction - INFO - Epoch [15][2060/3757] lr: 5.000e-05, eta: 0:35:23, time: 1.135, data_time: 0.003, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9695, loss_cls: 0.5240, loss: 0.5240, grad_norm: 5.0104 2021-05-27 11:26:41,722 - mmaction - INFO - Epoch [15][2080/3757] lr: 5.000e-05, eta: 0:34:58, time: 1.231, data_time: 0.002, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9609, loss_cls: 0.5715, loss: 0.5715, grad_norm: 5.1296 2021-05-27 11:27:04,001 - mmaction - INFO - Epoch [15][2100/3757] lr: 5.000e-05, eta: 0:34:33, time: 1.116, data_time: 0.005, memory: 17874, top1_acc: 0.8352, top5_acc: 0.9641, loss_cls: 0.5902, loss: 0.5902, grad_norm: 5.3372 2021-05-27 11:27:25,838 - mmaction - INFO - Epoch [15][2120/3757] lr: 5.000e-05, eta: 0:34:08, time: 1.092, data_time: 0.002, memory: 17874, top1_acc: 0.8414, top5_acc: 0.9625, loss_cls: 0.5809, loss: 0.5809, grad_norm: 5.2611 2021-05-27 11:27:48,850 - mmaction - INFO - Epoch [15][2140/3757] lr: 5.000e-05, eta: 0:33:43, time: 1.147, data_time: 0.002, memory: 17874, top1_acc: 0.8617, top5_acc: 0.9719, loss_cls: 0.4729, loss: 0.4729, grad_norm: 4.8434 2021-05-27 11:28:16,012 - mmaction - INFO - Epoch [15][2160/3757] lr: 5.000e-05, eta: 0:33:18, time: 1.360, data_time: 0.005, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9625, loss_cls: 0.5929, loss: 0.5929, grad_norm: 5.4274 2021-05-27 11:28:40,566 - mmaction - INFO - Epoch [15][2180/3757] lr: 5.000e-05, eta: 0:32:53, time: 1.228, data_time: 0.006, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9664, loss_cls: 0.5324, loss: 0.5324, grad_norm: 5.0854 2021-05-27 11:29:03,421 - mmaction - INFO - Epoch [15][2200/3757] lr: 5.000e-05, eta: 0:32:28, time: 1.141, data_time: 0.003, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9523, loss_cls: 0.5870, loss: 0.5870, grad_norm: 5.2728 2021-05-27 11:29:29,186 - mmaction - INFO - Epoch [15][2220/3757] lr: 5.000e-05, eta: 0:32:03, time: 1.288, data_time: 0.005, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9617, loss_cls: 0.6037, loss: 0.6037, grad_norm: 5.5193 2021-05-27 11:29:52,011 - mmaction - INFO - Epoch [15][2240/3757] lr: 5.000e-05, eta: 0:31:38, time: 1.145, data_time: 0.006, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9586, loss_cls: 0.6063, loss: 0.6063, grad_norm: 5.1958 2021-05-27 11:30:19,666 - mmaction - INFO - Epoch [15][2260/3757] lr: 5.000e-05, eta: 0:31:13, time: 1.379, data_time: 0.002, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9688, loss_cls: 0.5568, loss: 0.5568, grad_norm: 5.3293 2021-05-27 11:30:41,719 - mmaction - INFO - Epoch [15][2280/3757] lr: 5.000e-05, eta: 0:30:48, time: 1.106, data_time: 0.008, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9609, loss_cls: 0.5837, loss: 0.5837, grad_norm: 5.4231 2021-05-27 11:31:04,204 - mmaction - INFO - Epoch [15][2300/3757] lr: 5.000e-05, eta: 0:30:23, time: 1.124, data_time: 0.002, memory: 