2020-10-10 14:46:32,775 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.8 |Anaconda, Inc.| (default, Dec 30 2018, 01:22:34) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3: GeForce GTX 1080 Ti CUDA_HOME: /mnt/lustre/share/platform/dep/cuda-9.0-cudnn7.6 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 7.3.0 PyTorch: 1.3.0 PyTorch compiling details: PyTorch built with: - GCC 4.8 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.20.5 (Git Hash 0125f28c61c1f822fd48570b4c1066f96fcb9b2e) - OpenMP 201107 (a.k.a. OpenMP 3.1) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70 - CuDNN 7.6 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_NAMEDTENSOR=OFF, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -O2 -fPIC -Wno-narrowing -Wall -Wextra -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, USE_CUDA=True, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.2.2 OpenCV: 4.2.0 MMCV: 1.1.1 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.7.0+1e77b0b ------------------------------------------------------------ 2020-10-10 14:46:32,776 - mmaction - INFO - Distributed training: True 2020-10-10 14:46:32,776 - mmaction - INFO - Config: /mnt/lustre/xusu/refactor/debug_audio/mmaction2/configs/audio_recognition/tsn_r18_64x1x1_kinetics400_audio_feature.py # model settings model = dict( type='RecognizerAudio', backbone=dict(type='ResNet', depth=18, in_channels=1, norm_eval=False), cls_head=dict( type='TSNHeadAudio', num_classes=400, in_channels=512, dropout_ratio=0.5, init_std=0.01)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) # dataset settings dataset_type = 'AudioFeatureDataset' data_root = 'data/kinetics400/audio_feature_train' data_root_val = 'data/kinetics400/audio_feature_val' ann_file_train = 'data/kinetics400/kinetics400_train_list_audio_feature.txt' ann_file_val = 'data/kinetics400/kinetics400_val_list_audio_feature.txt' ann_file_test = 'data/kinetics400/kinetics400_val_list_audio_feature.txt' train_pipeline = [ dict(type='LoadAudioFeature'), dict( type='SampleFrames', clip_len=64, frame_interval=1, num_clips=1), dict(type='AudioFeatureSelector'), dict(type='FormatAudioShape', input_format='NCTF'), dict(type='Collect', keys=['audios', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['audios']) ] val_pipeline = [ dict(type='LoadAudioFeature'), dict( type='SampleFrames', clip_len=64, frame_interval=1, num_clips=1, test_mode=True), dict(type='AudioFeatureSelector'), dict(type='FormatAudioShape', input_format='NCTF'), dict(type='Collect', keys=['audios', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['audios']) ] test_pipeline = [ dict(type='LoadAudioFeature'), dict( type='SampleFrames', clip_len=64, frame_interval=1, num_clips=1, test_mode=True), dict(type='AudioFeatureSelector'), dict(type='FormatAudioShape', input_format='NCTF'), dict(type='Collect', keys=['audios', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['audios']) ] data = dict( videos_per_gpu=320, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', lr=0.1, momentum=0.9, weight_decay=0.0001) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict(policy='CosineAnnealing', min_lr=0) total_epochs = 100 checkpoint_config = dict(interval=5) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/tsn_r18_64x1x1_kinetics400_audio_feature/' load_from = None resume_from = None workflow = [('train', 1)] 2020-10-10 14:46:45,740 - mmaction - INFO - Start running, host: xusu@SH-IDC1-10-5-36-176, work_dir: /mnt/lustre/xusu/refactor/debug_audio/mmaction2/work_dirs/tsn_r18_64x1x1_kinetics400_audio_feature 2020-10-10 14:46:45,741 - mmaction - INFO - workflow: [('train', 1)], max: 100 epochs 2020-10-10 14:47:59,170 - mmaction - INFO - Epoch [1][20/188] lr: 1.000e-01, eta: 19:07:51, time: 3.667, data_time: 2.497, memory: 1871, top1_acc: 0.0047, top5_acc: 0.0192, loss_cls: 5.9785, loss: 5.9785, grad_norm: 0.9401 2020-10-10 14:49:06,932 - mmaction - INFO - Epoch [1][40/188] lr: 1.000e-01, eta: 18:23:33, time: 3.392, data_time: 1.863, memory: 1871, top1_acc: 0.0090, top5_acc: 0.0340, loss_cls: 5.8834, loss: 5.8834, grad_norm: 0.5887 2020-10-10 14:50:12,893 - mmaction - INFO - Epoch [1][60/188] lr: 1.000e-01, eta: 17:58:16, time: 3.298, data_time: 1.622, memory: 1871, top1_acc: 0.0112, top5_acc: 0.0472, loss_cls: 5.8022, loss: 5.8022, grad_norm: 0.6181 2020-10-10 14:51:28,000 - mmaction - INFO - Epoch [1][80/188] lr: 1.000e-01, eta: 18:20:45, time: 3.755, data_time: 2.200, memory: 1871, top1_acc: 0.0176, top5_acc: 0.0657, loss_cls: 5.6981, loss: 5.6981, grad_norm: 0.8046 2020-10-10 14:52:41,094 - mmaction - INFO - Epoch [1][100/188] lr: 1.000e-01, eta: 18:27:28, time: 3.655, data_time: 2.179, memory: 1871, top1_acc: 0.0214, top5_acc: 0.0779, loss_cls: 5.6387, loss: 5.6387, grad_norm: 0.8764 2020-10-10 14:53:48,044 - mmaction - INFO - Epoch [1][120/188] lr: 1.000e-01, eta: 18:15:36, time: 3.348, data_time: 1.857, memory: 1871, top1_acc: 0.0260, top5_acc: 0.0878, loss_cls: 5.5742, loss: 5.5742, grad_norm: 0.8847 2020-10-10 14:54:55,679 - mmaction - INFO - Epoch [1][140/188] lr: 1.000e-01, eta: 18:08:20, time: 3.382, data_time: 1.404, memory: 1871, top1_acc: 0.0313, top5_acc: 0.0950, loss_cls: 5.5360, loss: 5.5360, grad_norm: 0.9437 2020-10-10 14:56:04,417 - mmaction - INFO - Epoch [1][160/188] lr: 1.000e-01, eta: 18:04:44, time: 3.437, data_time: 1.082, memory: 1871, top1_acc: 0.0318, top5_acc: 0.1021, loss_cls: 5.4982, loss: 5.4982, grad_norm: 0.8827 2020-10-10 14:57:17,789 - mmaction - INFO - Epoch [1][180/188] lr: 1.000e-01, eta: 18:09:40, time: 3.668, data_time: 1.185, memory: 1871, top1_acc: 0.0350, top5_acc: 0.1115, loss_cls: 5.4465, loss: 5.4465, grad_norm: 1.0198 2020-10-10 14:58:52,089 - mmaction - INFO - Epoch [2][20/188] lr: 9.998e-02, eta: 17:26:45, time: 3.531, data_time: 3.250, memory: 1871, top1_acc: 0.0384, top5_acc: 0.1182, loss_cls: 5.4037, loss: 5.4037, grad_norm: 0.9616 2020-10-10 14:59:59,128 - mmaction - INFO - Epoch [2][40/188] lr: 9.998e-02, eta: 17:24:55, time: 3.352, data_time: 2.768, memory: 1871, top1_acc: 0.0398, top5_acc: 0.1248, loss_cls: 5.3744, loss: 5.3744, grad_norm: 0.9567 2020-10-10 15:01:09,395 - mmaction - INFO - Epoch [2][60/188] lr: 9.998e-02, eta: 17:27:10, time: 3.511, data_time: 2.791, memory: 1871, top1_acc: 0.0437, top5_acc: 0.1269, loss_cls: 5.3490, loss: 5.3490, grad_norm: 1.0124 2020-10-10 15:02:16,614 - mmaction - INFO - Epoch [2][80/188] lr: 9.998e-02, eta: 17:25:30, time: 3.363, data_time: 2.828, memory: 1871, top1_acc: 0.0437, top5_acc: 0.1318, loss_cls: 5.3335, loss: 5.3335, grad_norm: 1.0526 2020-10-10 15:03:22,841 - mmaction - INFO - Epoch [2][100/188] lr: 9.998e-02, eta: 17:22:48, time: 3.311, data_time: 2.663, memory: 1871, top1_acc: 0.0493, top5_acc: 0.1434, loss_cls: 5.2806, loss: 5.2806, grad_norm: 0.9525 2020-10-10 15:04:40,511 - mmaction - INFO - Epoch [2][120/188] lr: 9.998e-02, eta: 17:31:45, time: 3.883, data_time: 3.570, memory: 1871, top1_acc: 0.0523, top5_acc: 0.1452, loss_cls: 5.2683, loss: 5.2683, grad_norm: 1.0388 2020-10-10 15:05:48,518 - mmaction - INFO - Epoch [2][140/188] lr: 9.998e-02, eta: 17:30:23, time: 3.400, data_time: 2.796, memory: 1871, top1_acc: 0.0491, top5_acc: 0.1476, loss_cls: 5.2488, loss: 5.2488, grad_norm: 0.9790 2020-10-10 15:06:55,127 - mmaction - INFO - Epoch [2][160/188] lr: 9.998e-02, eta: 17:27:48, time: 3.331, data_time: 2.508, memory: 1871, top1_acc: 0.0550, top5_acc: 0.1520, loss_cls: 5.2149, loss: 5.2149, grad_norm: 1.0309 2020-10-10 15:08:05,445 - mmaction - INFO - Epoch [2][180/188] lr: 9.998e-02, eta: 17:28:29, time: 3.516, data_time: 2.744, memory: 1871, top1_acc: 0.0598, top5_acc: 0.1613, loss_cls: 5.1958, loss: 5.1958, grad_norm: 0.9965 2020-10-10 15:09:41,034 - mmaction - INFO - Epoch [3][20/188] lr: 9.990e-02, eta: 17:07:22, time: 3.518, data_time: 3.014, memory: 1871, top1_acc: 0.0591, top5_acc: 0.1660, loss_cls: 5.1690, loss: 5.1690, grad_norm: 1.0388 2020-10-10 15:10:50,199 - mmaction - INFO - Epoch [3][40/188] lr: 9.990e-02, eta: 17:07:51, time: 3.458, data_time: 2.546, memory: 1871, top1_acc: 0.0635, top5_acc: 0.1702, loss_cls: 5.1340, loss: 5.1340, grad_norm: 1.0409 2020-10-10 15:11:57,781 - mmaction - INFO - Epoch [3][60/188] lr: 9.990e-02, eta: 17:07:04, time: 3.379, data_time: 2.244, memory: 1871, top1_acc: 0.0618, top5_acc: 0.1709, loss_cls: 5.1310, loss: 5.1310, grad_norm: 1.0426 2020-10-10 15:13:04,651 - mmaction - INFO - Epoch [3][80/188] lr: 9.990e-02, eta: 17:05:48, time: 3.344, data_time: 2.055, memory: 1871, top1_acc: 0.0645, top5_acc: 0.1748, loss_cls: 5.1160, loss: 5.1160, grad_norm: 1.0588 2020-10-10 15:14:12,757 - mmaction - INFO - Epoch [3][100/188] lr: 9.990e-02, eta: 17:05:19, time: 3.405, data_time: 1.699, memory: 1871, top1_acc: 0.0629, top5_acc: 0.1764, loss_cls: 5.1131, loss: 5.1131, grad_norm: 1.0733 2020-10-10 15:15:18,836 - mmaction - INFO - Epoch [3][120/188] lr: 9.990e-02, eta: 17:03:32, time: 3.304, data_time: 1.134, memory: 1871, top1_acc: 0.0638, top5_acc: 0.1742, loss_cls: 5.1114, loss: 5.1114, grad_norm: 1.0004 2020-10-10 15:16:23,916 - mmaction - INFO - Epoch [3][140/188] lr: 9.990e-02, eta: 17:01:14, time: 3.254, data_time: 1.377, memory: 1871, top1_acc: 0.0702, top5_acc: 0.1822, loss_cls: 5.0734, loss: 5.0734, grad_norm: 0.9831 2020-10-10 15:17:30,237 - mmaction - INFO - Epoch [3][160/188] lr: 9.990e-02, eta: 16:59:43, time: 3.316, data_time: 1.550, memory: 1871, top1_acc: 0.0728, top5_acc: 0.1869, loss_cls: 5.0697, loss: 5.0697, grad_norm: 1.0150 2020-10-10 15:18:48,883 - mmaction - INFO - Epoch [3][180/188] lr: 9.990e-02, eta: 17:04:58, time: 3.932, data_time: 1.647, memory: 1871, top1_acc: 0.0697, top5_acc: 0.1863, loss_cls: 5.0594, loss: 5.0594, grad_norm: 0.9978 2020-10-10 15:20:45,862 - mmaction - INFO - Epoch [4][20/188] lr: 9.978e-02, eta: 16:50:52, time: 3.515, data_time: 3.279, memory: 1871, top1_acc: 0.0754, top5_acc: 0.1943, loss_cls: 5.0140, loss: 5.0140, grad_norm: 1.0474 2020-10-10 15:22:04,625 - mmaction - INFO - Epoch [4][40/188] lr: 9.978e-02, eta: 16:55:52, time: 3.938, data_time: 3.588, memory: 1871, top1_acc: 0.0766, top5_acc: 0.1948, loss_cls: 5.0181, loss: 5.0181, grad_norm: 1.0983 2020-10-10 15:23:14,279 - mmaction - INFO - Epoch [4][60/188] lr: 9.978e-02, eta: 16:56:02, time: 3.482, data_time: 3.138, memory: 1871, top1_acc: 0.0776, top5_acc: 0.2004, loss_cls: 5.0017, loss: 5.0017, grad_norm: 1.0164 2020-10-10 15:24:36,655 - mmaction - INFO - Epoch [4][80/188] lr: 9.978e-02, eta: 17:02:07, time: 4.120, data_time: 2.342, memory: 1871, top1_acc: 0.0776, top5_acc: 0.2027, loss_cls: 4.9846, loss: 4.9846, grad_norm: 0.9961 2020-10-10 15:25:44,191 - mmaction - INFO - Epoch [4][100/188] lr: 9.978e-02, eta: 17:00:59, time: 3.377, data_time: 2.922, memory: 1871, top1_acc: 0.0788, top5_acc: 0.1970, loss_cls: 4.9911, loss: 4.9911, grad_norm: 1.0653 2020-10-10 15:27:02,169 - mmaction - INFO - Epoch [4][120/188] lr: 9.978e-02, eta: 17:04:27, time: 3.899, data_time: 3.503, memory: 1871, top1_acc: 0.0823, top5_acc: 0.2014, loss_cls: 4.9827, loss: 4.9827, grad_norm: 1.0617 2020-10-10 15:28:10,761 - mmaction - INFO - Epoch [4][140/188] lr: 9.978e-02, eta: 17:03:38, time: 3.430, data_time: 2.791, memory: 1871, top1_acc: 0.0799, top5_acc: 0.2073, loss_cls: 4.9659, loss: 4.9659, grad_norm: 1.0029 2020-10-10 15:29:18,229 - mmaction - INFO - Epoch [4][160/188] lr: 9.978e-02, eta: 17:02:20, time: 3.373, data_time: 2.597, memory: 1871, top1_acc: 0.0831, top5_acc: 0.2120, loss_cls: 4.9512, loss: 4.9512, grad_norm: 1.0049 2020-10-10 15:30:24,625 - mmaction - INFO - Epoch [4][180/188] lr: 9.978e-02, eta: 17:00:36, time: 3.320, data_time: 2.925, memory: 1871, top1_acc: 0.0849, top5_acc: 0.2052, loss_cls: 4.9530, loss: 4.9530, grad_norm: 1.0181 2020-10-10 15:32:04,463 - mmaction - INFO - Epoch [5][20/188] lr: 9.961e-02, eta: 16:52:17, time: 3.882, data_time: 3.559, memory: 1871, top1_acc: 0.0866, top5_acc: 0.2122, loss_cls: 4.9109, loss: 4.9109, grad_norm: 1.0601 2020-10-10 15:33:10,792 - mmaction - INFO - Epoch [5][40/188] lr: 9.961e-02, eta: 16:50:46, time: 3.317, data_time: 3.005, memory: 1871, top1_acc: 0.0856, top5_acc: 0.2142, loss_cls: 4.9115, loss: 4.9115, grad_norm: 1.0355 2020-10-10 15:34:17,262 - mmaction - INFO - Epoch [5][60/188] lr: 9.961e-02, eta: 16:49:19, time: 3.324, data_time: 3.022, memory: 1871, top1_acc: 0.0888, top5_acc: 0.2164, loss_cls: 4.9082, loss: 4.9082, grad_norm: 1.0293 2020-10-10 15:35:24,518 - mmaction - INFO - Epoch [5][80/188] lr: 9.961e-02, eta: 16:48:10, time: 3.363, data_time: 2.883, memory: 1871, top1_acc: 0.0890, top5_acc: 0.2176, loss_cls: 4.9033, loss: 4.9033, grad_norm: 0.9892 2020-10-10 15:36:30,968 - mmaction - INFO - Epoch [5][100/188] lr: 9.961e-02, eta: 16:46:44, time: 3.323, data_time: 2.856, memory: 1871, top1_acc: 0.0899, top5_acc: 0.2174, loss_cls: 4.8872, loss: 4.8872, grad_norm: 1.0451 2020-10-10 15:37:45,550 - mmaction - INFO - Epoch [5][120/188] lr: 9.961e-02, eta: 16:48:06, time: 3.729, data_time: 3.302, memory: 1871, top1_acc: 0.0955, top5_acc: 0.2228, loss_cls: 4.8869, loss: 4.8869, grad_norm: 1.0266 2020-10-10 15:38:56,368 - mmaction - INFO - Epoch [5][140/188] lr: 9.961e-02, eta: 16:48:06, time: 3.541, data_time: 3.207, memory: 1871, top1_acc: 0.0941, top5_acc: 0.2236, loss_cls: 4.8766, loss: 4.8766, grad_norm: 0.9971 2020-10-10 15:40:02,902 - mmaction - INFO - Epoch [5][160/188] lr: 9.961e-02, eta: 16:46:38, time: 3.326, data_time: 2.967, memory: 1871, top1_acc: 0.0921, top5_acc: 0.2251, loss_cls: 4.8656, loss: 4.8656, grad_norm: 1.0107 2020-10-10 15:41:09,847 - mmaction - INFO - Epoch [5][180/188] lr: 9.961e-02, eta: 16:45:19, time: 3.347, data_time: 3.160, memory: 1871, top1_acc: 0.0932, top5_acc: 0.2227, loss_cls: 4.8818, loss: 4.8818, grad_norm: 1.0626 2020-10-10 15:41:34,491 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-10-10 15:42:48,777 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-10 15:42:49,753 - mmaction - INFO - top1_acc 0.0152 top5_acc 0.0370 2020-10-10 15:42:49,753 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-10 15:42:49,826 - mmaction - INFO - mean_acc 0.0151 2020-10-10 15:42:49,826 - mmaction - INFO - Now best checkpoint is epoch_5.pth 2020-10-10 15:42:49,873 - mmaction - INFO - Epoch(val) [5][188] top1_acc: 0.0152, top5_acc: 0.0370, mean_class_accuracy: 0.0151 2020-10-10 15:44:56,251 - mmaction - INFO - Epoch [6][20/188] lr: 9.938e-02, eta: 16:53:36, time: 6.318, data_time: 6.139, memory: 1871, top1_acc: 0.0972, top5_acc: 0.2293, loss_cls: 4.8375, loss: 4.8375, grad_norm: 1.0390 2020-10-10 15:46:42,453 - mmaction - INFO - Epoch [6][40/188] lr: 9.938e-02, eta: 17:04:00, time: 5.310, data_time: 5.137, memory: 1871, top1_acc: 0.0966, top5_acc: 0.2297, loss_cls: 4.8465, loss: 4.8465, grad_norm: 1.0173 2020-10-10 15:48:39,866 - mmaction - INFO - Epoch [6][60/188] lr: 9.938e-02, eta: 17:17:13, time: 5.871, data_time: 5.693, memory: 1871, top1_acc: 0.0968, top5_acc: 0.2268, loss_cls: 4.8437, loss: 4.8437, grad_norm: 1.0526 2020-10-10 15:50:31,301 - mmaction - INFO - Epoch [6][80/188] lr: 9.938e-02, eta: 17:28:07, time: 5.572, data_time: 5.398, memory: 1871, top1_acc: 0.0989, top5_acc: 0.2306, loss_cls: 4.8392, loss: 4.8392, grad_norm: 1.0231 2020-10-10 15:52:10,500 - mmaction - INFO - Epoch [6][100/188] lr: 9.938e-02, eta: 17:35:02, time: 4.960, data_time: 4.586, memory: 1871, top1_acc: 0.0948, top5_acc: 0.2306, loss_cls: 4.8470, loss: 4.8470, grad_norm: 1.0184 2020-10-10 15:53:51,461 - mmaction - INFO - Epoch [6][120/188] lr: 9.938e-02, eta: 17:42:07, time: 5.048, data_time: 4.810, memory: 1871, top1_acc: 0.0979, top5_acc: 0.2309, loss_cls: 4.8335, loss: 4.8335, grad_norm: 0.9852 2020-10-10 15:55:30,038 - mmaction - INFO - Epoch [6][140/188] lr: 9.938e-02, eta: 17:48:14, time: 4.929, data_time: 4.622, memory: 1871, top1_acc: 0.0970, top5_acc: 0.2330, loss_cls: 4.8228, loss: 4.8228, grad_norm: 1.0353 2020-10-10 15:57:12,512 - mmaction - INFO - Epoch [6][160/188] lr: 9.938e-02, eta: 17:55:07, time: 5.124, data_time: 4.554, memory: 1871, top1_acc: 0.1029, top5_acc: 0.2397, loss_cls: 4.8066, loss: 4.8066, grad_norm: 0.9949 2020-10-10 15:58:52,143 - mmaction - INFO - Epoch [6][180/188] lr: 9.938e-02, eta: 18:00:56, time: 4.982, data_time: 4.013, memory: 1871, top1_acc: 0.1023, top5_acc: 0.2361, loss_cls: 4.7947, loss: 4.7947, grad_norm: 1.0293 2020-10-10 16:01:14,781 - mmaction - INFO - Epoch [7][20/188] lr: 9.911e-02, eta: 18:00:02, time: 5.294, data_time: 4.736, memory: 1871, top1_acc: 0.1020, top5_acc: 0.2395, loss_cls: 4.7842, loss: 4.7842, grad_norm: 0.9873 2020-10-10 16:02:55,641 - mmaction - INFO - Epoch [7][40/188] lr: 9.911e-02, eta: 18:05:44, time: 5.045, data_time: 4.426, memory: 1871, top1_acc: 0.1048, top5_acc: 0.2433, loss_cls: 4.7634, loss: 4.7634, grad_norm: 0.9892 2020-10-10 16:04:35,015 - mmaction - INFO - Epoch [7][60/188] lr: 9.911e-02, eta: 18:10:47, time: 4.969, data_time: 4.544, memory: 1871, top1_acc: 0.1080, top5_acc: 0.2446, loss_cls: 4.7710, loss: 4.7710, grad_norm: 1.0559 2020-10-10 16:06:14,721 - mmaction - INFO - Epoch [7][80/188] lr: 9.911e-02, eta: 18:15:43, time: 4.985, data_time: 4.591, memory: 1871, top1_acc: 0.1035, top5_acc: 0.2389, loss_cls: 4.7981, loss: 4.7981, grad_norm: 1.0215 2020-10-10 16:07:56,598 - mmaction - INFO - Epoch [7][100/188] lr: 9.911e-02, eta: 18:20:56, time: 5.094, data_time: 4.789, memory: 1871, top1_acc: 0.1064, top5_acc: 0.2450, loss_cls: 4.7729, loss: 4.7729, grad_norm: 1.0060 2020-10-10 16:09:35,334 - mmaction - INFO - Epoch [7][120/188] lr: 9.911e-02, eta: 18:25:12, time: 4.937, data_time: 4.768, memory: 1871, top1_acc: 0.1046, top5_acc: 0.2414, loss_cls: 4.7687, loss: 4.7687, grad_norm: 0.9574 2020-10-10 16:11:14,316 - mmaction - INFO - Epoch [7][140/188] lr: 9.911e-02, eta: 18:29:21, time: 4.949, data_time: 4.782, memory: 1871, top1_acc: 0.1050, top5_acc: 0.2443, loss_cls: 4.7578, loss: 4.7578, grad_norm: 1.0141 2020-10-10 16:12:54,570 - mmaction - INFO - Epoch [7][160/188] lr: 9.911e-02, eta: 18:33:35, time: 5.013, data_time: 4.843, memory: 1871, top1_acc: 0.1042, top5_acc: 0.2463, loss_cls: 4.7694, loss: 4.7694, grad_norm: 1.0231 2020-10-10 16:14:38,729 - mmaction - INFO - Epoch [7][180/188] lr: 9.911e-02, eta: 18:38:32, time: 5.208, data_time: 5.035, memory: 1871, top1_acc: 0.1098, top5_acc: 0.2519, loss_cls: 4.7437, loss: 4.7437, grad_norm: 0.9889 2020-10-10 16:16:28,921 - mmaction - INFO - Epoch [8][20/188] lr: 9.880e-02, eta: 18:30:04, time: 3.841, data_time: 3.638, memory: 1871, top1_acc: 0.1159, top5_acc: 0.2595, loss_cls: 4.7085, loss: 4.7085, grad_norm: 1.0338 2020-10-10 16:17:36,367 - mmaction - INFO - Epoch [8][40/188] lr: 9.880e-02, eta: 18:26:54, time: 3.372, data_time: 3.184, memory: 1871, top1_acc: 0.1132, top5_acc: 0.2568, loss_cls: 4.7165, loss: 4.7165, grad_norm: 1.0038 2020-10-10 16:18:43,516 - mmaction - INFO - Epoch [8][60/188] lr: 9.880e-02, eta: 18:23:44, time: 3.357, data_time: 3.182, memory: 1871, top1_acc: 0.1099, top5_acc: 0.2490, loss_cls: 4.7319, loss: 4.7319, grad_norm: 1.0484 2020-10-10 16:19:50,111 - mmaction - INFO - Epoch [8][80/188] lr: 9.880e-02, eta: 18:20:31, time: 3.330, data_time: 3.155, memory: 1871, top1_acc: 0.1095, top5_acc: 0.2507, loss_cls: 4.7360, loss: 4.7360, grad_norm: 0.9987 2020-10-10 16:20:57,619 - mmaction - INFO - Epoch [8][100/188] lr: 9.880e-02, eta: 18:17:32, time: 3.375, data_time: 3.200, memory: 1871, top1_acc: 0.1120, top5_acc: 0.2519, loss_cls: 4.7081, loss: 4.7081, grad_norm: 1.0030 2020-10-10 16:22:04,491 - mmaction - INFO - Epoch [8][120/188] lr: 9.880e-02, eta: 18:14:29, time: 3.344, data_time: 3.186, memory: 1871, top1_acc: 0.1083, top5_acc: 0.2501, loss_cls: 4.7284, loss: 4.7284, grad_norm: 0.9846 2020-10-10 16:23:11,261 - mmaction - INFO - Epoch [8][140/188] lr: 9.880e-02, eta: 18:11:27, time: 3.338, data_time: 3.179, memory: 1871, top1_acc: 0.1132, top5_acc: 0.2558, loss_cls: 4.7086, loss: 4.7086, grad_norm: 0.9906 2020-10-10 16:24:18,302 - mmaction - INFO - Epoch [8][160/188] lr: 9.880e-02, eta: 18:08:32, time: 3.352, data_time: 3.091, memory: 1871, top1_acc: 0.1140, top5_acc: 0.2550, loss_cls: 4.7109, loss: 4.7109, grad_norm: 1.0442 2020-10-10 16:25:25,453 - mmaction - INFO - Epoch [8][180/188] lr: 9.880e-02, eta: 18:05:41, time: 3.357, data_time: 2.855, memory: 1871, top1_acc: 0.1102, top5_acc: 0.2517, loss_cls: 4.7350, loss: 4.7350, grad_norm: 0.9897 2020-10-10 16:26:58,449 - mmaction - INFO - Epoch [9][20/188] lr: 9.843e-02, eta: 17:57:17, time: 3.510, data_time: 3.237, memory: 1871, top1_acc: 0.1129, top5_acc: 0.2560, loss_cls: 4.6965, loss: 4.6965, grad_norm: 1.0143 2020-10-10 16:28:05,393 - mmaction - INFO - Epoch [9][40/188] lr: 9.843e-02, eta: 17:54:34, time: 3.347, data_time: 3.139, memory: 1871, top1_acc: 0.1148, top5_acc: 0.2582, loss_cls: 4.6779, loss: 4.6779, grad_norm: 0.9895 2020-10-10 16:29:12,106 - mmaction - INFO - Epoch [9][60/188] lr: 9.843e-02, eta: 17:51:51, time: 3.335, data_time: 3.083, memory: 1871, top1_acc: 0.1184, top5_acc: 0.2649, loss_cls: 4.6690, loss: 4.6690, grad_norm: 0.9882 2020-10-10 16:30:18,733 - mmaction - INFO - Epoch [9][80/188] lr: 9.843e-02, eta: 17:49:10, time: 3.332, data_time: 3.034, memory: 1871, top1_acc: 0.1154, top5_acc: 0.2601, loss_cls: 4.6763, loss: 4.6763, grad_norm: 0.9763 2020-10-10 16:31:27,192 - mmaction - INFO - Epoch [9][100/188] lr: 9.843e-02, eta: 17:46:50, time: 3.423, data_time: 2.947, memory: 1871, top1_acc: 0.1177, top5_acc: 0.2667, loss_cls: 4.6642, loss: 4.6642, grad_norm: 1.0086 2020-10-10 16:32:32,842 - mmaction - INFO - Epoch [9][120/188] lr: 9.843e-02, eta: 17:44:02, time: 3.283, data_time: 2.490, memory: 1871, top1_acc: 0.1204, top5_acc: 0.2650, loss_cls: 4.6658, loss: 4.6658, grad_norm: 1.0168 2020-10-10 16:33:39,054 - mmaction - INFO - Epoch [9][140/188] lr: 9.843e-02, eta: 17:41:23, time: 3.311, data_time: 2.685, memory: 1871, top1_acc: 0.1168, top5_acc: 0.2613, loss_cls: 4.6742, loss: 4.6742, grad_norm: 0.9891 2020-10-10 16:34:46,080 - mmaction - INFO - Epoch [9][160/188] lr: 9.843e-02, eta: 17:38:55, time: 3.351, data_time: 2.603, memory: 1871, top1_acc: 0.1157, top5_acc: 0.2619, loss_cls: 4.6858, loss: 4.6858, grad_norm: 0.9881 2020-10-10 16:35:52,691 - mmaction - INFO - Epoch [9][180/188] lr: 9.843e-02, eta: 17:36:24, time: 3.331, data_time: 2.914, memory: 1871, top1_acc: 0.1173, top5_acc: 0.2604, loss_cls: 4.6819, loss: 4.6819, grad_norm: 1.0140 2020-10-10 16:37:27,984 - mmaction - INFO - Epoch [10][20/188] lr: 9.801e-02, eta: 17:29:09, time: 3.524, data_time: 3.248, memory: 1871, top1_acc: 0.1226, top5_acc: 0.2720, loss_cls: 4.6298, loss: 4.6298, grad_norm: 1.0099 2020-10-10 16:38:34,739 - mmaction - INFO - Epoch [10][40/188] lr: 9.801e-02, eta: 17:26:47, time: 3.338, data_time: 3.035, memory: 1871, top1_acc: 0.1252, top5_acc: 0.2659, loss_cls: 4.6402, loss: 4.6402, grad_norm: 1.0206 2020-10-10 16:39:41,658 - mmaction - INFO - Epoch [10][60/188] lr: 9.801e-02, eta: 17:24:28, time: 3.346, data_time: 2.964, memory: 1871, top1_acc: 0.1253, top5_acc: 0.2706, loss_cls: 4.6236, loss: 4.6236, grad_norm: 0.9972 2020-10-10 16:40:49,124 - mmaction - INFO - Epoch [10][80/188] lr: 9.801e-02, eta: 17:22:16, time: 3.369, data_time: 2.844, memory: 1871, top1_acc: 0.1242, top5_acc: 0.2720, loss_cls: 4.6326, loss: 4.6326, grad_norm: 1.0183 2020-10-10 16:41:55,619 - mmaction - INFO - Epoch [10][100/188] lr: 9.801e-02, eta: 17:19:57, time: 3.329, data_time: 2.719, memory: 1871, top1_acc: 0.1193, top5_acc: 0.2679, loss_cls: 4.6516, loss: 4.6516, grad_norm: 1.0117 2020-10-10 16:43:03,002 - mmaction - INFO - Epoch [10][120/188] lr: 9.801e-02, eta: 17:17:48, time: 3.369, data_time: 2.555, memory: 1871, top1_acc: 0.1193, top5_acc: 0.2655, loss_cls: 4.6548, loss: 4.6548, grad_norm: 0.9872 2020-10-10 16:44:09,180 - mmaction - INFO - Epoch [10][140/188] lr: 9.801e-02, eta: 17:15:28, time: 3.309, data_time: 2.605, memory: 1871, top1_acc: 0.1253, top5_acc: 0.2695, loss_cls: 4.6365, loss: 4.6365, grad_norm: 1.0269 2020-10-10 16:45:16,186 - mmaction - INFO - Epoch [10][160/188] lr: 9.801e-02, eta: 17:13:18, time: 3.350, data_time: 2.662, memory: 1871, top1_acc: 0.1225, top5_acc: 0.2693, loss_cls: 4.6405, loss: 4.6405, grad_norm: 1.0250 2020-10-10 16:46:23,318 - mmaction - INFO - Epoch [10][180/188] lr: 9.801e-02, eta: 17:11:10, time: 3.357, data_time: 2.691, memory: 1871, top1_acc: 0.1225, top5_acc: 0.2680, loss_cls: 4.6327, loss: 4.6327, grad_norm: 0.9954 2020-10-10 16:46:47,547 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-10-10 16:47:57,663 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-10 16:47:58,622 - mmaction - INFO - top1_acc 0.0633 top5_acc 0.1566 2020-10-10 16:47:58,622 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-10 16:47:58,712 - mmaction - INFO - mean_acc 0.0633 2020-10-10 16:47:58,713 - mmaction - INFO - Now best checkpoint is epoch_10.pth 2020-10-10 16:47:58,750 - mmaction - INFO - Epoch(val) [10][188] top1_acc: 0.0633, top5_acc: 0.1566, mean_class_accuracy: 0.0633 2020-10-10 16:49:40,453 - mmaction - INFO - Epoch [11][20/188] lr: 9.755e-02, eta: 17:09:22, time: 5.085, data_time: 4.631, memory: 1871, top1_acc: 0.1280, top5_acc: 0.2796, loss_cls: 4.5912, loss: 4.5912, grad_norm: 0.9887 2020-10-10 16:51:21,510 - mmaction - INFO - Epoch [11][40/188] lr: 9.755e-02, eta: 17:12:15, time: 5.053, data_time: 4.543, memory: 1871, top1_acc: 0.1238, top5_acc: 0.2734, loss_cls: 4.6115, loss: 4.6115, grad_norm: 1.0130 2020-10-10 16:53:01,138 - mmaction - INFO - Epoch [11][60/188] lr: 9.755e-02, eta: 17:14:50, time: 4.981, data_time: 4.378, memory: 1871, top1_acc: 0.1279, top5_acc: 0.2777, loss_cls: 4.5912, loss: 4.5912, grad_norm: 0.9915 2020-10-10 16:54:42,814 - mmaction - INFO - Epoch [11][80/188] lr: 9.755e-02, eta: 17:17:37, time: 5.084, data_time: 4.317, memory: 1871, top1_acc: 0.1248, top5_acc: 0.2751, loss_cls: 4.6081, loss: 4.6081, grad_norm: 1.0307 2020-10-10 16:56:02,389 - mmaction - INFO - Epoch [11][100/188] lr: 9.755e-02, eta: 17:17:10, time: 3.973, data_time: 3.328, memory: 1871, top1_acc: 0.1284, top5_acc: 0.2800, loss_cls: 4.5903, loss: 4.5903, grad_norm: 0.9944 2020-10-10 16:57:09,546 - mmaction - INFO - Epoch [11][120/188] lr: 9.755e-02, eta: 17:14:59, time: 3.364, data_time: 3.125, memory: 1871, top1_acc: 0.1245, top5_acc: 0.2718, loss_cls: 4.6191, loss: 4.6191, grad_norm: 1.0142 2020-10-10 16:58:17,903 - mmaction - INFO - Epoch [11][140/188] lr: 9.755e-02, eta: 17:12:59, time: 3.418, data_time: 2.924, memory: 1871, top1_acc: 0.1260, top5_acc: 0.2785, loss_cls: 4.6056, loss: 4.6056, grad_norm: 1.0120 2020-10-10 16:59:25,013 - mmaction - INFO - Epoch [11][160/188] lr: 9.755e-02, eta: 17:10:49, time: 3.355, data_time: 2.303, memory: 1871, top1_acc: 0.1276, top5_acc: 0.2768, loss_cls: 4.5947, loss: 4.5947, grad_norm: 0.9859 2020-10-10 17:00:32,586 - mmaction - INFO - Epoch [11][180/188] lr: 9.755e-02, eta: 17:08:45, time: 3.377, data_time: 2.125, memory: 1871, top1_acc: 0.1278, top5_acc: 0.2774, loss_cls: 4.6113, loss: 4.6113, grad_norm: 1.0050 2020-10-10 17:02:06,674 - mmaction - INFO - Epoch [12][20/188] lr: 9.704e-02, eta: 17:02:37, time: 3.510, data_time: 3.259, memory: 1871, top1_acc: 0.1338, top5_acc: 0.2877, loss_cls: 4.5535, loss: 4.5535, grad_norm: 1.0037 2020-10-10 17:03:13,254 - mmaction - INFO - Epoch [12][40/188] lr: 9.704e-02, eta: 17:00:29, time: 3.329, data_time: 3.041, memory: 1871, top1_acc: 0.1318, top5_acc: 0.2825, loss_cls: 4.5736, loss: 4.5736, grad_norm: 1.0063 2020-10-10 17:04:20,165 - mmaction - INFO - Epoch [12][60/188] lr: 9.704e-02, eta: 16:58:25, time: 3.345, data_time: 2.911, memory: 1871, top1_acc: 0.1304, top5_acc: 0.2826, loss_cls: 4.5727, loss: 4.5727, grad_norm: 1.0062 2020-10-10 17:05:27,175 - mmaction - INFO - Epoch [12][80/188] lr: 9.704e-02, eta: 16:56:23, time: 3.351, data_time: 2.896, memory: 1871, top1_acc: 0.1325, top5_acc: 0.2847, loss_cls: 4.5679, loss: 4.5679, grad_norm: 1.0560 2020-10-10 17:06:33,849 - mmaction - INFO - Epoch [12][100/188] lr: 9.704e-02, eta: 16:54:20, time: 3.334, data_time: 2.793, memory: 1871, top1_acc: 0.1279, top5_acc: 0.2795, loss_cls: 4.5858, loss: 4.5858, grad_norm: 1.0012 2020-10-10 17:07:42,220 - mmaction - INFO - Epoch [12][120/188] lr: 9.704e-02, eta: 16:52:30, time: 3.419, data_time: 2.430, memory: 1871, top1_acc: 0.1322, top5_acc: 0.2832, loss_cls: 4.5684, loss: 4.5684, grad_norm: 1.0373 2020-10-10 17:08:48,280 - mmaction - INFO - Epoch [12][140/188] lr: 9.704e-02, eta: 16:50:24, time: 3.303, data_time: 2.476, memory: 1871, top1_acc: 0.1276, top5_acc: 0.2772, loss_cls: 4.6007, loss: 4.6007, grad_norm: 1.0286 2020-10-10 17:09:55,413 - mmaction - INFO - Epoch [12][160/188] lr: 9.704e-02, eta: 16:48:26, time: 3.356, data_time: 2.523, memory: 1871, top1_acc: 0.1311, top5_acc: 0.2845, loss_cls: 4.5795, loss: 4.5795, grad_norm: 1.0030 2020-10-10 17:11:02,419 - mmaction - INFO - Epoch [12][180/188] lr: 9.704e-02, eta: 16:46:29, time: 3.350, data_time: 2.421, memory: 1871, top1_acc: 0.1370, top5_acc: 0.2872, loss_cls: 4.5522, loss: 4.5522, grad_norm: 0.9922 2020-10-10 17:12:35,630 - mmaction - INFO - Epoch [13][20/188] lr: 9.649e-02, eta: 16:40:55, time: 3.508, data_time: 3.248, memory: 1871, top1_acc: 0.1384, top5_acc: 0.2914, loss_cls: 4.5261, loss: 4.5261, grad_norm: 1.0104 2020-10-10 17:13:43,326 - mmaction - INFO - Epoch [13][40/188] lr: 9.649e-02, eta: 16:39:06, time: 3.385, data_time: 3.114, memory: 1871, top1_acc: 0.1378, top5_acc: 0.2930, loss_cls: 4.5143, loss: 4.5143, grad_norm: 1.0332 2020-10-10 17:14:50,690 - mmaction - INFO - Epoch [13][60/188] lr: 9.649e-02, eta: 16:37:16, time: 3.368, data_time: 2.924, memory: 1871, top1_acc: 0.1352, top5_acc: 0.2859, loss_cls: 4.5422, loss: 4.5422, grad_norm: 1.0061 2020-10-10 17:15:57,431 - mmaction - INFO - Epoch [13][80/188] lr: 9.649e-02, eta: 16:35:22, time: 3.337, data_time: 2.996, memory: 1871, top1_acc: 0.1393, top5_acc: 0.2938, loss_cls: 4.5092, loss: 4.5092, grad_norm: 1.0133 2020-10-10 17:17:03,315 - mmaction - INFO - Epoch [13][100/188] lr: 9.649e-02, eta: 16:33:23, time: 3.294, data_time: 2.953, memory: 1871, top1_acc: 0.1355, top5_acc: 0.2875, loss_cls: 4.5449, loss: 4.5449, grad_norm: 1.0204 2020-10-10 17:18:11,909 - mmaction - INFO - Epoch [13][120/188] lr: 9.649e-02, eta: 16:31:43, time: 3.430, data_time: 3.121, memory: 1871, top1_acc: 0.1362, top5_acc: 0.2898, loss_cls: 4.5381, loss: 4.5381, grad_norm: 1.0523 2020-10-10 17:19:18,158 - mmaction - INFO - Epoch [13][140/188] lr: 9.649e-02, eta: 16:29:48, time: 3.312, data_time: 2.940, memory: 1871, top1_acc: 0.1321, top5_acc: 0.2872, loss_cls: 4.5631, loss: 4.5631, grad_norm: 1.0015 2020-10-10 17:20:24,506 - mmaction - INFO - Epoch [13][160/188] lr: 9.649e-02, eta: 16:27:55, time: 3.317, data_time: 3.058, memory: 1871, top1_acc: 0.1352, top5_acc: 0.2876, loss_cls: 4.5366, loss: 4.5366, grad_norm: 1.0299 2020-10-10 17:21:31,765 - mmaction - INFO - Epoch [13][180/188] lr: 9.649e-02, eta: 16:26:08, time: 3.363, data_time: 2.800, memory: 1871, top1_acc: 0.1327, top5_acc: 0.2849, loss_cls: 4.5615, loss: 4.5615, grad_norm: 1.0091 2020-10-10 17:23:06,689 - mmaction - INFO - Epoch [14][20/188] lr: 9.589e-02, eta: 16:21:07, time: 3.556, data_time: 3.263, memory: 1871, top1_acc: 0.1397, top5_acc: 0.2954, loss_cls: 4.5164, loss: 4.5164, grad_norm: 1.0309 2020-10-10 17:24:14,197 - mmaction - INFO - Epoch [14][40/188] lr: 9.589e-02, eta: 16:19:25, time: 3.375, data_time: 3.196, memory: 1871, top1_acc: 0.1401, top5_acc: 0.2961, loss_cls: 4.5035, loss: 4.5035, grad_norm: 1.0327 2020-10-10 17:25:21,293 - mmaction - INFO - Epoch [14][60/188] lr: 9.589e-02, eta: 16:17:41, time: 3.355, data_time: 3.153, memory: 1871, top1_acc: 0.1371, top5_acc: 0.2918, loss_cls: 4.5320, loss: 4.5320, grad_norm: 1.0215 2020-10-10 17:26:27,627 - mmaction - INFO - Epoch [14][80/188] lr: 9.589e-02, eta: 16:15:53, time: 3.317, data_time: 3.036, memory: 