2021-09-19 02:10:12,677 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.12 |Anaconda, Inc.| (default, Sep 8 2020, 23:10:56) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: TITAN Xp CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.8.1_rc3+cuda90_cudnn7.6.3 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2019.0.4 Product Build 20190411 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v1.7.0 (Git Hash 7aed236906b1f7a05c0917e5257a1af05e9ff683) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70 - CuDNN 7.6.3 - Magma 2.5.0 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=9.0, CUDNN_VERSION=7.6.3, CXX_COMPILER=/root/ccache/lib/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -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-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.8.1, USE_CUDA=ON, USE_CUDNN=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: 0.10.0a0+90a6206 OpenCV: 4.5.3 MMCV: 1.3.10 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.18.0+fa01496 ------------------------------------------------------------ 2021-09-19 02:10:12,678 - mmaction - INFO - Distributed training: True 2021-09-19 02:10:13,223 - mmaction - INFO - Config: model = dict( type='Recognizer3D', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained=None, in_channels=17, base_channels=32, num_stages=3, out_indices=(2, ), stage_blocks=(3, 4, 6), conv1_stride_s=1, pool1_stride_s=1, inflate=(0, 1, 1), spatial_strides=(2, 2, 2), temporal_strides=(1, 1, 2), dilations=(1, 1, 1)), cls_head=dict( type='I3DHead', in_channels=512, num_classes=101, spatial_type='avg', dropout_ratio=0.5), train_cfg=dict(), test_cfg=dict(average_clips='prob')) dataset_type = 'PoseDataset' ann_file_train = 'data/posec3d/ucf101_train1.pkl' ann_file_val = 'data/posec3d/ucf101_val1.pkl' left_kp = [1, 3, 5, 7, 9, 11, 13, 15] right_kp = [2, 4, 6, 8, 10, 12, 14, 16] train_pipeline = [ dict(type='UniformSampleFrames', clip_len=48), dict(type='PoseDecode'), dict(type='PoseCompact', hw_ratio=1.0, allow_imgpad=True), dict(type='Resize', scale=(-1, 64)), dict(type='RandomResizedCrop', area_range=(0.56, 1.0)), dict(type='Resize', scale=(48, 48), keep_ratio=False), dict( type='Flip', flip_ratio=0.5, left_kp=[1, 3, 5, 7, 9, 11, 13, 15], right_kp=[2, 4, 6, 8, 10, 12, 14, 16]), dict( type='GeneratePoseTarget', sigma=0.6, use_score=True, with_kp=True, with_limb=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='UniformSampleFrames', clip_len=48, num_clips=1, test_mode=True), dict(type='PoseDecode'), dict(type='PoseCompact', hw_ratio=1.0, allow_imgpad=True), dict(type='Resize', scale=(-1, 56)), dict(type='CenterCrop', crop_size=56), dict( type='GeneratePoseTarget', sigma=0.6, use_score=True, with_kp=True, with_limb=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='UniformSampleFrames', clip_len=48, num_clips=10, test_mode=True), dict(type='PoseDecode'), dict(type='PoseCompact', hw_ratio=1.0, allow_imgpad=True), dict(type='Resize', scale=(-1, 56)), dict(type='CenterCrop', crop_size=56), dict( type='GeneratePoseTarget', sigma=0.6, use_score=True, with_kp=True, with_limb=False, double=True, left_kp=[1, 3, 5, 7, 9, 11, 13, 15], right_kp=[2, 4, 6, 8, 10, 12, 14, 16]), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=16, workers_per_gpu=2, test_dataloader=dict(videos_per_gpu=1), train=dict( type='RepeatDataset', times=10, dataset=dict( type='PoseDataset', ann_file='data/posec3d/ucf101_train1.pkl', data_prefix='', pipeline=[ dict(type='UniformSampleFrames', clip_len=48), dict(type='PoseDecode'), dict(type='PoseCompact', hw_ratio=1.0, allow_imgpad=True), dict(type='Resize', scale=(-1, 64)), dict(type='RandomResizedCrop', area_range=(0.56, 1.0)), dict(type='Resize', scale=(48, 48), keep_ratio=False), dict( type='Flip', flip_ratio=0.5, left_kp=[1, 3, 5, 7, 9, 11, 13, 15], right_kp=[2, 4, 6, 8, 10, 12, 14, 16]), dict( type='GeneratePoseTarget', sigma=0.6, use_score=True, with_kp=True, with_limb=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ])), val=dict( type='PoseDataset', ann_file='data/posec3d/ucf101_val1.pkl', data_prefix='', pipeline=[ dict( type='UniformSampleFrames', clip_len=48, num_clips=1, test_mode=True), dict(type='PoseDecode'), dict(type='PoseCompact', hw_ratio=1.0, allow_imgpad=True), dict(type='Resize', scale=(-1, 56)), dict(type='CenterCrop', crop_size=56), dict( type='GeneratePoseTarget', sigma=0.6, use_score=True, with_kp=True, with_limb=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ]), test=dict( type='PoseDataset', ann_file='data/posec3d/ucf101_val1.pkl', data_prefix='', pipeline=[ dict( type='UniformSampleFrames', clip_len=48, num_clips=10, test_mode=True), dict(type='PoseDecode'), dict(type='PoseCompact', hw_ratio=1.0, allow_imgpad=True), dict(type='Resize', scale=(-1, 56)), dict(type='CenterCrop', crop_size=56), dict( type='GeneratePoseTarget', sigma=0.6, use_score=True, with_kp=True, with_limb=False, double=True, left_kp=[1, 3, 5, 7, 9, 11, 13, 15], right_kp=[2, 4, 6, 8, 10, 12, 14, 16]), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ])) optimizer = dict(type='SGD', lr=0.01, momentum=0.9, weight_decay=0.0003) optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) lr_config = dict(policy='step', step=[9, 11]) total_epochs = 12 checkpoint_config = dict(interval=1) workflow = [('train', 1)] evaluation = dict( interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict(interval=20, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') log_level = 'INFO' load_from = 'k400_slowonly346.pth' resume_from = None find_unused_parameters = True work_dir = './work_dirs/posec3d/slowonly_r50_346_finetune_u48_step_120e_ucf1_keypoint_search_optimizer.lr_0.01_optimizer.weight_decay_0.0003' gpu_ids = range(0, 8) omnisource = False module_hooks = [] 2021-09-19 02:10:15,863 - mmaction - INFO - 9537 videos remain after valid thresholding 2021-09-19 02:10:23,853 - mmaction - INFO - 3783 videos remain after valid thresholding 2021-09-19 02:10:23,859 - mmaction - INFO - load checkpoint from k400_slowonly346.pth 2021-09-19 02:10:23,860 - mmaction - INFO - Use load_from_local loader 2021-09-19 02:10:23,893 - mmaction - WARNING - The model and loaded state dict do not match exactly missing keys in source state_dict: cls_head.fc_cls.weight, cls_head.fc_cls.bias 2021-09-19 02:10:23,894 - mmaction - INFO - Start running, host: duanhaodong@BJ-IDC1-10-53-21-18, work_dir: /mnt/ssd2/dhd/work/mmaction2/work_dirs/posec3d/slowonly_r50_346_finetune_u48_step_120e_ucf1_keypoint_search_optimizer.lr_0.01_optimizer.weight_decay_0.0003 2021-09-19 02:10:23,894 - mmaction - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) DistSamplerSeedHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook -------------------- after_train_iter: (ABOVE_NORMAL) OptimizerHook (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- 2021-09-19 02:10:23,894 - mmaction - INFO - workflow: [('train', 1)], max: 12 epochs 2021-09-19 02:11:11,010 - mmaction - INFO - Epoch [1][20/746] lr: 1.000e-02, eta: 5:50:28, time: 2.354, data_time: 1.018, memory: 5975, top1_acc: 0.0930, top5_acc: 0.2543, loss_cls: 4.3916, loss: 4.3916, grad_norm: 1.9933 2021-09-19 02:11:35,076 - mmaction - INFO - Epoch [1][40/746] lr: 1.000e-02, eta: 4:24:16, time: 1.204, data_time: 0.002, memory: 5975, top1_acc: 0.4051, top5_acc: 0.6656, loss_cls: 3.3859, loss: 3.3859, grad_norm: 2.1721 2021-09-19 02:11:56,867 - mmaction - INFO - Epoch [1][60/746] lr: 1.000e-02, eta: 3:49:37, time: 1.090, data_time: 0.050, memory: 5975, top1_acc: 0.5781, top5_acc: 0.8293, loss_cls: 2.3176, loss: 2.3176, grad_norm: 2.1827 2021-09-19 02:12:20,062 - mmaction - INFO - Epoch [1][80/746] lr: 1.000e-02, eta: 3:34:41, time: 1.160, data_time: 0.018, memory: 5975, top1_acc: 0.6656, top5_acc: 0.9066, loss_cls: 1.6828, loss: 1.6828, grad_norm: 2.1232 2021-09-19 02:12:43,252 - mmaction - INFO - Epoch [1][100/746] lr: 1.000e-02, eta: 3:25:34, time: 1.159, data_time: 0.090, memory: 5975, top1_acc: 0.7309, top5_acc: 0.9293, loss_cls: 1.3223, loss: 1.3223, grad_norm: 2.1442 2021-09-19 02:13:09,410 - mmaction - INFO - Epoch [1][120/746] lr: 1.000e-02, eta: 3:23:01, time: 1.308, data_time: 0.245, memory: 5975, top1_acc: 0.7688, top5_acc: 0.9551, loss_cls: 1.0506, loss: 1.0506, grad_norm: 2.0924 2021-09-19 02:13:33,706 - mmaction - INFO - Epoch [1][140/746] lr: 1.000e-02, eta: 3:19:05, time: 1.214, data_time: 0.326, memory: 5975, top1_acc: 0.8023, top5_acc: 0.9621, loss_cls: 0.9072, loss: 0.9072, grad_norm: 2.0980 2021-09-19 02:13:58,183 - mmaction - INFO - Epoch [1][160/746] lr: 1.000e-02, eta: 3:16:12, time: 1.223, data_time: 0.242, memory: 5975, top1_acc: 0.8047, top5_acc: 0.9664, loss_cls: 0.8135, loss: 0.8135, grad_norm: 2.1484 2021-09-19 02:14:19,788 - mmaction - INFO - Epoch [1][180/746] lr: 1.000e-02, eta: 3:11:35, time: 1.082, data_time: 0.002, memory: 5975, top1_acc: 0.8246, top5_acc: 0.9660, loss_cls: 0.7394, loss: 0.7394, grad_norm: 2.1162 2021-09-19 02:14:44,069 - mmaction - INFO - Epoch [1][200/746] lr: 1.000e-02, eta: 3:09:45, time: 1.214, data_time: 0.033, memory: 5975, top1_acc: 0.8270, top5_acc: 0.9684, loss_cls: 0.7116, loss: 0.7116, grad_norm: 2.1660 2021-09-19 02:15:08,743 - mmaction - INFO - Epoch [1][220/746] lr: 1.000e-02, eta: 3:08:25, time: 1.234, data_time: 0.001, memory: 5975, top1_acc: 0.8453, top5_acc: 0.9758, loss_cls: 0.6326, loss: 0.6326, grad_norm: 2.1336 2021-09-19 02:15:31,845 - mmaction - INFO - Epoch [1][240/746] lr: 1.000e-02, eta: 3:06:17, time: 1.155, data_time: 0.359, memory: 5975, top1_acc: 0.8547, top5_acc: 0.9773, loss_cls: 0.6017, loss: 0.6017, grad_norm: 2.1680 2021-09-19 02:15:54,151 - mmaction - INFO - Epoch [1][260/746] lr: 1.000e-02, eta: 3:04:00, time: 1.115, data_time: 0.001, memory: 5975, top1_acc: 0.8562, top5_acc: 0.9805, loss_cls: 0.5602, loss: 0.5602, grad_norm: 2.2434 2021-09-19 02:16:20,070 - mmaction - INFO - Epoch [1][280/746] lr: 1.000e-02, eta: 3:03:50, time: 1.296, data_time: 0.001, memory: 5975, top1_acc: 0.8629, top5_acc: 0.9777, loss_cls: 0.5411, loss: 0.5411, grad_norm: 2.1775 2021-09-19 02:16:43,464 - mmaction - INFO - Epoch [1][300/746] lr: 1.000e-02, eta: 3:02:26, time: 1.170, data_time: 0.121, memory: 5975, top1_acc: 0.8809, top5_acc: 0.9820, loss_cls: 0.4973, loss: 0.4973, grad_norm: 2.1406 2021-09-19 02:17:07,087 - mmaction - INFO - Epoch [1][320/746] lr: 1.000e-02, eta: 3:01:15, time: 1.181, data_time: 0.090, memory: 5975, top1_acc: 0.8828, top5_acc: 0.9781, loss_cls: 0.4945, loss: 0.4945, grad_norm: 2.1832 2021-09-19 02:17:32,229 - mmaction - INFO - Epoch [1][340/746] lr: 1.000e-02, eta: 3:00:49, time: 1.257, data_time: 0.293, memory: 5975, top1_acc: 0.8898, top5_acc: 0.9801, loss_cls: 0.4605, loss: 0.4605, grad_norm: 2.1354 2021-09-19 02:17:55,107 - mmaction - INFO - Epoch [1][360/746] lr: 1.000e-02, eta: 2:59:28, time: 1.144, data_time: 0.048, memory: 5975, top1_acc: 0.9020, top5_acc: 0.9848, loss_cls: 0.4184, loss: 0.4184, grad_norm: 2.1115 2021-09-19 02:18:20,564 - mmaction - INFO - Epoch [1][380/746] lr: 1.000e-02, eta: 2:59:12, time: 1.273, data_time: 0.020, memory: 5975, top1_acc: 0.8852, top5_acc: 0.9797, loss_cls: 0.4367, loss: 0.4367, grad_norm: 2.2253 2021-09-19 02:18:44,075 - mmaction - INFO - Epoch [1][400/746] lr: 1.000e-02, eta: 2:58:13, time: 1.176, data_time: 0.005, memory: 5975, top1_acc: 0.8992, top5_acc: 0.9840, loss_cls: 0.4118, loss: 0.4118, grad_norm: 2.1617 2021-09-19 02:19:06,077 - mmaction - INFO - Epoch [1][420/746] lr: 1.000e-02, eta: 2:56:47, time: 1.100, data_time: 0.011, memory: 5975, top1_acc: 0.9121, top5_acc: 0.9852, loss_cls: 0.3727, loss: 0.3727, grad_norm: 2.0934 2021-09-19 02:19:30,149 - mmaction - INFO - Epoch [1][440/746] lr: 1.000e-02, eta: 2:56:07, time: 1.203, data_time: 0.565, memory: 5975, top1_acc: 0.9117, top5_acc: 0.9871, loss_cls: 0.3616, loss: 0.3616, grad_norm: 2.1151 2021-09-19 02:19:53,337 - mmaction - INFO - Epoch [1][460/746] lr: 1.000e-02, eta: 2:55:12, time: 1.159, data_time: 0.033, memory: 5975, top1_acc: 0.9129, top5_acc: 0.9852, loss_cls: 0.3578, loss: 0.3578, grad_norm: 2.1231 2021-09-19 02:20:17,201 - mmaction - INFO - Epoch [1][480/746] lr: 1.000e-02, eta: 2:54:31, time: 1.194, data_time: 0.018, memory: 5975, top1_acc: 0.9133, top5_acc: 0.9895, loss_cls: 0.3433, loss: 0.3433, grad_norm: 2.2269 2021-09-19 02:20:39,890 - mmaction - INFO - Epoch [1][500/746] lr: 1.000e-02, eta: 2:53:32, time: 1.134, data_time: 0.018, memory: 5975, top1_acc: 0.9129, top5_acc: 0.9836, loss_cls: 0.3596, loss: 0.3596, grad_norm: 2.1742 2021-09-19 02:21:04,926 - mmaction - INFO - Epoch [1][520/746] lr: 1.000e-02, eta: 2:53:14, time: 1.252, data_time: 0.001, memory: 5975, top1_acc: 0.9141, top5_acc: 0.9844, loss_cls: 0.3359, loss: 0.3359, grad_norm: 2.1203 2021-09-19 02:21:27,506 - mmaction - INFO - Epoch [1][540/746] lr: 1.000e-02, eta: 2:52:17, time: 1.129, data_time: 0.021, memory: 5975, top1_acc: 0.9137, top5_acc: 0.9828, loss_cls: 0.3323, loss: 0.3323, grad_norm: 2.1777 2021-09-19 02:21:50,809 - mmaction - INFO - Epoch [1][560/746] lr: 1.000e-02, eta: 2:51:33, time: 1.165, data_time: 0.090, memory: 5975, top1_acc: 0.9309, top5_acc: 0.9883, loss_cls: 0.2996, loss: 0.2996, grad_norm: 2.0275 2021-09-19 02:22:16,282 - mmaction - INFO - Epoch [1][580/746] lr: 1.000e-02, eta: 2:51:22, time: 1.273, data_time: 0.071, memory: 5975, top1_acc: 0.9289, top5_acc: 0.9875, loss_cls: 0.2854, loss: 0.2854, grad_norm: 2.0160 2021-09-19 02:22:38,881 - mmaction - INFO - Epoch [1][600/746] lr: 1.000e-02, eta: 2:50:30, time: 1.130, data_time: 0.020, memory: 5975, top1_acc: 0.9301, top5_acc: 0.9895, loss_cls: 0.2847, loss: 0.2847, grad_norm: 2.0969 2021-09-19 02:23:03,121 - mmaction - INFO - Epoch [1][620/746] lr: 1.000e-02, eta: 2:50:02, time: 1.212, data_time: 0.371, memory: 5975, top1_acc: 0.9367, top5_acc: 0.9902, loss_cls: 0.2684, loss: 0.2684, grad_norm: 2.0211 2021-09-19 02:23:26,624 - mmaction - INFO - Epoch [1][640/746] lr: 1.000e-02, eta: 2:49:25, time: 1.175, data_time: 0.337, memory: 5975, top1_acc: 0.9344, top5_acc: 0.9914, loss_cls: 0.2748, loss: 0.2748, grad_norm: 2.1038 2021-09-19 02:23:50,777 - mmaction - INFO - Epoch [1][660/746] lr: 1.000e-02, eta: 2:48:57, time: 1.208, data_time: 0.323, memory: 5975, top1_acc: 0.9281, top5_acc: 0.9914, loss_cls: 0.2754, loss: 0.2754, grad_norm: 2.1424 2021-09-19 02:24:14,408 - mmaction - INFO - Epoch [1][680/746] lr: 1.000e-02, eta: 2:48:22, time: 1.182, data_time: 0.120, memory: 5975, top1_acc: 0.9402, top5_acc: 0.9871, loss_cls: 0.2702, loss: 0.2702, grad_norm: 2.0124 2021-09-19 02:24:39,742 - mmaction - INFO - Epoch [1][700/746] lr: 1.000e-02, eta: 2:48:09, time: 1.267, data_time: 0.001, memory: 5975, top1_acc: 0.9344, top5_acc: 0.9906, loss_cls: 0.2598, loss: 0.2598, grad_norm: 2.1056 2021-09-19 02:25:02,492 - mmaction - INFO - Epoch [1][720/746] lr: 1.000e-02, eta: 2:47:25, time: 1.137, data_time: 0.000, memory: 5975, top1_acc: 0.9234, top5_acc: 0.9895, loss_cls: 0.2843, loss: 0.2843, grad_norm: 2.2165 2021-09-19 02:25:26,572 - mmaction - INFO - Epoch [1][740/746] lr: 1.000e-02, eta: 2:46:57, time: 1.204, data_time: 0.001, memory: 5975, top1_acc: 0.9293, top5_acc: 0.9883, loss_cls: 0.2728, loss: 0.2728, grad_norm: 2.2407 2021-09-19 02:25:32,139 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-09-19 02:27:00,167 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-09-19 02:27:00,198 - mmaction - INFO - top1_acc 0.8343 top5_acc 0.9545 2021-09-19 02:27:00,198 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-09-19 02:27:00,201 - mmaction - INFO - mean_acc 0.8310 2021-09-19 02:27:00,266 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2021-09-19 02:27:00,267 - mmaction - INFO - Best top1_acc is 0.8343 at 1 epoch. 