17874, top1_acc: 0.8703, top5_acc: 0.9703, loss_cls: 0.4866, loss: 0.4866, grad_norm: 5.0782 2021-05-27 11:31:25,876 - mmaction - INFO - Epoch [15][2320/3757] lr: 5.000e-05, eta: 0:29:57, time: 1.083, data_time: 0.003, memory: 17874, top1_acc: 0.8578, top5_acc: 0.9656, loss_cls: 0.5248, loss: 0.5248, grad_norm: 5.0122 2021-05-27 11:31:50,171 - mmaction - INFO - Epoch [15][2340/3757] lr: 5.000e-05, eta: 0:29:32, time: 1.212, data_time: 0.004, memory: 17874, top1_acc: 0.8320, top5_acc: 0.9664, loss_cls: 0.5573, loss: 0.5573, grad_norm: 5.2511 2021-05-27 11:32:11,919 - mmaction - INFO - Epoch [15][2360/3757] lr: 5.000e-05, eta: 0:29:07, time: 1.091, data_time: 0.005, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9586, loss_cls: 0.5946, loss: 0.5946, grad_norm: 5.5024 2021-05-27 11:32:33,940 - mmaction - INFO - Epoch [15][2380/3757] lr: 5.000e-05, eta: 0:28:42, time: 1.101, data_time: 0.002, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9602, loss_cls: 0.5766, loss: 0.5766, grad_norm: 5.3581 2021-05-27 11:33:01,198 - mmaction - INFO - Epoch [15][2400/3757] lr: 5.000e-05, eta: 0:28:17, time: 1.358, data_time: 0.003, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9617, loss_cls: 0.5690, loss: 0.5690, grad_norm: 5.3192 2021-05-27 11:33:28,120 - mmaction - INFO - Epoch [15][2420/3757] lr: 5.000e-05, eta: 0:27:52, time: 1.349, data_time: 0.009, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9695, loss_cls: 0.5618, loss: 0.5618, grad_norm: 5.3466 2021-05-27 11:33:50,270 - mmaction - INFO - Epoch [15][2440/3757] lr: 5.000e-05, eta: 0:27:27, time: 1.098, data_time: 0.006, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9602, loss_cls: 0.5977, loss: 0.5977, grad_norm: 5.4143 2021-05-27 11:34:15,352 - mmaction - INFO - Epoch [15][2460/3757] lr: 5.000e-05, eta: 0:27:02, time: 1.262, data_time: 0.020, memory: 17874, top1_acc: 0.8578, top5_acc: 0.9609, loss_cls: 0.5254, loss: 0.5254, grad_norm: 5.1075 2021-05-27 11:34:40,584 - mmaction - INFO - Epoch [15][2480/3757] lr: 5.000e-05, eta: 0:26:37, time: 1.265, data_time: 0.007, memory: 17874, top1_acc: 0.8422, top5_acc: 0.9664, loss_cls: 0.5580, loss: 0.5580, grad_norm: 5.1412 2021-05-27 11:35:09,886 - mmaction - INFO - Epoch [15][2500/3757] lr: 5.000e-05, eta: 0:26:12, time: 1.461, data_time: 0.003, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9602, loss_cls: 0.5735, loss: 0.5735, grad_norm: 5.2221 2021-05-27 11:35:32,421 - mmaction - INFO - Epoch [15][2520/3757] lr: 5.000e-05, eta: 0:25:47, time: 1.128, data_time: 0.007, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9633, loss_cls: 0.5511, loss: 0.5511, grad_norm: 5.0321 2021-05-27 11:35:56,233 - mmaction - INFO - Epoch [15][2540/3757] lr: 5.000e-05, eta: 0:25:22, time: 1.189, data_time: 0.005, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9711, loss_cls: 0.5325, loss: 0.5325, grad_norm: 4.9600 2021-05-27 