1871, top1_acc: 0.1418, top5_acc: 0.2993, loss_cls: 4.4913, loss: 4.4913, grad_norm: 1.0504 2020-10-10 17:27:34,798 - mmaction - INFO - Epoch [14][100/188] lr: 9.589e-02, eta: 16:14:10, time: 3.359, data_time: 2.821, memory: 1871, top1_acc: 0.1378, top5_acc: 0.2914, loss_cls: 4.5214, loss: 4.5214, grad_norm: 1.0249 2020-10-10 17:28:42,604 - mmaction - INFO - Epoch [14][120/188] lr: 9.589e-02, eta: 16:12:32, time: 3.390, data_time: 2.568, memory: 1871, top1_acc: 0.1363, top5_acc: 0.2911, loss_cls: 4.5214, loss: 4.5214, grad_norm: 1.0396 2020-10-10 17:29:49,835 - mmaction - INFO - Epoch [14][140/188] lr: 9.589e-02, eta: 16:10:51, time: 3.361, data_time: 1.928, memory: 1871, top1_acc: 0.1436, top5_acc: 0.2954, loss_cls: 4.4990, loss: 4.4990, grad_norm: 1.0135 2020-10-10 17:30:56,045 - mmaction - INFO - Epoch [14][160/188] lr: 9.589e-02, eta: 16:09:04, time: 3.311, data_time: 1.995, memory: 1871, top1_acc: 0.1421, top5_acc: 0.3003, loss_cls: 4.4783, loss: 4.4783, grad_norm: 1.0168 2020-10-10 17:32:02,476 - mmaction - INFO - Epoch [14][180/188] lr: 9.589e-02, eta: 16:07:19, time: 3.322, data_time: 2.461, memory: 1871, top1_acc: 0.1369, top5_acc: 0.2904, loss_cls: 4.5192, loss: 4.5192, grad_norm: 1.0197 2020-10-10 17:33:35,771 - mmaction - INFO - Epoch [15][20/188] lr: 9.524e-02, eta: 16:02:36, time: 3.522, data_time: 3.172, memory: 1871, top1_acc: 0.1451, top5_acc: 0.3019, loss_cls: 4.4548, loss: 4.4548, grad_norm: 1.0557 2020-10-10 17:34:42,783 - mmaction - INFO - Epoch [15][40/188] lr: 9.524e-02, eta: 16:00:57, time: 3.351, data_time: 3.019, memory: 1871, top1_acc: 0.1386, top5_acc: 0.3006, loss_cls: 4.4783, loss: 4.4783, grad_norm: 1.0476 2020-10-10 17:35:49,567 - mmaction - INFO - Epoch [15][60/188] lr: 9.524e-02, eta: 15:59:18, time: 3.339, data_time: 2.978, memory: 1871, top1_acc: 0.1468, top5_acc: 0.3007, loss_cls: 4.4708, loss: 4.4708, grad_norm: 1.0275 2020-10-10 17:36:56,525 - mmaction - INFO - Epoch [15][80/188] lr: 9.524e-02, eta: 15:57:39, time: 3.348, data_time: 2.730, memory: 1871, top1_acc: 0.1456, top5_acc: 0.3033, loss_cls: 4.4767, loss: 4.4767, grad_norm: 1.0347 2020-10-10 17:38:04,260 - mmaction - INFO - Epoch [15][100/188] lr: 9.524e-02, eta: 15:56:06, time: 3.387, data_time: 2.794, memory: 1871, top1_acc: 0.1441, top5_acc: 0.3011, loss_cls: 4.4753, loss: 4.4753, grad_norm: 1.0436 2020-10-10 17:39:37,748 - mmaction - INFO - Epoch [15][120/188] lr: 9.524e-02, eta: 15:57:04, time: 4.674, data_time: 3.538, memory: 1871, top1_acc: 0.1455, top5_acc: 0.2981, loss_cls: 4.4760, loss: 4.4760, grad_norm: 1.0329 2020-10-10 17:41:22,002 - mmaction - INFO - Epoch [15][140/188] lr: 9.524e-02, eta: 15:59:01, time: 5.213, data_time: 3.715, memory: 1871, top1_acc: 0.1450, top5_acc: 0.2981, loss_cls: 4.4849, loss: 4.4849, grad_norm: 1.0546 2020-10-10 17:42:59,802 - mmaction - INFO - Epoch [15][160/188] lr: 9.524e-02, eta: 16:00:18, time: 4.890, data_time: 2.896, memory: 1871, top1_acc: 0.1424, top5_acc: 0.2963, loss_cls: 4.5106, loss: 4.5106, grad_norm: 1.0111 2020-10-10 17:44:38,684 - mmaction - INFO - Epoch [15][180/188] lr: 9.524e-02, eta: 16:01:39, time: 4.944, data_time: 3.064, memory: 1871, top1_acc: 0.1428, top5_acc: 0.2973, loss_cls: 4.4922, loss: 4.4922, grad_norm: 1.0171 2020-10-10 17:45:12,317 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-10-10 17:46:31,879 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-10 17:46:32,841 - mmaction - INFO - top1_acc 0.0983 top5_acc 0.2225 2020-10-10 17:46:32,841 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-10 17:46:32,923 - mmaction - INFO - mean_acc 0.0982 2020-10-10 17:46:32,923 - mmaction - INFO - Now best checkpoint is epoch_15.pth 2020-10-10 17:46:32,951 - mmaction - INFO - Epoch(val) [15][188] top1_acc: 0.0983, top5_acc: 0.2225, mean_class_accuracy: 0.0982 2020-10-10 17:48:16,065 - mmaction - INFO - Epoch [16][20/188] lr: 9.455e-02, eta: 16:00:10, time: 5.155, data_time: 4.774, memory: 1871, top1_acc: 0.1490, top5_acc: 0.3103, loss_cls: 4.4228, loss: 4.4228, grad_norm: 1.0260 2020-10-10 17:49:56,484 - mmaction - INFO - Epoch [16][40/188] lr: 9.455e-02, eta: 16:01:35, time: 5.021, data_time: 4.167, memory: 1871, top1_acc: 0.1461, top5_acc: 0.3010, loss_cls: 4.4589, loss: 4.4589, grad_norm: 1.0498 2020-10-10 17:51:36,842 - mmaction - INFO - Epoch [16][60/188] lr: 9.455e-02, eta: 16:02:57, time: 5.018, data_time: 3.798, memory: 1871, top1_acc: 0.1521, top5_acc: 0.3077, loss_cls: 4.4358, loss: 4.4358, grad_norm: 1.0398 2020-10-10 17:53:17,605 - mmaction - INFO - Epoch [16][80/188] lr: 9.455e-02, eta: 16:04:19, time: 5.037, data_time: 3.656, memory: 1871, top1_acc: 0.1460, top5_acc: 0.3052, loss_cls: 4.4499, loss: 4.4499, grad_norm: 1.0496 2020-10-10 17:54:57,670 - mmaction - INFO - Epoch [16][100/188] lr: 9.455e-02, eta: 16:05:34, time: 5.003, data_time: 3.878, memory: 1871, top1_acc: 0.1483, top5_acc: 0.3079, loss_cls: 4.4413, loss: 4.4413, grad_norm: 1.0527 2020-10-10 17:56:37,312 - mmaction - INFO - Epoch [16][120/188] lr: 9.455e-02, eta: 16:06:45, time: 4.983, data_time: 3.427, memory: 1871, top1_acc: 0.1471, top5_acc: 0.3038, loss_cls: 4.4490, loss: 4.4490, grad_norm: 1.0396 2020-10-10 17:58:16,391 - mmaction - INFO - Epoch [16][140/188] lr: 9.455e-02, eta: 16:07:51, time: 4.954, data_time: 3.296, memory: 1871, top1_acc: 0.1478, top5_acc: 0.3009, loss_cls: 4.4788, loss: 4.4788, grad_norm: 1.0551 2020-10-10 17:59:58,982 - mmaction - INFO - Epoch [16][160/188] lr: 9.455e-02, eta: 16:09:13, time: 5.130, data_time: 4.407, memory: 1871, top1_acc: 0.1470, top5_acc: 0.2994, loss_cls: 4.4758, loss: 4.4758, grad_norm: 1.0637 2020-10-10 18:01:11,136 - mmaction - INFO - Epoch [16][180/188] lr: 9.455e-02, eta: 16:07:52, time: 3.605, data_time: 3.085, memory: 1871, top1_acc: 0.1419, top5_acc: 0.2973, loss_cls: 4.4865, loss: 4.4865, grad_norm: 1.0396 2020-10-10 18:02:46,837 - mmaction - INFO - Epoch [17][20/188] lr: 9.382e-02, eta: 16:03:26, time: 3.575, data_time: 3.223, memory: 1871, top1_acc: 0.1525, top5_acc: 0.3148, loss_cls: 4.3992, loss: 4.3992, grad_norm: 1.0330 2020-10-10 18:03:53,750 - mmaction - INFO - Epoch [17][40/188] lr: 9.382e-02, eta: 16:01:39, time: 3.346, data_time: 2.823, memory: 1871, top1_acc: 0.1517, top5_acc: 0.3130, loss_cls: 4.4173, loss: 4.4173, grad_norm: 1.0524 2020-10-10 18:05:00,322 - mmaction - INFO - Epoch [17][60/188] lr: 9.382e-02, eta: 15:59:52, time: 3.329, data_time: 2.868, memory: 1871, top1_acc: 0.1507, top5_acc: 0.3098, loss_cls: 4.4347, loss: 4.4347, grad_norm: 1.0656 2020-10-10 18:06:07,279 - mmaction - INFO - Epoch [17][80/188] lr: 9.382e-02, eta: 15:58:07, time: 3.348, data_time: 2.970, memory: 1871, top1_acc: 0.1495, top5_acc: 0.3104, loss_cls: 4.4469, loss: 4.4469, grad_norm: 1.0846 2020-10-10 18:07:13,993 - mmaction - INFO - Epoch [17][100/188] lr: 9.382e-02, eta: 15:56:21, time: 3.336, data_time: 2.857, memory: 1871, top1_acc: 0.1508, top5_acc: 0.3094, loss_cls: 4.4337, loss: 4.4337, grad_norm: 1.0647 2020-10-10 18:08:20,401 - mmaction - INFO - Epoch [17][120/188] lr: 9.382e-02, eta: 15:54:34, time: 3.320, data_time: 2.837, memory: 1871, top1_acc: 0.1522, top5_acc: 0.3078, loss_cls: 4.4327, loss: 4.4327, grad_norm: 1.0461 2020-10-10 18:09:28,002 - mmaction - INFO - Epoch [17][140/188] lr: 9.382e-02, eta: 15:52:54, time: 3.380, data_time: 2.733, memory: 1871, top1_acc: 0.1478, top5_acc: 0.3039, loss_cls: 4.4553, loss: 4.4553, grad_norm: 1.0759 2020-10-10 18:10:34,250 - mmaction - INFO - Epoch [17][160/188] lr: 9.382e-02, eta: 15:51:07, time: 3.312, data_time: 2.528, memory: 1871, top1_acc: 0.1493, top5_acc: 0.3073, loss_cls: 4.4493, loss: 4.4493, grad_norm: 1.0564 2020-10-10 18:11:41,732 - mmaction - INFO - Epoch [17][180/188] lr: 9.382e-02, eta: 15:49:27, time: 3.374, data_time: 2.467, memory: 1871, top1_acc: 0.1434, top5_acc: 0.3043, loss_cls: 4.4579, loss: 4.4579, grad_norm: 1.0771 2020-10-10 18:13:15,782 - mmaction - INFO - Epoch [18][20/188] lr: 9.304e-02, eta: 15:45:08, time: 3.496, data_time: 3.275, memory: 1871, top1_acc: 0.1552, top5_acc: 0.3189, loss_cls: 4.3817, loss: 4.3817, grad_norm: 1.0602 2020-10-10 18:14:25,930 - mmaction - INFO - Epoch [18][40/188] lr: 9.304e-02, eta: 15:43:43, time: 3.507, data_time: 3.184, memory: 1871, top1_acc: 0.1529, top5_acc: 0.3149, loss_cls: 4.3990, loss: 4.3990, grad_norm: 1.0699 2020-10-10 18:15:30,700 - mmaction - INFO - Epoch [18][60/188] lr: 9.304e-02, eta: 15:41:52, time: 3.238, data_time: 2.944, memory: 1871, top1_acc: 0.1550, top5_acc: 0.3144, loss_cls: 4.3966, loss: 4.3966, grad_norm: 1.0648 2020-10-10 18:16:37,333 - mmaction - INFO - Epoch [18][80/188] lr: 9.304e-02, eta: 15:40:10, time: 3.332, data_time: 2.503, memory: 1871, top1_acc: 0.1528, top5_acc: 0.3113, loss_cls: 4.4164, loss: 4.4164, grad_norm: 1.0813 2020-10-10 18:17:43,991 - mmaction - INFO - Epoch [18][100/188] lr: 9.304e-02, eta: 15:38:29, time: 3.333, data_time: 2.748, memory: 1871, top1_acc: 0.1527, top5_acc: 0.3157, loss_cls: 4.4186, loss: 4.4186, grad_norm: 1.0814 2020-10-10 18:18:51,218 - mmaction - INFO - Epoch [18][120/188] lr: 9.304e-02, eta: 15:36:52, time: 3.361, data_time: 2.954, memory: 1871, top1_acc: 0.1483, top5_acc: 0.3084, loss_cls: 4.4226, loss: 4.4226, grad_norm: 1.0766 2020-10-10 18:19:57,853 - mmaction - INFO - Epoch [18][140/188] lr: 9.304e-02, eta: 15:35:11, time: 3.332, data_time: 2.535, memory: 1871, top1_acc: 0.1487, top5_acc: 0.3099, loss_cls: 4.4324, loss: 4.4324, grad_norm: 1.0681 2020-10-10 18:21:04,299 - mmaction - INFO - Epoch [18][160/188] lr: 9.304e-02, eta: 15:33:30, time: 3.322, data_time: 2.701, memory: 1871, top1_acc: 0.1566, top5_acc: 0.3125, loss_cls: 4.4141, loss: 4.4141, grad_norm: 1.0837 2020-10-10 18:22:11,093 - mmaction - INFO - Epoch [18][180/188] lr: 9.304e-02, eta: 15:31:52, time: 3.340, data_time: 2.925, memory: 1871, top1_acc: 0.1495, top5_acc: 0.3058, loss_cls: 4.4306, loss: 4.4306, grad_norm: 1.0767 2020-10-10 18:23:45,849 - mmaction - INFO - Epoch [19][20/188] lr: 9.222e-02, eta: 15:27:49, time: 3.518, data_time: 3.223, memory: 1871, top1_acc: 0.1556, top5_acc: 0.3197, loss_cls: 4.3665, loss: 4.3665, grad_norm: 1.0897 2020-10-10 18:24:52,451 - mmaction - INFO - Epoch [19][40/188] lr: 9.222e-02, eta: 15:26:11, time: 3.330, data_time: 3.130, memory: 1871, top1_acc: 0.1596, top5_acc: 0.3187, loss_cls: 4.3855, loss: 4.3855, grad_norm: 1.0927 2020-10-10 18:25:59,044 - mmaction - INFO - Epoch [19][60/188] lr: 9.222e-02, eta: 15:24:34, time: 3.330, data_time: 3.146, memory: 1871, top1_acc: 0.1565, top5_acc: 0.3179, loss_cls: 4.3849, loss: 4.3849, grad_norm: 1.0658 2020-10-10 18:27:06,242 - mmaction - INFO - Epoch [19][80/188] lr: 9.222e-02, eta: 15:22:59, time: 3.360, data_time: 3.044, memory: 1871, top1_acc: 0.1574, top5_acc: 0.3195, loss_cls: 4.3854, loss: 4.3854, grad_norm: 1.0970 2020-10-10 18:28:12,594 - mmaction - INFO - Epoch [19][100/188] lr: 9.222e-02, eta: 15:21:21, time: 3.318, data_time: 2.828, memory: 1871, top1_acc: 0.1543, top5_acc: 0.3141, loss_cls: 4.4107, loss: 4.4107, grad_norm: 1.0830 2020-10-10 18:29:18,703 - mmaction - INFO - Epoch [19][120/188] lr: 9.222e-02, eta: 15:19:42, time: 3.306, data_time: 2.882, memory: 1871, top1_acc: 0.1578, top5_acc: 0.3201, loss_cls: 4.3794, loss: 4.3794, grad_norm: 1.0844 2020-10-10 18:30:25,516 - mmaction - INFO - Epoch [19][140/188] lr: 9.222e-02, eta: 15:18:07, time: 3.341, data_time: 2.956, memory: 1871, top1_acc: 0.1518, top5_acc: 0.3153, loss_cls: 4.3986, loss: 4.3986, grad_norm: 1.0878 2020-10-10 18:31:32,735 - mmaction - INFO - Epoch [19][160/188] lr: 9.222e-02, eta: 15:16:34, time: 3.361, data_time: 2.755, memory: 1871, top1_acc: 0.1536, top5_acc: 0.3145, loss_cls: 4.4175, loss: 4.4175, grad_norm: 1.0752 2020-10-10 18:32:39,794 - mmaction - INFO - Epoch [19][180/188] lr: 9.222e-02, eta: 15:15:00, time: 3.353, data_time: 2.526, memory: 1871, top1_acc: 0.1561, top5_acc: 0.3145, loss_cls: 4.4020, loss: 4.4020, grad_norm: 1.0579 2020-10-10 18:34:19,410 - mmaction - INFO - Epoch [20][20/188] lr: 9.135e-02, eta: 15:11:32, time: 3.774, data_time: 3.444, memory: 1871, top1_acc: 0.1597, top5_acc: 0.3205, loss_cls: 4.3619, loss: 4.3619, grad_norm: 1.0787 2020-10-10 18:35:58,529 - mmaction - INFO - Epoch [20][40/188] lr: 9.135e-02, eta: 15:12:14, time: 4.956, data_time: 4.468, memory: 1871, top1_acc: 0.1582, top5_acc: 0.3207, loss_cls: 4.3723, loss: 4.3723, grad_norm: 1.0757 2020-10-10 18:37:41,227 - mmaction - INFO - Epoch [20][60/188] lr: 9.135e-02, eta: 15:13:10, time: 5.135, data_time: 4.606, memory: 1871, top1_acc: 0.1563, top5_acc: 0.3213, loss_cls: 4.3613, loss: 4.3613, grad_norm: 1.1041 2020-10-10 18:39:15,448 - mmaction - INFO - Epoch [20][80/188] lr: 9.135e-02, eta: 15:13:29, time: 4.711, data_time: 4.471, memory: 1871, top1_acc: 0.1575, top5_acc: 0.3209, loss_cls: 4.3625, loss: 4.3625, grad_norm: 1.1012 2020-10-10 18:40:55,433 - mmaction - INFO - Epoch [20][100/188] lr: 9.135e-02, eta: 15:14:10, time: 4.999, data_time: 4.627, memory: 1871, top1_acc: 0.1610, top5_acc: 0.3240, loss_cls: 4.3524, loss: 4.3524, grad_norm: 1.0980 2020-10-10 18:42:35,992 - mmaction - INFO - Epoch [20][120/188] lr: 9.135e-02, eta: 15:14:52, time: 5.027, data_time: 4.607, memory: 1871, top1_acc: 0.1534, top5_acc: 0.3169, loss_cls: 4.3732, loss: 4.3732, grad_norm: 1.0916 2020-10-10 18:44:16,122 - mmaction - INFO - Epoch [20][140/188] lr: 9.135e-02, eta: 15:15:31, time: 5.007, data_time: 4.572, memory: 1871, top1_acc: 0.1573, top5_acc: 0.3203, loss_cls: 4.3624, loss: 4.3624, grad_norm: 1.1106 2020-10-10 18:45:55,764 - mmaction - INFO - Epoch [20][160/188] lr: 9.135e-02, eta: 15:16:07, time: 4.982, data_time: 4.511, memory: 1871, top1_acc: 0.1605, top5_acc: 0.3213, loss_cls: 4.3776, loss: 4.3776, grad_norm: 1.1074 2020-10-10 18:47:35,449 - mmaction - INFO - Epoch [20][180/188] lr: 9.135e-02, eta: 15:16:41, time: 4.984, data_time: 4.588, memory: 1871, top1_acc: 0.1607, top5_acc: 0.3208, loss_cls: 4.3655, loss: 4.3655, grad_norm: 1.0977 2020-10-10 18:48:14,545 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-10-10 18:49:33,560 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-10 18:49:34,526 - mmaction - INFO - top1_acc 0.0804 top5_acc 0.1922 2020-10-10 18:49:34,526 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-10 18:49:34,597 - mmaction - INFO - mean_acc 0.0803 2020-10-10 18:49:34,618 - mmaction - INFO - Epoch(val) [20][188] top1_acc: 0.0804, top5_acc: 0.1922, mean_class_accuracy: 0.0803 2020-10-10 18:51:15,795 - mmaction - INFO - Epoch [21][20/188] lr: 9.045e-02, eta: 15:14:54, time: 5.058, data_time: 4.891, memory: 1871, top1_acc: 0.1655, top5_acc: 0.3351, loss_cls: 4.3184, loss: 4.3184, grad_norm: 1.1150 2020-10-10 18:52:56,925 - mmaction - INFO - Epoch [21][40/188] lr: 9.045e-02, eta: 15:15:32, time: 5.056, data_time: 4.789, memory: 1871, top1_acc: 0.1604, top5_acc: 0.3239, loss_cls: 4.3624, loss: 4.3624, grad_norm: 1.1256 2020-10-10 18:54:34,028 - mmaction - INFO - Epoch [21][60/188] lr: 9.045e-02, eta: 15:15:52, time: 4.855, data_time: 4.475, memory: 1871, top1_acc: 0.1633, top5_acc: 0.3250, loss_cls: 4.3447, loss: 4.3447, grad_norm: 1.0992 2020-10-10 18:56:13,673 - mmaction - INFO - Epoch [21][80/188] lr: 9.045e-02, eta: 15:16:21, time: 4.982, data_time: 4.695, memory: 1871, top1_acc: 0.1623, top5_acc: 0.3261, loss_cls: 4.3508, loss: 4.3508, grad_norm: 1.1211 2020-10-10 18:57:55,026 - mmaction - INFO - Epoch [21][100/188] lr: 9.045e-02, eta: 15:16:55, time: 5.067, data_time: 4.461, memory: 1871, top1_acc: 0.1580, top5_acc: 0.3207, loss_cls: 4.3728, loss: 4.3728, grad_norm: 1.1211 2020-10-10 18:59:35,172 - mmaction - INFO - Epoch [21][120/188] lr: 9.045e-02, eta: 15:17:24, time: 5.008, data_time: 4.612, memory: 1871, top1_acc: 0.1640, top5_acc: 0.3268, loss_cls: 4.3330, loss: 4.3330, grad_norm: 1.1275 2020-10-10 19:00:56,105 - mmaction - INFO - Epoch [21][140/188] lr: 9.045e-02, eta: 15:16:37, time: 4.043, data_time: 3.578, memory: 1871, top1_acc: 0.1645, top5_acc: 