2021-09-19 02:27:00,268 - mmaction - INFO - Epoch(val) [1][30] top1_acc: 0.8343, top5_acc: 0.9545, mean_class_accuracy: 0.8310 2021-09-19 02:27:27,721 - mmaction - INFO - Epoch [2][20/746] lr: 1.000e-02, eta: 2:45:39, time: 1.372, data_time: 0.244, memory: 5975, top1_acc: 0.9414, top5_acc: 0.9930, loss_cls: 0.2423, loss: 0.2423, grad_norm: 2.2697 2021-09-19 02:27:52,363 - mmaction - INFO - Epoch [2][40/746] lr: 1.000e-02, eta: 2:45:19, time: 1.232, data_time: 0.004, memory: 5975, top1_acc: 0.9379, top5_acc: 0.9918, loss_cls: 0.2512, loss: 0.2512, grad_norm: 2.2208 2021-09-19 02:28:16,587 - mmaction - INFO - Epoch [2][60/746] lr: 1.000e-02, eta: 2:44:54, time: 1.211, data_time: 0.025, memory: 5975, top1_acc: 0.9492, top5_acc: 0.9922, loss_cls: 0.2195, loss: 0.2195, grad_norm: 1.9423 2021-09-19 02:28:40,409 - mmaction - INFO - Epoch [2][80/746] lr: 1.000e-02, eta: 2:44:25, time: 1.191, data_time: 0.001, memory: 5975, top1_acc: 0.9398, top5_acc: 0.9914, loss_cls: 0.2221, loss: 0.2221, grad_norm: 2.0744 2021-09-19 02:29:04,084 - mmaction - INFO - Epoch [2][100/746] lr: 1.000e-02, eta: 2:43:55, time: 1.183, data_time: 0.005, memory: 5975, top1_acc: 0.9500, top5_acc: 0.9945, loss_cls: 0.1935, loss: 0.1935, grad_norm: 1.9796 2021-09-19 02:29:27,539 - mmaction - INFO - Epoch [2][120/746] lr: 1.000e-02, eta: 2:43:23, time: 1.173, data_time: 0.099, memory: 5975, top1_acc: 0.9398, top5_acc: 0.9883, loss_cls: 0.2310, loss: 0.2310, grad_norm: 2.0504 2021-09-19 02:29:50,920 - mmaction - INFO - Epoch [2][140/746] lr: 1.000e-02, eta: 2:42:51, time: 1.169, data_time: 0.552, memory: 5975, top1_acc: 0.9508, top5_acc: 0.9910, loss_cls: 0.2003, loss: 0.2003, grad_norm: 1.9561 2021-09-19 02:30:14,592 - mmaction - INFO - Epoch [2][160/746] lr: 1.000e-02, eta: 2:42:21, time: 1.183, data_time: 0.649, memory: 5975, top1_acc: 0.9473, top5_acc: 0.9891, loss_cls: 0.2196, loss: 0.2196, grad_norm: 2.0753 2021-09-19 02:30:39,427 - mmaction - INFO - Epoch [2][180/746] lr: 1.000e-02, eta: 2:42:02, time: 1.241, data_time: 0.659, memory: 5975, top1_acc: 0.9473, top5_acc: 0.9930, loss_cls: 0.2070, loss: 0.2070, grad_norm: 2.1091 2021-09-19 02:31:02,508 - mmaction - INFO - Epoch [2][200/746] lr: 1.000e-02, eta: 2:41:29, time: 1.154, data_time: 0.501, memory: 5975, top1_acc: 0.9488, top5_acc: 0.9941, loss_cls: 0.2029, loss: 0.2029, grad_norm: 2.2386 2021-09-19 02:31:25,845 - mmaction - INFO - Epoch [2][220/746] lr: 1.000e-02, eta: 2:40:57, time: 1.167, data_time: 0.247, memory: 5975, top1_acc: 0.9453, top5_acc: 0.9906, loss_cls: 0.2231, loss: 0.2231, grad_norm: 2.1635 2021-09-19 02:31:48,397 - mmaction - INFO - Epoch [2][240/746] lr: 1.000e-02, eta: 2:40:20, time: 1.127, data_time: 0.326, memory: 5975, top1_acc: 0.9480, top5_acc: 0.9934, loss_cls: 0.2039, loss: 0.2039, grad_norm: 2.1301 2021-09-19 02:32:14,276 - mmaction - INFO - Epoch [2][260/746] lr: 1.000e-02, eta: 2:40:09, time: 1.294, data_time: 0.619, memory: 5975, top1_acc: 0.9523, top5_acc: 0.9926, loss_cls: 0.1897, loss: 0.1897, grad_norm: 1.9790 2021-09-19 02:32:38,514 - mmaction - INFO - Epoch [2][280/746] lr: 1.000e-02, eta: 2:39:46, time: 1.212, data_time: 0.401, memory: 5975, top1_acc: 0.9547, top5_acc: 0.9949, loss_cls: 0.1820, loss: 0.1820, grad_norm: 1.9427 2021-09-19 02:33:02,469 - mmaction - INFO - Epoch [2][300/746] lr: 1.000e-02, eta: 2:39:20, time: 1.198, data_time: 0.033, memory: 5975, top1_acc: 0.9543, top5_acc: 0.9957, loss_cls: 0.1816, loss: 0.1816, grad_norm: 2.0884 2021-09-19 02:33:27,584 - mmaction - INFO - Epoch [2][320/746] lr: 1.000e-02, eta: 2:39:02, time: 1.256, data_time: 0.001, memory: 5975, top1_acc: 0.9586, top5_acc: 0.9957, loss_cls: 0.1695, loss: 0.1695, grad_norm: 2.0097 2021-09-19 02:33:51,727 - mmaction - INFO - Epoch [2][340/746] lr: 1.000e-02, eta: 2:38:38, time: 1.207, data_time: 0.001, memory: 5975, top1_acc: 0.9500, top5_acc: 0.9926, loss_cls: 0.1838, loss: 0.1838, grad_norm: 1.9727 2021-09-19 02:34:16,548 - mmaction - INFO - Epoch [2][360/746] lr: 1.000e-02, eta: 2:38:18, time: 1.240, data_time: 0.001, memory: 5975, top1_acc: 0.9582, top5_acc: 0.9945, loss_cls: 0.1674, loss: 0.1674, grad_norm: 1.9022 2021-09-19 02:34:39,978 - mmaction - INFO - Epoch [2][380/746] lr: 1.000e-02, eta: 2:37:48, time: 1.172, data_time: 0.001, memory: 5975, top1_acc: 0.9582, top5_acc: 0.9941, loss_cls: 0.1706, loss: 0.1706, grad_norm: 1.9503 2021-09-19 02:35:02,451 - mmaction - INFO - Epoch [2][400/746] lr: 1.000e-02, eta: 2:37:12, time: 1.124, data_time: 0.066, memory: 5975, top1_acc: 0.9613, top5_acc: 0.9945, loss_cls: 0.1624, loss: 0.1624, grad_norm: 1.9205 2021-09-19 02:35:27,887 - mmaction - INFO - Epoch [2][420/746] lr: 1.000e-02, eta: 2:36:57, time: 1.271, data_time: 0.031, memory: 5975, top1_acc: 0.9598, top5_acc: 0.9949, loss_cls: 0.1627, loss: 0.1627, grad_norm: 1.9565 2021-09-19 02:35:51,600 - mmaction - INFO - Epoch [2][440/746] lr: 1.000e-02, eta: 2:36:29, time: 1.186, data_time: 0.070, memory: 5975, top1_acc: 0.9625, top5_acc: 0.9957, loss_cls: 0.1457, loss: 0.1457, grad_norm: 1.9729 2021-09-19 02:36:15,657 - mmaction - INFO - Epoch [2][460/746] lr: 1.000e-02, eta: 2:36:04, time: 1.203, data_time: 0.010, memory: 5975, top1_acc: 0.9590, top5_acc: 0.9930, loss_cls: 0.1769, loss: 0.1769, grad_norm: 1.9560 2021-09-19 02:36:40,463 - mmaction - INFO - Epoch [2][480/746] lr: 1.000e-02, eta: 2:35:44, time: 1.240, data_time: 0.001, memory: 5975, top1_acc: 0.9563, top5_acc: 0.9930, loss_cls: 0.1641, loss: 0.1641, grad_norm: 2.0803 2021-09-19 02:37:04,095 - mmaction - INFO - Epoch [2][500/746] lr: 1.000e-02, eta: 2:35:16, time: 1.182, data_time: 0.033, memory: 5975, top1_acc: 0.9656, top5_acc: 0.9957, loss_cls: 0.1437, loss: 0.1437, grad_norm: 1.8781 2021-09-19 02:37:28,606 - mmaction - INFO - Epoch [2][520/746] lr: 1.000e-02, eta: 2:34:54, time: 1.226, data_time: 0.037, memory: 5975, top1_acc: 0.9664, top5_acc: 0.9949, loss_cls: 0.1475, loss: 0.1475, grad_norm: 1.8505 2021-09-19 02:37:52,604 - mmaction - INFO - Epoch [2][540/746] lr: 1.000e-02, eta: 2:34:29, time: 1.198, data_time: 0.001, memory: 5975, top1_acc: 0.9641, top5_acc: 0.9945, loss_cls: 0.1425, loss: 0.1425, grad_norm: 1.8921 2021-09-19 02:38:17,644 - mmaction - INFO - Epoch [2][560/746] lr: 1.000e-02, eta: 2:34:10, time: 1.253, data_time: 0.003, memory: 5975, top1_acc: 0.9594, top5_acc: 0.9957, loss_cls: 0.1595, loss: 0.1595, grad_norm: 2.1017 2021-09-19 02:38:39,519 - mmaction - INFO - Epoch [2][580/746] lr: 1.000e-02, eta: 2:33:32, time: 1.095, data_time: 0.353, memory: 5975, top1_acc: 0.9578, top5_acc: 0.9941, loss_cls: 0.1648, loss: 0.1648, grad_norm: 2.1563 2021-09-19 02:39:04,269 - mmaction - INFO - Epoch [2][600/746] lr: 1.000e-02, eta: 2:33:11, time: 1.237, data_time: 0.029, memory: 5975, top1_acc: 0.9598, top5_acc: 0.9965, loss_cls: 0.1507, loss: 0.1507, grad_norm: 2.0166 2021-09-19 02:39:27,078 - mmaction - INFO - Epoch [2][620/746] lr: 1.000e-02, eta: 2:32:40, time: 1.140, data_time: 0.001, memory: 5975, top1_acc: 0.9703, top5_acc: 0.9977, loss_cls: 0.1198, loss: 0.1198, grad_norm: 1.7570 2021-09-19 02:39:53,042 - mmaction - INFO - Epoch [2][640/746] lr: 1.000e-02, eta: 2:32:25, time: 1.298, data_time: 0.001, memory: 5975, top1_acc: 0.9664, top5_acc: 0.9945, loss_cls: 0.1386, loss: 0.1386, grad_norm: 1.8401 2021-09-19 02:40:16,778 - mmaction - INFO - Epoch [2][660/746] lr: 1.000e-02, eta: 2:31:59, time: 1.187, data_time: 0.001, memory: 5975, top1_acc: 0.9613, top5_acc: 0.9945, loss_cls: 0.1522, loss: 0.1522, grad_norm: 1.9766 2021-09-19 02:40:40,535 - mmaction - INFO - Epoch [2][680/746] lr: 1.000e-02, eta: 2:31:32, time: 1.188, data_time: 0.005, memory: 5975, top1_acc: 0.9613, top5_acc: 0.9953, loss_cls: 0.1536, loss: 0.1536, grad_norm: 2.2613 2021-09-19 02:41:05,505 - mmaction - INFO - Epoch [2][700/746] lr: 1.000e-02, eta: 2:31:12, time: 1.247, data_time: 0.012, memory: 5975, top1_acc: 0.9652, top5_acc: 0.9977, loss_cls: 0.1293, loss: 0.1293, grad_norm: 1.8040 2021-09-19 02:41:29,018 - mmaction - INFO - Epoch [2][720/746] lr: 1.000e-02, eta: 2:30:45, time: 1.178, data_time: 0.003, memory: 5975, top1_acc: 0.9613, top5_acc: 0.9965, loss_cls: 0.1488, loss: 0.1488, grad_norm: 2.0715 2021-09-19 02:41:52,069 - mmaction - INFO - Epoch [2][740/746] lr: 1.000e-02, eta: 2:30:15, time: 1.152, data_time: 0.237, memory: 5975, top1_acc: 0.9727, top5_acc: 0.9957, loss_cls: 0.1145, loss: 0.1145, grad_norm: 1.7868 2021-09-19 02:41:58,423 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-09-19 02:42:33,649 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-09-19 02:42:33,681 - mmaction - INFO - top1_acc 0.8435 top5_acc 0.9622 2021-09-19 02:42:33,681 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-09-19 02:42:33,685 - mmaction - INFO - mean_acc 0.8416 2021-09-19 02:42:33,753 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-09-19 02:42:33,753 - mmaction - INFO - Best top1_acc is 0.8435 at 2 epoch. 2021-09-19 02:42:33,755 - mmaction - INFO - Epoch(val) [2][30] top1_acc: 0.8435, top5_acc: 0.9622, mean_class_accuracy: 0.8416 2021-09-19 02:43:01,524 - mmaction - INFO - Epoch [3][20/746] lr: 1.000e-02, eta: 2:29:26, time: 1.388, data_time: 0.690, memory: 5975, top1_acc: 0.9652, top5_acc: 0.9961, loss_cls: 0.1382, loss: 0.1382, grad_norm: 1.9943 2021-09-19 02:43:23,335 - mmaction - INFO - Epoch [3][40/746] lr: 1.000e-02, eta: 2:28:51, time: 1.091, data_time: 0.370, memory: 5975, top1_acc: 0.9598, top5_acc: 0.9953, loss_cls: 0.1573, loss: 0.1573, grad_norm: 2.0214 2021-09-19 02:43:47,673 - mmaction - INFO - Epoch [3][60/746] lr: 1.000e-02, eta: 2:28:28, time: 1.217, data_time: 0.254, memory: 5975, top1_acc: 0.9715, top5_acc: 0.9969, loss_cls: 0.1187, loss: 0.1187, grad_norm: 1.6814 2021-09-19 02:44:11,931 - mmaction - INFO - Epoch [3][80/746] lr: 1.000e-02, eta: 2:28:05, time: 1.213, data_time: 0.645, memory: 5975, top1_acc: 0.9691, top5_acc: 0.9953, loss_cls: 0.1349, loss: 0.1349, grad_norm: 1.8660 2021-09-19 02:44:36,425 - mmaction - INFO - Epoch [3][100/746] lr: 1.000e-02, eta: 2:27:42, time: 1.225, data_time: 0.262, memory: 5975, top1_acc: 0.9770, top5_acc: 0.9965, loss_cls: 0.1066, loss: 0.1066, grad_norm: 1.7053 2021-09-19 02:45:00,525 - mmaction - INFO - Epoch [3][120/746] lr: 1.000e-02, eta: 2:27:18, time: 1.205, data_time: 0.021, memory: 5975, top1_acc: 0.9727, top5_acc: 0.9965, loss_cls: 0.1184, loss: 0.1184, grad_norm: 1.7942 2021-09-19 02:45:25,887 - mmaction - INFO - Epoch [3][140/746] lr: 1.000e-02, eta: 2:27:00, time: 1.268, data_time: 0.629, memory: 5975, top1_acc: 0.9688, top5_acc: 0.9965, loss_cls: 0.1265, loss: 0.1265, grad_norm: 1.9494 2021-09-19 02:45:48,161 - mmaction - INFO - Epoch [3][160/746] lr: 1.000e-02, eta: 2:26:28, time: 1.114, data_time: 0.146, memory: 5975, top1_acc: 0.9676, top5_acc: 0.9957, loss_cls: 0.1257, loss: 0.1257, grad_norm: 1.9130 2021-09-19 02:46:12,426 - mmaction - INFO - Epoch [3][180/746] lr: 1.000e-02, eta: 2:26:05, time: 1.212, data_time: 0.001, memory: 5975, top1_acc: 0.9742, top5_acc: 0.9977, loss_cls: 0.1113, loss: 0.1113, grad_norm: 1.8543 2021-09-19 02:46:35,198 - mmaction - INFO - Epoch [3][200/746] lr: 1.000e-02, eta: 2:25:35, time: 1.139, data_time: 0.002, memory: 5975, top1_acc: 0.9691, top5_acc: 0.9953, loss_cls: 0.1291, loss: 0.1291, grad_norm: 1.9216 2021-09-19 02:46:59,254 - mmaction - INFO - Epoch [3][220/746] lr: 1.000e-02, eta: 2:25:11, time: 1.203, data_time: 0.001, memory: 5975, top1_acc: 0.9688, top5_acc: 0.9957, loss_cls: 0.1326, loss: 0.1326, grad_norm: 1.8422 2021-09-19 02:47:22,888 - mmaction - INFO - Epoch [3][240/746] lr: 1.000e-02, eta: 2:24:45, time: 1.182, data_time: 0.401, memory: 5975, top1_acc: 0.9699, top5_acc: 0.9961, loss_cls: 0.1286, loss: 0.1286, grad_norm: 2.0218 2021-09-19 02:47:46,706 - mmaction - INFO - Epoch [3][260/746] lr: 1.000e-02, eta: 2:24:20, time: 1.190, data_time: 0.414, memory: 5975, top1_acc: 0.9711, top5_acc: 0.9949, loss_cls: 0.1324, loss: 0.1324, grad_norm: 1.9145 2021-09-19 02:48:11,002 - mmaction - INFO - Epoch [3][280/746] lr: 1.000e-02, eta: 2:23:57, time: 1.215, data_time: 0.001, memory: 5975, top1_acc: 0.9777, top5_acc: 0.9965, loss_cls: 0.1068, loss: 0.1068, grad_norm: 1.7261 2021-09-19 02:48:36,124 - mmaction - INFO - Epoch [3][300/746] lr: 1.000e-02, eta: 2:23:37, time: 1.256, data_time: 0.001, memory: 5975, top1_acc: 0.9789, top5_acc: 0.9957, loss_cls: 0.1017, loss: 0.1017, grad_norm: 1.5986 2021-09-19 02:49:00,062 - mmaction - INFO - Epoch [3][320/746] lr: 1.000e-02, eta: 2:23:12, time: 1.197, data_time: 0.001, memory: 5975, top1_acc: 0.9785, top5_acc: 0.9977, loss_cls: 0.1010, loss: 0.1010, grad_norm: 1.6346 2021-09-19 02:49:23,402 - mmaction - INFO - Epoch [3][340/746] lr: 1.000e-02, eta: 2:22:46, time: 