11:36:18,139 - mmaction - INFO - Epoch [15][2560/3757] lr: 5.000e-05, eta: 0:24:57, time: 1.100, data_time: 0.007, memory: 17874, top1_acc: 0.8633, top5_acc: 0.9766, loss_cls: 0.4930, loss: 0.4930, grad_norm: 5.0738 2021-05-27 11:36:45,713 - mmaction - INFO - Epoch [15][2580/3757] lr: 5.000e-05, eta: 0:24:32, time: 1.375, data_time: 0.002, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9555, loss_cls: 0.6255, loss: 0.6255, grad_norm: 5.5403 2021-05-27 11:37:10,704 - mmaction - INFO - Epoch [15][2600/3757] lr: 5.000e-05, eta: 0:24:07, time: 1.253, data_time: 0.006, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9609, loss_cls: 0.5897, loss: 0.5897, grad_norm: 5.3949 2021-05-27 11:37:32,783 - mmaction - INFO - Epoch [15][2620/3757] lr: 5.000e-05, eta: 0:23:42, time: 1.103, data_time: 0.003, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9516, loss_cls: 0.5859, loss: 0.5859, grad_norm: 5.3491 2021-05-27 11:37:57,987 - mmaction - INFO - Epoch [15][2640/3757] lr: 5.000e-05, eta: 0:23:17, time: 1.260, data_time: 0.005, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9586, loss_cls: 0.5721, loss: 0.5721, grad_norm: 5.1065 2021-05-27 11:38:22,720 - mmaction - INFO - Epoch [15][2660/3757] lr: 5.000e-05, eta: 0:22:52, time: 1.237, data_time: 0.004, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9547, loss_cls: 0.6387, loss: 0.6387, grad_norm: 5.6825 2021-05-27 11:38:44,655 - mmaction - INFO - Epoch [15][2680/3757] lr: 5.000e-05, eta: 0:22:27, time: 1.095, data_time: 0.003, memory: 17874, top1_acc: 0.8328, top5_acc: 0.9609, loss_cls: 0.5861, loss: 0.5861, grad_norm: 5.3834 2021-05-27 11:39:06,453 - mmaction - INFO - Epoch [15][2700/3757] lr: 5.000e-05, eta: 0:22:02, time: 1.092, data_time: 0.004, memory: 17874, top1_acc: 0.8336, top5_acc: 0.9664, loss_cls: 0.5781, loss: 0.5781, grad_norm: 5.4851 2021-05-27 11:39:31,106 - mmaction - INFO - Epoch [15][2720/3757] lr: 5.000e-05, eta: 0:21:37, time: 1.227, data_time: 0.002, memory: 17874, top1_acc: 0.8555, top5_acc: 0.9719, loss_cls: 0.5099, loss: 0.5099, grad_norm: 4.9513 2021-05-27 11:39:53,164 - mmaction - INFO - Epoch [15][2740/3757] lr: 5.000e-05, eta: 0:21:12, time: 1.108, data_time: 0.008, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9664, loss_cls: 0.5442, loss: 0.5442, grad_norm: 5.1617 2021-05-27 11:40:15,052 - mmaction - INFO - Epoch [15][2760/3757] lr: 5.000e-05, eta: 0:20:47, time: 1.094, data_time: 0.002, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9695, loss_cls: 0.5691, loss: 0.5691, grad_norm: 5.2386 2021-05-27 11:40:39,540 - mmaction - INFO - Epoch [15][2780/3757] lr: 5.000e-05, eta: 0:20:22, time: 1.224, data_time: 0.002, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9672, loss_cls: 0.5672, loss: 0.5672, grad_norm: 5.2007 2021-05-27 11:41:02,074 - mmaction - INFO - Epoch [15][2800/3757] lr: 5.000e-05, eta: 0:19:56, time: 1.126, data_time: 