0.3255, loss_cls: 4.3380, loss: 4.3380, grad_norm: 1.1054 2020-10-10 19:02:03,586 - mmaction - INFO - Epoch [21][160/188] lr: 9.045e-02, eta: 15:14:59, time: 3.377, data_time: 2.890, memory: 1871, top1_acc: 0.1640, top5_acc: 0.3296, loss_cls: 4.3528, loss: 4.3528, grad_norm: 1.1175 2020-10-10 19:03:09,659 - mmaction - INFO - Epoch [21][180/188] lr: 9.045e-02, eta: 15:13:16, time: 3.304, data_time: 2.836, memory: 1871, top1_acc: 0.1591, top5_acc: 0.3188, loss_cls: 4.3658, loss: 4.3658, grad_norm: 1.1112 2020-10-10 19:04:46,937 - mmaction - INFO - Epoch [22][20/188] lr: 8.951e-02, eta: 15:09:36, time: 3.597, data_time: 3.193, memory: 1871, top1_acc: 0.1675, top5_acc: 0.3367, loss_cls: 4.2922, loss: 4.2922, grad_norm: 1.1154 2020-10-10 19:05:53,151 - mmaction - INFO - Epoch [22][40/188] lr: 8.951e-02, eta: 15:07:55, time: 3.312, data_time: 2.998, memory: 1871, top1_acc: 0.1558, top5_acc: 0.3199, loss_cls: 4.3615, loss: 4.3615, grad_norm: 1.1452 2020-10-10 19:07:00,056 - mmaction - INFO - Epoch [22][60/188] lr: 8.951e-02, eta: 15:06:17, time: 3.345, data_time: 3.183, memory: 1871, top1_acc: 0.1672, top5_acc: 0.3334, loss_cls: 4.3158, loss: 4.3158, grad_norm: 1.1367 2020-10-10 19:08:06,361 - mmaction - INFO - Epoch [22][80/188] lr: 8.951e-02, eta: 15:04:37, time: 3.315, data_time: 3.153, memory: 1871, top1_acc: 0.1619, top5_acc: 0.3304, loss_cls: 4.3280, loss: 4.3280, grad_norm: 1.1268 2020-10-10 19:09:13,613 - mmaction - INFO - Epoch [22][100/188] lr: 8.951e-02, eta: 15:03:01, time: 3.362, data_time: 3.031, memory: 1871, top1_acc: 0.1667, top5_acc: 0.3286, loss_cls: 4.3327, loss: 4.3327, grad_norm: 1.1097 2020-10-10 19:10:20,437 - mmaction - INFO - Epoch [22][120/188] lr: 8.951e-02, eta: 15:01:23, time: 3.341, data_time: 3.061, memory: 1871, top1_acc: 0.1657, top5_acc: 0.3300, loss_cls: 4.3086, loss: 4.3086, grad_norm: 1.1279 2020-10-10 19:11:27,212 - mmaction - INFO - Epoch [22][140/188] lr: 8.951e-02, eta: 14:59:46, time: 3.339, data_time: 2.988, memory: 1871, top1_acc: 0.1623, top5_acc: 0.3241, loss_cls: 4.3484, loss: 4.3484, grad_norm: 1.1315 2020-10-10 19:12:34,462 - mmaction - INFO - Epoch [22][160/188] lr: 8.951e-02, eta: 14:58:11, time: 3.362, data_time: 2.788, memory: 1871, top1_acc: 0.1577, top5_acc: 0.3230, loss_cls: 4.3569, loss: 4.3569, grad_norm: 1.1457 2020-10-10 19:13:40,576 - mmaction - INFO - Epoch [22][180/188] lr: 8.951e-02, eta: 14:56:31, time: 3.306, data_time: 2.835, memory: 1871, top1_acc: 0.1684, top5_acc: 0.3347, loss_cls: 4.3043, loss: 4.3043, grad_norm: 1.1232 2020-10-10 19:15:13,422 - mmaction - INFO - Epoch [23][20/188] lr: 8.853e-02, eta: 14:52:53, time: 3.487, data_time: 3.258, memory: 1871, top1_acc: 0.1693, top5_acc: 0.3354, loss_cls: 4.2866, loss: 4.2866, grad_norm: 1.1119 2020-10-10 19:16:19,888 - mmaction - INFO - Epoch [23][40/188] lr: 8.853e-02, eta: 14:51:16, time: 3.323, data_time: 3.124, memory: 1871, top1_acc: 0.1700, top5_acc: 0.3391, loss_cls: 4.2887, loss: 4.2887, grad_norm: 1.1628 2020-10-10 19:17:27,045 - mmaction - INFO - Epoch [23][60/188] lr: 8.853e-02, eta: 14:49:42, time: 3.358, data_time: 2.893, memory: 1871, top1_acc: 0.1673, top5_acc: 0.3329, loss_cls: 4.2970, loss: 4.2970, grad_norm: 1.1427 2020-10-10 19:18:33,572 - mmaction - INFO - Epoch [23][80/188] lr: 8.853e-02, eta: 14:48:06, time: 3.326, data_time: 3.146, memory: 1871, top1_acc: 0.1680, top5_acc: 0.3311, loss_cls: 4.3204, loss: 4.3204, grad_norm: 1.1549 2020-10-10 19:19:40,760 - mmaction - INFO - Epoch [23][100/188] lr: 8.853e-02, eta: 14:46:33, time: 3.359, data_time: 3.127, memory: 1871, top1_acc: 0.1704, top5_acc: 0.3336, loss_cls: 4.3032, loss: 4.3032, grad_norm: 1.1499 2020-10-10 19:20:47,055 - mmaction - INFO - Epoch [23][120/188] lr: 8.853e-02, eta: 14:44:57, time: 3.315, data_time: 3.117, memory: 1871, top1_acc: 0.1664, top5_acc: 0.3264, loss_cls: 4.3270, loss: 4.3270, grad_norm: 1.1706 2020-10-10 19:21:53,708 - mmaction - INFO - Epoch [23][140/188] lr: 8.853e-02, eta: 14:43:22, time: 3.333, data_time: 3.017, memory: 1871, top1_acc: 0.1646, top5_acc: 0.3333, loss_cls: 4.3096, loss: 4.3096, grad_norm: 1.1352 2020-10-10 19:23:01,450 - mmaction - INFO - Epoch [23][160/188] lr: 8.853e-02, eta: 14:41:52, time: 3.387, data_time: 2.949, memory: 1871, top1_acc: 0.1685, top5_acc: 0.3344, loss_cls: 4.3054, loss: 4.3054, grad_norm: 1.1502 2020-10-10 19:24:07,949 - mmaction - INFO - Epoch [23][180/188] lr: 8.853e-02, eta: 14:40:17, time: 3.325, data_time: 2.813, memory: 1871, top1_acc: 0.1648, top5_acc: 0.3287, loss_cls: 4.3168, loss: 4.3168, grad_norm: 1.1276 2020-10-10 19:25:42,658 - mmaction - INFO - Epoch [24][20/188] lr: 8.751e-02, eta: 14:36:50, time: 3.529, data_time: 3.303, memory: 1871, top1_acc: 0.1738, top5_acc: 0.3394, loss_cls: 4.2704, loss: 4.2704, grad_norm: 1.1629 2020-10-10 19:26:48,609 - mmaction - INFO - Epoch [24][40/188] lr: 8.751e-02, eta: 14:35:15, time: 3.298, data_time: 3.082, memory: 1871, top1_acc: 0.1689, top5_acc: 0.3400, loss_cls: 4.2770, loss: 4.2770, grad_norm: 1.1556 2020-10-10 19:27:55,307 - mmaction - INFO - Epoch [24][60/188] lr: 8.751e-02, eta: 14:33:42, time: 3.335, data_time: 3.123, memory: 1871, top1_acc: 0.1719, top5_acc: 0.3379, loss_cls: 4.2779, loss: 4.2779, grad_norm: 1.1535 2020-10-10 19:29:02,057 - mmaction - INFO - Epoch [24][80/188] lr: 8.751e-02, eta: 14:32:10, time: 3.338, data_time: 3.134, memory: 1871, top1_acc: 0.1721, top5_acc: 0.3353, loss_cls: 4.2783, loss: 4.2783, grad_norm: 1.1769 2020-10-10 19:30:08,684 - mmaction - INFO - Epoch [24][100/188] lr: 8.751e-02, eta: 14:30:37, time: 3.331, data_time: 3.154, memory: 1871, top1_acc: 0.1690, top5_acc: 0.3351, loss_cls: 4.3026, loss: 4.3026, grad_norm: 1.2150 2020-10-10 19:31:15,323 - mmaction - INFO - Epoch [24][120/188] lr: 8.751e-02, eta: 14:29:05, time: 3.332, data_time: 3.154, memory: 1871, top1_acc: 0.1696, top5_acc: 0.3377, loss_cls: 4.3061, loss: 4.3061, grad_norm: 1.1745 2020-10-10 19:32:21,686 - mmaction - INFO - Epoch [24][140/188] lr: 8.751e-02, eta: 14:27:32, time: 3.318, data_time: 3.150, memory: 1871, top1_acc: 0.1658, top5_acc: 0.3346, loss_cls: 4.3033, loss: 4.3033, grad_norm: 1.1674 2020-10-10 19:33:28,028 - mmaction - INFO - Epoch [24][160/188] lr: 8.751e-02, eta: 14:26:00, time: 3.317, data_time: 3.150, memory: 1871, top1_acc: 0.1665, top5_acc: 0.3326, loss_cls: 4.2989, loss: 4.2989, grad_norm: 1.1668 2020-10-10 19:34:38,053 - mmaction - INFO - Epoch [24][180/188] lr: 8.751e-02, eta: 14:24:39, time: 3.501, data_time: 3.184, memory: 1871, top1_acc: 0.1654, top5_acc: 0.3334, loss_cls: 4.3081, loss: 4.3081, grad_norm: 1.1687 2020-10-10 19:36:11,097 - mmaction - INFO - Epoch [25][20/188] lr: 8.645e-02, eta: 14:21:18, time: 3.513, data_time: 3.307, memory: 1871, top1_acc: 0.1698, top5_acc: 0.3411, loss_cls: 4.2675, loss: 4.2675, grad_norm: 1.1686 2020-10-10 19:37:22,001 - mmaction - INFO - Epoch [25][40/188] lr: 8.645e-02, eta: 14:20:01, time: 3.546, data_time: 3.186, memory: 1871, top1_acc: 0.1704, top5_acc: 0.3398, loss_cls: 4.2820, loss: 4.2820, grad_norm: 1.1834 2020-10-10 19:38:24,416 - mmaction - INFO - Epoch [25][60/188] lr: 8.645e-02, eta: 14:18:18, time: 3.121, data_time: 2.924, memory: 1871, top1_acc: 0.1723, top5_acc: 0.3383, loss_cls: 4.2765, loss: 4.2765, grad_norm: 1.1913 2020-10-10 19:39:30,826 - mmaction - INFO - Epoch [25][80/188] lr: 8.645e-02, eta: 14:16:47, time: 3.320, data_time: 3.083, memory: 1871, top1_acc: 0.1732, top5_acc: 0.3384, loss_cls: 4.2633, loss: 4.2633, grad_norm: 1.1963 2020-10-10 19:40:37,252 - mmaction - INFO - Epoch [25][100/188] lr: 8.645e-02, eta: 14:15:16, time: 3.321, data_time: 3.118, memory: 1871, top1_acc: 0.1700, top5_acc: 0.3352, loss_cls: 4.2986, loss: 4.2986, grad_norm: 1.2078 2020-10-10 19:41:44,091 - mmaction - INFO - Epoch [25][120/188] lr: 8.645e-02, eta: 14:13:47, time: 3.342, data_time: 3.147, memory: 1871, top1_acc: 0.1725, top5_acc: 0.3430, loss_cls: 4.2554, loss: 4.2554, grad_norm: 1.1662 2020-10-10 19:42:50,528 - mmaction - INFO - Epoch [25][140/188] lr: 8.645e-02, eta: 14:12:17, time: 3.322, data_time: 3.128, memory: 1871, top1_acc: 0.1723, top5_acc: 0.3385, loss_cls: 4.2841, loss: 4.2841, grad_norm: 1.1992 2020-10-10 19:43:57,549 - mmaction - INFO - Epoch [25][160/188] lr: 8.645e-02, eta: 14:10:49, time: 3.351, data_time: 3.096, memory: 1871, top1_acc: 0.1685, top5_acc: 0.3356, loss_cls: 4.2917, loss: 4.2917, grad_norm: 1.2080 2020-10-10 19:45:04,015 - mmaction - INFO - Epoch [25][180/188] lr: 8.645e-02, eta: 14:09:19, time: 3.323, data_time: 3.116, memory: 1871, top1_acc: 0.1748, top5_acc: 0.3386, loss_cls: 4.2610, loss: 4.2610, grad_norm: 1.1693 2020-10-10 19:45:29,793 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-10-10 19:46:25,581 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-10 19:46:26,542 - mmaction - INFO - top1_acc 0.0736 top5_acc 0.1783 2020-10-10 19:46:26,542 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-10 19:46:26,611 - mmaction - INFO - mean_acc 0.0735 2020-10-10 19:46:26,632 - mmaction - INFO - Epoch(val) [25][188] top1_acc: 0.0736, top5_acc: 0.1783, mean_class_accuracy: 0.0735 2020-10-10 19:47:38,134 - mmaction - INFO - Epoch [26][20/188] lr: 8.536e-02, eta: 14:06:09, time: 3.574, data_time: 3.403, memory: 1871, top1_acc: 0.1800, top5_acc: 0.3509, loss_cls: 4.2123, loss: 4.2123, grad_norm: 1.1789 2020-10-10 19:48:44,984 - mmaction - INFO - Epoch [26][40/188] lr: 8.536e-02, eta: 14:04:41, time: 3.343, data_time: 3.177, memory: 1871, top1_acc: 0.1774, top5_acc: 0.3467, loss_cls: 4.2258, loss: 4.2258, grad_norm: 1.1863 2020-10-10 19:49:51,390 - mmaction - INFO - Epoch [26][60/188] lr: 8.536e-02, eta: 14:03:13, time: 3.320, data_time: 3.150, memory: 1871, top1_acc: 0.1772, top5_acc: 0.3449, loss_cls: 4.2274, loss: 4.2274, grad_norm: 1.2110 2020-10-10 19:50:57,996 - mmaction - INFO - Epoch [26][80/188] lr: 8.536e-02, eta: 14:01:45, time: 3.330, data_time: 3.164, memory: 1871, top1_acc: 0.1718, top5_acc: 0.3382, loss_cls: 4.2695, loss: 4.2695, grad_norm: 1.2255 2020-10-10 19:52:05,095 - mmaction - INFO - Epoch [26][100/188] lr: 8.536e-02, eta: 14:00:18, time: 3.355, data_time: 3.186, memory: 1871, top1_acc: 0.1767, top5_acc: 0.3443, loss_cls: 4.2406, loss: 4.2406, grad_norm: 1.1965 2020-10-10 19:53:11,990 - mmaction - INFO - Epoch [26][120/188] lr: 8.536e-02, eta: 13:58:51, time: 3.345, data_time: 3.170, memory: 1871, top1_acc: 0.1736, top5_acc: 0.3397, loss_cls: 4.2647, loss: 4.2647, grad_norm: 1.2148 2020-10-10 19:54:18,558 - mmaction - INFO - Epoch [26][140/188] lr: 8.536e-02, eta: 13:57:23, time: 3.328, data_time: 3.154, memory: 1871, top1_acc: 0.1751, top5_acc: 0.3444, loss_cls: 4.2578, loss: 4.2578, grad_norm: 1.1910 2020-10-10 19:55:25,096 - mmaction - INFO - Epoch [26][160/188] lr: 8.536e-02, eta: 13:55:56, time: 3.327, data_time: 3.164, memory: 1871, top1_acc: 0.1725, top5_acc: 0.3410, loss_cls: 4.2686, loss: 4.2686, grad_norm: 1.1903 2020-10-10 19:56:31,816 - mmaction - INFO - Epoch [26][180/188] lr: 8.536e-02, eta: 13:54:29, time: 3.336, data_time: 3.162, memory: 1871, top1_acc: 0.1729, top5_acc: 0.3424, loss_cls: 4.2577, loss: 4.2577, grad_norm: 1.2046 2020-10-10 19:58:06,300 - mmaction - INFO - Epoch [27][20/188] lr: 8.423e-02, eta: 13:51:20, time: 3.486, data_time: 3.228, memory: 1871, top1_acc: 0.1758, top5_acc: 0.3513, loss_cls: 4.2254, loss: 4.2254, grad_norm: 1.2001 2020-10-10 19:59:12,896 - mmaction - INFO - Epoch [27][40/188] lr: 8.423e-02, eta: 13:49:54, time: 3.327, data_time: 3.031, memory: 1871, top1_acc: 0.1770, top5_acc: 0.3502, loss_cls: 4.2238, loss: 4.2238, grad_norm: 1.2028 2020-10-10 20:00:24,651 - mmaction - INFO - Epoch [27][60/188] lr: 8.423e-02, eta: 13:48:42, time: 3.588, data_time: 2.890, memory: 1871, top1_acc: 0.1813, top5_acc: 0.3533, loss_cls: 4.2173, loss: 4.2173, grad_norm: 1.2179 2020-10-10 20:01:35,289 - mmaction - INFO - Epoch [27][80/188] lr: 8.423e-02, eta: 13:47:27, time: 3.534, data_time: 2.913, memory: 1871, top1_acc: 0.1761, top5_acc: 0.3455, loss_cls: 4.2362, loss: 4.2362, grad_norm: 1.2265 2020-10-10 20:02:38,331 - mmaction - INFO - Epoch [27][100/188] lr: 8.423e-02, eta: 13:45:51, time: 3.152, data_time: 2.888, memory: 1871, top1_acc: 0.1764, top5_acc: 0.3452, loss_cls: 4.2318, loss: 4.2318, grad_norm: 1.2199 2020-10-10 20:03:45,321 - mmaction - INFO - Epoch [27][120/188] lr: 8.423e-02, eta: 13:44:26, time: 3.350, data_time: 3.009, memory: 1871, top1_acc: 0.1792, top5_acc: 0.3500, loss_cls: 4.2209, loss: 4.2209, grad_norm: 1.2156 2020-10-10 20:04:52,204 - mmaction - INFO - Epoch [27][140/188] lr: 8.423e-02, eta: 13:43:01, time: 3.344, data_time: 2.925, memory: 1871, top1_acc: 0.1801, top5_acc: 0.3460, loss_cls: 4.2420, loss: 4.2420, grad_norm: 1.2327 2020-10-10 20:05:58,534 - mmaction - INFO - Epoch [27][160/188] lr: 8.423e-02, eta: 13:41:35, time: 3.317, data_time: 2.812, memory: 1871, top1_acc: 0.1748, top5_acc: 0.3463, loss_cls: 4.2443, loss: 4.2443, grad_norm: 1.2279 2020-10-10 20:07:06,216 - mmaction - INFO - Epoch [27][180/188] lr: 8.423e-02, eta: 13:40:12, time: 3.384, data_time: 3.043, memory: 1871, top1_acc: 0.1758, top5_acc: 0.3421, loss_cls: 4.2621, loss: 4.2621, grad_norm: 1.2233 2020-10-10 20:09:03,423 - mmaction - INFO - Epoch [28][20/188] lr: 8.307e-02, eta: 13:37:37, time: 3.987, data_time: 3.703, memory: 1871, top1_acc: 0.1804, top5_acc: 0.3534, loss_cls: 4.1971, loss: 4.1971, grad_norm: 1.2172 2020-10-10 20:10:19,107 - mmaction - INFO - Epoch [28][40/188] lr: 8.307e-02, eta: 13:36:36, time: 3.784, data_time: 3.572, memory: 1871, top1_acc: 0.1814, top5_acc: 0.3550, loss_cls: 4.1946, loss: 4.1946, grad_norm: 1.2384 2020-10-10 20:11:25,608 - mmaction - INFO - Epoch [28][60/188] lr: 8.307e-02, eta: 13:35:11, time: 3.325, data_time: 2.871, memory: 1871, top1_acc: 0.1794, top5_acc: 0.3553, loss_cls: 4.1943, loss: 4.1943, grad_norm: 1.2557 2020-10-10 20:12:44,703 - mmaction - INFO - Epoch [28][80/188] lr: 8.307e-02, eta: 13:34:19, time: 3.955, data_time: 3.594, memory: 1871, top1_acc: 0.1770, top5_acc: 0.3486, loss_cls: 4.2230, loss: 4.2230, grad_norm: 1.2411 2020-10-10 20:13:51,379 - mmaction - INFO - Epoch [28][100/188] lr: 8.307e-02, eta: 13:32:54, time: 3.334, data_time: 2.983, memory: 1871, top1_acc: 0.1790, top5_acc: 0.3500, loss_cls: 4.2129, loss: 4.2129, grad_norm: 1.2572 2020-10-10 20:14:58,149 - mmaction - INFO - Epoch [28][120/188] lr: 8.307e-02, eta: 13:31:30, time: 3.339, data_time: 2.920, memory: 1871, top1_acc: 0.1769, top5_acc: 0.3471, loss_cls: 4.2254, loss: 4.2254, grad_norm: 1.2151 2020-10-10 20:16:05,172 - mmaction - INFO - Epoch [28][140/188] lr: 8.307e-02, eta: 13:30:07, time: 3.351, data_time: 2.913, memory: 1871, top1_acc: 0.1803, top5_acc: 0.3468, loss_cls: 4.2309, loss: 4.2309, grad_norm: 1.2264 2020-10-10 20:17:12,125 - mmaction - INFO - Epoch [28][160/188] lr: 8.307e-02, eta: 13:28:43, time: 3.348, data_time: 2.791, memory: 1871, top1_acc: 0.1794, top5_acc: 0.3497, loss_cls: 4.2280, loss: 4.2280, grad_norm: 1.2414 2020-10-10 20:18:18,897 - mmaction - INFO - Epoch [28][180/188] lr: 8.307e-02, eta: 13:27:19, time: 3.339, data_time: 2.779, memory: 1871, top1_acc: 0.1768, top5_acc: 0.3488, loss_cls: 4.2378, loss: 4.2378, grad_norm: 1.2180 2020-10-10 20:19:53,331 - mmaction - INFO - Epoch [29][20/188] lr: 8.187e-02, eta: 13:24:23, time: 3.512, data_time: 3.215, memory: 1871, top1_acc: 0.1818, top5_acc: 0.3564, loss_cls: 4.1833, loss: 4.1833, grad_norm: 1.2316 2020-10-10 20:21:00,208 - mmaction - INFO - Epoch [29][40/188] lr: 8.187e-02, eta: 13:23:00, time: 3.344, data_time: 3.088, memory: 1871, top1_acc: 0.1854, top5_acc: 0.3572, loss_cls: 4.1703, loss: 4.1703, grad_norm: 1.2504 2020-10-10 20:22:07,700 - mmaction - INFO - Epoch [29][60/188] lr: 8.187e-02, eta: 13:21:38, time: 3.375, data_time: 2.792, memory: 1871, top1_acc: 0.1803, top5_acc: 0.3480, loss_cls: 4.2143, loss: 4.2143, grad_norm: 1.2916 2020-10-10 20:23:14,857 - mmaction - INFO - Epoch [29][80/188] lr: 8.187e-02, eta: 