1.167, data_time: 0.001, memory: 5975, top1_acc: 0.9691, top5_acc: 0.9957, loss_cls: 0.1130, loss: 0.1130, grad_norm: 1.8400 2021-09-19 02:49:47,893 - mmaction - INFO - Epoch [3][360/746] lr: 1.000e-02, eta: 2:22:23, time: 1.224, data_time: 0.001, memory: 5975, top1_acc: 0.9676, top5_acc: 0.9965, loss_cls: 0.1261, loss: 0.1261, grad_norm: 2.1197 2021-09-19 02:50:11,399 - mmaction - INFO - Epoch [3][380/746] lr: 1.000e-02, eta: 2:21:57, time: 1.175, data_time: 0.006, memory: 5975, top1_acc: 0.9746, top5_acc: 0.9930, loss_cls: 0.1162, loss: 0.1162, grad_norm: 1.8176 2021-09-19 02:50:36,304 - mmaction - INFO - Epoch [3][400/746] lr: 1.000e-02, eta: 2:21:36, time: 1.245, data_time: 0.001, memory: 5975, top1_acc: 0.9672, top5_acc: 0.9953, loss_cls: 0.1261, loss: 0.1261, grad_norm: 2.0461 2021-09-19 02:51:00,357 - mmaction - INFO - Epoch [3][420/746] lr: 1.000e-02, eta: 2:21:12, time: 1.203, data_time: 0.057, memory: 5975, top1_acc: 0.9727, top5_acc: 0.9957, loss_cls: 0.1026, loss: 0.1026, grad_norm: 1.7101 2021-09-19 02:51:23,994 - mmaction - INFO - Epoch [3][440/746] lr: 1.000e-02, eta: 2:20:46, time: 1.182, data_time: 0.001, memory: 5975, top1_acc: 0.9734, top5_acc: 0.9941, loss_cls: 0.1128, loss: 0.1128, grad_norm: 1.8730 2021-09-19 02:51:47,840 - mmaction - INFO - Epoch [3][460/746] lr: 1.000e-02, eta: 2:20:21, time: 1.192, data_time: 0.055, memory: 5975, top1_acc: 0.9758, top5_acc: 0.9961, loss_cls: 0.1014, loss: 0.1014, grad_norm: 1.7309 2021-09-19 02:52:12,325 - mmaction - INFO - Epoch [3][480/746] lr: 1.000e-02, eta: 2:19:59, time: 1.224, data_time: 0.229, memory: 5975, top1_acc: 0.9715, top5_acc: 0.9957, loss_cls: 0.1138, loss: 0.1138, grad_norm: 1.7323 2021-09-19 02:52:37,956 - mmaction - INFO - Epoch [3][500/746] lr: 1.000e-02, eta: 2:19:40, time: 1.282, data_time: 0.251, memory: 5975, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 0.1035, loss: 0.1035, grad_norm: 1.7601 2021-09-19 02:53:01,187 - mmaction - INFO - Epoch [3][520/746] lr: 1.000e-02, eta: 2:19:13, time: 1.161, data_time: 0.328, memory: 5975, top1_acc: 0.9703, top5_acc: 0.9961, loss_cls: 0.1115, loss: 0.1115, grad_norm: 1.8110 2021-09-19 02:53:26,058 - mmaction - INFO - Epoch [3][540/746] lr: 1.000e-02, eta: 2:18:52, time: 1.244, data_time: 0.089, memory: 5975, top1_acc: 0.9762, top5_acc: 0.9973, loss_cls: 0.0966, loss: 0.0966, grad_norm: 1.6454 2021-09-19 02:53:48,828 - mmaction - INFO - Epoch [3][560/746] lr: 1.000e-02, eta: 2:18:23, time: 1.138, data_time: 0.260, memory: 5975, top1_acc: 0.9734, top5_acc: 0.9977, loss_cls: 0.1010, loss: 0.1010, grad_norm: 1.9143 2021-09-19 02:54:12,132 - mmaction - INFO - Epoch [3][580/746] lr: 1.000e-02, eta: 2:17:57, time: 1.165, data_time: 0.272, memory: 5975, top1_acc: 0.9734, top5_acc: 0.9957, loss_cls: 0.1051, loss: 0.1051, grad_norm: 1.7130 2021-09-19 02:54:35,304 - mmaction - INFO - Epoch [3][600/746] lr: 1.000e-02, eta: 2:17:30, time: 1.159, data_time: 0.001, memory: 5975, top1_acc: 0.9746, top5_acc: 0.9973, loss_cls: 0.0963, loss: 0.0963, grad_norm: 1.9274 2021-09-19 02:54:59,596 - mmaction - INFO - Epoch [3][620/746] lr: 1.000e-02, eta: 2:17:07, time: 1.215, data_time: 0.001, memory: 5975, top1_acc: 0.9742, top5_acc: 0.9969, loss_cls: 0.1035, loss: 0.1035, grad_norm: 1.8411 2021-09-19 02:55:24,370 - mmaction - INFO - Epoch [3][640/746] lr: 1.000e-02, eta: 2:16:45, time: 1.239, data_time: 0.005, memory: 5975, top1_acc: 0.9758, top5_acc: 0.9957, loss_cls: 0.0996, loss: 0.0996, grad_norm: 1.7425 2021-09-19 02:55:48,654 - mmaction - INFO - Epoch [3][660/746] lr: 1.000e-02, eta: 2:16:21, time: 1.215, data_time: 0.202, memory: 5975, top1_acc: 0.9805, top5_acc: 0.9977, loss_cls: 0.0860, loss: 0.0860, grad_norm: 1.6908 2021-09-19 02:56:13,358 - mmaction - INFO - Epoch [3][680/746] lr: 1.000e-02, eta: 2:15:59, time: 1.235, data_time: 0.630, memory: 5975, top1_acc: 0.9809, top5_acc: 0.9988, loss_cls: 0.0841, loss: 0.0841, grad_norm: 1.5922 2021-09-19 02:56:36,635 - mmaction - INFO - Epoch [3][700/746] lr: 1.000e-02, eta: 2:15:33, time: 1.164, data_time: 0.086, memory: 5975, top1_acc: 0.9727, top5_acc: 0.9961, loss_cls: 0.1029, loss: 0.1029, grad_norm: 1.8301 2021-09-19 02:57:01,307 - mmaction - INFO - Epoch [3][720/746] lr: 1.000e-02, eta: 2:15:11, time: 1.234, data_time: 0.001, memory: 5975, top1_acc: 0.9812, top5_acc: 0.9984, loss_cls: 0.0839, loss: 0.0839, grad_norm: 1.7452 2021-09-19 02:57:24,091 - mmaction - INFO - Epoch [3][740/746] lr: 1.000e-02, eta: 2:14:43, time: 1.139, data_time: 0.001, memory: 5975, top1_acc: 0.9734, top5_acc: 0.9945, loss_cls: 0.1102, loss: 0.1102, grad_norm: 1.8540 2021-09-19 02:57:29,096 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-09-19 02:58:03,624 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-09-19 02:58:03,661 - mmaction - INFO - top1_acc 0.8443 top5_acc 0.9556 2021-09-19 02:58:03,661 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-09-19 02:58:03,664 - mmaction - INFO - mean_acc 0.8415 2021-09-19 02:58:03,743 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2021-09-19 02:58:03,743 - mmaction - INFO - Best top1_acc is 0.8443 at 3 epoch. 2021-09-19 02:58:03,745 - mmaction - INFO - Epoch(val) [3][30] top1_acc: 0.8443, top5_acc: 0.9556, mean_class_accuracy: 0.8415 2021-09-19 02:58:32,893 - mmaction - INFO - Epoch [4][20/746] lr: 1.000e-02, eta: 2:14:05, time: 1.456, data_time: 0.417, memory: 5975, top1_acc: 0.9750, top5_acc: 0.9961, loss_cls: 0.0999, loss: 0.0999, grad_norm: 1.7302 2021-09-19 02:58:57,757 - mmaction - INFO - Epoch [4][40/746] lr: 1.000e-02, eta: 2:13:43, time: 1.244, data_time: 0.002, memory: 5975, top1_acc: 0.9746, top5_acc: 0.9961, loss_cls: 0.1067, loss: 0.1067, grad_norm: 1.8562 2021-09-19 02:59:21,068 - mmaction - INFO - Epoch [4][60/746] lr: 1.000e-02, eta: 2:13:17, time: 1.167, data_time: 0.006, memory: 5975, top1_acc: 0.9793, top5_acc: 0.9977, loss_cls: 0.0950, loss: 0.0950, grad_norm: 1.7162 2021-09-19 02:59:45,943 - mmaction - INFO - Epoch [4][80/746] lr: 1.000e-02, eta: 2:12:56, time: 1.243, data_time: 0.001, memory: 5975, top1_acc: 0.9781, top5_acc: 0.9957, loss_cls: 0.0910, loss: 0.0910, grad_norm: 1.6071 2021-09-19 03:00:09,529 - mmaction - INFO - Epoch [4][100/746] lr: 1.000e-02, eta: 2:12:30, time: 1.180, data_time: 0.075, memory: 5975, top1_acc: 0.9762, top5_acc: 0.9957, loss_cls: 0.1078, loss: 0.1078, grad_norm: 1.7947 2021-09-19 03:00:36,744 - mmaction - INFO - Epoch [4][120/746] lr: 1.000e-02, eta: 2:12:15, time: 1.361, data_time: 0.858, memory: 5975, top1_acc: 0.9793, top5_acc: 0.9977, loss_cls: 0.0836, loss: 0.0836, grad_norm: 1.6137 2021-09-19 03:00:57,757 - mmaction - INFO - Epoch [4][140/746] lr: 1.000e-02, eta: 2:11:43, time: 1.050, data_time: 0.445, memory: 5975, top1_acc: 0.9816, top5_acc: 0.9973, loss_cls: 0.0810, loss: 0.0810, grad_norm: 1.5645 2021-09-19 03:01:22,726 - mmaction - INFO - Epoch [4][160/746] lr: 1.000e-02, eta: 2:11:21, time: 1.248, data_time: 0.010, memory: 5975, top1_acc: 0.9738, top5_acc: 0.9957, loss_cls: 0.1001, loss: 0.1001, grad_norm: 1.8366 2021-09-19 03:01:45,698 - mmaction - INFO - Epoch [4][180/746] lr: 1.000e-02, eta: 2:10:54, time: 1.147, data_time: 0.001, memory: 5975, top1_acc: 0.9777, top5_acc: 0.9977, loss_cls: 0.0907, loss: 0.0907, grad_norm: 1.7390 2021-09-19 03:02:08,101 - mmaction - INFO - Epoch [4][200/746] lr: 1.000e-02, eta: 2:10:26, time: 1.122, data_time: 0.129, memory: 5975, top1_acc: 0.9766, top5_acc: 0.9969, loss_cls: 0.0927, loss: 0.0927, grad_norm: 1.7484 2021-09-19 03:02:30,702 - mmaction - INFO - Epoch [4][220/746] lr: 1.000e-02, eta: 2:09:58, time: 1.130, data_time: 0.013, memory: 5975, top1_acc: 0.9770, top5_acc: 0.9969, loss_cls: 0.1005, loss: 0.1005, grad_norm: 1.8983 2021-09-19 03:02:53,895 - mmaction - INFO - Epoch [4][240/746] lr: 1.000e-02, eta: 2:09:32, time: 1.160, data_time: 0.346, memory: 5975, top1_acc: 0.9828, top5_acc: 0.9969, loss_cls: 0.0744, loss: 0.0744, grad_norm: 1.6198 2021-09-19 03:03:17,268 - mmaction - INFO - Epoch [4][260/746] lr: 1.000e-02, eta: 2:09:06, time: 1.169, data_time: 0.329, memory: 5975, top1_acc: 0.9727, top5_acc: 0.9945, loss_cls: 0.1068, loss: 0.1068, grad_norm: 1.9296 2021-09-19 03:03:40,557 - mmaction - INFO - Epoch [4][280/746] lr: 1.000e-02, eta: 2:08:40, time: 1.164, data_time: 0.005, memory: 5975, top1_acc: 0.9809, top5_acc: 0.9977, loss_cls: 0.0876, loss: 0.0876, grad_norm: 1.6423 2021-09-19 03:04:02,722 - mmaction - INFO - Epoch [4][300/746] lr: 1.000e-02, eta: 2:08:12, time: 1.109, data_time: 0.075, memory: 5975, top1_acc: 0.9848, top5_acc: 0.9988, loss_cls: 0.0648, loss: 0.0648, grad_norm: 1.4749 2021-09-19 03:04:27,438 - mmaction - INFO - Epoch [4][320/746] lr: 1.000e-02, eta: 2:07:49, time: 1.235, data_time: 0.079, memory: 5975, top1_acc: 0.9812, top5_acc: 0.9977, loss_cls: 0.0769, loss: 0.0769, grad_norm: 1.6234 2021-09-19 03:04:49,796 - mmaction - INFO - Epoch [4][340/746] lr: 1.000e-02, eta: 2:07:21, time: 1.118, data_time: 0.213, memory: 5975, top1_acc: 0.9832, top5_acc: 0.9957, loss_cls: 0.0835, loss: 0.0835, grad_norm: 1.6273 2021-09-19 03:05:13,564 - mmaction - INFO - Epoch [4][360/746] lr: 1.000e-02, eta: 2:06:57, time: 1.188, data_time: 0.000, memory: 5975, top1_acc: 0.9801, top5_acc: 0.9980, loss_cls: 0.0792, loss: 0.0792, grad_norm: 1.5633 2021-09-19 03:05:38,639 - mmaction - INFO - Epoch [4][380/746] lr: 1.000e-02, eta: 2:06:36, time: 1.253, data_time: 0.413, memory: 5975, top1_acc: 0.9812, top5_acc: 0.9977, loss_cls: 0.0801, loss: 0.0801, grad_norm: 1.7158 2021-09-19 03:06:02,557 - mmaction - INFO - Epoch [4][400/746] lr: 1.000e-02, eta: 2:06:11, time: 1.196, data_time: 0.703, memory: 5975, top1_acc: 0.9816, top5_acc: 0.9965, loss_cls: 0.0819, loss: 0.0819, grad_norm: 1.4451 2021-09-19 03:06:25,856 - mmaction - INFO - Epoch [4][420/746] lr: 1.000e-02, eta: 2:05:46, time: 1.165, data_time: 0.081, memory: 5975, top1_acc: 0.9789, top5_acc: 0.9965, loss_cls: 0.0849, loss: 0.0849, grad_norm: 1.6480 2021-09-19 03:06:50,993 - mmaction - INFO - Epoch [4][440/746] lr: 1.000e-02, eta: 2:05:25, time: 1.257, data_time: 0.001, memory: 5975, top1_acc: 0.9812, top5_acc: 0.9969, loss_cls: 0.0783, loss: 0.0783, grad_norm: 1.6637 2021-09-19 03:07:14,367 - mmaction - INFO - Epoch [4][460/746] lr: 1.000e-02, eta: 2:04:59, time: 1.168, data_time: 0.001, memory: 5975, top1_acc: 0.9836, top5_acc: 0.9980, loss_cls: 0.0748, loss: 0.0748, grad_norm: 1.6639 2021-09-19 03:07:39,190 - mmaction - INFO - Epoch [4][480/746] lr: 1.000e-02, eta: 2:04:37, time: 1.241, data_time: 0.001, memory: 5975, top1_acc: 0.9820, top5_acc: 0.9977, loss_cls: 0.0827, loss: 0.0827, grad_norm: 1.8027 2021-09-19 03:08:02,271 - mmaction - INFO - Epoch [4][500/746] lr: 1.000e-02, eta: 2:04:11, time: 1.154, data_time: 0.066, memory: 5975, top1_acc: 0.9824, top5_acc: 0.9969, loss_cls: 0.0777, loss: 0.0777, grad_norm: 1.5757 2021-09-19 03:08:25,388 - mmaction - INFO - Epoch [4][520/746] lr: 1.000e-02, eta: 2:03:45, time: 1.156, data_time: 0.060, memory: 5975, top1_acc: 0.9840, top5_acc: 0.9984, loss_cls: 0.0709, loss: 0.0709, grad_norm: 1.6261 2021-09-19 03:08:50,365 - mmaction - INFO - Epoch [4][540/746] lr: 1.000e-02, eta: 2:03:23, time: 1.249, data_time: 0.054, memory: 5975, top1_acc: 0.9812, top5_acc: 0.9945, loss_cls: 0.0860, loss: 0.0860, grad_norm: 1.5347 2021-09-19 03:09:16,087 - mmaction - INFO - Epoch [4][560/746] lr: 1.000e-02, eta: 2:03:03, time: 1.286, data_time: 0.000, memory: 5975, top1_acc: 0.9844, top5_acc: 0.9984, loss_cls: 0.0641, loss: 0.0641, grad_norm: 1.3512 2021-09-19 03:09:39,813 - mmaction - INFO - Epoch [4][580/746] lr: 1.000e-02, eta: 2:02:39, time: 1.186, data_time: 0.001, memory: 5975, top1_acc: 0.9836, top5_acc: 0.9980, loss_cls: 0.0714, loss: 0.0714, grad_norm: 1.5407 2021-09-19 03:10:02,334 - mmaction - INFO - Epoch [4][600/746] lr: 1.000e-02, eta: 2:02:11, time: 1.126, data_time: 0.227, memory: 5975, top1_acc: 0.9809, top5_acc: 0.9969, loss_cls: 0.0857, loss: 0.0857, grad_norm: 1.7425 2021-09-19 03:10:24,701 - mmaction - INFO - Epoch [4][620/746] lr: 1.000e-02, eta: 2:01:44, time: 1.119, data_time: 0.061, memory: 5975, top1_acc: 0.9844, top5_acc: 0.9977, loss_cls: 0.0685, loss: 0.0685, grad_norm: 1.5036 2021-09-19 03:10:50,547 - mmaction - INFO - Epoch [4][640/746] lr: 1.000e-02, eta: 2:01:24, time: 1.292, data_time: 0.359, memory: 5975, top1_acc: 0.9809, top5_acc: 0.9961, loss_cls: 0.0800, loss: 0.0800, grad_norm: 1.6681 2021-09-19 03:11:15,701 - mmaction - INFO - Epoch [4][660/746] lr: 1.000e-02, eta: 2:01:02, time: 1.258, data_time: 0.737, memory: 5975, top1_acc: 0.9797, top5_acc: 0.9957, loss_cls: 0.0820, loss: 0.0820, grad_norm: 1.6551 2021-09-19 03:11:39,290 - mmaction - INFO - Epoch [4][680/746] lr: 1.000e-02, eta: 2:00:38, time: 1.179, data_time: 0.394, memory: 5975, top1_acc: 0.9781, top5_acc: 0.9984, loss_cls: 0.0810, loss: 0.0810, grad_norm: 1.5951 2021-09-19 03:12:03,768 - mmaction - INFO - Epoch [4][700/746] lr: 1.000e-02, eta: 2:00:15, time: 1.224, data_time: 0.137, memory: 5975, top1_acc: 0.9820, top5_acc: 0.9973, loss_cls: 0.0719, loss: 0.0719, grad_norm: 1.4719 2021-09-19 03:12:27,522 - mmaction - INFO - Epoch [4][720/746] lr: 1.000e-02, eta: 1:59:50, time: 1.187, data_time: 0.258, memory: 5975, top1_acc: 0.9848, top5_acc: 0.9980, loss_cls: 0.0681, loss: 0.0681, grad_norm: 1.5009 2021-09-19 03:12:51,961 - mmaction - INFO - Epoch [4][740/746] lr: 1.000e-02, eta: 1:59:27, time: 1.222, data_time: 0.005, memory: 5975, top1_acc: 0.9797, top5_acc: 0.9969, loss_cls: 0.0896, loss: 0.0896, grad_norm: 1.8183 2021-09-19 03:12:56,830 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-09-19 03:13:31,702 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-09-19 03:13:31,734 - mmaction - INFO - top1_acc 0.8358 top5_acc 0.9596 2021-09-19 03:13:31,734 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-09-19 03:13:31,738 - mmaction - INFO - mean_acc 0.8335 2021-09-19 03:13:31,739 - mmaction - INFO - Epoch(val) [4][30] top1_acc: 0.8358, top5_acc: 0.9596, mean_class_accuracy: 0.8335 2021-09-19 03:13:58,416 - mmaction - INFO - Epoch [5][20/746] lr: 1.000e-02, eta: 1:58:47, time: 1.334, data_time: 0.365, memory: 5975, top1_acc: 0.9766, top5_acc: 0.9965, loss_cls: 0.0918, loss: 0.0918, grad_norm: 1.8786 