0.004, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9617, loss_cls: 0.5794, loss: 0.5794, grad_norm: 4.9891 2021-05-27 11:41:24,482 - mmaction - INFO - Epoch [15][2820/3757] lr: 5.000e-05, eta: 0:19:31, time: 1.115, data_time: 0.004, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9680, loss_cls: 0.5839, loss: 0.5839, grad_norm: 5.2617 2021-05-27 11:41:47,518 - mmaction - INFO - Epoch [15][2840/3757] lr: 5.000e-05, eta: 0:19:06, time: 1.157, data_time: 0.009, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9617, loss_cls: 0.5593, loss: 0.5593, grad_norm: 5.1620 2021-05-27 11:42:09,308 - mmaction - INFO - Epoch [15][2860/3757] lr: 5.000e-05, eta: 0:18:41, time: 1.089, data_time: 0.003, memory: 17874, top1_acc: 0.8562, top5_acc: 0.9617, loss_cls: 0.5606, loss: 0.5606, grad_norm: 5.1566 2021-05-27 11:42:33,286 - mmaction - INFO - Epoch [15][2880/3757] lr: 5.000e-05, eta: 0:18:16, time: 1.190, data_time: 0.003, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9539, loss_cls: 0.5699, loss: 0.5699, grad_norm: 5.1679 2021-05-27 11:43:00,987 - mmaction - INFO - Epoch [15][2900/3757] lr: 5.000e-05, eta: 0:17:51, time: 1.395, data_time: 0.018, memory: 17874, top1_acc: 0.8289, top5_acc: 0.9563, loss_cls: 0.6078, loss: 0.6078, grad_norm: 5.4199 2021-05-27 11:43:22,927 - mmaction - INFO - Epoch [15][2920/3757] lr: 5.000e-05, eta: 0:17:26, time: 1.096, data_time: 0.002, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9664, loss_cls: 0.5637, loss: 0.5637, grad_norm: 5.1741 2021-05-27 11:43:45,940 - mmaction - INFO - Epoch [15][2940/3757] lr: 5.000e-05, eta: 0:17:01, time: 1.151, data_time: 0.003, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9688, loss_cls: 0.5691, loss: 0.5691, grad_norm: 5.2868 2021-05-27 11:44:08,706 - mmaction - INFO - Epoch [15][2960/3757] lr: 5.000e-05, eta: 0:16:36, time: 1.138, data_time: 0.002, memory: 17874, top1_acc: 0.8383, top5_acc: 0.9586, loss_cls: 0.5854, loss: 0.5854, grad_norm: 5.1805 2021-05-27 11:44:32,229 - mmaction - INFO - Epoch [15][2980/3757] lr: 5.000e-05, eta: 0:16:11, time: 1.174, data_time: 0.002, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9609, loss_cls: 0.5732, loss: 0.5732, grad_norm: 5.3588 2021-05-27 11:44:57,308 - mmaction - INFO - Epoch [15][3000/3757] lr: 5.000e-05, eta: 0:15:46, time: 1.251, data_time: 0.005, memory: 17874, top1_acc: 0.8453, top5_acc: 0.9602, loss_cls: 0.5831, loss: 0.5831, grad_norm: 5.0300 2021-05-27 11:45:19,616 - mmaction - INFO - Epoch [15][3020/3757] lr: 5.000e-05, eta: 0:15:21, time: 1.118, data_time: 0.009, memory: 17874, top1_acc: 0.8578, top5_acc: 0.9664, loss_cls: 0.5325, loss: 0.5325, grad_norm: 5.2960 2021-05-27 11:45:41,333 - mmaction - INFO - Epoch [15][3040/3757] lr: 5.000e-05, eta: 0:14:56, time: 1.088, data_time: 0.005, memory: 17874, top1_acc: 0.8664, top5_acc: 0.9672, loss_cls: 0.5358, loss: 0.5358, grad_norm: 4.9618 