13:20:16, time: 3.358, data_time: 2.594, memory: 1871, top1_acc: 0.1819, top5_acc: 0.3527, loss_cls: 4.2010, loss: 4.2010, grad_norm: 1.2604 2020-10-10 20:24:21,448 - mmaction - INFO - Epoch [29][100/188] lr: 8.187e-02, eta: 13:18:53, time: 3.329, data_time: 2.496, memory: 1871, top1_acc: 0.1836, top5_acc: 0.3580, loss_cls: 4.1894, loss: 4.1894, grad_norm: 1.2695 2020-10-10 20:25:28,583 - mmaction - INFO - Epoch [29][120/188] lr: 8.187e-02, eta: 13:17:31, time: 3.357, data_time: 2.192, memory: 1871, top1_acc: 0.1789, top5_acc: 0.3514, loss_cls: 4.2147, loss: 4.2147, grad_norm: 1.2664 2020-10-10 20:26:35,862 - mmaction - INFO - Epoch [29][140/188] lr: 8.187e-02, eta: 13:16:10, time: 3.364, data_time: 2.091, memory: 1871, top1_acc: 0.1798, top5_acc: 0.3501, loss_cls: 4.2121, loss: 4.2121, grad_norm: 1.2592 2020-10-10 20:27:42,613 - mmaction - INFO - Epoch [29][160/188] lr: 8.187e-02, eta: 13:14:47, time: 3.338, data_time: 1.926, memory: 1871, top1_acc: 0.1827, top5_acc: 0.3507, loss_cls: 4.2135, loss: 4.2135, grad_norm: 1.2503 2020-10-10 20:28:49,802 - mmaction - INFO - Epoch [29][180/188] lr: 8.187e-02, eta: 13:13:26, time: 3.359, data_time: 1.513, memory: 1871, top1_acc: 0.1827, top5_acc: 0.3538, loss_cls: 4.2063, loss: 4.2063, grad_norm: 1.2503 2020-10-10 20:30:22,216 - mmaction - INFO - Epoch [30][20/188] lr: 8.065e-02, eta: 13:10:34, time: 3.519, data_time: 3.281, memory: 1871, top1_acc: 0.1899, top5_acc: 0.3592, loss_cls: 4.1437, loss: 4.1437, grad_norm: 1.2313 2020-10-10 20:31:29,905 - mmaction - INFO - Epoch [30][40/188] lr: 8.065e-02, eta: 13:09:15, time: 3.385, data_time: 3.185, memory: 1871, top1_acc: 0.1905, top5_acc: 0.3641, loss_cls: 4.1304, loss: 4.1304, grad_norm: 1.2701 2020-10-10 20:32:36,912 - mmaction - INFO - Epoch [30][60/188] lr: 8.065e-02, eta: 13:07:53, time: 3.350, data_time: 3.181, memory: 1871, top1_acc: 0.1916, top5_acc: 0.3644, loss_cls: 4.1452, loss: 4.1452, grad_norm: 1.3019 2020-10-10 20:33:44,359 - mmaction - INFO - Epoch [30][80/188] lr: 8.065e-02, eta: 13:06:33, time: 3.372, data_time: 3.209, memory: 1871, top1_acc: 0.1816, top5_acc: 0.3548, loss_cls: 4.1964, loss: 4.1964, grad_norm: 1.2967 2020-10-10 20:34:50,713 - mmaction - INFO - Epoch [30][100/188] lr: 8.065e-02, eta: 13:05:11, time: 3.318, data_time: 3.159, memory: 1871, top1_acc: 0.1860, top5_acc: 0.3595, loss_cls: 4.1650, loss: 4.1650, grad_norm: 1.2879 2020-10-10 20:35:57,517 - mmaction - INFO - Epoch [30][120/188] lr: 8.065e-02, eta: 13:03:49, time: 3.340, data_time: 3.182, memory: 1871, top1_acc: 0.1845, top5_acc: 0.3541, loss_cls: 4.1916, loss: 4.1916, grad_norm: 1.2913 2020-10-10 20:37:03,592 - mmaction - INFO - Epoch [30][140/188] lr: 8.065e-02, eta: 13:02:26, time: 3.304, data_time: 3.147, memory: 1871, top1_acc: 0.1805, top5_acc: 0.3512, loss_cls: 4.1949, loss: 4.1949, grad_norm: 1.2725 2020-10-10 20:38:10,318 - mmaction - INFO - Epoch [30][160/188] lr: 8.065e-02, eta: 13:01:05, time: 3.336, data_time: 3.154, memory: 1871, top1_acc: 0.1832, top5_acc: 0.3561, loss_cls: 4.2022, loss: 4.2022, grad_norm: 1.2621 2020-10-10 20:39:16,945 - mmaction - INFO - Epoch [30][180/188] lr: 8.065e-02, eta: 12:59:44, time: 3.331, data_time: 2.659, memory: 1871, top1_acc: 0.1850, top5_acc: 0.3540, loss_cls: 4.1945, loss: 4.1945, grad_norm: 1.2686 2020-10-10 20:39:40,133 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-10-10 20:40:52,637 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-10 20:40:53,599 - mmaction - INFO - top1_acc 0.1211 top5_acc 0.2632 2020-10-10 20:40:53,599 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-10 20:40:53,705 - mmaction - INFO - mean_acc 0.1210 2020-10-10 20:40:53,705 - mmaction - INFO - Now best checkpoint is epoch_30.pth 2020-10-10 20:40:53,740 - mmaction - INFO - Epoch(val) [30][188] top1_acc: 0.1211, top5_acc: 0.2632, mean_class_accuracy: 0.1210 2020-10-10 20:43:06,750 - mmaction - INFO - Epoch [31][20/188] lr: 7.939e-02, eta: 12:59:22, time: 6.650, data_time: 6.475, memory: 1871, top1_acc: 0.1905, top5_acc: 0.3658, loss_cls: 4.1356, loss: 4.1356, grad_norm: 1.2610 2020-10-10 20:45:52,814 - mmaction - INFO - Epoch [31][40/188] lr: 7.939e-02, eta: 13:01:50, time: 8.303, data_time: 7.199, memory: 1871, top1_acc: 0.1897, top5_acc: 0.3668, loss_cls: 4.1391, loss: 4.1391, grad_norm: 1.2729 2020-10-10 20:48:28,361 - mmaction - INFO - Epoch [31][60/188] lr: 7.939e-02, eta: 13:03:52, time: 7.777, data_time: 5.616, memory: 1871, top1_acc: 0.1906, top5_acc: 0.3627, loss_cls: 4.1374, loss: 4.1374, grad_norm: 1.2986 2020-10-10 20:51:55,838 - mmaction - INFO - Epoch [31][80/188] lr: 7.939e-02, eta: 13:07:50, time: 10.373, data_time: 6.494, memory: 1871, top1_acc: 0.1896, top5_acc: 0.3650, loss_cls: 4.1437, loss: 4.1437, grad_norm: 1.3194 2020-10-10 20:55:33,460 - mmaction - INFO - Epoch [31][100/188] lr: 7.939e-02, eta: 13:12:08, time: 10.882, data_time: 3.125, memory: 1871, top1_acc: 0.1865, top5_acc: 0.3598, loss_cls: 4.1711, loss: 4.1711, grad_norm: 1.3359 2020-10-10 20:59:10,338 - mmaction - INFO - Epoch [31][120/188] lr: 7.939e-02, eta: 13:16:22, time: 10.844, data_time: 4.091, memory: 1871, top1_acc: 0.1842, top5_acc: 0.3535, loss_cls: 4.1848, loss: 4.1848, grad_norm: 1.3174 2020-10-10 21:02:43,175 - mmaction - INFO - Epoch [31][140/188] lr: 7.939e-02, eta: 13:20:23, time: 10.639, data_time: 7.505, memory: 1871, top1_acc: 0.1861, top5_acc: 0.3617, loss_cls: 4.1608, loss: 4.1608, grad_norm: 1.2922 2020-10-10 21:05:30,909 - mmaction - INFO - Epoch [31][160/188] lr: 7.939e-02, eta: 13:22:40, time: 8.390, data_time: 6.390, memory: 1871, top1_acc: 0.1883, top5_acc: 0.3559, loss_cls: 4.1608, loss: 4.1608, grad_norm: 1.3007 2020-10-10 21:08:46,239 - mmaction - INFO - Epoch [31][180/188] lr: 7.939e-02, eta: 13:25:56, time: 9.766, data_time: 5.793, memory: 1871, top1_acc: 0.1916, top5_acc: 0.3641, loss_cls: 4.1585, loss: 4.1585, grad_norm: 1.2965 2020-10-10 21:13:00,281 - mmaction - INFO - Epoch [32][20/188] lr: 7.810e-02, eta: 13:27:43, time: 9.987, data_time: 9.802, memory: 1871, top1_acc: 0.1937, top5_acc: 0.3729, loss_cls: 4.1097, loss: 4.1097, grad_norm: 1.2966 2020-10-10 21:15:22,851 - mmaction - INFO - Epoch [32][40/188] lr: 7.810e-02, eta: 13:28:58, time: 7.129, data_time: 6.947, memory: 1871, top1_acc: 0.1923, top5_acc: 0.3673, loss_cls: 4.1155, loss: 4.1155, grad_norm: 1.3497 2020-10-10 21:17:28,888 - mmaction - INFO - Epoch [32][60/188] lr: 7.810e-02, eta: 13:29:34, time: 6.302, data_time: 6.119, memory: 1871, top1_acc: 0.1944, top5_acc: 0.3690, loss_cls: 4.1206, loss: 4.1206, grad_norm: 1.3256 2020-10-10 21:19:21,613 - mmaction - INFO - Epoch [32][80/188] lr: 7.810e-02, eta: 13:29:41, time: 5.637, data_time: 4.994, memory: 1871, top1_acc: 0.1873, top5_acc: 0.3590, loss_cls: 4.1514, loss: 4.1514, grad_norm: 1.3534 2020-10-10 21:21:02,334 - mmaction - INFO - Epoch [32][100/188] lr: 7.810e-02, eta: 13:29:21, time: 5.036, data_time: 4.429, memory: 1871, top1_acc: 0.1908, top5_acc: 0.3617, loss_cls: 4.1462, loss: 4.1462, grad_norm: 1.3396 2020-10-10 21:22:43,436 - mmaction - INFO - Epoch [32][120/188] lr: 7.810e-02, eta: 13:29:01, time: 5.055, data_time: 4.414, memory: 1871, top1_acc: 0.1916, top5_acc: 0.3662, loss_cls: 4.1250, loss: 4.1250, grad_norm: 1.3119 2020-10-10 21:24:23,934 - mmaction - INFO - Epoch [32][140/188] lr: 7.810e-02, eta: 13:28:39, time: 5.025, data_time: 4.370, memory: 1871, top1_acc: 0.1927, top5_acc: 0.3623, loss_cls: 4.1322, loss: 4.1322, grad_norm: 1.3493 2020-10-10 21:26:06,243 - mmaction - INFO - Epoch [32][160/188] lr: 7.810e-02, eta: 13:28:20, time: 5.115, data_time: 4.029, memory: 1871, top1_acc: 0.1869, top5_acc: 0.3570, loss_cls: 4.1708, loss: 4.1708, grad_norm: 1.3208 2020-10-10 21:27:46,136 - mmaction - INFO - Epoch [32][180/188] lr: 7.810e-02, eta: 13:27:56, time: 4.995, data_time: 3.974, memory: 1871, top1_acc: 0.1893, top5_acc: 0.3620, loss_cls: 4.1572, loss: 4.1572, grad_norm: 1.3161 2020-10-10 21:30:01,588 - mmaction - INFO - Epoch [33][20/188] lr: 7.679e-02, eta: 13:26:06, time: 5.217, data_time: 4.847, memory: 1871, top1_acc: 0.1984, top5_acc: 0.3762, loss_cls: 4.0737, loss: 4.0737, grad_norm: 1.3311 2020-10-10 21:31:41,885 - mmaction - INFO - Epoch [33][40/188] lr: 7.679e-02, eta: 13:25:42, time: 5.015, data_time: 4.495, memory: 1871, top1_acc: 0.1922, top5_acc: 0.3715, loss_cls: 4.1053, loss: 4.1053, grad_norm: 1.3620 2020-10-10 21:33:22,317 - mmaction - INFO - Epoch [33][60/188] lr: 7.679e-02, eta: 13:25:17, time: 5.022, data_time: 4.598, memory: 1871, top1_acc: 0.1952, top5_acc: 0.3697, loss_cls: 4.1082, loss: 4.1082, grad_norm: 1.3563 2020-10-10 21:35:03,785 - mmaction - INFO - Epoch [33][80/188] lr: 7.679e-02, eta: 13:24:55, time: 5.073, data_time: 4.710, memory: 1871, top1_acc: 0.1943, top5_acc: 0.3695, loss_cls: 4.1105, loss: 4.1105, grad_norm: 1.3600 2020-10-10 21:36:44,813 - mmaction - INFO - Epoch [33][100/188] lr: 7.679e-02, eta: 13:24:30, time: 5.051, data_time: 4.769, memory: 1871, top1_acc: 0.1934, top5_acc: 0.3690, loss_cls: 4.1037, loss: 4.1037, grad_norm: 1.3796 2020-10-10 21:38:26,593 - mmaction - INFO - Epoch [33][120/188] lr: 7.679e-02, eta: 13:24:07, time: 5.089, data_time: 4.305, memory: 1871, top1_acc: 0.1924, top5_acc: 0.3648, loss_cls: 4.1386, loss: 4.1386, grad_norm: 1.3852 2020-10-10 21:40:07,352 - mmaction - INFO - Epoch [33][140/188] lr: 7.679e-02, eta: 13:23:42, time: 5.038, data_time: 3.997, memory: 1871, top1_acc: 0.1901, top5_acc: 0.3589, loss_cls: 4.1527, loss: 4.1527, grad_norm: 1.3585 2020-10-10 21:41:45,783 - mmaction - INFO - Epoch [33][160/188] lr: 7.679e-02, eta: 13:23:11, time: 4.922, data_time: 4.455, memory: 1871, top1_acc: 0.1893, top5_acc: 0.3660, loss_cls: 4.1327, loss: 4.1327, grad_norm: 1.3462 2020-10-10 21:43:26,341 - mmaction - INFO - Epoch [33][180/188] lr: 7.679e-02, eta: 13:22:43, time: 5.028, data_time: 4.764, memory: 1871, top1_acc: 0.1930, top5_acc: 0.3647, loss_cls: 4.1243, loss: 4.1243, grad_norm: 1.3422 2020-10-10 21:45:46,412 - mmaction - INFO - Epoch [34][20/188] lr: 7.545e-02, eta: 13:20:51, time: 5.223, data_time: 4.855, memory: 1871, top1_acc: 0.1988, top5_acc: 0.3820, loss_cls: 4.0523, loss: 4.0523, grad_norm: 1.3472 2020-10-10 21:47:27,630 - mmaction - INFO - Epoch [34][40/188] lr: 7.545e-02, eta: 13:20:25, time: 5.061, data_time: 4.636, memory: 1871, top1_acc: 0.1947, top5_acc: 0.3763, loss_cls: 4.0876, loss: 4.0876, grad_norm: 1.3905 2020-10-10 21:49:07,839 - mmaction - INFO - Epoch [34][60/188] lr: 7.545e-02, eta: 13:19:56, time: 5.011, data_time: 4.834, memory: 1871, top1_acc: 0.1933, top5_acc: 0.3745, loss_cls: 4.0861, loss: 4.0861, grad_norm: 1.3766 2020-10-10 21:50:51,156 - mmaction - INFO - Epoch [34][80/188] lr: 7.545e-02, eta: 13:19:32, time: 5.166, data_time: 4.334, memory: 1871, top1_acc: 0.1970, top5_acc: 0.3739, loss_cls: 4.0881, loss: 4.0881, grad_norm: 1.3827 2020-10-10 21:52:33,729 - mmaction - INFO - Epoch [34][100/188] lr: 7.545e-02, eta: 13:19:07, time: 5.128, data_time: 3.034, memory: 1871, top1_acc: 0.1946, top5_acc: 0.3752, loss_cls: 4.0925, loss: 4.0925, grad_norm: 1.3907 2020-10-10 21:54:13,180 - mmaction - INFO - Epoch [34][120/188] lr: 7.545e-02, eta: 13:18:35, time: 4.973, data_time: 3.170, memory: 1871, top1_acc: 0.1982, top5_acc: 0.3720, loss_cls: 4.0917, loss: 4.0917, grad_norm: 1.3913 2020-10-10 21:55:52,127 - mmaction - INFO - Epoch [34][140/188] lr: 7.545e-02, eta: 13:18:02, time: 4.947, data_time: 3.502, memory: 1871, top1_acc: 0.1925, top5_acc: 0.3654, loss_cls: 4.1255, loss: 4.1255, grad_norm: 1.3922 2020-10-10 21:57:32,821 - mmaction - INFO - Epoch [34][160/188] lr: 7.545e-02, eta: 13:17:31, time: 5.035, data_time: 3.292, memory: 1871, top1_acc: 0.1937, top5_acc: 0.3709, loss_cls: 4.1148, loss: 4.1148, grad_norm: 1.3779 2020-10-10 21:59:13,420 - mmaction - INFO - Epoch [34][180/188] lr: 7.545e-02, eta: 13:17:01, time: 5.030, data_time: 3.158, memory: 1871, top1_acc: 0.1916, top5_acc: 0.3653, loss_cls: 4.1313, loss: 4.1313, grad_norm: 1.3888 2020-10-10 22:01:10,558 - mmaction - INFO - Epoch [35][20/188] lr: 7.409e-02, eta: 13:14:23, time: 4.113, data_time: 3.209, memory: 1871, top1_acc: 0.2009, top5_acc: 0.3811, loss_cls: 4.0599, loss: 4.0599, grad_norm: 1.3794 2020-10-10 22:02:17,215 - mmaction - INFO - Epoch [35][40/188] lr: 7.409e-02, eta: 13:12:47, time: 3.335, data_time: 2.607, memory: 1871, top1_acc: 0.2000, top5_acc: 0.3761, loss_cls: 4.0704, loss: 4.0704, grad_norm: 1.4089 2020-10-10 22:03:24,789 - mmaction - INFO - Epoch [35][60/188] lr: 7.409e-02, eta: 13:11:12, time: 3.379, data_time: 2.474, memory: 1871, top1_acc: 0.1987, top5_acc: 0.3740, loss_cls: 4.0663, loss: 4.0663, grad_norm: 1.3921 2020-10-10 22:04:32,993 - mmaction - INFO - Epoch [35][80/188] lr: 7.409e-02, eta: 13:09:38, time: 3.410, data_time: 2.106, memory: 1871, top1_acc: 0.1964, top5_acc: 0.3773, loss_cls: 4.0845, loss: 4.0845, grad_norm: 1.4275 2020-10-10 22:05:40,807 - mmaction - INFO - Epoch [35][100/188] lr: 7.409e-02, eta: 13:08:04, time: 3.391, data_time: 1.864, memory: 1871, top1_acc: 0.2006, top5_acc: 0.3764, loss_cls: 4.0734, loss: 4.0734, grad_norm: 1.3973 2020-10-10 22:06:47,670 - mmaction - INFO - Epoch [35][120/188] lr: 7.409e-02, eta: 13:06:29, time: 3.343, data_time: 1.699, memory: 1871, top1_acc: 0.1961, top5_acc: 0.3744, loss_cls: 4.0877, loss: 4.0877, grad_norm: 1.3897 2020-10-10 22:07:55,107 - mmaction - INFO - Epoch [35][140/188] lr: 7.409e-02, eta: 13:04:54, time: 3.372, data_time: 1.537, memory: 1871, top1_acc: 0.2000, top5_acc: 0.3750, loss_cls: 4.0753, loss: 4.0753, grad_norm: 1.4029 2020-10-10 22:09:01,698 - mmaction - INFO - Epoch [35][160/188] lr: 7.409e-02, eta: 13:03:18, time: 3.330, data_time: 1.505, memory: 1871, top1_acc: 0.1974, top5_acc: 0.3732, loss_cls: 4.0863, loss: 4.0863, grad_norm: 1.4113 2020-10-10 22:10:10,093 - mmaction - INFO - Epoch [35][180/188] lr: 7.409e-02, eta: 13:01:46, time: 3.420, data_time: 1.735, memory: 1871, top1_acc: 0.1964, top5_acc: 0.3718, loss_cls: 4.1055, loss: 4.1055, grad_norm: 1.4009 2020-10-10 22:10:30,878 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-10-10 22:11:25,923 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-10 22:11:26,872 - mmaction - INFO - top1_acc 0.0681 top5_acc 0.1561 2020-10-10 22:11:26,872 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-10 22:11:26,942 - mmaction - INFO - mean_acc 0.0679 2020-10-10 22:11:26,964 - mmaction - INFO - Epoch(val) [35][188] top1_acc: 0.0681, top5_acc: 0.1561, mean_class_accuracy: 0.0679 2020-10-10 22:12:40,067 - mmaction - INFO - Epoch [36][20/188] lr: 7.270e-02, eta: 12:58:55, time: 3.654, data_time: 3.488, memory: 1871, top1_acc: 0.2103, top5_acc: 0.3866, loss_cls: 4.0124, loss: 4.0124, grad_norm: 1.3981 2020-10-10 22:13:46,860 - mmaction - INFO - Epoch [36][40/188] lr: 7.270e-02, eta: 12:57:21, time: 3.340, data_time: 3.172, memory: 1871, top1_acc: 0.2036, top5_acc: 0.3836, loss_cls: 4.0563, loss: 4.0563, grad_norm: 1.4117 2020-10-10 22:14:55,230 - mmaction - INFO - Epoch [36][60/188] lr: 7.270e-02, eta: 12:55:49, time: 3.418, data_time: 3.252, memory: 1871, top1_acc: 0.2048, top5_acc: 0.3833, loss_cls: 4.0348, loss: 4.0348, grad_norm: 1.4302 2020-10-10 22:16:02,309 - mmaction - INFO - Epoch [36][80/188] lr: 7.270e-02, eta: 12:54:15, time: 3.354, data_time: 3.196, memory: 1871, top1_acc: 0.2060, top5_acc: 0.3831, loss_cls: 4.0343, loss: 4.0343, grad_norm: 1.4377 2020-10-10 22:17:11,001 - mmaction - INFO - Epoch [36][100/188] lr: 7.270e-02, eta: 12:52:44, time: 3.434, data_time: 3.276, memory: 1871, top1_acc: 0.2039, top5_acc: 0.3808, loss_cls: 4.0547, loss: 4.0547, grad_norm: 1.4270 2020-10-10 22:18:17,448 - mmaction - INFO - Epoch [36][120/188] lr: 7.270e-02, eta: 12:51:10, time: 3.323, data_time: 3.164, memory: 1871, top1_acc: 0.1986, top5_acc: 0.3767, loss_cls: 4.0585, loss: 4.0585, grad_norm: 1.4344 2020-10-10 22:19:24,590 - mmaction - INFO - Epoch [36][140/188] lr: 7.270e-02, eta: 12:49:36, time: 