2021-09-19 03:14:22,179 - mmaction - INFO - Epoch [5][40/746] lr: 1.000e-02, eta: 1:58:22, time: 1.188, data_time: 0.001, memory: 5975, top1_acc: 0.9770, top5_acc: 0.9957, loss_cls: 0.0944, loss: 0.0944, grad_norm: 1.8501 2021-09-19 03:14:44,717 - mmaction - INFO - Epoch [5][60/746] lr: 1.000e-02, eta: 1:57:56, time: 1.127, data_time: 0.008, memory: 5975, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.0755, loss: 0.0755, grad_norm: 1.5185 2021-09-19 03:15:09,235 - mmaction - INFO - Epoch [5][80/746] lr: 1.000e-02, eta: 1:57:33, time: 1.225, data_time: 0.280, memory: 5975, top1_acc: 0.9773, top5_acc: 0.9977, loss_cls: 0.0843, loss: 0.0843, grad_norm: 1.8624 2021-09-19 03:15:32,645 - mmaction - INFO - Epoch [5][100/746] lr: 1.000e-02, eta: 1:57:08, time: 1.170, data_time: 0.095, memory: 5975, top1_acc: 0.9793, top5_acc: 0.9988, loss_cls: 0.0688, loss: 0.0688, grad_norm: 1.6668 2021-09-19 03:15:56,416 - mmaction - INFO - Epoch [5][120/746] lr: 1.000e-02, eta: 1:56:44, time: 1.189, data_time: 0.002, memory: 5975, top1_acc: 0.9805, top5_acc: 0.9961, loss_cls: 0.0811, loss: 0.0811, grad_norm: 1.5495 2021-09-19 03:16:21,816 - mmaction - INFO - Epoch [5][140/746] lr: 1.000e-02, eta: 1:56:22, time: 1.270, data_time: 0.001, memory: 5975, top1_acc: 0.9828, top5_acc: 0.9992, loss_cls: 0.0701, loss: 0.0701, grad_norm: 1.6221 2021-09-19 03:16:44,945 - mmaction - INFO - Epoch [5][160/746] lr: 1.000e-02, eta: 1:55:57, time: 1.157, data_time: 0.001, memory: 5975, top1_acc: 0.9863, top5_acc: 0.9961, loss_cls: 0.0682, loss: 0.0682, grad_norm: 1.4033 2021-09-19 03:17:08,234 - mmaction - INFO - Epoch [5][180/746] lr: 1.000e-02, eta: 1:55:32, time: 1.164, data_time: 0.175, memory: 5975, top1_acc: 0.9828, top5_acc: 0.9988, loss_cls: 0.0681, loss: 0.0681, grad_norm: 1.7094 2021-09-19 03:17:30,845 - mmaction - INFO - Epoch [5][200/746] lr: 1.000e-02, eta: 1:55:05, time: 1.131, data_time: 0.092, memory: 5975, top1_acc: 0.9789, top5_acc: 0.9984, loss_cls: 0.0819, loss: 0.0819, grad_norm: 1.7260 2021-09-19 03:17:54,389 - mmaction - INFO - Epoch [5][220/746] lr: 1.000e-02, eta: 1:54:41, time: 1.177, data_time: 0.001, memory: 5975, top1_acc: 0.9848, top5_acc: 0.9977, loss_cls: 0.0712, loss: 0.0712, grad_norm: 1.7184 2021-09-19 03:18:18,918 - mmaction - INFO - Epoch [5][240/746] lr: 1.000e-02, eta: 1:54:18, time: 1.226, data_time: 0.001, memory: 5975, top1_acc: 0.9797, top5_acc: 0.9969, loss_cls: 0.0778, loss: 0.0778, grad_norm: 1.8046 2021-09-19 03:18:40,822 - mmaction - INFO - Epoch [5][260/746] lr: 1.000e-02, eta: 1:53:50, time: 1.094, data_time: 0.001, memory: 5975, top1_acc: 0.9836, top5_acc: 0.9980, loss_cls: 0.0673, loss: 0.0673, grad_norm: 1.6699 2021-09-19 03:19:05,422 - mmaction - INFO - Epoch [5][280/746] lr: 1.000e-02, eta: 1:53:27, time: 1.231, data_time: 0.002, memory: 5975, top1_acc: 0.9863, top5_acc: 0.9992, loss_cls: 0.0611, loss: 0.0611, grad_norm: 1.5031 2021-09-19 03:19:29,904 - mmaction - INFO - Epoch [5][300/746] lr: 1.000e-02, eta: 1:53:04, time: 1.224, data_time: 0.292, memory: 5975, top1_acc: 0.9828, top5_acc: 0.9984, loss_cls: 0.0739, loss: 0.0739, grad_norm: 1.6542 2021-09-19 03:19:52,779 - mmaction - INFO - Epoch [5][320/746] lr: 1.000e-02, eta: 1:52:39, time: 1.144, data_time: 0.010, memory: 5975, top1_acc: 0.9824, top5_acc: 0.9969, loss_cls: 0.0741, loss: 0.0741, grad_norm: 1.7348 2021-09-19 03:20:16,661 - mmaction - INFO - Epoch [5][340/746] lr: 1.000e-02, eta: 1:52:15, time: 1.194, data_time: 0.009, memory: 5975, top1_acc: 0.9773, top5_acc: 0.9953, loss_cls: 0.0875, loss: 0.0875, grad_norm: 1.8029 2021-09-19 03:20:40,578 - mmaction - INFO - Epoch [5][360/746] lr: 1.000e-02, eta: 1:51:51, time: 1.196, data_time: 0.022, memory: 5975, top1_acc: 0.9832, top5_acc: 0.9980, loss_cls: 0.0645, loss: 0.0645, grad_norm: 1.5191 2021-09-19 03:21:06,353 - mmaction - INFO - Epoch [5][380/746] lr: 1.000e-02, eta: 1:51:30, time: 1.288, data_time: 0.411, memory: 5975, top1_acc: 0.9887, top5_acc: 0.9980, loss_cls: 0.0524, loss: 0.0524, grad_norm: 1.4763 2021-09-19 03:21:29,926 - mmaction - INFO - Epoch [5][400/746] lr: 1.000e-02, eta: 1:51:05, time: 1.179, data_time: 0.210, memory: 5975, top1_acc: 0.9848, top5_acc: 0.9980, loss_cls: 0.0632, loss: 0.0632, grad_norm: 1.6298 2021-09-19 03:21:53,668 - mmaction - INFO - Epoch [5][420/746] lr: 1.000e-02, eta: 1:50:41, time: 1.185, data_time: 0.003, memory: 5975, top1_acc: 0.9824, top5_acc: 0.9980, loss_cls: 0.0715, loss: 0.0715, grad_norm: 1.6376 2021-09-19 03:22:16,367 - mmaction - INFO - Epoch [5][440/746] lr: 1.000e-02, eta: 1:50:15, time: 1.137, data_time: 0.199, memory: 5975, top1_acc: 0.9844, top5_acc: 0.9977, loss_cls: 0.0703, loss: 0.0703, grad_norm: 1.5372 2021-09-19 03:22:42,172 - mmaction - INFO - Epoch [5][460/746] lr: 1.000e-02, eta: 1:49:54, time: 1.290, data_time: 0.134, memory: 5975, top1_acc: 0.9844, top5_acc: 0.9984, loss_cls: 0.0660, loss: 0.0660, grad_norm: 1.7563 2021-09-19 03:23:05,826 - mmaction - INFO - Epoch [5][480/746] lr: 1.000e-02, eta: 1:49:30, time: 1.183, data_time: 0.453, memory: 5975, top1_acc: 0.9816, top5_acc: 0.9973, loss_cls: 0.0737, loss: 0.0737, grad_norm: 1.6478 2021-09-19 03:23:28,832 - mmaction - INFO - Epoch [5][500/746] lr: 1.000e-02, eta: 1:49:04, time: 1.150, data_time: 0.109, memory: 5975, top1_acc: 0.9859, top5_acc: 0.9969, loss_cls: 0.0677, loss: 0.0677, grad_norm: 1.5124 2021-09-19 03:23:53,993 - mmaction - INFO - Epoch [5][520/746] lr: 1.000e-02, eta: 1:48:42, time: 1.258, data_time: 0.001, memory: 5975, top1_acc: 0.9855, top5_acc: 0.9977, loss_cls: 0.0651, loss: 0.0651, grad_norm: 1.5444 2021-09-19 03:24:16,620 - mmaction - INFO - Epoch [5][540/746] lr: 1.000e-02, eta: 1:48:16, time: 1.131, data_time: 0.004, memory: 5975, top1_acc: 0.9801, top5_acc: 0.9973, loss_cls: 0.0808, loss: 0.0808, grad_norm: 1.8917 2021-09-19 03:24:40,516 - mmaction - INFO - Epoch [5][560/746] lr: 1.000e-02, eta: 1:47:52, time: 1.195, data_time: 0.011, memory: 5975, top1_acc: 0.9824, top5_acc: 0.9969, loss_cls: 0.0787, loss: 0.0787, grad_norm: 1.6832 2021-09-19 03:25:04,304 - mmaction - INFO - Epoch [5][580/746] lr: 1.000e-02, eta: 1:47:28, time: 1.189, data_time: 0.521, memory: 5975, top1_acc: 0.9863, top5_acc: 0.9977, loss_cls: 0.0626, loss: 0.0626, grad_norm: 1.4790 2021-09-19 03:25:29,749 - mmaction - INFO - Epoch [5][600/746] lr: 1.000e-02, eta: 1:47:06, time: 1.272, data_time: 0.772, memory: 5975, top1_acc: 0.9863, top5_acc: 0.9980, loss_cls: 0.0608, loss: 0.0608, grad_norm: 1.3903 2021-09-19 03:25:54,701 - mmaction - INFO - Epoch [5][620/746] lr: 1.000e-02, eta: 1:46:44, time: 1.248, data_time: 0.691, memory: 5975, top1_acc: 0.9887, top5_acc: 1.0000, loss_cls: 0.0534, loss: 0.0534, grad_norm: 1.4652 2021-09-19 03:26:17,551 - mmaction - INFO - Epoch [5][640/746] lr: 1.000e-02, eta: 1:46:18, time: 1.142, data_time: 0.221, memory: 5975, top1_acc: 0.9883, top5_acc: 0.9977, loss_cls: 0.0590, loss: 0.0590, grad_norm: 1.5602 2021-09-19 03:26:43,203 - mmaction - INFO - Epoch [5][660/746] lr: 1.000e-02, eta: 1:45:57, time: 1.282, data_time: 0.161, memory: 5975, top1_acc: 0.9836, top5_acc: 0.9980, loss_cls: 0.0672, loss: 0.0672, grad_norm: 1.6068 2021-09-19 03:27:05,231 - mmaction - INFO - Epoch [5][680/746] lr: 1.000e-02, eta: 1:45:30, time: 1.102, data_time: 0.081, memory: 5975, top1_acc: 0.9848, top5_acc: 0.9969, loss_cls: 0.0640, loss: 0.0640, grad_norm: 1.5464 2021-09-19 03:27:30,288 - mmaction - INFO - Epoch [5][700/746] lr: 1.000e-02, eta: 1:45:08, time: 1.253, data_time: 0.059, memory: 5975, top1_acc: 0.9855, top5_acc: 0.9980, loss_cls: 0.0641, loss: 0.0641, grad_norm: 1.5756 2021-09-19 03:27:54,614 - mmaction - INFO - Epoch [5][720/746] lr: 1.000e-02, eta: 1:44:44, time: 1.216, data_time: 0.001, memory: 5975, top1_acc: 0.9848, top5_acc: 0.9980, loss_cls: 0.0581, loss: 0.0581, grad_norm: 1.4425 2021-09-19 03:28:16,618 - mmaction - INFO - Epoch [5][740/746] lr: 1.000e-02, eta: 1:44:18, time: 1.100, data_time: 0.154, memory: 5975, top1_acc: 0.9824, top5_acc: 0.9980, loss_cls: 0.0654, loss: 0.0654, grad_norm: 1.6276 2021-09-19 03:28:21,953 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-09-19 03:28:57,095 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-09-19 03:28:57,126 - mmaction - INFO - top1_acc 0.8454 top5_acc 0.9588 2021-09-19 03:28:57,126 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-09-19 03:28:57,130 - mmaction - INFO - mean_acc 0.8424 2021-09-19 03:28:57,194 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2021-09-19 03:28:57,195 - mmaction - INFO - Best top1_acc is 0.8454 at 5 epoch. 2021-09-19 03:28:57,196 - mmaction - INFO - Epoch(val) [5][30] top1_acc: 0.8454, top5_acc: 0.9588, mean_class_accuracy: 0.8424 2021-09-19 03:29:25,058 - mmaction - INFO - Epoch [6][20/746] lr: 1.000e-02, eta: 1:43:42, time: 1.393, data_time: 0.282, memory: 5975, top1_acc: 0.9797, top5_acc: 0.9969, loss_cls: 0.0812, loss: 0.0812, grad_norm: 1.7131 2021-09-19 03:29:48,550 - mmaction - INFO - Epoch [6][40/746] lr: 1.000e-02, eta: 1:43:18, time: 1.174, data_time: 0.281, memory: 5975, top1_acc: 0.9863, top5_acc: 0.9988, loss_cls: 0.0603, loss: 0.0603, grad_norm: 1.4994 2021-09-19 03:30:13,188 - mmaction - INFO - Epoch [6][60/746] lr: 1.000e-02, eta: 1:42:55, time: 1.232, data_time: 0.323, memory: 5975, top1_acc: 0.9879, top5_acc: 0.9992, loss_cls: 0.0598, loss: 0.0598, grad_norm: 1.4570 2021-09-19 03:30:35,770 - mmaction - INFO - Epoch [6][80/746] lr: 1.000e-02, eta: 1:42:29, time: 1.129, data_time: 0.332, memory: 5975, top1_acc: 0.9840, top5_acc: 0.9977, loss_cls: 0.0691, loss: 0.0691, grad_norm: 1.4562 2021-09-19 03:31:00,040 - mmaction - INFO - Epoch [6][100/746] lr: 1.000e-02, eta: 1:42:05, time: 1.212, data_time: 0.073, memory: 5975, top1_acc: 0.9824, top5_acc: 0.9984, loss_cls: 0.0649, loss: 0.0649, grad_norm: 1.5719 2021-09-19 03:31:24,217 - mmaction - INFO - Epoch [6][120/746] lr: 1.000e-02, eta: 1:41:42, time: 1.210, data_time: 0.002, memory: 5975, top1_acc: 0.9891, top5_acc: 0.9977, loss_cls: 0.0627, loss: 0.0627, grad_norm: 1.2977 2021-09-19 03:31:45,916 - mmaction - INFO - Epoch [6][140/746] lr: 1.000e-02, eta: 1:41:15, time: 1.085, data_time: 0.023, memory: 5975, top1_acc: 0.9895, top5_acc: 0.9980, loss_cls: 0.0584, loss: 0.0584, grad_norm: 1.3428 2021-09-19 03:32:10,233 - mmaction - INFO - Epoch [6][160/746] lr: 1.000e-02, eta: 1:40:52, time: 1.216, data_time: 0.242, memory: 5975, top1_acc: 0.9863, top5_acc: 0.9973, loss_cls: 0.0613, loss: 0.0613, grad_norm: 1.3436 2021-09-19 03:32:34,661 - mmaction - INFO - Epoch [6][180/746] lr: 1.000e-02, eta: 1:40:28, time: 1.221, data_time: 0.427, memory: 5975, top1_acc: 0.9867, top5_acc: 0.9980, loss_cls: 0.0604, loss: 0.0604, grad_norm: 1.5002 2021-09-19 03:32:56,907 - mmaction - INFO - Epoch [6][200/746] lr: 1.000e-02, eta: 1:40:02, time: 1.113, data_time: 0.192, memory: 5975, top1_acc: 0.9891, top5_acc: 0.9984, loss_cls: 0.0557, loss: 0.0557, grad_norm: 1.3048 2021-09-19 03:33:22,574 - mmaction - INFO - Epoch [6][220/746] lr: 1.000e-02, eta: 1:39:41, time: 1.283, data_time: 0.561, memory: 5975, top1_acc: 0.9797, top5_acc: 0.9977, loss_cls: 0.0774, loss: 0.0774, grad_norm: 1.7449 2021-09-19 03:33:45,463 - mmaction - INFO - Epoch [6][240/746] lr: 1.000e-02, eta: 1:39:15, time: 1.144, data_time: 0.446, memory: 5975, top1_acc: 0.9871, top5_acc: 0.9980, loss_cls: 0.0601, loss: 0.0601, grad_norm: 1.5047 2021-09-19 03:34:09,112 - mmaction - INFO - Epoch [6][260/746] lr: 1.000e-02, eta: 1:38:51, time: 1.183, data_time: 0.387, memory: 5975, top1_acc: 0.9844, top5_acc: 0.9977, loss_cls: 0.0636, loss: 0.0636, grad_norm: 1.5157 2021-09-19 03:34:31,933 - mmaction - INFO - Epoch [6][280/746] lr: 1.000e-02, eta: 1:38:26, time: 1.141, data_time: 0.588, memory: 5975, top1_acc: 0.9824, top5_acc: 0.9977, loss_cls: 0.0704, loss: 0.0704, grad_norm: 1.5458 2021-09-19 03:34:56,535 - mmaction - INFO - Epoch [6][300/746] lr: 1.000e-02, eta: 1:38:03, time: 1.228, data_time: 0.480, memory: 5975, top1_acc: 0.9840, top5_acc: 0.9973, loss_cls: 0.0590, loss: 0.0590, grad_norm: 1.5875 2021-09-19 03:35:20,287 - mmaction - INFO - Epoch [6][320/746] lr: 1.000e-02, eta: 1:37:39, time: 1.189, data_time: 0.002, memory: 5975, top1_acc: 0.9871, top5_acc: 0.9992, loss_cls: 0.0593, loss: 0.0593, grad_norm: 1.5497 2021-09-19 03:35:44,864 - mmaction - INFO - Epoch [6][340/746] lr: 1.000e-02, eta: 1:37:16, time: 1.229, data_time: 0.095, memory: 5975, top1_acc: 0.9871, top5_acc: 0.9988, loss_cls: 0.0560, loss: 0.0560, grad_norm: 1.4869 2021-09-19 03:36:08,653 - mmaction - INFO - Epoch [6][360/746] lr: 1.000e-02, eta: 1:36:52, time: 1.190, data_time: 0.067, memory: 5975, top1_acc: 0.9785, top5_acc: 0.9980, loss_cls: 0.0834, loss: 0.0834, grad_norm: 1.8655 2021-09-19 03:36:32,296 - mmaction - INFO - Epoch [6][380/746] lr: 1.000e-02, eta: 1:36:27, time: 1.180, data_time: 0.000, memory: 5975, top1_acc: 0.9863, top5_acc: 0.9973, loss_cls: 0.0575, loss: 0.0575, grad_norm: 1.4453 2021-09-19 03:36:56,319 - mmaction - INFO - Epoch [6][400/746] lr: 1.000e-02, eta: 1:36:04, time: 1.202, data_time: 0.432, memory: 5975, top1_acc: 0.9832, top5_acc: 0.9984, loss_cls: 0.0679, loss: 0.0679, grad_norm: 1.6906 2021-09-19 03:37:20,118 - mmaction - INFO - Epoch [6][420/746] lr: 1.000e-02, eta: 1:35:40, time: 1.190, data_time: 0.639, memory: 5975, top1_acc: 0.9883, top5_acc: 0.9988, loss_cls: 0.0499, loss: 0.0499, grad_norm: 1.4365 2021-09-19 03:37:44,373 - mmaction - INFO - Epoch [6][440/746] lr: 1.000e-02, eta: 1:35:16, time: 1.213, data_time: 0.345, memory: 5975, top1_acc: 0.9902, top5_acc: 0.9988, loss_cls: 0.0446, loss: 0.0446, grad_norm: 1.1775 2021-09-19 03:38:08,464 - mmaction - INFO - Epoch [6][460/746] lr: 1.000e-02, eta: 1:34:52, time: 1.204, data_time: 0.001, memory: 5975, top1_acc: 0.9852, top5_acc: 0.9988, loss_cls: 0.0528, loss: 0.0528, grad_norm: 1.3683 2021-09-19 03:38:32,237 - mmaction - INFO - Epoch [6][480/746] lr: 1.000e-02, eta: 1:34:28, time: 1.189, data_time: 0.583, memory: 5975, top1_acc: 0.9898, top5_acc: 0.9961, loss_cls: 0.0543, loss: 0.0543, grad_norm: 1.1568 2021-09-19 03:38:56,189 - mmaction - INFO - Epoch [6][500/746] lr: 1.000e-02, eta: 1:34:04, time: 1.198, data_time: 0.510, memory: 5975, top1_acc: 0.9859, top5_acc: 