2021-05-27 11:46:03,302 - mmaction - INFO - Epoch [15][3060/3757] lr: 5.000e-05, eta: 0:14:31, time: 1.097, data_time: 0.005, memory: 17874, top1_acc: 0.8445, top5_acc: 0.9656, loss_cls: 0.5510, loss: 0.5510, grad_norm: 5.5315 2021-05-27 11:46:25,415 - mmaction - INFO - Epoch [15][3080/3757] lr: 5.000e-05, eta: 0:14:06, time: 1.107, data_time: 0.005, memory: 17874, top1_acc: 0.8313, top5_acc: 0.9641, loss_cls: 0.5981, loss: 0.5981, grad_norm: 5.3428 2021-05-27 11:46:48,469 - mmaction - INFO - Epoch [15][3100/3757] lr: 5.000e-05, eta: 0:13:41, time: 1.151, data_time: 0.005, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9695, loss_cls: 0.5599, loss: 0.5599, grad_norm: 5.2508 2021-05-27 11:47:12,832 - mmaction - INFO - Epoch [15][3120/3757] lr: 5.000e-05, eta: 0:13:16, time: 1.215, data_time: 0.004, memory: 17874, top1_acc: 0.8484, top5_acc: 0.9586, loss_cls: 0.5576, loss: 0.5576, grad_norm: 5.0291 2021-05-27 11:47:38,862 - mmaction - INFO - Epoch [15][3140/3757] lr: 5.000e-05, eta: 0:12:51, time: 1.299, data_time: 0.008, memory: 17874, top1_acc: 0.8531, top5_acc: 0.9609, loss_cls: 0.5590, loss: 0.5590, grad_norm: 5.2134 2021-05-27 11:48:00,786 - mmaction - INFO - Epoch [15][3160/3757] lr: 5.000e-05, eta: 0:12:26, time: 1.102, data_time: 0.027, memory: 17874, top1_acc: 0.8359, top5_acc: 0.9641, loss_cls: 0.6061, loss: 0.6061, grad_norm: 5.4214 2021-05-27 11:48:25,423 - mmaction - INFO - Epoch [15][3180/3757] lr: 5.000e-05, eta: 0:12:01, time: 1.232, data_time: 0.004, memory: 17874, top1_acc: 0.8477, top5_acc: 0.9648, loss_cls: 0.5385, loss: 0.5385, grad_norm: 5.0536 2021-05-27 11:48:48,853 - mmaction - INFO - Epoch [15][3200/3757] lr: 5.000e-05, eta: 0:11:36, time: 1.167, data_time: 0.004, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9664, loss_cls: 0.5567, loss: 0.5567, grad_norm: 5.2176 2021-05-27 11:49:11,646 - mmaction - INFO - Epoch [15][3220/3757] lr: 5.000e-05, eta: 0:11:11, time: 1.144, data_time: 0.011, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9625, loss_cls: 0.6024, loss: 0.6024, grad_norm: 5.0877 2021-05-27 11:49:34,049 - mmaction - INFO - Epoch [15][3240/3757] lr: 5.000e-05, eta: 0:10:46, time: 1.122, data_time: 0.004, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9609, loss_cls: 0.5595, loss: 0.5595, grad_norm: 5.0434 2021-05-27 11:50:00,181 - mmaction - INFO - Epoch [15][3260/3757] lr: 5.000e-05, eta: 0:10:21, time: 1.306, data_time: 0.006, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9633, loss_cls: 0.5684, loss: 0.5684, grad_norm: 5.2076 2021-05-27 11:50:22,057 - mmaction - INFO - Epoch [15][3280/3757] lr: 5.000e-05, eta: 0:09:56, time: 1.094, data_time: 0.002, memory: 17874, top1_acc: 0.8430, top5_acc: 0.9609, loss_cls: 0.5649, loss: 0.5649, grad_norm: 5.2795 2021-05-27 11:50:48,821 - mmaction - INFO - Epoch [15][3300/3757] lr: 5.000e-05, eta: 0:09:31, time: 1.335, data_time: 