3.357, data_time: 3.199, memory: 1871, top1_acc: 0.2009, top5_acc: 0.3754, loss_cls: 4.0703, loss: 4.0703, grad_norm: 1.4257 2020-10-10 22:20:31,982 - mmaction - INFO - Epoch [36][160/188] lr: 7.270e-02, eta: 12:48:04, time: 3.370, data_time: 3.211, memory: 1871, top1_acc: 0.1932, top5_acc: 0.3693, loss_cls: 4.1111, loss: 4.1111, grad_norm: 1.4383 2020-10-10 22:21:39,539 - mmaction - INFO - Epoch [36][180/188] lr: 7.270e-02, eta: 12:46:32, time: 3.378, data_time: 3.200, memory: 1871, top1_acc: 0.1992, top5_acc: 0.3746, loss_cls: 4.0855, loss: 4.0855, grad_norm: 1.4280 2020-10-10 22:23:10,100 - mmaction - INFO - Epoch [37][20/188] lr: 7.129e-02, eta: 12:43:39, time: 3.499, data_time: 3.291, memory: 1871, top1_acc: 0.2088, top5_acc: 0.3891, loss_cls: 4.0088, loss: 4.0088, grad_norm: 1.4206 2020-10-10 22:24:17,910 - mmaction - INFO - Epoch [37][40/188] lr: 7.129e-02, eta: 12:42:08, time: 3.390, data_time: 3.080, memory: 1871, top1_acc: 0.2074, top5_acc: 0.3848, loss_cls: 4.0216, loss: 4.0216, grad_norm: 1.4456 2020-10-10 22:25:24,574 - mmaction - INFO - Epoch [37][60/188] lr: 7.129e-02, eta: 12:40:35, time: 3.333, data_time: 2.982, memory: 1871, top1_acc: 0.2059, top5_acc: 0.3876, loss_cls: 4.0251, loss: 4.0251, grad_norm: 1.4564 2020-10-10 22:26:32,815 - mmaction - INFO - Epoch [37][80/188] lr: 7.129e-02, eta: 12:39:05, time: 3.412, data_time: 2.850, memory: 1871, top1_acc: 0.2041, top5_acc: 0.3830, loss_cls: 4.0341, loss: 4.0341, grad_norm: 1.4681 2020-10-10 22:27:39,253 - mmaction - INFO - Epoch [37][100/188] lr: 7.129e-02, eta: 12:37:31, time: 3.322, data_time: 2.615, memory: 1871, top1_acc: 0.2059, top5_acc: 0.3841, loss_cls: 4.0488, loss: 4.0488, grad_norm: 1.4749 2020-10-10 22:28:46,016 - mmaction - INFO - Epoch [37][120/188] lr: 7.129e-02, eta: 12:35:59, time: 3.338, data_time: 2.802, memory: 1871, top1_acc: 0.2032, top5_acc: 0.3807, loss_cls: 4.0485, loss: 4.0485, grad_norm: 1.4922 2020-10-10 22:29:53,784 - mmaction - INFO - Epoch [37][140/188] lr: 7.129e-02, eta: 12:34:28, time: 3.388, data_time: 2.706, memory: 1871, top1_acc: 0.2025, top5_acc: 0.3791, loss_cls: 4.0573, loss: 4.0573, grad_norm: 1.4836 2020-10-10 22:31:01,670 - mmaction - INFO - Epoch [37][160/188] lr: 7.129e-02, eta: 12:32:58, time: 3.394, data_time: 2.557, memory: 1871, top1_acc: 0.1996, top5_acc: 0.3741, loss_cls: 4.0712, loss: 4.0712, grad_norm: 1.4495 2020-10-10 22:32:09,081 - mmaction - INFO - Epoch [37][180/188] lr: 7.129e-02, eta: 12:31:27, time: 3.371, data_time: 2.370, memory: 1871, top1_acc: 0.2028, top5_acc: 0.3792, loss_cls: 4.0545, loss: 4.0545, grad_norm: 1.4592 2020-10-10 22:33:42,397 - mmaction - INFO - Epoch [38][20/188] lr: 6.986e-02, eta: 12:28:39, time: 3.518, data_time: 3.185, memory: 1871, top1_acc: 0.2108, top5_acc: 0.3948, loss_cls: 3.9806, loss: 3.9806, grad_norm: 1.4457 2020-10-10 22:34:50,919 - mmaction - INFO - Epoch [38][40/188] lr: 6.986e-02, eta: 12:27:11, time: 3.426, data_time: 2.853, memory: 1871, top1_acc: 0.2148, top5_acc: 0.3936, loss_cls: 3.9810, loss: 3.9810, grad_norm: 1.4553 2020-10-10 22:35:57,839 - mmaction - INFO - Epoch [38][60/188] lr: 6.986e-02, eta: 12:25:40, time: 3.346, data_time: 2.411, memory: 1871, top1_acc: 0.2126, top5_acc: 0.3930, loss_cls: 3.9895, loss: 3.9895, grad_norm: 1.4799 2020-10-10 22:37:04,535 - mmaction - INFO - Epoch [38][80/188] lr: 6.986e-02, eta: 12:24:08, time: 3.335, data_time: 2.520, memory: 1871, top1_acc: 0.2079, top5_acc: 0.3898, loss_cls: 4.0029, loss: 4.0029, grad_norm: 1.4993 2020-10-10 22:38:11,827 - mmaction - INFO - Epoch [38][100/188] lr: 6.986e-02, eta: 12:22:38, time: 3.365, data_time: 2.511, memory: 1871, top1_acc: 0.2043, top5_acc: 0.3853, loss_cls: 4.0344, loss: 4.0344, grad_norm: 1.5168 2020-10-10 22:39:19,110 - mmaction - INFO - Epoch [38][120/188] lr: 6.986e-02, eta: 12:21:08, time: 3.364, data_time: 2.446, memory: 1871, top1_acc: 0.2054, top5_acc: 0.3817, loss_cls: 4.0351, loss: 4.0351, grad_norm: 1.4883 2020-10-10 22:40:31,987 - mmaction - INFO - Epoch [38][140/188] lr: 6.986e-02, eta: 12:19:47, time: 3.644, data_time: 2.574, memory: 1871, top1_acc: 0.2024, top5_acc: 0.3854, loss_cls: 4.0300, loss: 4.0300, grad_norm: 1.4939 2020-10-10 22:41:37,928 - mmaction - INFO - Epoch [38][160/188] lr: 6.986e-02, eta: 12:18:15, time: 3.297, data_time: 2.300, memory: 1871, top1_acc: 0.1993, top5_acc: 0.3850, loss_cls: 4.0526, loss: 4.0526, grad_norm: 1.5130 2020-10-10 22:42:45,983 - mmaction - INFO - Epoch [38][180/188] lr: 6.986e-02, eta: 12:16:46, time: 3.403, data_time: 1.793, memory: 1871, top1_acc: 0.2030, top5_acc: 0.3794, loss_cls: 4.0605, loss: 4.0605, grad_norm: 1.4984 2020-10-10 22:44:19,889 - mmaction - INFO - Epoch [39][20/188] lr: 6.841e-02, eta: 12:14:03, time: 3.546, data_time: 3.044, memory: 1871, top1_acc: 0.2132, top5_acc: 0.3983, loss_cls: 3.9540, loss: 3.9540, grad_norm: 1.4654 2020-10-10 22:45:27,651 - mmaction - INFO - Epoch [39][40/188] lr: 6.841e-02, eta: 12:12:35, time: 3.388, data_time: 2.499, memory: 1871, top1_acc: 0.2129, top5_acc: 0.3954, loss_cls: 3.9754, loss: 3.9754, grad_norm: 1.5156 2020-10-10 22:46:36,433 - mmaction - INFO - Epoch [39][60/188] lr: 6.841e-02, eta: 12:11:08, time: 3.439, data_time: 2.144, memory: 1871, top1_acc: 0.2093, top5_acc: 0.3930, loss_cls: 3.9884, loss: 3.9884, grad_norm: 1.5224 2020-10-10 22:47:44,062 - mmaction - INFO - Epoch [39][80/188] lr: 6.841e-02, eta: 12:09:39, time: 3.381, data_time: 1.714, memory: 1871, top1_acc: 0.2084, top5_acc: 0.3894, loss_cls: 3.9875, loss: 3.9875, grad_norm: 1.5135 2020-10-10 22:48:52,406 - mmaction - INFO - Epoch [39][100/188] lr: 6.841e-02, eta: 12:08:12, time: 3.417, data_time: 1.251, memory: 1871, top1_acc: 0.2080, top5_acc: 0.3892, loss_cls: 4.0089, loss: 4.0089, grad_norm: 1.5433 2020-10-10 22:50:00,000 - mmaction - INFO - Epoch [39][120/188] lr: 6.841e-02, eta: 12:06:44, time: 3.380, data_time: 1.006, memory: 1871, top1_acc: 0.2060, top5_acc: 0.3854, loss_cls: 4.0318, loss: 4.0318, grad_norm: 1.5343 2020-10-10 22:51:07,642 - mmaction - INFO - Epoch [39][140/188] lr: 6.841e-02, eta: 12:05:15, time: 3.382, data_time: 0.858, memory: 1871, top1_acc: 0.2133, top5_acc: 0.3982, loss_cls: 3.9801, loss: 3.9801, grad_norm: 1.5111 2020-10-10 22:52:16,284 - mmaction - INFO - Epoch [39][160/188] lr: 6.841e-02, eta: 12:03:49, time: 3.432, data_time: 0.312, memory: 1871, top1_acc: 0.2065, top5_acc: 0.3858, loss_cls: 4.0175, loss: 4.0175, grad_norm: 1.5240 2020-10-10 22:53:23,289 - mmaction - INFO - Epoch [39][180/188] lr: 6.841e-02, eta: 12:02:20, time: 3.350, data_time: 0.382, memory: 1871, top1_acc: 0.2052, top5_acc: 0.3844, loss_cls: 4.0318, loss: 4.0318, grad_norm: 1.5199 2020-10-10 22:54:52,003 - mmaction - INFO - Epoch [40][20/188] lr: 6.694e-02, eta: 11:59:40, time: 3.538, data_time: 3.167, memory: 1871, top1_acc: 0.2201, top5_acc: 0.4029, loss_cls: 3.9295, loss: 3.9295, grad_norm: 1.5096 2020-10-10 22:55:59,193 - mmaction - INFO - Epoch [40][40/188] lr: 6.694e-02, eta: 11:58:12, time: 3.360, data_time: 2.912, memory: 1871, top1_acc: 0.2195, top5_acc: 0.3995, loss_cls: 3.9541, loss: 3.9541, grad_norm: 1.5316 2020-10-10 22:57:05,639 - mmaction - INFO - Epoch [40][60/188] lr: 6.694e-02, eta: 11:56:42, time: 3.322, data_time: 3.057, memory: 1871, top1_acc: 0.2157, top5_acc: 0.3977, loss_cls: 3.9647, loss: 3.9647, grad_norm: 1.5512 2020-10-10 22:58:12,750 - mmaction - INFO - Epoch [40][80/188] lr: 6.694e-02, eta: 11:55:14, time: 3.356, data_time: 3.106, memory: 1871, top1_acc: 0.2146, top5_acc: 0.4006, loss_cls: 3.9516, loss: 3.9516, grad_norm: 1.5509 2020-10-10 22:59:19,735 - mmaction - INFO - Epoch [40][100/188] lr: 6.694e-02, eta: 11:53:46, time: 3.349, data_time: 3.162, memory: 1871, top1_acc: 0.2148, top5_acc: 0.3966, loss_cls: 3.9783, loss: 3.9783, grad_norm: 1.5448 2020-10-10 23:00:30,440 - mmaction - INFO - Epoch [40][120/188] lr: 6.694e-02, eta: 11:52:23, time: 3.529, data_time: 3.029, memory: 1871, top1_acc: 0.2142, top5_acc: 0.3949, loss_cls: 3.9813, loss: 3.9813, grad_norm: 1.5927 2020-10-10 23:01:36,641 - mmaction - INFO - Epoch [40][140/188] lr: 6.694e-02, eta: 11:50:54, time: 3.317, data_time: 3.130, memory: 1871, top1_acc: 0.2074, top5_acc: 0.3887, loss_cls: 4.0159, loss: 4.0159, grad_norm: 1.5595 2020-10-10 23:02:43,890 - mmaction - INFO - Epoch [40][160/188] lr: 6.694e-02, eta: 11:49:27, time: 3.362, data_time: 3.184, memory: 1871, top1_acc: 0.2136, top5_acc: 0.3979, loss_cls: 3.9585, loss: 3.9585, grad_norm: 1.5356 2020-10-10 23:03:51,452 - mmaction - INFO - Epoch [40][180/188] lr: 6.694e-02, eta: 11:48:00, time: 3.378, data_time: 3.202, memory: 1871, top1_acc: 0.2079, top5_acc: 0.3846, loss_cls: 4.0282, loss: 4.0282, grad_norm: 1.5502 2020-10-10 23:04:15,715 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-10-10 23:05:12,846 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-10 23:05:13,809 - mmaction - INFO - top1_acc 0.0942 top5_acc 0.2050 2020-10-10 23:05:13,809 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-10 23:05:13,878 - mmaction - INFO - mean_acc 0.0941 2020-10-10 23:05:13,900 - mmaction - INFO - Epoch(val) [40][188] top1_acc: 0.0942, top5_acc: 0.2050, mean_class_accuracy: 0.0941 2020-10-10 23:06:24,511 - mmaction - INFO - Epoch [41][20/188] lr: 6.545e-02, eta: 11:45:23, time: 3.530, data_time: 3.363, memory: 1871, top1_acc: 0.2292, top5_acc: 0.4137, loss_cls: 3.8770, loss: 3.8770, grad_norm: 1.5477 2020-10-10 23:07:31,271 - mmaction - INFO - Epoch [41][40/188] lr: 6.545e-02, eta: 11:43:55, time: 3.338, data_time: 3.168, memory: 1871, top1_acc: 0.2230, top5_acc: 0.4071, loss_cls: 3.9057, loss: 3.9057, grad_norm: 1.5723 2020-10-10 23:08:38,898 - mmaction - INFO - Epoch [41][60/188] lr: 6.545e-02, eta: 11:42:29, time: 3.381, data_time: 3.192, memory: 1871, top1_acc: 0.2164, top5_acc: 0.4041, loss_cls: 3.9363, loss: 3.9363, grad_norm: 1.5990 2020-10-10 23:09:45,765 - mmaction - INFO - Epoch [41][80/188] lr: 6.545e-02, eta: 11:41:01, time: 3.343, data_time: 3.173, memory: 1871, top1_acc: 0.2102, top5_acc: 0.3940, loss_cls: 3.9742, loss: 3.9742, grad_norm: 1.5922 2020-10-10 23:10:53,273 - mmaction - INFO - Epoch [41][100/188] lr: 6.545e-02, eta: 11:39:35, time: 3.375, data_time: 3.215, memory: 1871, top1_acc: 0.2186, top5_acc: 0.3987, loss_cls: 3.9517, loss: 3.9517, grad_norm: 1.5979 2020-10-10 23:12:00,138 - mmaction - INFO - Epoch [41][120/188] lr: 6.545e-02, eta: 11:38:08, time: 3.343, data_time: 3.180, memory: 1871, top1_acc: 0.2128, top5_acc: 0.3935, loss_cls: 3.9884, loss: 3.9884, grad_norm: 1.6088 2020-10-10 23:13:06,871 - mmaction - INFO - Epoch [41][140/188] lr: 6.545e-02, eta: 11:36:41, time: 3.337, data_time: 3.082, memory: 1871, top1_acc: 0.2093, top5_acc: 0.3933, loss_cls: 3.9899, loss: 3.9899, grad_norm: 1.5692 2020-10-10 23:14:13,817 - mmaction - INFO - Epoch [41][160/188] lr: 6.545e-02, eta: 11:35:14, time: 3.347, data_time: 3.086, memory: 1871, top1_acc: 0.2124, top5_acc: 0.3921, loss_cls: 3.9879, loss: 3.9879, grad_norm: 1.5680 2020-10-10 23:15:20,608 - mmaction - INFO - Epoch [41][180/188] lr: 6.545e-02, eta: 11:33:47, time: 3.340, data_time: 2.889, memory: 1871, top1_acc: 0.2109, top5_acc: 0.3912, loss_cls: 3.9859, loss: 3.9859, grad_norm: 1.5923 2020-10-10 23:16:54,258 - mmaction - INFO - Epoch [42][20/188] lr: 6.395e-02, eta: 11:31:12, time: 3.496, data_time: 3.292, memory: 1871, top1_acc: 0.2256, top5_acc: 0.4111, loss_cls: 3.8845, loss: 3.8845, grad_norm: 1.5581 2020-10-10 23:18:01,277 - mmaction - INFO - Epoch [42][40/188] lr: 6.395e-02, eta: 11:29:46, time: 3.351, data_time: 3.135, memory: 1871, top1_acc: 0.2257, top5_acc: 0.4093, loss_cls: 3.8941, loss: 3.8941, grad_norm: 1.6038 2020-10-10 23:19:08,150 - mmaction - INFO - Epoch [42][60/188] lr: 6.395e-02, eta: 11:28:19, time: 3.344, data_time: 3.154, memory: 1871, top1_acc: 0.2237, top5_acc: 0.4105, loss_cls: 3.8976, loss: 3.8976, grad_norm: 1.6030 2020-10-10 23:20:16,111 - mmaction - INFO - Epoch [42][80/188] lr: 6.395e-02, eta: 11:26:55, time: 3.398, data_time: 2.918, memory: 1871, top1_acc: 0.2186, top5_acc: 0.4032, loss_cls: 3.9368, loss: 3.9368, grad_norm: 1.6268 2020-10-10 23:21:23,320 - mmaction - INFO - Epoch [42][100/188] lr: 6.395e-02, eta: 11:25:29, time: 3.360, data_time: 2.845, memory: 1871, top1_acc: 0.2177, top5_acc: 0.4004, loss_cls: 3.9526, loss: 3.9526, grad_norm: 1.6021 2020-10-10 23:22:30,620 - mmaction - INFO - Epoch [42][120/188] lr: 6.395e-02, eta: 11:24:04, time: 3.365, data_time: 2.746, memory: 1871, top1_acc: 0.2148, top5_acc: 0.3978, loss_cls: 3.9608, loss: 3.9608, grad_norm: 1.6223 2020-10-10 23:23:37,476 - mmaction - INFO - Epoch [42][140/188] lr: 6.395e-02, eta: 11:22:38, time: 3.343, data_time: 2.805, memory: 1871, top1_acc: 0.2177, top5_acc: 0.3999, loss_cls: 3.9479, loss: 3.9479, grad_norm: 1.6132 2020-10-10 23:24:44,551 - mmaction - INFO - Epoch [42][160/188] lr: 6.395e-02, eta: 11:21:12, time: 3.354, data_time: 2.749, memory: 1871, top1_acc: 0.2185, top5_acc: 0.4010, loss_cls: 3.9590, loss: 3.9590, grad_norm: 1.6001 2020-10-10 23:25:51,579 - mmaction - INFO - Epoch [42][180/188] lr: 6.395e-02, eta: 11:19:47, time: 3.351, data_time: 2.689, memory: 1871, top1_acc: 0.2085, top5_acc: 0.3935, loss_cls: 3.9903, loss: 3.9903, grad_norm: 1.6428 2020-10-10 23:27:26,881 - mmaction - INFO - Epoch [43][20/188] lr: 6.243e-02, eta: 11:17:17, time: 3.578, data_time: 3.269, memory: 1871, top1_acc: 0.2274, top5_acc: 0.4154, loss_cls: 3.8712, loss: 3.8712, grad_norm: 1.5978 2020-10-10 23:28:33,828 - mmaction - INFO - Epoch [43][40/188] lr: 6.243e-02, eta: 11:15:51, time: 3.348, data_time: 2.962, memory: 1871, top1_acc: 0.2266, top5_acc: 0.4098, loss_cls: 3.8920, loss: 3.8920, grad_norm: 1.6462 2020-10-10 23:29:40,750 - mmaction - INFO - Epoch [43][60/188] lr: 6.243e-02, eta: 11:14:26, time: 3.346, data_time: 2.949, memory: 1871, top1_acc: 0.2249, top5_acc: 0.4091, loss_cls: 3.8994, loss: 3.8994, grad_norm: 1.6343 2020-10-10 23:30:47,663 - mmaction - INFO - Epoch [43][80/188] lr: 6.243e-02, eta: 11:13:01, time: 3.346, data_time: 2.923, memory: 1871, top1_acc: 0.2262, top5_acc: 0.4132, loss_cls: 3.8795, loss: 3.8795, grad_norm: 1.6285 2020-10-10 23:31:54,890 - mmaction - INFO - Epoch [43][100/188] lr: 6.243e-02, eta: 11:11:37, time: 3.361, data_time: 2.961, memory: 1871, top1_acc: 0.2159, top5_acc: 0.4001, loss_cls: 3.9406, loss: 3.9406, grad_norm: 1.6639 2020-10-10 23:33:02,013 - mmaction - INFO - Epoch [43][120/188] lr: 6.243e-02, eta: 11:10:12, time: 3.356, data_time: 2.944, memory: 1871, top1_acc: 0.2210, top5_acc: 0.4055, loss_cls: 3.9189, loss: 3.9189, grad_norm: 1.6472 2020-10-10 23:34:08,828 - mmaction - INFO - Epoch [43][140/188] lr: 6.243e-02, eta: 11:08:47, time: 3.341, data_time: 3.061, memory: 1871, top1_acc: 0.2213, top5_acc: 0.4039, loss_cls: 3.9127, loss: 3.9127, grad_norm: 1.6473 2020-10-10 23:35:15,843 - mmaction - INFO - Epoch [43][160/188] lr: 6.243e-02, eta: 11:07:22, time: 3.351, data_time: 2.861, memory: 1871, top1_acc: 0.2165, top5_acc: 0.4007, loss_cls: 3.9583, loss: 3.9583, grad_norm: 1.6614 2020-10-10 23:36:23,915 - mmaction - INFO - Epoch [43][180/188] lr: 6.243e-02, eta: 11:05:59, time: 3.404, data_time: 2.821, memory: 1871, top1_acc: 0.2163, top5_acc: 0.3965, loss_cls: 3.9599, loss: 3.9599, grad_norm: 1.6448 2020-10-10 23:37:59,238 - mmaction - INFO - Epoch [44][20/188] lr: 6.091e-02, eta: 11:03:31, time: 3.542, data_time: 3.289, memory: 1871, top1_acc: 0.2312, top5_acc: 0.4221, loss_cls: 3.8424, loss: 3.8424, grad_norm: 1.6367 2020-10-10 23:39:05,958 - mmaction - INFO - Epoch [44][40/188] lr: 6.091e-02, eta: 11:02:06, time: 3.336, data_time: 3.036, memory: 1871, top1_acc: 0.2334, top5_acc: 0.4242, loss_cls: 3.8302, loss: 3.8302, grad_norm: 1.6572 2020-10-10 23:40:13,208 - mmaction - INFO - Epoch [44][60/188] lr: 6.091e-02, eta: 11:00:42, time: 3.362, data_time: 3.105, memory: 1871, top1_acc: 0.2271, top5_acc: 0.4146, loss_cls: 3.8743, loss: 3.8743, grad_norm: 1.6751 2020-10-10 