0.9980, loss_cls: 0.0580, loss: 0.0580, grad_norm: 1.3222 2021-09-19 03:39:19,498 - mmaction - INFO - Epoch [6][520/746] lr: 1.000e-02, eta: 1:33:40, time: 1.166, data_time: 0.172, memory: 5975, top1_acc: 0.9914, top5_acc: 0.9973, loss_cls: 0.0448, loss: 0.0448, grad_norm: 1.1203 2021-09-19 03:39:42,959 - mmaction - INFO - Epoch [6][540/746] lr: 1.000e-02, eta: 1:33:16, time: 1.173, data_time: 0.101, memory: 5975, top1_acc: 0.9879, top5_acc: 0.9984, loss_cls: 0.0484, loss: 0.0484, grad_norm: 1.3319 2021-09-19 03:40:05,906 - mmaction - INFO - Epoch [6][560/746] lr: 1.000e-02, eta: 1:32:51, time: 1.147, data_time: 0.034, memory: 5975, top1_acc: 0.9855, top5_acc: 0.9992, loss_cls: 0.0561, loss: 0.0561, grad_norm: 1.6431 2021-09-19 03:40:28,676 - mmaction - INFO - Epoch [6][580/746] lr: 1.000e-02, eta: 1:32:25, time: 1.138, data_time: 0.170, memory: 5975, top1_acc: 0.9934, top5_acc: 0.9984, loss_cls: 0.0427, loss: 0.0427, grad_norm: 1.0318 2021-09-19 03:40:52,358 - mmaction - INFO - Epoch [6][600/746] lr: 1.000e-02, eta: 1:32:01, time: 1.184, data_time: 0.331, memory: 5975, top1_acc: 0.9891, top5_acc: 0.9969, loss_cls: 0.0535, loss: 0.0535, grad_norm: 1.3239 2021-09-19 03:41:15,828 - mmaction - INFO - Epoch [6][620/746] lr: 1.000e-02, eta: 1:31:37, time: 1.174, data_time: 0.001, memory: 5975, top1_acc: 0.9883, top5_acc: 0.9980, loss_cls: 0.0504, loss: 0.0504, grad_norm: 1.2155 2021-09-19 03:41:39,750 - mmaction - INFO - Epoch [6][640/746] lr: 1.000e-02, eta: 1:31:13, time: 1.196, data_time: 0.001, memory: 5975, top1_acc: 0.9836, top5_acc: 0.9988, loss_cls: 0.0618, loss: 0.0618, grad_norm: 1.6307 2021-09-19 03:42:04,163 - mmaction - INFO - Epoch [6][660/746] lr: 1.000e-02, eta: 1:30:50, time: 1.220, data_time: 0.001, memory: 5975, top1_acc: 0.9898, top5_acc: 0.9984, loss_cls: 0.0491, loss: 0.0491, grad_norm: 1.3959 2021-09-19 03:42:27,847 - mmaction - INFO - Epoch [6][680/746] lr: 1.000e-02, eta: 1:30:26, time: 1.184, data_time: 0.100, memory: 5975, top1_acc: 0.9844, top5_acc: 0.9977, loss_cls: 0.0608, loss: 0.0608, grad_norm: 1.4168 2021-09-19 03:42:52,174 - mmaction - INFO - Epoch [6][700/746] lr: 1.000e-02, eta: 1:30:02, time: 1.217, data_time: 0.024, memory: 5975, top1_acc: 0.9852, top5_acc: 0.9977, loss_cls: 0.0538, loss: 0.0538, grad_norm: 1.3846 2021-09-19 03:43:15,555 - mmaction - INFO - Epoch [6][720/746] lr: 1.000e-02, eta: 1:29:38, time: 1.169, data_time: 0.001, memory: 5975, top1_acc: 0.9887, top5_acc: 0.9988, loss_cls: 0.0501, loss: 0.0501, grad_norm: 1.3779 2021-09-19 03:43:39,694 - mmaction - INFO - Epoch [6][740/746] lr: 1.000e-02, eta: 1:29:14, time: 1.206, data_time: 0.099, memory: 5975, top1_acc: 0.9887, top5_acc: 0.9992, loss_cls: 0.0481, loss: 0.0481, grad_norm: 1.3819 2021-09-19 03:43:44,424 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-09-19 03:44:19,578 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-09-19 03:44:19,608 - mmaction - INFO - top1_acc 0.8472 top5_acc 0.9588 2021-09-19 03:44:19,608 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-09-19 03:44:19,611 - mmaction - INFO - mean_acc 0.8456 2021-09-19 03:44:19,678 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-09-19 03:44:19,678 - mmaction - INFO - Best top1_acc is 0.8472 at 6 epoch. 2021-09-19 03:44:19,679 - mmaction - INFO - Epoch(val) [6][30] top1_acc: 0.8472, top5_acc: 0.9588, mean_class_accuracy: 0.8456 2021-09-19 03:44:47,639 - mmaction - INFO - Epoch [7][20/746] lr: 1.000e-02, eta: 1:28:40, time: 1.398, data_time: 0.257, memory: 5975, top1_acc: 0.9859, top5_acc: 0.9996, loss_cls: 0.0569, loss: 0.0569, grad_norm: 1.5399 2021-09-19 03:45:10,490 - mmaction - INFO - Epoch [7][40/746] lr: 1.000e-02, eta: 1:28:15, time: 1.142, data_time: 0.298, memory: 5975, top1_acc: 0.9895, top5_acc: 0.9980, loss_cls: 0.0498, loss: 0.0498, grad_norm: 1.3389 2021-09-19 03:45:35,401 - mmaction - INFO - Epoch [7][60/746] lr: 1.000e-02, eta: 1:27:52, time: 1.245, data_time: 0.098, memory: 5975, top1_acc: 0.9840, top5_acc: 0.9973, loss_cls: 0.0604, loss: 0.0604, grad_norm: 1.6145 2021-09-19 03:45:59,863 - mmaction - INFO - Epoch [7][80/746] lr: 1.000e-02, eta: 1:27:29, time: 1.222, data_time: 0.067, memory: 5975, top1_acc: 0.9852, top5_acc: 0.9980, loss_cls: 0.0621, loss: 0.0621, grad_norm: 1.5896 2021-09-19 03:46:23,606 - mmaction - INFO - Epoch [7][100/746] lr: 1.000e-02, eta: 1:27:05, time: 1.186, data_time: 0.009, memory: 5975, top1_acc: 0.9871, top5_acc: 0.9988, loss_cls: 0.0550, loss: 0.0550, grad_norm: 1.5058 2021-09-19 03:46:47,775 - mmaction - INFO - Epoch [7][120/746] lr: 1.000e-02, eta: 1:26:41, time: 1.210, data_time: 0.315, memory: 5975, top1_acc: 0.9871, top5_acc: 0.9996, loss_cls: 0.0526, loss: 0.0526, grad_norm: 1.5171 2021-09-19 03:47:13,195 - mmaction - INFO - Epoch [7][140/746] lr: 1.000e-02, eta: 1:26:19, time: 1.271, data_time: 0.026, memory: 5975, top1_acc: 0.9871, top5_acc: 0.9992, loss_cls: 0.0509, loss: 0.0509, grad_norm: 1.6905 2021-09-19 03:47:37,451 - mmaction - INFO - Epoch [7][160/746] lr: 1.000e-02, eta: 1:25:55, time: 1.213, data_time: 0.001, memory: 5975, top1_acc: 0.9875, top5_acc: 0.9984, loss_cls: 0.0527, loss: 0.0527, grad_norm: 1.4917 2021-09-19 03:48:01,460 - mmaction - INFO - Epoch [7][180/746] lr: 1.000e-02, eta: 1:25:32, time: 1.201, data_time: 0.135, memory: 5975, top1_acc: 0.9891, top5_acc: 0.9973, loss_cls: 0.0496, loss: 0.0496, grad_norm: 1.4867 2021-09-19 03:48:25,686 - mmaction - INFO - Epoch [7][200/746] lr: 1.000e-02, eta: 1:25:08, time: 1.211, data_time: 0.004, memory: 5975, top1_acc: 0.9914, top5_acc: 0.9992, loss_cls: 0.0433, loss: 0.0433, grad_norm: 1.3590 2021-09-19 03:48:48,215 - mmaction - INFO - Epoch [7][220/746] lr: 1.000e-02, eta: 1:24:43, time: 1.127, data_time: 0.001, memory: 5975, top1_acc: 0.9844, top5_acc: 0.9973, loss_cls: 0.0691, loss: 0.0691, grad_norm: 1.7125 2021-09-19 03:49:12,631 - mmaction - INFO - Epoch [7][240/746] lr: 1.000e-02, eta: 1:24:19, time: 1.220, data_time: 0.166, memory: 5975, top1_acc: 0.9852, top5_acc: 0.9977, loss_cls: 0.0620, loss: 0.0620, grad_norm: 1.6697 2021-09-19 03:49:35,802 - mmaction - INFO - Epoch [7][260/746] lr: 1.000e-02, eta: 1:23:55, time: 1.159, data_time: 0.238, memory: 5975, top1_acc: 0.9926, top5_acc: 0.9980, loss_cls: 0.0426, loss: 0.0426, grad_norm: 1.2333 2021-09-19 03:50:00,768 - mmaction - INFO - Epoch [7][280/746] lr: 1.000e-02, eta: 1:23:32, time: 1.248, data_time: 0.498, memory: 5975, top1_acc: 0.9926, top5_acc: 1.0000, loss_cls: 0.0360, loss: 0.0360, grad_norm: 1.0807 2021-09-19 03:50:25,217 - mmaction - INFO - Epoch [7][300/746] lr: 1.000e-02, eta: 1:23:09, time: 1.222, data_time: 0.447, memory: 5975, top1_acc: 0.9918, top5_acc: 0.9992, loss_cls: 0.0377, loss: 0.0377, grad_norm: 1.1509 2021-09-19 03:50:50,086 - mmaction - INFO - Epoch [7][320/746] lr: 1.000e-02, eta: 1:22:45, time: 1.242, data_time: 0.048, memory: 5975, top1_acc: 0.9871, top5_acc: 0.9973, loss_cls: 0.0580, loss: 0.0580, grad_norm: 1.4369 2021-09-19 03:51:12,899 - mmaction - INFO - Epoch [7][340/746] lr: 1.000e-02, eta: 1:22:21, time: 1.142, data_time: 0.007, memory: 5975, top1_acc: 0.9863, top5_acc: 0.9984, loss_cls: 0.0572, loss: 0.0572, grad_norm: 1.6863 2021-09-19 03:51:35,992 - mmaction - INFO - Epoch [7][360/746] lr: 1.000e-02, eta: 1:21:56, time: 1.154, data_time: 0.005, memory: 5975, top1_acc: 0.9867, top5_acc: 0.9980, loss_cls: 0.0535, loss: 0.0535, grad_norm: 1.4209 2021-09-19 03:51:59,765 - mmaction - INFO - Epoch [7][380/746] lr: 1.000e-02, eta: 1:21:32, time: 1.188, data_time: 0.086, memory: 5975, top1_acc: 0.9879, top5_acc: 0.9969, loss_cls: 0.0547, loss: 0.0547, grad_norm: 1.3212 2021-09-19 03:52:26,294 - mmaction - INFO - Epoch [7][400/746] lr: 1.000e-02, eta: 1:21:10, time: 1.326, data_time: 0.001, memory: 5975, top1_acc: 0.9875, top5_acc: 0.9965, loss_cls: 0.0530, loss: 0.0530, grad_norm: 1.2834 2021-09-19 03:52:48,124 - mmaction - INFO - Epoch [7][420/746] lr: 1.000e-02, eta: 1:20:45, time: 1.092, data_time: 0.018, memory: 5975, top1_acc: 0.9871, top5_acc: 0.9977, loss_cls: 0.0573, loss: 0.0573, grad_norm: 1.6017 2021-09-19 03:53:13,274 - mmaction - INFO - Epoch [7][440/746] lr: 1.000e-02, eta: 1:20:22, time: 1.257, data_time: 0.557, memory: 5975, top1_acc: 0.9895, top5_acc: 0.9973, loss_cls: 0.0515, loss: 0.0515, grad_norm: 1.4221 2021-09-19 03:53:37,519 - mmaction - INFO - Epoch [7][460/746] lr: 1.000e-02, eta: 1:19:58, time: 1.212, data_time: 0.302, memory: 5975, top1_acc: 0.9855, top5_acc: 0.9984, loss_cls: 0.0576, loss: 0.0576, grad_norm: 1.5696 2021-09-19 03:54:00,416 - mmaction - INFO - Epoch [7][480/746] lr: 1.000e-02, eta: 1:19:34, time: 1.145, data_time: 0.285, memory: 5975, top1_acc: 0.9848, top5_acc: 0.9980, loss_cls: 0.0592, loss: 0.0592, grad_norm: 1.5616 2021-09-19 03:54:26,143 - mmaction - INFO - Epoch [7][500/746] lr: 1.000e-02, eta: 1:19:11, time: 1.286, data_time: 0.422, memory: 5975, top1_acc: 0.9875, top5_acc: 0.9992, loss_cls: 0.0538, loss: 0.0538, grad_norm: 1.4212 2021-09-19 03:54:49,519 - mmaction - INFO - Epoch [7][520/746] lr: 1.000e-02, eta: 1:18:47, time: 1.169, data_time: 0.320, memory: 5975, top1_acc: 0.9855, top5_acc: 0.9977, loss_cls: 0.0587, loss: 0.0587, grad_norm: 1.6832 2021-09-19 03:55:15,362 - mmaction - INFO - Epoch [7][540/746] lr: 1.000e-02, eta: 1:18:24, time: 1.292, data_time: 0.005, memory: 5975, top1_acc: 0.9895, top5_acc: 0.9973, loss_cls: 0.0522, loss: 0.0522, grad_norm: 1.4116 2021-09-19 03:55:37,590 - mmaction - INFO - Epoch [7][560/746] lr: 1.000e-02, eta: 1:17:59, time: 1.112, data_time: 0.001, memory: 5975, top1_acc: 0.9871, top5_acc: 0.9980, loss_cls: 0.0511, loss: 0.0511, grad_norm: 1.5180 2021-09-19 03:56:02,075 - mmaction - INFO - Epoch [7][580/746] lr: 1.000e-02, eta: 1:17:36, time: 1.224, data_time: 0.005, memory: 5975, top1_acc: 0.9883, top5_acc: 0.9984, loss_cls: 0.0536, loss: 0.0536, grad_norm: 1.4203 2021-09-19 03:56:27,373 - mmaction - INFO - Epoch [7][600/746] lr: 1.000e-02, eta: 1:17:13, time: 1.264, data_time: 0.005, memory: 5975, top1_acc: 0.9859, top5_acc: 0.9984, loss_cls: 0.0492, loss: 0.0492, grad_norm: 1.3342 2021-09-19 03:56:49,271 - mmaction - INFO - Epoch [7][620/746] lr: 1.000e-02, eta: 1:16:48, time: 1.096, data_time: 0.001, memory: 5975, top1_acc: 0.9906, top5_acc: 0.9980, loss_cls: 0.0462, loss: 0.0462, grad_norm: 1.2492 2021-09-19 03:57:12,570 - mmaction - INFO - Epoch [7][640/746] lr: 1.000e-02, eta: 1:16:23, time: 1.165, data_time: 0.007, memory: 5975, top1_acc: 0.9879, top5_acc: 0.9977, loss_cls: 0.0506, loss: 0.0506, grad_norm: 1.6278 2021-09-19 03:57:36,012 - mmaction - INFO - Epoch [7][660/746] lr: 1.000e-02, eta: 1:15:59, time: 1.172, data_time: 0.079, memory: 5975, top1_acc: 0.9898, top5_acc: 0.9984, loss_cls: 0.0451, loss: 0.0451, grad_norm: 1.2869 2021-09-19 03:58:02,226 - mmaction - INFO - Epoch [7][680/746] lr: 1.000e-02, eta: 1:15:37, time: 1.311, data_time: 0.001, memory: 5975, top1_acc: 0.9910, top5_acc: 0.9973, loss_cls: 0.0476, loss: 0.0476, grad_norm: 1.4252 2021-09-19 03:58:27,728 - mmaction - INFO - Epoch [7][700/746] lr: 1.000e-02, eta: 1:15:14, time: 1.275, data_time: 0.040, memory: 5975, top1_acc: 0.9852, top5_acc: 0.9977, loss_cls: 0.0603, loss: 0.0603, grad_norm: 1.5774 2021-09-19 03:58:51,676 - mmaction - INFO - Epoch [7][720/746] lr: 1.000e-02, eta: 1:14:50, time: 1.197, data_time: 0.379, memory: 5975, top1_acc: 0.9859, top5_acc: 0.9992, loss_cls: 0.0502, loss: 0.0502, grad_norm: 1.5671 2021-09-19 03:59:14,354 - mmaction - INFO - Epoch [7][740/746] lr: 1.000e-02, eta: 1:14:25, time: 1.134, data_time: 0.211, memory: 5975, top1_acc: 0.9859, top5_acc: 0.9984, loss_cls: 0.0539, loss: 0.0539, grad_norm: 1.3883 2021-09-19 03:59:19,715 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-09-19 03:59:54,971 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-09-19 03:59:55,000 - mmaction - INFO - top1_acc 0.8327 top5_acc 0.9479 2021-09-19 03:59:55,000 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-09-19 03:59:55,003 - mmaction - INFO - mean_acc 0.8315 2021-09-19 03:59:55,004 - mmaction - INFO - Epoch(val) [7][30] top1_acc: 0.8327, top5_acc: 0.9479, mean_class_accuracy: 0.8315 2021-09-19 04:00:23,057 - mmaction - INFO - Epoch [8][20/746] lr: 1.000e-02, eta: 1:13:52, time: 1.402, data_time: 0.223, memory: 5975, top1_acc: 0.9812, top5_acc: 0.9961, loss_cls: 0.0755, loss: 0.0755, grad_norm: 1.8548 2021-09-19 04:00:46,324 - mmaction - INFO - Epoch [8][40/746] lr: 1.000e-02, eta: 1:13:28, time: 1.164, data_time: 0.001, memory: 5975, top1_acc: 0.9875, top5_acc: 0.9969, loss_cls: 0.0591, loss: 0.0591, grad_norm: 1.4794 2021-09-19 04:01:10,547 - mmaction - INFO - Epoch [8][60/746] lr: 1.000e-02, eta: 1:13:04, time: 1.211, data_time: 0.062, memory: 5975, top1_acc: 0.9887, top5_acc: 1.0000, loss_cls: 0.0501, loss: 0.0501, grad_norm: 1.4363 2021-09-19 04:01:34,777 - mmaction - INFO - Epoch [8][80/746] lr: 1.000e-02, eta: 1:12:40, time: 1.212, data_time: 0.001, memory: 5975, top1_acc: 0.9902, top5_acc: 0.9980, loss_cls: 0.0523, loss: 0.0523, grad_norm: 1.4882 2021-09-19 04:01:58,522 - mmaction - INFO - Epoch [8][100/746] lr: 1.000e-02, eta: 1:12:16, time: 1.187, data_time: 0.001, memory: 5975, top1_acc: 0.9859, top5_acc: 0.9980, loss_cls: 0.0486, loss: 0.0486, grad_norm: 1.3601 2021-09-19 04:02:21,416 - mmaction - INFO - Epoch [8][120/746] lr: 1.000e-02, eta: 1:11:52, time: 1.145, data_time: 0.100, memory: 5975, top1_acc: 0.9891, top5_acc: 0.9977, loss_cls: 0.0495, loss: 0.0495, grad_norm: 1.3955 2021-09-19 04:02:44,716 - mmaction - INFO - Epoch [8][140/746] lr: 1.000e-02, eta: 1:11:28, time: 1.165, data_time: 0.001, memory: 5975, top1_acc: 0.9852, top5_acc: 0.9973, loss_cls: 0.0621, loss: 0.0621, grad_norm: 1.5238 2021-09-19 04:03:09,420 - mmaction - INFO - Epoch [8][160/746] lr: 1.000e-02, eta: 1:11:04, time: 1.235, data_time: 0.035, memory: 5975, top1_acc: 0.9887, top5_acc: 0.9980, loss_cls: 0.0488, loss: 0.0488, grad_norm: 1.4530 2021-09-19 04:03:33,062 - mmaction - INFO - Epoch [8][180/746] lr: 1.000e-02, eta: 1:10:40, time: 1.181, data_time: 0.668, memory: 5975, top1_acc: 0.9914, top5_acc: 0.9980, loss_cls: 0.0451, loss: 0.0451, grad_norm: 1.3459 2021-09-19 04:03:57,246 - mmaction - INFO - Epoch [8][200/746] lr: 