0.003, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9641, loss_cls: 0.5754, loss: 0.5754, grad_norm: 5.0784 2021-05-27 11:51:11,083 - mmaction - INFO - Epoch [15][3320/3757] lr: 5.000e-05, eta: 0:09:06, time: 1.116, data_time: 0.005, memory: 17874, top1_acc: 0.8305, top5_acc: 0.9531, loss_cls: 0.6174, loss: 0.6174, grad_norm: 5.5751 2021-05-27 11:51:33,146 - mmaction - INFO - Epoch [15][3340/3757] lr: 5.000e-05, eta: 0:08:41, time: 1.103, data_time: 0.002, memory: 17874, top1_acc: 0.8492, top5_acc: 0.9656, loss_cls: 0.5512, loss: 0.5512, grad_norm: 5.2522 2021-05-27 11:51:55,364 - mmaction - INFO - Epoch [15][3360/3757] lr: 5.000e-05, eta: 0:08:16, time: 1.111, data_time: 0.002, memory: 17874, top1_acc: 0.8266, top5_acc: 0.9594, loss_cls: 0.6304, loss: 0.6304, grad_norm: 5.9710 2021-05-27 11:52:17,523 - mmaction - INFO - Epoch [15][3380/3757] lr: 5.000e-05, eta: 0:07:51, time: 1.109, data_time: 0.002, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9617, loss_cls: 0.5781, loss: 0.5781, grad_norm: 5.2277 2021-05-27 11:52:39,228 - mmaction - INFO - Epoch [15][3400/3757] lr: 5.000e-05, eta: 0:07:26, time: 1.084, data_time: 0.002, memory: 17874, top1_acc: 0.8547, top5_acc: 0.9711, loss_cls: 0.5191, loss: 0.5191, grad_norm: 5.1042 2021-05-27 11:53:02,052 - mmaction - INFO - Epoch [15][3420/3757] lr: 5.000e-05, eta: 0:07:01, time: 1.142, data_time: 0.004, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9695, loss_cls: 0.5456, loss: 0.5456, grad_norm: 5.3958 2021-05-27 11:53:23,506 - mmaction - INFO - Epoch [15][3440/3757] lr: 5.000e-05, eta: 0:06:36, time: 1.073, data_time: 0.003, memory: 17874, top1_acc: 0.8539, top5_acc: 0.9672, loss_cls: 0.5683, loss: 0.5683, grad_norm: 5.2846 2021-05-27 11:53:45,967 - mmaction - INFO - Epoch [15][3460/3757] lr: 5.000e-05, eta: 0:06:11, time: 1.124, data_time: 0.003, memory: 17874, top1_acc: 0.8508, top5_acc: 0.9727, loss_cls: 0.5266, loss: 0.5266, grad_norm: 5.0264 2021-05-27 11:54:07,991 - mmaction - INFO - Epoch [15][3480/3757] lr: 5.000e-05, eta: 0:05:46, time: 1.100, data_time: 0.002, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9523, loss_cls: 0.6081, loss: 0.6081, grad_norm: 6.4363 2021-05-27 11:54:29,670 - mmaction - INFO - Epoch [15][3500/3757] lr: 5.000e-05, eta: 0:05:21, time: 1.086, data_time: 0.005, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9703, loss_cls: 0.5514, loss: 0.5514, grad_norm: 5.1101 2021-05-27 11:54:51,597 - mmaction - INFO - Epoch [15][3520/3757] lr: 5.000e-05, eta: 0:04:56, time: 1.096, data_time: 0.002, memory: 17874, top1_acc: 0.8398, top5_acc: 0.9555, loss_cls: 0.5980, loss: 0.5980, grad_norm: 5.3616 2021-05-27 11:55:17,830 - mmaction - INFO - Epoch [15][3540/3757] lr: 5.000e-05, eta: 0:04:31, time: 1.310, data_time: 0.002, memory: 17874, top1_acc: 0.8500, top5_acc: 0.9625, loss_cls: 0.5769, loss: 0.5769, grad_norm: 5.2327 2021-05-27 11:55:40,809 - mmaction - INFO - Epoch [15][3560/3757] lr: 5.000e-05, eta: 0:04:06, time: 1.149, data_time: 0.004, memory: 17874, top1_acc: 0.8344, top5_acc: 0.9547, loss_cls: 0.6295, loss: 0.6295, grad_norm: 5.5448 2021-05-27 11:56:03,174 - mmaction - INFO - Epoch [15][3580/3757] lr: 5.000e-05, eta: 0:03:41, time: 1.119, data_time: 0.004, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9563, loss_cls: 0.5786, loss: 0.5786, grad_norm: 5.3470 2021-05-27 11:56:25,703 - mmaction - INFO - Epoch [15][3600/3757] lr: 5.000e-05, eta: 0:03:16, time: 1.123, data_time: 0.003, memory: 17874, top1_acc: 0.8391, top5_acc: 0.9602, loss_cls: 0.6026, loss: 0.6026, grad_norm: 5.2891 2021-05-27 11:56:48,710 - mmaction - INFO - Epoch [15][3620/3757] lr: 5.000e-05, eta: 0:02:51, time: 1.153, data_time: 0.008, memory: 17874, top1_acc: 0.8438, top5_acc: 0.9586, loss_cls: 0.5806, loss: 0.5806, grad_norm: 5.2111 2021-05-27 11:57:10,388 - mmaction - INFO - Epoch [15][3640/3757] lr: 5.000e-05, eta: 0:02:26, time: 1.084, data_time: 0.003, memory: 17874, top1_acc: 0.8516, top5_acc: 0.9555, loss_cls: 0.5867, loss: 0.5867, grad_norm: 5.2476 2021-05-27 11:57:34,037 - mmaction - INFO - Epoch [15][3660/3757] lr: 5.000e-05, eta: 0:02:01, time: 1.184, data_time: 0.005, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9602, loss_cls: 0.5834, loss: 0.5834, grad_norm: 5.3644 2021-05-27 11:57:59,252 - mmaction - INFO - Epoch [15][3680/3757] lr: 5.000e-05, eta: 0:01:36, time: 1.259, data_time: 0.003, memory: 17874, top1_acc: 0.8406, top5_acc: 0.9539, loss_cls: 0.5947, loss: 0.5947, grad_norm: 5.2402 2021-05-27 11:58:21,433 - mmaction - INFO - Epoch [15][3700/3757] lr: 5.000e-05, eta: 0:01:11, time: 1.110, data_time: 0.005, memory: 17874, top1_acc: 0.8523, top5_acc: 0.9680, loss_cls: 0.5289, loss: 0.5289, grad_norm: 5.0629 2021-05-27 11:58:44,426 - mmaction - INFO - Epoch [15][3720/3757] lr: 5.000e-05, eta: 0:00:46, time: 1.150, data_time: 0.003, memory: 17874, top1_acc: 0.8461, top5_acc: 0.9563, loss_cls: 0.5621, loss: 0.5621, grad_norm: 5.1038 2021-05-27 11:59:06,881 - mmaction - INFO - Epoch [15][3740/3757] lr: 5.000e-05, eta: 0:00:21, time: 1.123, data_time: 0.003, memory: 17874, top1_acc: 0.8469, top5_acc: 0.9594, loss_cls: 0.5686, loss: 0.5686, grad_norm: 5.3673 2021-05-27 11:59:40,205 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-05-27 12:08:24,915 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-27 12:08:25,712 - mmaction - INFO - top1_acc 0.7692 top5_acc 0.9291 2021-05-27 12:08:25,712 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-27 12:08:25,775 - mmaction - INFO - mean_acc 0.7690 2021-05-27 12:08:28,182 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. 2021-05-27 12:08:28,182 - mmaction - INFO - Best top1_acc is 0.7692 at 15 epoch. 2021-05-27 12:08:28,197 - mmaction - INFO - Epoch(val) [15][3757] top1_acc: 0.7692, top5_acc: 0.9291, mean_class_accuracy: 0.7690