23:41:20,457 - mmaction - INFO - Epoch [44][80/188] lr: 6.091e-02, eta: 10:59:19, time: 3.363, data_time: 3.004, memory: 1871, top1_acc: 0.2273, top5_acc: 0.4115, loss_cls: 3.8871, loss: 3.8871, grad_norm: 1.6938 2020-10-10 23:42:27,684 - mmaction - INFO - Epoch [44][100/188] lr: 6.091e-02, eta: 10:57:55, time: 3.361, data_time: 2.740, memory: 1871, top1_acc: 0.2255, top5_acc: 0.4121, loss_cls: 3.8961, loss: 3.8961, grad_norm: 1.6842 2020-10-10 23:43:34,736 - mmaction - INFO - Epoch [44][120/188] lr: 6.091e-02, eta: 10:56:31, time: 3.353, data_time: 2.842, memory: 1871, top1_acc: 0.2204, top5_acc: 0.4066, loss_cls: 3.9010, loss: 3.9010, grad_norm: 1.6949 2020-10-10 23:44:41,946 - mmaction - INFO - Epoch [44][140/188] lr: 6.091e-02, eta: 10:55:07, time: 3.360, data_time: 2.842, memory: 1871, top1_acc: 0.2217, top5_acc: 0.4039, loss_cls: 3.9231, loss: 3.9231, grad_norm: 1.6939 2020-10-10 23:45:49,882 - mmaction - INFO - Epoch [44][160/188] lr: 6.091e-02, eta: 10:53:45, time: 3.397, data_time: 2.493, memory: 1871, top1_acc: 0.2225, top5_acc: 0.4059, loss_cls: 3.9193, loss: 3.9193, grad_norm: 1.7055 2020-10-10 23:46:57,299 - mmaction - INFO - Epoch [44][180/188] lr: 6.091e-02, eta: 10:52:22, time: 3.371, data_time: 1.941, memory: 1871, top1_acc: 0.2174, top5_acc: 0.4023, loss_cls: 3.9392, loss: 3.9392, grad_norm: 1.6925 2020-10-10 23:48:30,834 - mmaction - INFO - Epoch [45][20/188] lr: 5.937e-02, eta: 10:49:55, time: 3.517, data_time: 3.178, memory: 1871, top1_acc: 0.2370, top5_acc: 0.4267, loss_cls: 3.8198, loss: 3.8198, grad_norm: 1.6651 2020-10-10 23:49:40,757 - mmaction - INFO - Epoch [45][40/188] lr: 5.937e-02, eta: 10:48:35, time: 3.496, data_time: 3.205, memory: 1871, top1_acc: 0.2302, top5_acc: 0.4207, loss_cls: 3.8383, loss: 3.8383, grad_norm: 1.6823 2020-10-10 23:50:45,869 - mmaction - INFO - Epoch [45][60/188] lr: 5.937e-02, eta: 10:47:10, time: 3.256, data_time: 2.898, memory: 1871, top1_acc: 0.2346, top5_acc: 0.4227, loss_cls: 3.8206, loss: 3.8206, grad_norm: 1.6935 2020-10-10 23:51:53,133 - mmaction - INFO - Epoch [45][80/188] lr: 5.937e-02, eta: 10:45:47, time: 3.363, data_time: 2.720, memory: 1871, top1_acc: 0.2318, top5_acc: 0.4169, loss_cls: 3.8569, loss: 3.8569, grad_norm: 1.7119 2020-10-10 23:53:00,933 - mmaction - INFO - Epoch [45][100/188] lr: 5.937e-02, eta: 10:44:25, time: 3.390, data_time: 2.650, memory: 1871, top1_acc: 0.2300, top5_acc: 0.4161, loss_cls: 3.8726, loss: 3.8726, grad_norm: 1.7314 2020-10-10 23:54:07,136 - mmaction - INFO - Epoch [45][120/188] lr: 5.937e-02, eta: 10:43:01, time: 3.310, data_time: 2.663, memory: 1871, top1_acc: 0.2225, top5_acc: 0.4092, loss_cls: 3.8939, loss: 3.8939, grad_norm: 1.7276 2020-10-10 23:55:29,832 - mmaction - INFO - Epoch [45][140/188] lr: 5.937e-02, eta: 10:41:57, time: 4.135, data_time: 3.648, memory: 1871, top1_acc: 0.2244, top5_acc: 0.4102, loss_cls: 3.8909, loss: 3.8909, grad_norm: 1.7268 2020-10-10 23:57:10,429 - mmaction - INFO - Epoch [45][160/188] lr: 5.937e-02, eta: 10:41:16, time: 5.030, data_time: 4.376, memory: 1871, top1_acc: 0.2253, top5_acc: 0.4103, loss_cls: 3.9022, loss: 3.9022, grad_norm: 1.7230 2020-10-10 23:58:47,793 - mmaction - INFO - Epoch [45][180/188] lr: 5.937e-02, eta: 10:40:30, time: 4.866, data_time: 4.343, memory: 1871, top1_acc: 0.2234, top5_acc: 0.4069, loss_cls: 3.9083, loss: 3.9083, grad_norm: 1.7202 2020-10-10 23:59:22,234 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-10-11 00:00:33,719 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-11 00:00:34,714 - mmaction - INFO - top1_acc 0.1269 top5_acc 0.2656 2020-10-11 00:00:34,714 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-11 00:00:34,793 - mmaction - INFO - mean_acc 0.1267 2020-10-11 00:00:34,796 - mmaction - INFO - Now best checkpoint is epoch_45.pth 2020-10-11 00:00:34,825 - mmaction - INFO - Epoch(val) [45][188] top1_acc: 0.1269, top5_acc: 0.2656, mean_class_accuracy: 0.1267 2020-10-11 00:01:46,697 - mmaction - INFO - Epoch [46][20/188] lr: 5.782e-02, eta: 10:38:07, time: 3.590, data_time: 3.376, memory: 1871, top1_acc: 0.2410, top5_acc: 0.4313, loss_cls: 3.7879, loss: 3.7879, grad_norm: 1.6875 2020-10-11 00:02:53,216 - mmaction - INFO - Epoch [46][40/188] lr: 5.782e-02, eta: 10:36:43, time: 3.329, data_time: 3.139, memory: 1871, top1_acc: 0.2328, top5_acc: 0.4236, loss_cls: 3.8327, loss: 3.8327, grad_norm: 1.7287 2020-10-11 00:04:00,250 - mmaction - INFO - Epoch [46][60/188] lr: 5.782e-02, eta: 10:35:20, time: 3.352, data_time: 3.053, memory: 1871, top1_acc: 0.2318, top5_acc: 0.4213, loss_cls: 3.8277, loss: 3.8277, grad_norm: 1.7684 2020-10-11 00:05:07,365 - mmaction - INFO - Epoch [46][80/188] lr: 5.782e-02, eta: 10:33:58, time: 3.356, data_time: 3.056, memory: 1871, top1_acc: 0.2364, top5_acc: 0.4232, loss_cls: 3.8362, loss: 3.8362, grad_norm: 1.7608 2020-10-11 00:06:14,274 - mmaction - INFO - Epoch [46][100/188] lr: 5.782e-02, eta: 10:32:35, time: 3.345, data_time: 3.030, memory: 1871, top1_acc: 0.2302, top5_acc: 0.4194, loss_cls: 3.8658, loss: 3.8658, grad_norm: 1.7596 2020-10-11 00:07:20,983 - mmaction - INFO - Epoch [46][120/188] lr: 5.782e-02, eta: 10:31:12, time: 3.335, data_time: 2.887, memory: 1871, top1_acc: 0.2284, top5_acc: 0.4201, loss_cls: 3.8470, loss: 3.8470, grad_norm: 1.7652 2020-10-11 00:08:27,301 - mmaction - INFO - Epoch [46][140/188] lr: 5.782e-02, eta: 10:29:49, time: 3.316, data_time: 2.964, memory: 1871, top1_acc: 0.2237, top5_acc: 0.4119, loss_cls: 3.8781, loss: 3.8781, grad_norm: 1.7582 2020-10-11 00:09:35,219 - mmaction - INFO - Epoch [46][160/188] lr: 5.782e-02, eta: 10:28:27, time: 3.396, data_time: 2.826, memory: 1871, top1_acc: 0.2282, top5_acc: 0.4124, loss_cls: 3.8692, loss: 3.8692, grad_norm: 1.7636 2020-10-11 00:10:42,892 - mmaction - INFO - Epoch [46][180/188] lr: 5.782e-02, eta: 10:27:06, time: 3.383, data_time: 2.373, memory: 1871, top1_acc: 0.2270, top5_acc: 0.4124, loss_cls: 3.8782, loss: 3.8782, grad_norm: 1.7645 2020-10-11 00:12:17,353 - mmaction - INFO - Epoch [47][20/188] lr: 5.627e-02, eta: 10:24:43, time: 3.525, data_time: 3.314, memory: 1871, top1_acc: 0.2444, top5_acc: 0.4352, loss_cls: 3.7677, loss: 3.7677, grad_norm: 1.7249 2020-10-11 00:13:24,499 - mmaction - INFO - Epoch [47][40/188] lr: 5.627e-02, eta: 10:23:21, time: 3.357, data_time: 3.107, memory: 1871, top1_acc: 0.2405, top5_acc: 0.4336, loss_cls: 3.7904, loss: 3.7904, grad_norm: 1.7602 2020-10-11 00:14:31,174 - mmaction - INFO - Epoch [47][60/188] lr: 5.627e-02, eta: 10:21:59, time: 3.334, data_time: 3.013, memory: 1871, top1_acc: 0.2391, top5_acc: 0.4273, loss_cls: 3.7971, loss: 3.7971, grad_norm: 1.7647 2020-10-11 00:15:38,566 - mmaction - INFO - Epoch [47][80/188] lr: 5.627e-02, eta: 10:20:37, time: 3.369, data_time: 2.861, memory: 1871, top1_acc: 0.2361, top5_acc: 0.4285, loss_cls: 3.8063, loss: 3.8063, grad_norm: 1.7920 2020-10-11 00:16:45,968 - mmaction - INFO - Epoch [47][100/188] lr: 5.627e-02, eta: 10:19:16, time: 3.370, data_time: 3.146, memory: 1871, top1_acc: 0.2335, top5_acc: 0.4233, loss_cls: 3.8377, loss: 3.8377, grad_norm: 1.8294 2020-10-11 00:17:52,959 - mmaction - INFO - Epoch [47][120/188] lr: 5.627e-02, eta: 10:17:54, time: 3.350, data_time: 3.180, memory: 1871, top1_acc: 0.2382, top5_acc: 0.4269, loss_cls: 3.8094, loss: 3.8094, grad_norm: 1.7982 2020-10-11 00:19:00,160 - mmaction - INFO - Epoch [47][140/188] lr: 5.627e-02, eta: 10:16:32, time: 3.360, data_time: 2.865, memory: 1871, top1_acc: 0.2289, top5_acc: 0.4178, loss_cls: 3.8574, loss: 3.8574, grad_norm: 1.7942 2020-10-11 00:20:06,994 - mmaction - INFO - Epoch [47][160/188] lr: 5.627e-02, eta: 10:15:10, time: 3.342, data_time: 3.101, memory: 1871, top1_acc: 0.2304, top5_acc: 0.4159, loss_cls: 3.8562, loss: 3.8562, grad_norm: 1.7991 2020-10-11 00:21:14,012 - mmaction - INFO - Epoch [47][180/188] lr: 5.627e-02, eta: 10:13:49, time: 3.351, data_time: 3.143, memory: 1871, top1_acc: 0.2268, top5_acc: 0.4117, loss_cls: 3.8808, loss: 3.8808, grad_norm: 1.7905 2020-10-11 00:22:50,043 - mmaction - INFO - Epoch [48][20/188] lr: 5.471e-02, eta: 10:11:28, time: 3.524, data_time: 3.308, memory: 1871, top1_acc: 0.2456, top5_acc: 0.4405, loss_cls: 3.7337, loss: 3.7337, grad_norm: 1.7719 2020-10-11 00:23:56,959 - mmaction - INFO - Epoch [48][40/188] lr: 5.471e-02, eta: 10:10:07, time: 3.346, data_time: 3.128, memory: 1871, top1_acc: 0.2423, top5_acc: 0.4329, loss_cls: 3.7774, loss: 3.7774, grad_norm: 1.8135 2020-10-11 00:25:04,479 - mmaction - INFO - Epoch [48][60/188] lr: 5.471e-02, eta: 10:08:46, time: 3.376, data_time: 3.126, memory: 1871, top1_acc: 0.2407, top5_acc: 0.4321, loss_cls: 3.7841, loss: 3.7841, grad_norm: 1.8196 2020-10-11 00:26:12,345 - mmaction - INFO - Epoch [48][80/188] lr: 5.471e-02, eta: 10:07:26, time: 3.393, data_time: 2.929, memory: 1871, top1_acc: 0.2411, top5_acc: 0.4279, loss_cls: 3.7993, loss: 3.7993, grad_norm: 1.8113 2020-10-11 00:27:19,177 - mmaction - INFO - Epoch [48][100/188] lr: 5.471e-02, eta: 10:06:04, time: 3.342, data_time: 3.024, memory: 1871, top1_acc: 0.2353, top5_acc: 0.4239, loss_cls: 3.8147, loss: 3.8147, grad_norm: 1.8265 2020-10-11 00:28:26,003 - mmaction - INFO - Epoch [48][120/188] lr: 5.471e-02, eta: 10:04:43, time: 3.341, data_time: 2.990, memory: 1871, top1_acc: 0.2373, top5_acc: 0.4235, loss_cls: 3.8156, loss: 3.8156, grad_norm: 1.8314 2020-10-11 00:29:33,102 - mmaction - INFO - Epoch [48][140/188] lr: 5.471e-02, eta: 10:03:22, time: 3.355, data_time: 2.924, memory: 1871, top1_acc: 0.2349, top5_acc: 0.4262, loss_cls: 3.8220, loss: 3.8220, grad_norm: 1.8106 2020-10-11 00:30:39,714 - mmaction - INFO - Epoch [48][160/188] lr: 5.471e-02, eta: 10:02:01, time: 3.331, data_time: 2.827, memory: 1871, top1_acc: 0.2335, top5_acc: 0.4234, loss_cls: 3.8322, loss: 3.8322, grad_norm: 1.8241 2020-10-11 00:31:46,452 - mmaction - INFO - Epoch [48][180/188] lr: 5.471e-02, eta: 10:00:39, time: 3.337, data_time: 2.872, memory: 1871, top1_acc: 0.2394, top5_acc: 0.4311, loss_cls: 3.7988, loss: 3.7988, grad_norm: 1.7972 2020-10-11 00:33:20,938 - mmaction - INFO - Epoch [49][20/188] lr: 5.314e-02, eta: 9:58:21, time: 3.502, data_time: 3.253, memory: 1871, top1_acc: 0.2498, top5_acc: 0.4438, loss_cls: 3.7285, loss: 3.7285, grad_norm: 1.7896 2020-10-11 00:34:28,062 - mmaction - INFO - Epoch [49][40/188] lr: 5.314e-02, eta: 9:57:00, time: 3.356, data_time: 3.098, memory: 1871, top1_acc: 0.2451, top5_acc: 0.4384, loss_cls: 3.7542, loss: 3.7542, grad_norm: 1.8344 2020-10-11 00:35:35,490 - mmaction - INFO - Epoch [49][60/188] lr: 5.314e-02, eta: 9:55:40, time: 3.371, data_time: 3.091, memory: 1871, top1_acc: 0.2465, top5_acc: 0.4382, loss_cls: 3.7512, loss: 3.7512, grad_norm: 1.8504 2020-10-11 00:36:42,275 - mmaction - INFO - Epoch [49][80/188] lr: 5.314e-02, eta: 9:54:19, time: 3.339, data_time: 3.011, memory: 1871, top1_acc: 0.2488, top5_acc: 0.4376, loss_cls: 3.7472, loss: 3.7472, grad_norm: 1.8602 2020-10-11 00:37:50,123 - mmaction - INFO - Epoch [49][100/188] lr: 5.314e-02, eta: 9:52:59, time: 3.392, data_time: 3.109, memory: 1871, top1_acc: 0.2398, top5_acc: 0.4320, loss_cls: 3.7863, loss: 3.7863, grad_norm: 1.8663 2020-10-11 00:38:57,040 - mmaction - INFO - Epoch [49][120/188] lr: 5.314e-02, eta: 9:51:39, time: 3.346, data_time: 3.188, memory: 1871, top1_acc: 0.2358, top5_acc: 0.4298, loss_cls: 3.7860, loss: 3.7860, grad_norm: 1.8538 2020-10-11 00:40:03,735 - mmaction - INFO - Epoch [49][140/188] lr: 5.314e-02, eta: 9:50:18, time: 3.334, data_time: 3.144, memory: 1871, top1_acc: 0.2410, top5_acc: 0.4290, loss_cls: 3.7909, loss: 3.7909, grad_norm: 1.8425 2020-10-11 00:41:11,364 - mmaction - INFO - Epoch [49][160/188] lr: 5.314e-02, eta: 9:48:59, time: 3.380, data_time: 3.201, memory: 1871, top1_acc: 0.2296, top5_acc: 0.4223, loss_cls: 3.8368, loss: 3.8368, grad_norm: 1.8804 2020-10-11 00:42:21,001 - mmaction - INFO - Epoch [49][180/188] lr: 5.314e-02, eta: 9:47:41, time: 3.484, data_time: 3.326, memory: 1871, top1_acc: 0.2408, top5_acc: 0.4316, loss_cls: 3.7926, loss: 3.7926, grad_norm: 1.8434 2020-10-11 00:43:53,466 - mmaction - INFO - Epoch [50][20/188] lr: 5.157e-02, eta: 9:45:24, time: 3.513, data_time: 3.160, memory: 1871, top1_acc: 0.2535, top5_acc: 0.4458, loss_cls: 3.7110, loss: 3.7110, grad_norm: 1.8244 2020-10-11 00:45:00,557 - mmaction - INFO - Epoch [50][40/188] lr: 5.157e-02, eta: 9:44:04, time: 3.355, data_time: 2.959, memory: 1871, top1_acc: 0.2516, top5_acc: 0.4470, loss_cls: 3.7091, loss: 3.7091, grad_norm: 1.8552 2020-10-11 00:46:08,157 - mmaction - INFO - Epoch [50][60/188] lr: 5.157e-02, eta: 9:42:45, time: 3.380, data_time: 2.736, memory: 1871, top1_acc: 0.2484, top5_acc: 0.4436, loss_cls: 3.7229, loss: 3.7229, grad_norm: 1.8858 2020-10-11 00:47:14,939 - mmaction - INFO - Epoch [50][80/188] lr: 5.157e-02, eta: 9:41:25, time: 3.339, data_time: 2.641, memory: 1871, top1_acc: 0.2495, top5_acc: 0.4371, loss_cls: 3.7535, loss: 3.7535, grad_norm: 1.8938 2020-10-11 00:48:20,824 - mmaction - INFO - Epoch [50][100/188] lr: 5.157e-02, eta: 9:40:04, time: 3.294, data_time: 2.421, memory: 1871, top1_acc: 0.2431, top5_acc: 0.4396, loss_cls: 3.7428, loss: 3.7428, grad_norm: 1.8902 2020-10-11 00:49:27,659 - mmaction - INFO - Epoch [50][120/188] lr: 5.157e-02, eta: 9:38:44, time: 3.342, data_time: 2.571, memory: 1871, top1_acc: 0.2438, top5_acc: 0.4333, loss_cls: 3.7629, loss: 3.7629, grad_norm: 1.9163 2020-10-11 00:50:34,775 - mmaction - INFO - Epoch [50][140/188] lr: 5.157e-02, eta: 9:37:24, time: 3.356, data_time: 2.575, memory: 1871, top1_acc: 0.2390, top5_acc: 0.4301, loss_cls: 3.7947, loss: 3.7947, grad_norm: 1.9198 2020-10-11 00:51:41,676 - mmaction - INFO - Epoch [50][160/188] lr: 5.157e-02, eta: 9:36:04, time: 3.345, data_time: 2.498, memory: 1871, top1_acc: 0.2417, top5_acc: 0.4325, loss_cls: 3.7993, loss: 3.7993, grad_norm: 1.9055 2020-10-11 00:52:50,022 - mmaction - INFO - Epoch [50][180/188] lr: 5.157e-02, eta: 9:34:46, time: 3.417, data_time: 2.495, memory: 1871, top1_acc: 0.2468, top5_acc: 0.4337, loss_cls: 3.7608, loss: 3.7608, grad_norm: 1.8963 2020-10-11 00:53:12,842 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-10-11 00:54:06,870 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-11 00:54:07,823 - mmaction - INFO - top1_acc 0.0485 top5_acc 0.1054 2020-10-11 00:54:07,823 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-11 00:54:07,881 - mmaction - INFO - mean_acc 0.0484 2020-10-11 00:54:07,902 - mmaction - INFO - Epoch(val) [50][188] top1_acc: 0.0485, top5_acc: 0.1054, mean_class_accuracy: 0.0484 2020-10-11 00:55:17,886 - mmaction - INFO - Epoch [51][20/188] lr: 5.000e-02, eta: 9:32:31, time: 3.499, data_time: 3.324, memory: 1871, top1_acc: 0.2525, top5_acc: 0.4484, loss_cls: 3.6894, loss: 3.6894, grad_norm: 1.8798 2020-10-11 00:56:24,193 - mmaction - INFO - Epoch [51][40/188] lr: 5.000e-02, eta: 9:31:11, time: 3.315, data_time: 3.138, memory: 1871, top1_acc: 0.2563, top5_acc: 0.4508, loss_cls: 3.6685, loss: 3.6685, grad_norm: 1.8977 2020-10-11 00:57:31,679 - mmaction - INFO - Epoch [51][60/188] lr: 5.000e-02, eta: 9:29:52, time: 3.374, data_time: 3.153, memory: 1871, top1_acc: 0.2558, top5_acc: 0.4448, loss_cls: 3.7029, loss: 3.7029, grad_norm: 1.9123 2020-10-11 00:58:38,606 - mmaction - INFO - Epoch [51][80/188] lr: 5.000e-02, eta: 9:28:32, time: 3.346, data_time: 2.827, memory: 1871, top1_acc: 0.2496, top5_acc: 0.4440, loss_cls: 3.7225, loss: 3.7225, grad_norm: 1.9463 2020-10-11 00:59:46,365 - mmaction - INFO - Epoch [51][100/188] lr: 5.000e-02, eta: 9:27:14, time: 3.389, data_time: 2.597, memory: 1871, top1_acc: 0.2445, top5_acc: 0.4359, loss_cls: 3.7494, loss: 3.7494, grad_norm: 1.9487 2020-10-11 01:00:56,417 - mmaction - INFO - Epoch [51][120/188] lr: 5.000e-02, eta: 9:25:58, time: 3.495, data_time: 2.568, memory: 1871, top1_acc: 0.2473, top5_acc: 0.4411, loss_cls: 3.7418, loss: 3.7418, grad_norm: 1.9466 2020-10-11 01:02:03,273 - mmaction - INFO - Epoch [51][140/188] lr: 