1.000e-02, eta: 1:10:16, time: 1.209, data_time: 0.223, memory: 5975, top1_acc: 0.9930, top5_acc: 0.9992, loss_cls: 0.0387, loss: 0.0387, grad_norm: 1.2323 2021-09-19 04:04:19,394 - mmaction - INFO - Epoch [8][220/746] lr: 1.000e-02, eta: 1:09:51, time: 1.108, data_time: 0.019, memory: 5975, top1_acc: 0.9914, top5_acc: 0.9984, loss_cls: 0.0503, loss: 0.0503, grad_norm: 1.6890 2021-09-19 04:04:44,329 - mmaction - INFO - Epoch [8][240/746] lr: 1.000e-02, eta: 1:09:28, time: 1.246, data_time: 0.001, memory: 5975, top1_acc: 0.9875, top5_acc: 0.9965, loss_cls: 0.0526, loss: 0.0526, grad_norm: 1.2062 2021-09-19 04:05:06,976 - mmaction - INFO - Epoch [8][260/746] lr: 1.000e-02, eta: 1:09:04, time: 1.133, data_time: 0.058, memory: 5975, top1_acc: 0.9879, top5_acc: 0.9984, loss_cls: 0.0508, loss: 0.0508, grad_norm: 1.3669 2021-09-19 04:05:32,441 - mmaction - INFO - Epoch [8][280/746] lr: 1.000e-02, eta: 1:08:41, time: 1.273, data_time: 0.069, memory: 5975, top1_acc: 0.9883, top5_acc: 0.9973, loss_cls: 0.0522, loss: 0.0522, grad_norm: 1.3796 2021-09-19 04:05:55,782 - mmaction - INFO - Epoch [8][300/746] lr: 1.000e-02, eta: 1:08:16, time: 1.167, data_time: 0.212, memory: 5975, top1_acc: 0.9891, top5_acc: 0.9980, loss_cls: 0.0517, loss: 0.0517, grad_norm: 1.4723 2021-09-19 04:06:18,753 - mmaction - INFO - Epoch [8][320/746] lr: 1.000e-02, eta: 1:07:52, time: 1.149, data_time: 0.297, memory: 5975, top1_acc: 0.9898, top5_acc: 0.9984, loss_cls: 0.0435, loss: 0.0435, grad_norm: 1.1944 2021-09-19 04:06:44,209 - mmaction - INFO - Epoch [8][340/746] lr: 1.000e-02, eta: 1:07:29, time: 1.273, data_time: 0.773, memory: 5975, top1_acc: 0.9926, top5_acc: 1.0000, loss_cls: 0.0371, loss: 0.0371, grad_norm: 1.3311 2021-09-19 04:07:07,835 - mmaction - INFO - Epoch [8][360/746] lr: 1.000e-02, eta: 1:07:05, time: 1.182, data_time: 0.710, memory: 5975, top1_acc: 0.9898, top5_acc: 0.9988, loss_cls: 0.0424, loss: 0.0424, grad_norm: 1.3059 2021-09-19 04:07:32,966 - mmaction - INFO - Epoch [8][380/746] lr: 1.000e-02, eta: 1:06:42, time: 1.256, data_time: 0.724, memory: 5975, top1_acc: 0.9914, top5_acc: 0.9969, loss_cls: 0.0442, loss: 0.0442, grad_norm: 1.2128 2021-09-19 04:07:57,623 - mmaction - INFO - Epoch [8][400/746] lr: 1.000e-02, eta: 1:06:18, time: 1.232, data_time: 0.711, memory: 5975, top1_acc: 0.9910, top5_acc: 0.9988, loss_cls: 0.0399, loss: 0.0399, grad_norm: 1.3452 2021-09-19 04:08:20,492 - mmaction - INFO - Epoch [8][420/746] lr: 1.000e-02, eta: 1:05:54, time: 1.144, data_time: 0.256, memory: 5975, top1_acc: 0.9887, top5_acc: 0.9980, loss_cls: 0.0462, loss: 0.0462, grad_norm: 1.4733 2021-09-19 04:08:43,542 - mmaction - INFO - Epoch [8][440/746] lr: 1.000e-02, eta: 1:05:30, time: 1.153, data_time: 0.029, memory: 5975, top1_acc: 0.9871, top5_acc: 0.9969, loss_cls: 0.0587, loss: 0.0587, grad_norm: 1.6529 2021-09-19 04:09:06,515 - mmaction - INFO - Epoch [8][460/746] lr: 1.000e-02, eta: 1:05:05, time: 1.149, data_time: 0.000, memory: 5975, top1_acc: 0.9883, top5_acc: 0.9980, loss_cls: 0.0515, loss: 0.0515, grad_norm: 1.3240 2021-09-19 04:09:31,484 - mmaction - INFO - Epoch [8][480/746] lr: 1.000e-02, eta: 1:04:42, time: 1.248, data_time: 0.095, memory: 5975, top1_acc: 0.9867, top5_acc: 0.9984, loss_cls: 0.0542, loss: 0.0542, grad_norm: 1.6000 2021-09-19 04:09:54,278 - mmaction - INFO - Epoch [8][500/746] lr: 1.000e-02, eta: 1:04:17, time: 1.140, data_time: 0.194, memory: 5975, top1_acc: 0.9914, top5_acc: 0.9988, loss_cls: 0.0455, loss: 0.0455, grad_norm: 1.4890 2021-09-19 04:10:18,525 - mmaction - INFO - Epoch [8][520/746] lr: 1.000e-02, eta: 1:03:54, time: 1.212, data_time: 0.001, memory: 5975, top1_acc: 0.9910, top5_acc: 0.9992, loss_cls: 0.0415, loss: 0.0415, grad_norm: 1.2109 2021-09-19 04:10:41,595 - mmaction - INFO - Epoch [8][540/746] lr: 1.000e-02, eta: 1:03:29, time: 1.155, data_time: 0.086, memory: 5975, top1_acc: 0.9910, top5_acc: 0.9984, loss_cls: 0.0457, loss: 0.0457, grad_norm: 1.4148 2021-09-19 04:11:06,270 - mmaction - INFO - Epoch [8][560/746] lr: 1.000e-02, eta: 1:03:06, time: 1.234, data_time: 0.178, memory: 5975, top1_acc: 0.9898, top5_acc: 0.9988, loss_cls: 0.0451, loss: 0.0451, grad_norm: 1.4447 2021-09-19 04:11:30,781 - mmaction - INFO - Epoch [8][580/746] lr: 1.000e-02, eta: 1:02:42, time: 1.225, data_time: 0.000, memory: 5975, top1_acc: 0.9879, top5_acc: 0.9969, loss_cls: 0.0499, loss: 0.0499, grad_norm: 1.4720 2021-09-19 04:11:56,504 - mmaction - INFO - Epoch [8][600/746] lr: 1.000e-02, eta: 1:02:19, time: 1.286, data_time: 0.528, memory: 5975, top1_acc: 0.9879, top5_acc: 0.9977, loss_cls: 0.0617, loss: 0.0617, grad_norm: 1.6665 2021-09-19 04:12:19,493 - mmaction - INFO - Epoch [8][620/746] lr: 1.000e-02, eta: 1:01:55, time: 1.149, data_time: 0.372, memory: 5975, top1_acc: 0.9898, top5_acc: 0.9992, loss_cls: 0.0429, loss: 0.0429, grad_norm: 1.2596 2021-09-19 04:12:43,742 - mmaction - INFO - Epoch [8][640/746] lr: 1.000e-02, eta: 1:01:31, time: 1.213, data_time: 0.732, memory: 5975, top1_acc: 0.9879, top5_acc: 0.9977, loss_cls: 0.0510, loss: 0.0510, grad_norm: 1.4233 2021-09-19 04:13:07,537 - mmaction - INFO - Epoch [8][660/746] lr: 1.000e-02, eta: 1:01:07, time: 1.190, data_time: 0.640, memory: 5975, top1_acc: 0.9922, top5_acc: 0.9988, loss_cls: 0.0452, loss: 0.0452, grad_norm: 1.5117 2021-09-19 04:13:32,487 - mmaction - INFO - Epoch [8][680/746] lr: 1.000e-02, eta: 1:00:44, time: 1.247, data_time: 0.684, memory: 5975, top1_acc: 0.9922, top5_acc: 0.9988, loss_cls: 0.0358, loss: 0.0358, grad_norm: 1.3221 2021-09-19 04:13:56,058 - mmaction - INFO - Epoch [8][700/746] lr: 1.000e-02, eta: 1:00:20, time: 1.177, data_time: 0.567, memory: 5975, top1_acc: 0.9871, top5_acc: 0.9977, loss_cls: 0.0539, loss: 0.0539, grad_norm: 1.6154 2021-09-19 04:14:21,360 - mmaction - INFO - Epoch [8][720/746] lr: 1.000e-02, eta: 0:59:57, time: 1.267, data_time: 0.003, memory: 5975, top1_acc: 0.9863, top5_acc: 0.9988, loss_cls: 0.0552, loss: 0.0552, grad_norm: 1.6907 2021-09-19 04:14:44,021 - mmaction - INFO - Epoch [8][740/746] lr: 1.000e-02, eta: 0:59:32, time: 1.133, data_time: 0.042, memory: 5975, top1_acc: 0.9887, top5_acc: 0.9977, loss_cls: 0.0481, loss: 0.0481, grad_norm: 1.3981 2021-09-19 04:14:49,385 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-09-19 04:15:23,997 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-09-19 04:15:24,028 - mmaction - INFO - top1_acc 0.8546 top5_acc 0.9569 2021-09-19 04:15:24,028 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-09-19 04:15:24,031 - mmaction - INFO - mean_acc 0.8530 2021-09-19 04:15:24,093 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2021-09-19 04:15:24,094 - mmaction - INFO - Best top1_acc is 0.8546 at 8 epoch. 2021-09-19 04:15:24,095 - mmaction - INFO - Epoch(val) [8][30] top1_acc: 0.8546, top5_acc: 0.9569, mean_class_accuracy: 0.8530 2021-09-19 04:15:52,787 - mmaction - INFO - Epoch [9][20/746] lr: 1.000e-02, eta: 0:59:00, time: 1.434, data_time: 0.727, memory: 5975, top1_acc: 0.9855, top5_acc: 0.9984, loss_cls: 0.0587, loss: 0.0587, grad_norm: 1.7900 2021-09-19 04:16:15,981 - mmaction - INFO - Epoch [9][40/746] lr: 1.000e-02, eta: 0:58:36, time: 1.159, data_time: 0.420, memory: 5975, top1_acc: 0.9848, top5_acc: 0.9980, loss_cls: 0.0667, loss: 0.0667, grad_norm: 1.7075 2021-09-19 04:16:39,916 - mmaction - INFO - Epoch [9][60/746] lr: 1.000e-02, eta: 0:58:12, time: 1.197, data_time: 0.084, memory: 5975, top1_acc: 0.9895, top5_acc: 0.9980, loss_cls: 0.0463, loss: 0.0463, grad_norm: 1.4436 2021-09-19 04:17:02,256 - mmaction - INFO - Epoch [9][80/746] lr: 1.000e-02, eta: 0:57:47, time: 1.117, data_time: 0.189, memory: 5975, top1_acc: 0.9875, top5_acc: 0.9977, loss_cls: 0.0559, loss: 0.0559, grad_norm: 1.5637 2021-09-19 04:17:27,180 - mmaction - INFO - Epoch [9][100/746] lr: 1.000e-02, eta: 0:57:24, time: 1.247, data_time: 0.191, memory: 5975, top1_acc: 0.9879, top5_acc: 0.9988, loss_cls: 0.0476, loss: 0.0476, grad_norm: 1.3491 2021-09-19 04:17:51,606 - mmaction - INFO - Epoch [9][120/746] lr: 1.000e-02, eta: 0:57:00, time: 1.220, data_time: 0.058, memory: 5975, top1_acc: 0.9898, top5_acc: 0.9988, loss_cls: 0.0427, loss: 0.0427, grad_norm: 1.3215 2021-09-19 04:18:14,835 - mmaction - INFO - Epoch [9][140/746] lr: 1.000e-02, eta: 0:56:36, time: 1.163, data_time: 0.002, memory: 5975, top1_acc: 0.9879, top5_acc: 0.9980, loss_cls: 0.0500, loss: 0.0500, grad_norm: 1.5483 2021-09-19 04:18:38,503 - mmaction - INFO - Epoch [9][160/746] lr: 1.000e-02, eta: 0:56:12, time: 1.183, data_time: 0.179, memory: 5975, top1_acc: 0.9898, top5_acc: 0.9965, loss_cls: 0.0466, loss: 0.0466, grad_norm: 1.1587 2021-09-19 04:19:03,436 - mmaction - INFO - Epoch [9][180/746] lr: 1.000e-02, eta: 0:55:49, time: 1.246, data_time: 0.006, memory: 5975, top1_acc: 0.9922, top5_acc: 0.9988, loss_cls: 0.0397, loss: 0.0397, grad_norm: 1.4104 2021-09-19 04:19:28,568 - mmaction - INFO - Epoch [9][200/746] lr: 1.000e-02, eta: 0:55:25, time: 1.257, data_time: 0.002, memory: 5975, top1_acc: 0.9887, top5_acc: 0.9988, loss_cls: 0.0469, loss: 0.0469, grad_norm: 1.3902 2021-09-19 04:19:52,898 - mmaction - INFO - Epoch [9][220/746] lr: 1.000e-02, eta: 0:55:02, time: 1.217, data_time: 0.003, memory: 5975, top1_acc: 0.9914, top5_acc: 0.9988, loss_cls: 0.0427, loss: 0.0427, grad_norm: 1.2920 2021-09-19 04:20:16,211 - mmaction - INFO - Epoch [9][240/746] lr: 1.000e-02, eta: 0:54:37, time: 1.166, data_time: 0.158, memory: 5975, top1_acc: 0.9922, top5_acc: 0.9992, loss_cls: 0.0398, loss: 0.0398, grad_norm: 1.2609 2021-09-19 04:20:38,476 - mmaction - INFO - Epoch [9][260/746] lr: 1.000e-02, eta: 0:54:13, time: 1.113, data_time: 0.517, memory: 5975, top1_acc: 0.9902, top5_acc: 0.9977, loss_cls: 0.0448, loss: 0.0448, grad_norm: 1.1365 2021-09-19 04:21:02,717 - mmaction - INFO - Epoch [9][280/746] lr: 1.000e-02, eta: 0:53:49, time: 1.212, data_time: 0.079, memory: 5975, top1_acc: 0.9883, top5_acc: 0.9980, loss_cls: 0.0495, loss: 0.0495, grad_norm: 1.4265 2021-09-19 04:21:29,453 - mmaction - INFO - Epoch [9][300/746] lr: 1.000e-02, eta: 0:53:26, time: 1.337, data_time: 0.001, memory: 5975, top1_acc: 0.9875, top5_acc: 0.9984, loss_cls: 0.0489, loss: 0.0489, grad_norm: 1.6369 2021-09-19 04:21:52,322 - mmaction - INFO - Epoch [9][320/746] lr: 1.000e-02, eta: 0:53:02, time: 1.142, data_time: 0.222, memory: 5975, top1_acc: 0.9891, top5_acc: 0.9977, loss_cls: 0.0479, loss: 0.0479, grad_norm: 1.2886 2021-09-19 04:22:15,600 - mmaction - INFO - Epoch [9][340/746] lr: 1.000e-02, eta: 0:52:38, time: 1.165, data_time: 0.010, memory: 5975, top1_acc: 0.9934, top5_acc: 0.9988, loss_cls: 0.0376, loss: 0.0376, grad_norm: 1.2339 2021-09-19 04:22:38,203 - mmaction - INFO - Epoch [9][360/746] lr: 1.000e-02, eta: 0:52:14, time: 1.130, data_time: 0.640, memory: 5975, top1_acc: 0.9891, top5_acc: 0.9973, loss_cls: 0.0463, loss: 0.0463, grad_norm: 1.3652 2021-09-19 04:23:02,361 - mmaction - INFO - Epoch [9][380/746] lr: 1.000e-02, eta: 0:51:50, time: 1.208, data_time: 0.334, memory: 5975, top1_acc: 0.9875, top5_acc: 0.9984, loss_cls: 0.0497, loss: 0.0497, grad_norm: 1.4632 2021-09-19 04:23:27,182 - mmaction - INFO - Epoch [9][400/746] lr: 1.000e-02, eta: 0:51:26, time: 1.240, data_time: 0.766, memory: 5975, top1_acc: 0.9914, top5_acc: 0.9984, loss_cls: 0.0477, loss: 0.0477, grad_norm: 1.4821 2021-09-19 04:23:49,009 - mmaction - INFO - Epoch [9][420/746] lr: 1.000e-02, eta: 0:51:02, time: 1.092, data_time: 0.136, memory: 5975, top1_acc: 0.9867, top5_acc: 0.9973, loss_cls: 0.0617, loss: 0.0617, grad_norm: 1.8228 2021-09-19 04:24:12,338 - mmaction - INFO - Epoch [9][440/746] lr: 1.000e-02, eta: 0:50:37, time: 1.166, data_time: 0.216, memory: 5975, top1_acc: 0.9859, top5_acc: 0.9988, loss_cls: 0.0548, loss: 0.0548, grad_norm: 1.8404 2021-09-19 04:24:36,211 - mmaction - INFO - Epoch [9][460/746] lr: 1.000e-02, eta: 0:50:14, time: 1.193, data_time: 0.277, memory: 5975, top1_acc: 0.9863, top5_acc: 0.9996, loss_cls: 0.0574, loss: 0.0574, grad_norm: 1.7247 2021-09-19 04:24:59,076 - mmaction - INFO - Epoch [9][480/746] lr: 1.000e-02, eta: 0:49:49, time: 1.144, data_time: 0.012, memory: 5975, top1_acc: 0.9898, top5_acc: 0.9988, loss_cls: 0.0473, loss: 0.0473, grad_norm: 1.5426 2021-09-19 04:25:22,755 - mmaction - INFO - Epoch [9][500/746] lr: 1.000e-02, eta: 0:49:25, time: 1.184, data_time: 0.097, memory: 5975, top1_acc: 0.9852, top5_acc: 0.9969, loss_cls: 0.0637, loss: 0.0637, grad_norm: 1.6191 2021-09-19 04:25:46,383 - mmaction - INFO - Epoch [9][520/746] lr: 1.000e-02, eta: 0:49:01, time: 1.181, data_time: 0.005, memory: 5975, top1_acc: 0.9883, top5_acc: 0.9988, loss_cls: 0.0446, loss: 0.0446, grad_norm: 1.3953 2021-09-19 04:26:11,398 - mmaction - INFO - Epoch [9][540/746] lr: 1.000e-02, eta: 0:48:38, time: 1.251, data_time: 0.334, memory: 5975, top1_acc: 0.9930, top5_acc: 0.9984, loss_cls: 0.0448, loss: 0.0448, grad_norm: 1.3320 2021-09-19 04:26:34,737 - mmaction - INFO - Epoch [9][560/746] lr: 1.000e-02, eta: 0:48:14, time: 1.167, data_time: 0.001, memory: 5975, top1_acc: 0.9883, top5_acc: 0.9980, loss_cls: 0.0489, loss: 0.0489, grad_norm: 1.5113 2021-09-19 04:26:58,913 - mmaction - INFO - Epoch [9][580/746] lr: 1.000e-02, eta: 0:47:50, time: 1.209, data_time: 0.166, memory: 5975, top1_acc: 0.9871, top5_acc: 0.9996, loss_cls: 0.0458, loss: 0.0458, grad_norm: 1.6609 2021-09-19 04:27:25,082 - mmaction - INFO - Epoch [9][600/746] lr: 1.000e-02, eta: 0:47:27, time: 1.309, data_time: 0.570, memory: 5975, top1_acc: 0.9875, top5_acc: 0.9992, loss_cls: 0.0443, loss: 0.0443, grad_norm: 1.7076 2021-09-19 04:27:49,059 - mmaction - INFO - Epoch [9][620/746] lr: 1.000e-02, eta: 0:47:03, time: 1.198, data_time: 0.726, memory: 5975, top1_acc: 0.9891, top5_acc: 0.9988, loss_cls: 0.0456, loss: 0.0456, grad_norm: 1.5395 2021-09-19 04:28:13,112 - mmaction - INFO - Epoch [9][640/746] lr: 1.000e-02, eta: 0:46:39, time: 1.203, data_time: 0.063, memory: 5975, top1_acc: 0.9867, top5_acc: 0.9980, loss_cls: 0.0510, loss: 0.0510, grad_norm: 1.5160 2021-09-19 04:28:38,031 - mmaction - INFO - Epoch [9][660/746] lr: 1.000e-02, eta: 0:46:16, time: 1.246, data_time: 0.001, memory: 5975, top1_acc: 0.9887, top5_acc: 0.9996, loss_cls: 0.0481, loss: 0.0481, grad_norm: 1.6077 2021-09-19 04:29:02,124 - mmaction - INFO - Epoch [9][680/746] lr: 1.000e-02, eta: 0:45:52, time: 1.205, data_time: 0.455, memory: 5975, top1_acc: 0.9895, top5_acc: 0.9980, loss_cls: 0.0469, loss: 0.0469, grad_norm: 1.3943 2021-09-19 04:29:25,566 - mmaction - INFO - Epoch [9][700/746] lr: 1.000e-02, eta: 0:45:28, time: 1.172, data_time: 0.069, memory: 5975, top1_acc: 0.9906, top5_acc: 0.9977, loss_cls: 0.0491, loss: 0.0491, grad_norm: 1.3005 2021-09-19 04:29:48,770 - mmaction - INFO - Epoch [9][720/746] lr: 1.000e-02, eta: 0:45:04, time: 1.160, data_time: 0.302, memory: 5975, top1_acc: 0.9922, top5_acc: 0.9992, loss_cls: 0.0365, loss: 0.0365, grad_norm: 1.2277 2021-09-19 04:30:14,467 - mmaction - INFO - Epoch [9][740/746] lr: 1.000e-02, eta: 0:44:40, time: 1.285, data_time: 0.110, memory: 5975, top1_acc: 0.9914, top5_acc: 0.9988, loss_cls: 0.0362, loss: 0.0362, grad_norm: 1.1426 2021-09-19 04:30:19,441 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-09-19 04:30:54,457 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-09-19 04:30:54,487 - mmaction - INFO - top1_acc 0.8443 top5_acc 0.9561 2021-09-19 04:30:54,487 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-09-19 04:30:54,490 - mmaction - INFO - mean_acc 0.8433 2021-09-19 04:30:54,491 - mmaction - INFO - Epoch(val) [9][30] top1_acc: 0.8443, top5_acc: 0.9561, mean_class_accuracy: 0.8433 2021-09-19 04:31:21,879 - mmaction - INFO - Epoch [10][20/746] lr: 1.000e-03, eta: 0:44:08, time: 1.369, data_time: 0.603, memory: 5975, top1_acc: 0.9930, top5_acc: 0.9992, loss_cls: 0.0317, loss: 0.0317, grad_norm: 1.0186 2021-09-19 04:31:46,115 - mmaction - INFO - Epoch [10][40/746] lr: 1.000e-03, eta: 0:43:44, time: 1.212, data_time: 0.519, memory: 5975, top1_acc: 0.9918, top5_acc: 0.9977, loss_cls: 0.0374, loss: 0.0374, grad_norm: 0.9448 2021-09-19 04:32:08,873 - mmaction - INFO - Epoch [10][60/746] lr: 1.000e-03, eta: 0:43:20, time: 1.137, data_time: 0.197, memory: 5975, top1_acc: 0.9930, top5_acc: 0.9980, loss_cls: 0.0338, loss: 0.0338, grad_norm: 0.9060 2021-09-19 04:32:35,036 - mmaction - INFO - Epoch [10][80/746] lr: 1.000e-03, eta: 0:42:57, time: 1.309, data_time: 0.008, memory: 5975, top1_acc: 0.9922, top5_acc: 0.9980, loss_cls: 0.0339, loss: 0.0339, grad_norm: 1.0965 2021-09-19 04:32:59,774 - mmaction - INFO - Epoch [10][100/746] lr: 1.000e-03, eta: 0:42:33, time: 1.237, data_time: 0.001, memory: 5975, top1_acc: 0.9953, top5_acc: 0.9996, loss_cls: 0.0265, loss: 0.0265, grad_norm: 0.8552 2021-09-19 04:33:22,466 - mmaction - INFO - Epoch [10][120/746] lr: 1.000e-03, eta: 0:42:09, time: 1.134, data_time: 0.001, memory: 5975, top1_acc: 0.9953, top5_acc: 0.9996, loss_cls: 0.0269, loss: 0.0269, grad_norm: 0.8835 2021-09-19 04:33:46,906 - mmaction - INFO - Epoch [10][140/746] lr: 1.000e-03, eta: 0:41:45, time: 1.223, data_time: 0.001, memory: 5975, top1_acc: 0.9941, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290, grad_norm: 0.9605 2021-09-19 04:34:11,209 - mmaction - INFO - Epoch [10][160/746] lr: 1.000e-03, eta: 0:41:22, time: 1.214, data_time: 0.072, memory: 5975, top1_acc: 0.9957, top5_acc: 0.9984, loss_cls: 0.0280, loss: 0.0280, grad_norm: 0.7661 2021-09-19 04:34:35,047 - mmaction - INFO - Epoch [10][180/746] lr: 1.000e-03, eta: 0:40:58, time: 1.193, data_time: 0.122, memory: 5975, top1_acc: 0.9949, top5_acc: 0.9988, loss_cls: 0.0284, loss: 0.0284, grad_norm: 1.0992 2021-09-19 04:34:59,386 - mmaction - INFO - Epoch [10][200/746] lr: 1.000e-03, eta: 0:40:34, time: 1.215, data_time: 0.040, memory: 5975, top1_acc: 0.9918, top5_acc: 0.9973, loss_cls: 0.0405, loss: 0.0405, grad_norm: 1.2529 2021-09-19 04:35:24,243 - mmaction - INFO - Epoch [10][220/746] lr: 1.000e-03, eta: 0:40:10, time: 1.245, data_time: 0.002, memory: 5975, top1_acc: 0.9945, top5_acc: 0.9984, loss_cls: 0.0291, loss: 0.0291, grad_norm: 0.8154 2021-09-19 04:35:49,520 - mmaction - INFO - Epoch [10][240/746] lr: 1.000e-03, eta: 0:39:47, time: 1.264, data_time: 0.001, memory: 5975, top1_acc: 0.9953, top5_acc: 0.9992, loss_cls: 0.0259, loss: 0.0259, grad_norm: 0.8671 2021-09-19 04:36:12,575 - mmaction - INFO - Epoch [10][260/746] lr: 1.000e-03, eta: 0:39:23, time: 1.153, data_time: 0.148, memory: 5975, top1_acc: 0.9953, top5_acc: 0.9992, loss_cls: 0.0275, loss: 0.0275, grad_norm: 0.9911 2021-09-19 04:36:36,478 - mmaction - INFO - Epoch [10][280/746] lr: 1.000e-03, eta: 0:38:59, time: 1.195, data_time: 0.008, memory: 5975, top1_acc: 0.9918, top5_acc: 0.9977, loss_cls: 0.0363, loss: 0.0363, grad_norm: 1.0752 2021-09-19 04:37:01,644 - mmaction - INFO - Epoch [10][300/746] lr: 1.000e-03, eta: 0:38:35, time: 1.258, data_time: 0.011, memory: 5975, top1_acc: 0.9918, top5_acc: 0.9973, loss_cls: 0.0356, loss: 0.0356, grad_norm: 0.9148 2021-09-19 04:37:27,310 - mmaction - INFO - Epoch [10][320/746] lr: 1.000e-03, eta: 0:38:12, time: 1.283, data_time: 0.001, memory: 5975, top1_acc: 0.9961, top5_acc: 0.9988, loss_cls: 0.0262, loss: 0.0262, grad_norm: 0.6427 2021-09-19 04:37:50,396 - mmaction - INFO - Epoch [10][340/746] lr: 1.000e-03, eta: 0:37:48, time: 1.155, data_time: 0.001, memory: 5975, top1_acc: 0.9957, top5_acc: 0.9984, loss_cls: 0.0272, loss: 0.0272, grad_norm: 0.7548 2021-09-19 04:38:14,863 - mmaction - INFO - Epoch [10][360/746] lr: 1.000e-03, eta: 0:37:24, time: 1.223, data_time: 0.041, memory: 5975, top1_acc: 0.9961, top5_acc: 0.9992, loss_cls: 0.0233, loss: 0.0233, grad_norm: 0.7932 2021-09-19 04:38:37,192 - mmaction - INFO - Epoch [10][380/746] lr: 1.000e-03, eta: 0:37:00, time: 1.116, data_time: 0.169, memory: 5975, top1_acc: 0.9930, top5_acc: 0.9980, loss_cls: 0.0298, loss: 0.0298, grad_norm: 0.8612 2021-09-19 04:39:00,599 - mmaction - INFO - Epoch [10][400/746] lr: 1.000e-03, eta: 0:36:36, time: 1.171, data_time: 0.001, memory: 5975, top1_acc: 0.9930, top5_acc: 0.9992, loss_cls: 0.0307, loss: 0.0307, grad_norm: 0.7738 2021-09-19 04:39:24,188 - mmaction - INFO - Epoch [10][420/746] lr: 1.000e-03, eta: 0:36:12, time: 1.179, data_time: 0.001, memory: 5975, top1_acc: 0.9945, top5_acc: 0.9992, loss_cls: 0.0299, loss: 0.0299, grad_norm: 0.8278 2021-09-19 04:39:50,167 - mmaction - INFO - Epoch [10][440/746] lr: 1.000e-03, eta: 0:35:48, time: 1.298, data_time: 0.020, memory: 5975, top1_acc: 0.9965, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218, grad_norm: 0.8449 2021-09-19 04:40:17,590 - mmaction - INFO - Epoch [10][460/746] lr: 1.000e-03, eta: 0:35:25, time: 1.372, data_time: 0.001, memory: 5975, top1_acc: 0.9926, top5_acc: 0.9984, loss_cls: 0.0289, loss: 0.0289, grad_norm: 0.8427 2021-09-19 04:40:40,294 - mmaction - INFO - Epoch [10][480/746] lr: 1.000e-03, eta: 0:35:01, time: 1.135, data_time: 0.053, memory: 5975, top1_acc: 0.9938, top5_acc: 0.9992, loss_cls: 0.0231, loss: 0.0231, grad_norm: 0.7836 2021-09-19 04:41:04,491 - mmaction - INFO - Epoch [10][500/746] lr: 1.000e-03, eta: 0:34:37, time: 1.210, data_time: 0.001, memory: 5975, top1_acc: 0.9957, top5_acc: 0.9996, loss_cls: 0.0264, loss: 0.0264, grad_norm: 0.7831 2021-09-19 04:41:29,230 - mmaction - INFO - Epoch [10][520/746] lr: 1.000e-03, eta: 0:34:14, time: 1.237, data_time: 0.617, memory: 5975, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170, grad_norm: 0.6906 2021-09-19 04:41:53,158 - mmaction - INFO - Epoch [10][540/746] lr: 1.000e-03, eta: 0:33:50, time: 1.196, data_time: 0.356, memory: 5975, top1_acc: 0.9930, top5_acc: 0.9977, loss_cls: 0.0327, loss: 0.0327, grad_norm: 0.7744 2021-09-19 04:42:16,492 - mmaction - INFO - Epoch [10][560/746] lr: 1.000e-03, eta: 0:33:26, time: 1.167, data_time: 0.038, memory: 5975, top1_acc: 0.9961, top5_acc: 0.9988, loss_cls: 0.0250, loss: 0.0250, grad_norm: 0.7765 2021-09-19 04:42:39,052 - mmaction - INFO - Epoch [10][580/746] lr: 1.000e-03, eta: 0:33:01, time: 1.128, data_time: 0.114, memory: 5975, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233, grad_norm: 0.9457 2021-09-19 04:43:04,748 - mmaction - INFO - Epoch [10][600/746] lr: 1.000e-03, eta: 0:32:38, time: 1.285, data_time: 0.038, memory: 5975, top1_acc: 0.9945, top5_acc: 0.9988, loss_cls: 0.0325, loss: 0.0325, grad_norm: 0.8878 2021-09-19 04:43:28,907 - mmaction - INFO - Epoch [10][620/746] lr: 1.000e-03, eta: 0:32:14, time: 1.208, data_time: 0.001, memory: 5975, top1_acc: 0.9949, top5_acc: 0.9984, loss_cls: 0.0270, loss: 0.0270, grad_norm: 0.7660 2021-09-19 04:43:52,172 - mmaction - INFO - Epoch [10][640/746] lr: 1.000e-03, eta: 0:31:50, time: 1.163, data_time: 0.029, memory: 5975, top1_acc: 0.9969, top5_acc: 0.9992, loss_cls: 0.0199, loss: 0.0199, grad_norm: 0.5912 2021-09-19 04:44:15,966 - mmaction - INFO - Epoch [10][660/746] lr: 1.000e-03, eta: 0:31:26, time: 1.190, data_time: 0.001, memory: 5975, top1_acc: 0.9945, top5_acc: 0.9992, loss_cls: 0.0274, loss: 0.0274, grad_norm: 0.7721 2021-09-19 04:44:40,087 - mmaction - INFO - Epoch [10][680/746] lr: 1.000e-03, eta: 0:31:02, time: 1.207, data_time: 0.005, memory: 5975, top1_acc: 0.9973, top5_acc: 0.9988, loss_cls: 0.0208, loss: 0.0208, grad_norm: 0.6268 2021-09-19 04:45:03,909 - mmaction - INFO - Epoch [10][700/746] lr: 1.000e-03, eta: 0:30:38, time: 1.191, data_time: 0.063, memory: 5975, top1_acc: 0.9957, top5_acc: 0.9984, loss_cls: 0.0252, loss: 0.0252, grad_norm: 0.6991 2021-09-19 04:45:28,722 - mmaction - INFO - Epoch [10][720/746] lr: 1.000e-03, eta: 0:30:15, time: 1.240, data_time: 0.001, memory: 5975, top1_acc: 0.9941, top5_acc: 0.9977, loss_cls: 0.0296, loss: 0.0296, grad_norm: 0.8034 2021-09-19 04:45:49,881 - mmaction - INFO - Epoch [10][740/746] lr: 1.000e-03, eta: 0:29:50, time: 1.059, data_time: 0.002, memory: 5975, top1_acc: 0.9973, top5_acc: 0.9992, loss_cls: 0.0196, loss: 0.0196, grad_norm: 0.6177 2021-09-19 04:45:55,319 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-09-19 04:46:29,349 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-09-19 04:46:29,379 - mmaction - INFO - top1_acc 0.8586 top5_acc 0.9588 2021-09-19 04:46:29,379 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-09-19 04:46:29,382 - mmaction - INFO - mean_acc 0.8575 2021-09-19 04:46:29,443 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2021-09-19 04:46:29,443 - mmaction - INFO - Best top1_acc is 0.8586 at 10 epoch. 2021-09-19 04:46:29,444 - mmaction - INFO - Epoch(val) [10][30] top1_acc: 0.8586, top5_acc: 0.9588, mean_class_accuracy: 0.8575 2021-09-19 04:46:56,999 - mmaction - INFO - Epoch [11][20/746] lr: 1.000e-03, eta: 0:29:18, time: 1.377, data_time: 0.813, memory: 5975, top1_acc: 0.9961, top5_acc: 0.9988, loss_cls: 0.0255, loss: 0.0255, grad_norm: 0.7489 2021-09-19 04:47:22,605 - mmaction - INFO - Epoch [11][40/746] lr: 1.000e-03, eta: 0:28:55, time: 1.281, data_time: 0.005, memory: 5975, top1_acc: 0.9961, top5_acc: 0.9988, loss_cls: 0.0250, loss: 0.0250, grad_norm: 0.9007 2021-09-19 04:47:46,303 - mmaction - INFO - Epoch [11][60/746] lr: 1.000e-03, eta: 0:28:31, time: 1.185, data_time: 0.000, memory: 5975, top1_acc: 0.9957, top5_acc: 0.9988, loss_cls: 0.0240, loss: 0.0240, grad_norm: 0.7179 2021-09-19 04:48:11,081 - mmaction - INFO - Epoch [11][80/746] lr: 1.000e-03, eta: 0:28:07, time: 1.239, data_time: 0.001, memory: 5975, top1_acc: 0.9930, top5_acc: 0.9992, loss_cls: 0.0256, loss: 0.0256, grad_norm: 0.8985 2021-09-19 04:48:35,019 - mmaction - INFO - Epoch [11][100/746] lr: 1.000e-03, eta: 0:27:43, time: 1.197, data_time: 0.001, memory: 5975, top1_acc: 0.9961, top5_acc: 0.9988, loss_cls: 0.0207, loss: 0.0207, grad_norm: 0.6933 2021-09-19 04:49:00,847 - mmaction - INFO - Epoch [11][120/746] lr: 1.000e-03, eta: 0:27:20, time: 1.291, data_time: 0.001, memory: 5975, top1_acc: 0.9957, top5_acc: 0.9992, loss_cls: 0.0252, loss: 0.0252, grad_norm: 0.8691 2021-09-19 04:49:25,868 - mmaction - INFO - Epoch [11][140/746] lr: 1.000e-03, eta: 0:26:56, time: 1.252, data_time: 0.002, memory: 5975, top1_acc: 0.9949, top5_acc: 0.9992, loss_cls: 0.0281, loss: 0.0281, grad_norm: 0.9387 2021-09-19 04:49:50,096 - mmaction - INFO - Epoch [11][160/746] lr: 1.000e-03, eta: 0:26:32, time: 1.212, data_time: 0.046, memory: 5975, top1_acc: 0.9934, top5_acc: 0.9980, loss_cls: 0.0320, loss: 0.0320, grad_norm: 0.8790 2021-09-19 04:50:13,998 - mmaction - INFO - Epoch [11][180/746] lr: 1.000e-03, eta: 0:26:08, time: 1.194, data_time: 0.000, memory: 5975, top1_acc: 0.9949, top5_acc: 0.9984, loss_cls: 0.0255, loss: 0.0255, grad_norm: 0.7663 2021-09-19 04:50:38,280 - mmaction - INFO - Epoch [11][200/746] lr: 1.000e-03, eta: 0:25:44, time: 1.215, data_time: 0.002, memory: 5975, top1_acc: 0.9957, top5_acc: 0.9988, loss_cls: 0.0271, loss: 0.0271, grad_norm: 0.8183 2021-09-19 04:51:02,421 - mmaction - INFO - Epoch [11][220/746] lr: 1.000e-03, eta: 0:25:20, time: 1.207, data_time: 0.377, memory: 5975, top1_acc: 0.9930, top5_acc: 0.9980, loss_cls: 0.0323, loss: 0.0323, grad_norm: 0.8817 2021-09-19 04:51:25,650 - mmaction - INFO - Epoch [11][240/746] lr: 1.000e-03, eta: 0:24:56, time: 1.161, data_time: 0.208, memory: 5975, top1_acc: 0.9930, top5_acc: 0.9988, loss_cls: 0.0327, loss: 0.0327, grad_norm: 0.9075 2021-09-19 04:51:49,237 - mmaction - INFO - Epoch [11][260/746] lr: 1.000e-03, eta: 0:24:32, time: 1.179, data_time: 0.134, memory: 5975, top1_acc: 0.9949, top5_acc: 0.9984, loss_cls: 0.0256, loss: 0.0256, grad_norm: 0.8256 2021-09-19 04:52:11,808 - mmaction - INFO - Epoch [11][280/746] lr: 1.000e-03, eta: 0:24:08, time: 1.129, data_time: 0.036, memory: 5975, top1_acc: 0.9926, top5_acc: 0.9984, loss_cls: 0.0312, loss: 0.0312, grad_norm: 0.9032 2021-09-19 04:52:35,970 - mmaction - INFO - Epoch [11][300/746] lr: 1.000e-03, eta: 0:23:44, time: 1.208, data_time: 0.016, memory: 5975, top1_acc: 0.9953, top5_acc: 0.9988, loss_cls: 0.0254, loss: 0.0254, grad_norm: 0.8953 2021-09-19 04:53:00,663 - mmaction - INFO - Epoch [11][320/746] lr: 1.000e-03, eta: 0:23:21, time: 1.235, data_time: 0.005, memory: 5975, top1_acc: 0.9930, top5_acc: 0.9988, loss_cls: 0.0300, loss: 0.0300, grad_norm: 0.9796 2021-09-19 04:53:24,386 - mmaction - INFO - Epoch [11][340/746] lr: 1.000e-03, eta: 0:22:57, time: 1.186, data_time: 0.026, memory: 5975, top1_acc: 0.9945, top5_acc: 0.9980, loss_cls: 0.0318, loss: 0.0318, grad_norm: 0.8624 2021-09-19 04:53:46,162 - mmaction - INFO - Epoch [11][360/746] lr: 1.000e-03, eta: 0:22:32, time: 1.089, data_time: 0.001, memory: 5975, top1_acc: 0.9941, top5_acc: 0.9980, loss_cls: 0.0285, loss: 0.0285, grad_norm: 0.7884 2021-09-19 04:54:10,762 - mmaction - INFO - Epoch [11][380/746] lr: 1.000e-03, eta: 0:22:09, time: 1.230, data_time: 0.000, memory: 5975, top1_acc: 0.9930, top5_acc: 0.9980, loss_cls: 0.0342, loss: 0.0342, grad_norm: 0.8972 2021-09-19 04:54:34,811 - mmaction - INFO - Epoch [11][400/746] lr: 1.000e-03, eta: 0:21:45, time: 1.203, data_time: 0.011, memory: 5975, top1_acc: 0.9949, top5_acc: 0.9992, loss_cls: 0.0265, loss: 0.0265, grad_norm: 0.9153 2021-09-19 04:54:57,804 - mmaction - INFO - Epoch [11][420/746] lr: 1.000e-03, eta: 0:21:21, time: 1.150, data_time: 0.074, memory: 5975, top1_acc: 0.9957, top5_acc: 0.9996, loss_cls: 0.0192, loss: 0.0192, grad_norm: 0.6911 2021-09-19 04:55:21,994 - mmaction - INFO - Epoch [11][440/746] lr: 1.000e-03, eta: 0:20:57, time: 1.209, data_time: 0.041, memory: 5975, top1_acc: 0.9941, top5_acc: 0.9980, loss_cls: 0.0303, loss: 0.0303, grad_norm: 0.8655 2021-09-19 04:55:45,756 - mmaction - INFO - Epoch [11][460/746] lr: 1.000e-03, eta: 0:20:33, time: 1.188, data_time: 0.001, memory: 5975, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0284, loss: 0.0284, grad_norm: 0.9289 2021-09-19 04:56:10,154 - mmaction - INFO - Epoch [11][480/746] lr: 1.000e-03, eta: 0:20:09, time: 1.219, data_time: 0.380, memory: 5975, top1_acc: 0.9961, top5_acc: 0.9992, loss_cls: 0.0199, loss: 0.0199, grad_norm: 0.5251 2021-09-19 04:56:33,806 - mmaction - INFO - Epoch [11][500/746] lr: 1.000e-03, eta: 0:19:45, time: 1.183, data_time: 0.408, memory: 5975, top1_acc: 0.9945, top5_acc: 0.9988, loss_cls: 0.0262, loss: 0.0262, grad_norm: 0.8629 2021-09-19 04:56:56,934 - mmaction - INFO - Epoch [11][520/746] lr: 1.000e-03, eta: 0:19:21, time: 1.157, data_time: 0.522, memory: 5975, top1_acc: 0.9953, top5_acc: 0.9988, loss_cls: 0.0237, loss: 0.0237, grad_norm: 0.6225 2021-09-19 04:57:21,346 - mmaction - INFO - Epoch [11][540/746] lr: 1.000e-03, eta: 0:18:57, time: 1.221, data_time: 0.142, memory: 5975, top1_acc: 0.9945, top5_acc: 0.9984, loss_cls: 0.0280, loss: 0.0280, grad_norm: 1.0382 2021-09-19 04:57:44,673 - mmaction - INFO - Epoch [11][560/746] lr: 1.000e-03, eta: 0:18:33, time: 1.166, data_time: 0.049, memory: 5975, top1_acc: 0.9941, top5_acc: 0.9980, loss_cls: 0.0268, loss: 0.0268, grad_norm: 0.7902 2021-09-19 04:58:08,515 - mmaction - INFO - Epoch [11][580/746] lr: 1.000e-03, eta: 0:18:09, time: 1.192, data_time: 0.185, memory: 5975, top1_acc: 0.9961, top5_acc: 0.9988, loss_cls: 0.0217, loss: 0.0217, grad_norm: 0.6190 2021-09-19 04:58:31,452 - mmaction - INFO - Epoch [11][600/746] lr: 1.000e-03, eta: 0:17:45, time: 1.147, data_time: 0.270, memory: 5975, top1_acc: 0.9961, top5_acc: 0.9996, loss_cls: 0.0222, loss: 0.0222, grad_norm: 0.6877 2021-09-19 04:58:56,949 - mmaction - INFO - Epoch [11][620/746] lr: 1.000e-03, eta: 0:17:22, time: 1.274, data_time: 0.145, memory: 5975, top1_acc: 0.9980, top5_acc: 0.9996, loss_cls: 0.0184, loss: 0.0184, grad_norm: 0.6272 2021-09-19 04:59:20,152 - mmaction - INFO - Epoch [11][640/746] lr: 1.000e-03, eta: 0:16:58, time: 1.161, data_time: 0.597, memory: 5975, top1_acc: 0.9957, top5_acc: 0.9988, loss_cls: 0.0229, loss: 0.0229, grad_norm: 0.6477 2021-09-19 04:59:46,158 - mmaction - INFO - Epoch [11][660/746] lr: 1.000e-03, eta: 0:16:34, time: 1.300, data_time: 0.564, memory: 5975, top1_acc: 0.9961, top5_acc: 0.9996, loss_cls: 0.0189, loss: 0.0189, grad_norm: 0.6852 2021-09-19 05:00:08,408 - mmaction - INFO - Epoch [11][680/746] lr: 1.000e-03, eta: 0:16:10, time: 1.112, data_time: 0.009, memory: 5975, top1_acc: 0.9914, top5_acc: 0.9969, loss_cls: 0.0397, loss: 0.0397, grad_norm: 1.0492 2021-09-19 05:00:31,500 - mmaction - INFO - Epoch [11][700/746] lr: 1.000e-03, eta: 0:15:46, time: 1.154, data_time: 0.001, memory: 5975, top1_acc: 0.9965, top5_acc: 0.9984, loss_cls: 0.0229, loss: 0.0229, grad_norm: 0.7287 2021-09-19 05:00:55,778 - mmaction - INFO - Epoch [11][720/746] lr: 1.000e-03, eta: 0:15:22, time: 1.214, data_time: 0.220, memory: 5975, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0279, loss: 0.0279, grad_norm: 0.7725 2021-09-19 05:01:17,756 - mmaction - INFO - Epoch [11][740/746] lr: 1.000e-03, eta: 0:14:58, time: 1.099, data_time: 0.528, memory: 5975, top1_acc: 0.9965, top5_acc: 0.9980, loss_cls: 0.0247, loss: 0.0247, grad_norm: 0.7168 2021-09-19 05:01:22,501 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-09-19 05:01:56,753 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-09-19 05:01:56,783 - mmaction - INFO - top1_acc 0.8633 top5_acc 0.9622 2021-09-19 05:01:56,783 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-09-19 05:01:56,787 - mmaction - INFO - mean_acc 0.8628 2021-09-19 05:01:56,849 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. 2021-09-19 05:01:56,850 - mmaction - INFO - Best top1_acc is 0.8633 at 11 epoch. 2021-09-19 05:01:56,851 - mmaction - INFO - Epoch(val) [11][30] top1_acc: 0.8633, top5_acc: 0.9622, mean_class_accuracy: 0.8628 2021-09-19 05:02:24,287 - mmaction - INFO - Epoch [12][20/746] lr: 1.000e-04, eta: 0:14:27, time: 1.371, data_time: 0.274, memory: 5975, top1_acc: 0.9973, top5_acc: 0.9996, loss_cls: 0.0163, loss: 0.0163, grad_norm: 0.6823 2021-09-19 05:02:48,843 - mmaction - INFO - Epoch [12][40/746] lr: 1.000e-04, eta: 0:14:03, time: 1.228, data_time: 0.001, memory: 5975, top1_acc: 0.9961, top5_acc: 0.9984, loss_cls: 0.0212, loss: 0.0212, grad_norm: 0.5754 2021-09-19 05:03:14,048 - mmaction - INFO - Epoch [12][60/746] lr: 1.000e-04, eta: 0:13:39, time: 1.260, data_time: 0.001, memory: 5975, top1_acc: 0.9961, top5_acc: 0.9992, loss_cls: 0.0194, loss: 0.0194, grad_norm: 0.6450 2021-09-19 05:03:39,525 - mmaction - INFO - Epoch [12][80/746] lr: 1.000e-04, eta: 0:13:15, time: 1.274, data_time: 0.001, memory: 5975, top1_acc: 0.9945, top5_acc: 0.9992, loss_cls: 0.0268, loss: 0.0268, grad_norm: 0.8435 2021-09-19 05:04:04,256 - mmaction - INFO - Epoch [12][100/746] lr: 1.000e-04, eta: 0:12:51, time: 1.236, data_time: 0.130, memory: 5975, top1_acc: 0.9961, top5_acc: 0.9988, loss_cls: 0.0220, loss: 0.0220, grad_norm: 0.8013 2021-09-19 05:04:29,580 - mmaction - INFO - Epoch [12][120/746] lr: 1.000e-04, eta: 0:12:28, time: 1.266, data_time: 0.051, memory: 5975, top1_acc: 0.9973, top5_acc: 0.9992, loss_cls: 0.0198, loss: 0.0198, grad_norm: 0.5743 2021-09-19 05:04:53,580 - mmaction - INFO - Epoch [12][140/746] lr: 1.000e-04, eta: 0:12:04, time: 1.200, data_time: 0.001, memory: 5975, top1_acc: 0.9949, top5_acc: 0.9992, loss_cls: 0.0244, loss: 0.0244, grad_norm: 0.8951 2021-09-19 05:05:16,854 - mmaction - INFO - Epoch [12][160/746] lr: 1.000e-04, eta: 0:11:40, time: 1.164, data_time: 0.049, memory: 5975, top1_acc: 0.9945, top5_acc: 0.9984, loss_cls: 0.0235, loss: 0.0235, grad_norm: 0.6193 2021-09-19 05:05:41,441 - mmaction - INFO - Epoch [12][180/746] lr: 1.000e-04, eta: 0:11:16, time: 1.229, data_time: 0.001, memory: 5975, top1_acc: 0.9949, top5_acc: 0.9988, loss_cls: 0.0269, loss: 0.0269, grad_norm: 0.8408 2021-09-19 05:06:06,041 - mmaction - INFO - Epoch [12][200/746] lr: 1.000e-04, eta: 0:10:52, time: 1.230, data_time: 0.001, memory: 5975, top1_acc: 0.9949, top5_acc: 0.9996, loss_cls: 0.0239, loss: 0.0239, grad_norm: 0.7787 2021-09-19 05:06:30,291 - mmaction - INFO - Epoch [12][220/746] lr: 1.000e-04, eta: 0:10:28, time: 1.211, data_time: 0.051, memory: 5975, top1_acc: 0.9961, top5_acc: 0.9988, loss_cls: 0.0248, loss: 0.0248, grad_norm: 0.6488 2021-09-19 05:06:53,708 - mmaction - INFO - Epoch [12][240/746] lr: 1.000e-04, eta: 0:10:04, time: 1.173, data_time: 0.007, memory: 5975, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0168, loss: 0.0168, grad_norm: 0.6956 2021-09-19 05:07:17,208 - mmaction - INFO - Epoch [12][260/746] lr: 1.000e-04, eta: 0:09:40, time: 1.175, data_time: 0.142, memory: 5975, top1_acc: 0.9957, top5_acc: 0.9984, loss_cls: 0.0245, loss: 0.0245, grad_norm: 0.7391 2021-09-19 05:07:40,478 - mmaction - INFO - Epoch [12][280/746] lr: 1.000e-04, eta: 0:09:16, time: 1.163, data_time: 0.001, memory: 5975, top1_acc: 0.9961, top5_acc: 0.9988, loss_cls: 0.0217, loss: 0.0217, grad_norm: 0.7228 2021-09-19 05:08:05,124 - mmaction - INFO - Epoch [12][300/746] lr: 1.000e-04, eta: 0:08:53, time: 1.232, data_time: 0.010, memory: 5975, top1_acc: 0.9930, top5_acc: 0.9980, loss_cls: 0.0287, loss: 0.0287, grad_norm: 0.8103 2021-09-19 05:08:28,609 - mmaction - INFO - Epoch [12][320/746] lr: 1.000e-04, eta: 0:08:29, time: 1.174, data_time: 0.001, memory: 5975, top1_acc: 0.9961, top5_acc: 0.9988, loss_cls: 0.0201, loss: 0.0201, grad_norm: 0.6887 2021-09-19 05:08:52,534 - mmaction - INFO - Epoch [12][340/746] lr: 1.000e-04, eta: 0:08:05, time: 1.197, data_time: 0.061, memory: 5975, top1_acc: 0.9957, top5_acc: 0.9984, loss_cls: 0.0254, loss: 0.0254, grad_norm: 0.6870 2021-09-19 05:09:15,953 - mmaction - INFO - Epoch [12][360/746] lr: 1.000e-04, eta: 0:07:41, time: 1.171, data_time: 0.137, memory: 5975, top1_acc: 0.9957, top5_acc: 0.9984, loss_cls: 0.0240, loss: 0.0240, grad_norm: 0.6490 2021-09-19 05:09:39,104 - mmaction - INFO - Epoch [12][380/746] lr: 1.000e-04, eta: 0:07:17, time: 1.158, data_time: 0.573, memory: 5975, top1_acc: 0.9961, top5_acc: 0.9992, loss_cls: 0.0233, loss: 0.0233, grad_norm: 0.6925 2021-09-19 05:10:03,876 - mmaction - INFO - Epoch [12][400/746] lr: 1.000e-04, eta: 0:06:53, time: 1.237, data_time: 0.060, memory: 5975, top1_acc: 0.9945, top5_acc: 0.9977, loss_cls: 0.0262, loss: 0.0262, grad_norm: 0.5861 2021-09-19 05:10:28,517 - mmaction - INFO - Epoch [12][420/746] lr: 1.000e-04, eta: 0:06:29, time: 1.233, data_time: 0.061, memory: 5975, top1_acc: 0.9953, top5_acc: 0.9988, loss_cls: 0.0213, loss: 0.0213, grad_norm: 0.8030 2021-09-19 05:10:52,653 - mmaction - INFO - Epoch [12][440/746] lr: 1.000e-04, eta: 0:06:05, time: 1.206, data_time: 0.001, memory: 5975, top1_acc: 0.9980, top5_acc: 0.9992, loss_cls: 0.0177, loss: 0.0177, grad_norm: 0.6259 2021-09-19 05:11:16,124 - mmaction - INFO - Epoch [12][460/746] lr: 1.000e-04, eta: 0:05:41, time: 1.174, data_time: 0.400, memory: 5975, top1_acc: 0.9945, top5_acc: 0.9965, loss_cls: 0.0292, loss: 0.0292, grad_norm: 0.6382 2021-09-19 05:11:39,111 - mmaction - INFO - Epoch [12][480/746] lr: 1.000e-04, eta: 0:05:17, time: 1.150, data_time: 0.001, memory: 5975, top1_acc: 0.9957, top5_acc: 0.9988, loss_cls: 0.0227, loss: 0.0227, grad_norm: 0.7533 2021-09-19 05:12:04,252 - mmaction - INFO - Epoch [12][500/746] lr: 1.000e-04, eta: 0:04:54, time: 1.257, data_time: 0.224, memory: 5975, top1_acc: 0.9957, top5_acc: 0.9984, loss_cls: 0.0238, loss: 0.0238, grad_norm: 0.9173 2021-09-19 05:12:29,328 - mmaction - INFO - Epoch [12][520/746] lr: 1.000e-04, eta: 0:04:30, time: 1.254, data_time: 0.001, memory: 5975, top1_acc: 0.9949, top5_acc: 0.9996, loss_cls: 0.0236, loss: 0.0236, grad_norm: 0.7377 2021-09-19 05:12:53,830 - mmaction - INFO - Epoch [12][540/746] lr: 1.000e-04, eta: 0:04:06, time: 1.225, data_time: 0.005, memory: 5975, top1_acc: 0.9949, top5_acc: 0.9977, loss_cls: 0.0272, loss: 0.0272, grad_norm: 0.7015 2021-09-19 05:13:16,839 - mmaction - INFO - Epoch [12][560/746] lr: 1.000e-04, eta: 0:03:42, time: 1.151, data_time: 0.122, memory: 5975, top1_acc: 0.9930, top5_acc: 0.9980, loss_cls: 0.0298, loss: 0.0298, grad_norm: 0.7259 2021-09-19 05:13:40,220 - mmaction - INFO - Epoch [12][580/746] lr: 1.000e-04, eta: 0:03:18, time: 1.169, data_time: 0.590, memory: 5975, top1_acc: 0.9961, top5_acc: 0.9980, loss_cls: 0.0247, loss: 0.0247, grad_norm: 0.6864 2021-09-19 05:14:04,270 - mmaction - INFO - Epoch [12][600/746] lr: 1.000e-04, eta: 0:02:54, time: 1.202, data_time: 0.368, memory: 5975, top1_acc: 0.9965, top5_acc: 0.9992, loss_cls: 0.0224, loss: 0.0224, grad_norm: 0.6246 2021-09-19 05:14:28,201 - mmaction - INFO - Epoch [12][620/746] lr: 1.000e-04, eta: 0:02:30, time: 1.195, data_time: 0.001, memory: 5975, top1_acc: 0.9957, top5_acc: 0.9980, loss_cls: 0.0242, loss: 0.0242, grad_norm: 0.7691 2021-09-19 05:14:52,616 - mmaction - INFO - Epoch [12][640/746] lr: 1.000e-04, eta: 0:02:06, time: 1.222, data_time: 0.112, memory: 5975, top1_acc: 0.9965, top5_acc: 0.9992, loss_cls: 0.0242, loss: 0.0242, grad_norm: 0.9106 2021-09-19 05:15:16,864 - mmaction - INFO - Epoch [12][660/746] lr: 1.000e-04, eta: 0:01:42, time: 1.212, data_time: 0.081, memory: 5975, top1_acc: 0.9965, top5_acc: 0.9992, loss_cls: 0.0235, loss: 0.0235, grad_norm: 0.7308 2021-09-19 05:15:39,109 - mmaction - INFO - Epoch [12][680/746] lr: 1.000e-04, eta: 0:01:18, time: 1.112, data_time: 0.187, memory: 5975, top1_acc: 0.9926, top5_acc: 0.9992, loss_cls: 0.0269, loss: 0.0269, grad_norm: 0.7342 2021-09-19 05:16:02,173 - mmaction - INFO - Epoch [12][700/746] lr: 1.000e-04, eta: 0:00:54, time: 1.153, data_time: 0.005, memory: 5975, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 0.0211, loss: 0.0211, grad_norm: 0.6126 2021-09-19 05:16:25,936 - mmaction - INFO - Epoch [12][720/746] lr: 1.000e-04, eta: 0:00:31, time: 1.188, data_time: 0.149, memory: 5975, top1_acc: 0.9965, top5_acc: 0.9984, loss_cls: 0.0206, loss: 0.0206, grad_norm: 0.5681 2021-09-19 05:16:50,176 - mmaction - INFO - Epoch [12][740/746] lr: 1.000e-04, eta: 0:00:07, time: 1.212, data_time: 0.104, memory: 5975, top1_acc: 0.9965, top5_acc: 0.9992, loss_cls: 0.0218, loss: 0.0218, grad_norm: 0.6176 2021-09-19 05:16:55,108 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-09-19 05:17:29,820 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-09-19 05:17:29,855 - mmaction - INFO - top1_acc 0.8583 top5_acc 0.9617 2021-09-19 05:17:29,855 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-09-19 05:17:29,858 - mmaction - INFO - mean_acc 0.8576 2021-09-19 05:17:29,859 - mmaction - INFO - Epoch(val) [12][30] top1_acc: 0.8583, top5_acc: 0.9617, mean_class_accuracy: 0.8576 2021-09-19 05:17:31,988 - mmaction - INFO - 3783 videos remain after valid thresholding 2021-09-19 05:30:10,345 - mmaction - INFO - Testing results of the last checkpoint 2021-09-19 05:30:10,346 - mmaction - INFO - top1_acc: 0.8699 2021-09-19 05:30:10,346 - mmaction - INFO - top5_acc: 0.9667 2021-09-19 05:30:10,346 - mmaction - INFO - mean_class_accuracy: 0.8689