5.000e-02, eta: 9:24:38, time: 3.351, data_time: 2.567, memory: 1871, top1_acc: 0.2481, top5_acc: 0.4395, loss_cls: 3.7483, loss: 3.7483, grad_norm: 1.9357 2020-10-11 01:03:09,901 - mmaction - INFO - Epoch [51][160/188] lr: 5.000e-02, eta: 9:23:19, time: 3.331, data_time: 2.549, memory: 1871, top1_acc: 0.2443, top5_acc: 0.4332, loss_cls: 3.7702, loss: 3.7702, grad_norm: 1.9494 2020-10-11 01:04:16,919 - mmaction - INFO - Epoch [51][180/188] lr: 5.000e-02, eta: 9:22:00, time: 3.351, data_time: 2.567, memory: 1871, top1_acc: 0.2438, top5_acc: 0.4375, loss_cls: 3.7582, loss: 3.7582, grad_norm: 1.9243 2020-10-11 01:05:51,631 - mmaction - INFO - Epoch [52][20/188] lr: 4.843e-02, eta: 9:19:47, time: 3.532, data_time: 3.309, memory: 1871, top1_acc: 0.2625, top5_acc: 0.4557, loss_cls: 3.6437, loss: 3.6437, grad_norm: 1.9092 2020-10-11 01:06:58,620 - mmaction - INFO - Epoch [52][40/188] lr: 4.843e-02, eta: 9:18:28, time: 3.350, data_time: 3.134, memory: 1871, top1_acc: 0.2584, top5_acc: 0.4523, loss_cls: 3.6628, loss: 3.6628, grad_norm: 1.9490 2020-10-11 01:08:05,816 - mmaction - INFO - Epoch [52][60/188] lr: 4.843e-02, eta: 9:17:09, time: 3.360, data_time: 2.985, memory: 1871, top1_acc: 0.2552, top5_acc: 0.4501, loss_cls: 3.6755, loss: 3.6755, grad_norm: 1.9424 2020-10-11 01:09:12,615 - mmaction - INFO - Epoch [52][80/188] lr: 4.843e-02, eta: 9:15:51, time: 3.340, data_time: 2.956, memory: 1871, top1_acc: 0.2512, top5_acc: 0.4458, loss_cls: 3.6959, loss: 3.6959, grad_norm: 1.9825 2020-10-11 01:10:19,865 - mmaction - INFO - Epoch [52][100/188] lr: 4.843e-02, eta: 9:14:32, time: 3.362, data_time: 2.871, memory: 1871, top1_acc: 0.2512, top5_acc: 0.4434, loss_cls: 3.7216, loss: 3.7216, grad_norm: 1.9957 2020-10-11 01:11:26,904 - mmaction - INFO - Epoch [52][120/188] lr: 4.843e-02, eta: 9:13:13, time: 3.352, data_time: 2.862, memory: 1871, top1_acc: 0.2489, top5_acc: 0.4384, loss_cls: 3.7439, loss: 3.7439, grad_norm: 1.9821 2020-10-11 01:12:34,178 - mmaction - INFO - Epoch [52][140/188] lr: 4.843e-02, eta: 9:11:55, time: 3.364, data_time: 2.858, memory: 1871, top1_acc: 0.2523, top5_acc: 0.4443, loss_cls: 3.7163, loss: 3.7163, grad_norm: 1.9637 2020-10-11 01:13:41,293 - mmaction - INFO - Epoch [52][160/188] lr: 4.843e-02, eta: 9:10:37, time: 3.356, data_time: 2.702, memory: 1871, top1_acc: 0.2451, top5_acc: 0.4365, loss_cls: 3.7496, loss: 3.7496, grad_norm: 1.9600 2020-10-11 01:14:48,505 - mmaction - INFO - Epoch [52][180/188] lr: 4.843e-02, eta: 9:09:18, time: 3.361, data_time: 2.801, memory: 1871, top1_acc: 0.2478, top5_acc: 0.4407, loss_cls: 3.7432, loss: 3.7432, grad_norm: 1.9797 2020-10-11 01:16:23,152 - mmaction - INFO - Epoch [53][20/188] lr: 4.686e-02, eta: 9:07:06, time: 3.493, data_time: 3.286, memory: 1871, top1_acc: 0.2657, top5_acc: 0.4620, loss_cls: 3.6194, loss: 3.6194, grad_norm: 1.9356 2020-10-11 01:17:30,273 - mmaction - INFO - Epoch [53][40/188] lr: 4.686e-02, eta: 9:05:48, time: 3.356, data_time: 3.026, memory: 1871, top1_acc: 0.2636, top5_acc: 0.4620, loss_cls: 3.6291, loss: 3.6291, grad_norm: 1.9676 2020-10-11 01:18:37,167 - mmaction - INFO - Epoch [53][60/188] lr: 4.686e-02, eta: 9:04:30, time: 3.345, data_time: 2.954, memory: 1871, top1_acc: 0.2604, top5_acc: 0.4624, loss_cls: 3.6374, loss: 3.6374, grad_norm: 1.9801 2020-10-11 01:19:44,082 - mmaction - INFO - Epoch [53][80/188] lr: 4.686e-02, eta: 9:03:11, time: 3.346, data_time: 3.027, memory: 1871, top1_acc: 0.2586, top5_acc: 0.4489, loss_cls: 3.6789, loss: 3.6789, grad_norm: 1.9863 2020-10-11 01:20:50,644 - mmaction - INFO - Epoch [53][100/188] lr: 4.686e-02, eta: 9:01:53, time: 3.328, data_time: 2.876, memory: 1871, top1_acc: 0.2539, top5_acc: 0.4522, loss_cls: 3.6883, loss: 3.6883, grad_norm: 2.0050 2020-10-11 01:21:57,846 - mmaction - INFO - Epoch [53][120/188] lr: 4.686e-02, eta: 9:00:35, time: 3.360, data_time: 2.866, memory: 1871, top1_acc: 0.2520, top5_acc: 0.4477, loss_cls: 3.7031, loss: 3.7031, grad_norm: 2.0307 2020-10-11 01:23:05,743 - mmaction - INFO - Epoch [53][140/188] lr: 4.686e-02, eta: 8:59:18, time: 3.394, data_time: 2.732, memory: 1871, top1_acc: 0.2504, top5_acc: 0.4433, loss_cls: 3.7076, loss: 3.7076, grad_norm: 2.0259 2020-10-11 01:24:28,037 - mmaction - INFO - Epoch [53][160/188] lr: 4.686e-02, eta: 8:58:13, time: 4.115, data_time: 3.348, memory: 1871, top1_acc: 0.2490, top5_acc: 0.4429, loss_cls: 3.7204, loss: 3.7204, grad_norm: 2.0146 2020-10-11 01:25:48,246 - mmaction - INFO - Epoch [53][180/188] lr: 4.686e-02, eta: 8:57:07, time: 4.010, data_time: 3.233, memory: 1871, top1_acc: 0.2525, top5_acc: 0.4437, loss_cls: 3.7179, loss: 3.7179, grad_norm: 2.0156 2020-10-11 01:27:26,046 - mmaction - INFO - Epoch [54][20/188] lr: 4.529e-02, eta: 8:54:57, time: 3.521, data_time: 3.301, memory: 1871, top1_acc: 0.2713, top5_acc: 0.4671, loss_cls: 3.6016, loss: 3.6016, grad_norm: 1.9673 2020-10-11 01:28:35,620 - mmaction - INFO - Epoch [54][40/188] lr: 4.529e-02, eta: 8:53:41, time: 3.479, data_time: 3.102, memory: 1871, top1_acc: 0.2660, top5_acc: 0.4644, loss_cls: 3.6072, loss: 3.6072, grad_norm: 2.0057 2020-10-11 01:29:44,819 - mmaction - INFO - Epoch [54][60/188] lr: 4.529e-02, eta: 8:52:25, time: 3.460, data_time: 2.973, memory: 1871, top1_acc: 0.2621, top5_acc: 0.4591, loss_cls: 3.6392, loss: 3.6392, grad_norm: 2.0509 2020-10-11 01:30:52,060 - mmaction - INFO - Epoch [54][80/188] lr: 4.529e-02, eta: 8:51:08, time: 3.362, data_time: 2.918, memory: 1871, top1_acc: 0.2621, top5_acc: 0.4595, loss_cls: 3.6393, loss: 3.6393, grad_norm: 2.0388 2020-10-11 01:32:03,453 - mmaction - INFO - Epoch [54][100/188] lr: 4.529e-02, eta: 8:49:54, time: 3.570, data_time: 2.869, memory: 1871, top1_acc: 0.2585, top5_acc: 0.4569, loss_cls: 3.6641, loss: 3.6641, grad_norm: 2.0507 2020-10-11 01:33:11,048 - mmaction - INFO - Epoch [54][120/188] lr: 4.529e-02, eta: 8:48:36, time: 3.380, data_time: 2.468, memory: 1871, top1_acc: 0.2588, top5_acc: 0.4536, loss_cls: 3.6585, loss: 3.6585, grad_norm: 2.0630 2020-10-11 01:34:20,105 - mmaction - INFO - Epoch [54][140/188] lr: 4.529e-02, eta: 8:47:20, time: 3.453, data_time: 2.498, memory: 1871, top1_acc: 0.2521, top5_acc: 0.4466, loss_cls: 3.6924, loss: 3.6924, grad_norm: 2.0420 2020-10-11 01:35:28,388 - mmaction - INFO - Epoch [54][160/188] lr: 4.529e-02, eta: 8:46:04, time: 3.414, data_time: 2.658, memory: 1871, top1_acc: 0.2544, top5_acc: 0.4492, loss_cls: 3.6941, loss: 3.6941, grad_norm: 2.0693 2020-10-11 01:36:38,344 - mmaction - INFO - Epoch [54][180/188] lr: 4.529e-02, eta: 8:44:49, time: 3.498, data_time: 2.956, memory: 1871, top1_acc: 0.2536, top5_acc: 0.4470, loss_cls: 3.6940, loss: 3.6940, grad_norm: 2.0523 2020-10-11 01:38:26,236 - mmaction - INFO - Epoch [55][20/188] lr: 4.373e-02, eta: 8:42:47, time: 3.922, data_time: 3.279, memory: 1871, top1_acc: 0.2702, top5_acc: 0.4730, loss_cls: 3.5768, loss: 3.5768, grad_norm: 1.9898 2020-10-11 01:39:36,809 - mmaction - INFO - Epoch [55][40/188] lr: 4.373e-02, eta: 8:41:32, time: 3.529, data_time: 2.617, memory: 1871, top1_acc: 0.2717, top5_acc: 0.4718, loss_cls: 3.5875, loss: 3.5875, grad_norm: 2.0362 2020-10-11 01:40:47,338 - mmaction - INFO - Epoch [55][60/188] lr: 4.373e-02, eta: 8:40:18, time: 3.526, data_time: 2.744, memory: 1871, top1_acc: 0.2673, top5_acc: 0.4677, loss_cls: 3.6044, loss: 3.6044, grad_norm: 2.0789 2020-10-11 01:41:59,974 - mmaction - INFO - Epoch [55][80/188] lr: 4.373e-02, eta: 8:39:05, time: 3.632, data_time: 2.335, memory: 1871, top1_acc: 0.2610, top5_acc: 0.4611, loss_cls: 3.6287, loss: 3.6287, grad_norm: 2.0976 2020-10-11 01:43:13,076 - mmaction - INFO - Epoch [55][100/188] lr: 4.373e-02, eta: 8:37:53, time: 3.655, data_time: 2.303, memory: 1871, top1_acc: 0.2609, top5_acc: 0.4589, loss_cls: 3.6389, loss: 3.6389, grad_norm: 2.0983 2020-10-11 01:44:33,549 - mmaction - INFO - Epoch [55][120/188] lr: 4.373e-02, eta: 8:36:46, time: 4.024, data_time: 3.371, memory: 1871, top1_acc: 0.2602, top5_acc: 0.4572, loss_cls: 3.6467, loss: 3.6467, grad_norm: 2.1062 2020-10-11 01:45:50,333 - mmaction - INFO - Epoch [55][140/188] lr: 4.373e-02, eta: 8:35:37, time: 3.839, data_time: 3.499, memory: 1871, top1_acc: 0.2618, top5_acc: 0.4534, loss_cls: 3.6580, loss: 3.6580, grad_norm: 2.1046 2020-10-11 01:46:58,509 - mmaction - INFO - Epoch [55][160/188] lr: 4.373e-02, eta: 8:34:21, time: 3.409, data_time: 2.612, memory: 1871, top1_acc: 0.2605, top5_acc: 0.4549, loss_cls: 3.6540, loss: 3.6540, grad_norm: 2.0800 2020-10-11 01:48:08,225 - mmaction - INFO - Epoch [55][180/188] lr: 4.373e-02, eta: 8:33:05, time: 3.486, data_time: 2.725, memory: 1871, top1_acc: 0.2600, top5_acc: 0.4536, loss_cls: 3.6669, loss: 3.6669, grad_norm: 2.0852 2020-10-11 01:48:29,970 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-10-11 01:49:25,432 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-11 01:49:26,384 - mmaction - INFO - top1_acc 0.1146 top5_acc 0.2424 2020-10-11 01:49:26,384 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-11 01:49:26,462 - mmaction - INFO - mean_acc 0.1144 2020-10-11 01:49:26,482 - mmaction - INFO - Epoch(val) [55][188] top1_acc: 0.1146, top5_acc: 0.2424, mean_class_accuracy: 0.1144 2020-10-11 01:50:47,742 - mmaction - INFO - Epoch [56][20/188] lr: 4.218e-02, eta: 8:31:07, time: 4.061, data_time: 3.884, memory: 1871, top1_acc: 0.2759, top5_acc: 0.4728, loss_cls: 3.5589, loss: 3.5589, grad_norm: 2.0519 2020-10-11 01:51:57,709 - mmaction - INFO - Epoch [56][40/188] lr: 4.218e-02, eta: 8:29:52, time: 3.499, data_time: 3.327, memory: 1871, top1_acc: 0.2774, top5_acc: 0.4750, loss_cls: 3.5568, loss: 3.5568, grad_norm: 2.0926 2020-10-11 01:53:08,340 - mmaction - INFO - Epoch [56][60/188] lr: 4.218e-02, eta: 8:28:38, time: 3.531, data_time: 3.311, memory: 1871, top1_acc: 0.2720, top5_acc: 0.4656, loss_cls: 3.5874, loss: 3.5874, grad_norm: 2.1129 2020-10-11 01:54:18,524 - mmaction - INFO - Epoch [56][80/188] lr: 4.218e-02, eta: 8:27:23, time: 3.509, data_time: 3.159, memory: 1871, top1_acc: 0.2625, top5_acc: 0.4626, loss_cls: 3.6198, loss: 3.6198, grad_norm: 2.1363 2020-10-11 01:55:27,147 - mmaction - INFO - Epoch [56][100/188] lr: 4.218e-02, eta: 8:26:07, time: 3.431, data_time: 3.272, memory: 1871, top1_acc: 0.2664, top5_acc: 0.4630, loss_cls: 3.6148, loss: 3.6148, grad_norm: 2.1384 2020-10-11 01:56:35,790 - mmaction - INFO - Epoch [56][120/188] lr: 4.218e-02, eta: 8:24:51, time: 3.432, data_time: 3.274, memory: 1871, top1_acc: 0.2632, top5_acc: 0.4595, loss_cls: 3.6363, loss: 3.6363, grad_norm: 2.1523 2020-10-11 01:57:42,570 - mmaction - INFO - Epoch [56][140/188] lr: 4.218e-02, eta: 8:23:34, time: 3.339, data_time: 3.112, memory: 1871, top1_acc: 0.2643, top5_acc: 0.4612, loss_cls: 3.6310, loss: 3.6310, grad_norm: 2.1463 2020-10-11 01:58:51,732 - mmaction - INFO - Epoch [56][160/188] lr: 4.218e-02, eta: 8:22:19, time: 3.458, data_time: 3.020, memory: 1871, top1_acc: 0.2616, top5_acc: 0.4576, loss_cls: 3.6405, loss: 3.6405, grad_norm: 2.1412 2020-10-11 02:00:00,107 - mmaction - INFO - Epoch [56][180/188] lr: 4.218e-02, eta: 8:21:03, time: 3.419, data_time: 3.126, memory: 1871, top1_acc: 0.2616, top5_acc: 0.4592, loss_cls: 3.6340, loss: 3.6340, grad_norm: 2.1103 2020-10-11 02:01:38,202 - mmaction - INFO - Epoch [57][20/188] lr: 4.063e-02, eta: 8:18:59, time: 3.672, data_time: 3.417, memory: 1871, top1_acc: 0.2796, top5_acc: 0.4807, loss_cls: 3.5325, loss: 3.5325, grad_norm: 2.1112 2020-10-11 02:02:48,100 - mmaction - INFO - Epoch [57][40/188] lr: 4.063e-02, eta: 8:17:44, time: 3.498, data_time: 2.882, memory: 1871, top1_acc: 0.2770, top5_acc: 0.4779, loss_cls: 3.5456, loss: 3.5456, grad_norm: 2.1277 2020-10-11 02:03:56,429 - mmaction - INFO - Epoch [57][60/188] lr: 4.063e-02, eta: 8:16:28, time: 3.416, data_time: 2.663, memory: 1871, top1_acc: 0.2783, top5_acc: 0.4750, loss_cls: 3.5416, loss: 3.5416, grad_norm: 2.1187 2020-10-11 02:05:07,805 - mmaction - INFO - Epoch [57][80/188] lr: 4.063e-02, eta: 8:15:15, time: 3.569, data_time: 2.491, memory: 1871, top1_acc: 0.2732, top5_acc: 0.4729, loss_cls: 3.5674, loss: 3.5674, grad_norm: 2.1630 2020-10-11 02:06:16,233 - mmaction - INFO - Epoch [57][100/188] lr: 4.063e-02, eta: 8:13:59, time: 3.421, data_time: 2.258, memory: 1871, top1_acc: 0.2711, top5_acc: 0.4670, loss_cls: 3.5836, loss: 3.5836, grad_norm: 2.1869 2020-10-11 02:07:25,956 - mmaction - INFO - Epoch [57][120/188] lr: 4.063e-02, eta: 8:12:45, time: 3.486, data_time: 2.408, memory: 1871, top1_acc: 0.2683, top5_acc: 0.4612, loss_cls: 3.6131, loss: 3.6131, grad_norm: 2.1934 2020-10-11 02:08:34,594 - mmaction - INFO - Epoch [57][140/188] lr: 4.063e-02, eta: 8:11:29, time: 3.432, data_time: 2.418, memory: 1871, top1_acc: 0.2668, top5_acc: 0.4663, loss_cls: 3.6058, loss: 3.6058, grad_norm: 2.1749 2020-10-11 02:09:41,954 - mmaction - INFO - Epoch [57][160/188] lr: 4.063e-02, eta: 8:10:13, time: 3.368, data_time: 1.984, memory: 1871, top1_acc: 0.2654, top5_acc: 0.4622, loss_cls: 3.6243, loss: 3.6243, grad_norm: 2.1815 2020-10-11 02:10:50,100 - mmaction - INFO - Epoch [57][180/188] lr: 4.063e-02, eta: 8:08:57, time: 3.407, data_time: 1.860, memory: 1871, top1_acc: 0.2664, top5_acc: 0.4625, loss_cls: 3.6207, loss: 3.6207, grad_norm: 2.1727 2020-10-11 02:12:24,865 - mmaction - INFO - Epoch [58][20/188] lr: 3.909e-02, eta: 8:06:52, time: 3.538, data_time: 3.262, memory: 1871, top1_acc: 0.2867, top5_acc: 0.4871, loss_cls: 3.4961, loss: 3.4961, grad_norm: 2.1408 2020-10-11 02:13:32,137 - mmaction - INFO - Epoch [58][40/188] lr: 3.909e-02, eta: 8:05:36, time: 3.364, data_time: 3.028, memory: 1871, top1_acc: 0.2830, top5_acc: 0.4854, loss_cls: 3.5095, loss: 3.5095, grad_norm: 2.1871 2020-10-11 02:14:40,184 - mmaction - INFO - Epoch [58][60/188] lr: 3.909e-02, eta: 8:04:20, time: 3.402, data_time: 2.783, memory: 1871, top1_acc: 0.2695, top5_acc: 0.4738, loss_cls: 3.5574, loss: 3.5574, grad_norm: 2.2117 2020-10-11 02:15:54,548 - mmaction - INFO - Epoch [58][80/188] lr: 3.909e-02, eta: 8:03:09, time: 3.718, data_time: 2.790, memory: 1871, top1_acc: 0.2709, top5_acc: 0.4714, loss_cls: 3.5699, loss: 3.5699, grad_norm: 2.2057 2020-10-11 02:17:01,697 - mmaction - INFO - Epoch [58][100/188] lr: 3.909e-02, eta: 8:01:53, time: 3.358, data_time: 2.481, memory: 1871, top1_acc: 0.2779, top5_acc: 0.4782, loss_cls: 3.5476, loss: 3.5476, grad_norm: 2.1983 2020-10-11 02:18:08,185 - mmaction - INFO - Epoch [58][120/188] lr: 3.909e-02, eta: 8:00:36, time: 3.325, data_time: 2.504, memory: 1871, top1_acc: 0.2699, top5_acc: 0.4700, loss_cls: 3.5758, loss: 3.5758, grad_norm: 2.1819 2020-10-11 02:19:13,954 - mmaction - INFO - Epoch [58][140/188] lr: 3.909e-02, eta: 7:59:19, time: 3.288, data_time: 2.660, memory: 1871, top1_acc: 0.2760, top5_acc: 0.4743, loss_cls: 3.5503, loss: 3.5503, grad_norm: 2.1612 2020-10-11 02:20:22,084 - mmaction - INFO - Epoch [58][160/188] lr: 3.909e-02, eta: 7:58:03, time: 3.406, data_time: 2.737, memory: 1871, top1_acc: 0.2713, top5_acc: 0.4657, loss_cls: 3.5947, loss: 3.5947, grad_norm: 2.2109 2020-10-11 02:21:29,186 - mmaction - INFO - Epoch [58][180/188] lr: 3.909e-02, eta: 7:56:47, time: 3.355, data_time: 2.659, memory: 1871, top1_acc: 0.2725, top5_acc: 0.4691, loss_cls: 3.5775, loss: 3.5775, grad_norm: 2.2044 2020-10-11 02:23:04,020 - mmaction - INFO - Epoch [59][20/188] lr: 3.757e-02, eta: 7:54:44, time: 3.574, data_time: 3.324, memory: 1871, top1_acc: 0.2920, top5_acc: 0.4901, loss_cls: 3.4743, loss: 3.4743, grad_norm: 2.1511 2020-10-11 02:24:10,708 - mmaction - INFO - Epoch [59][40/188] lr: 3.757e-02, eta: 7:53:28, time: 3.339, data_time: 3.140, memory: 1871, top1_acc: 0.2860, top5_acc: 0.4871, loss_cls: 3.4797, loss: 3.4797, grad_norm: 2.1813 2020-10-11 02:25:17,974 - mmaction - INFO - Epoch [59][60/188] lr: 3.757e-02, eta: 7:52:12, time: 3.363, data_time: 3.073, memory: 1871, top1_acc: 0.2832, top5_acc: 0.4899, loss_cls: 3.4911, loss: 3.4911, grad_norm: 2.2316 2020-10-11 02:26:25,133 - mmaction - INFO - Epoch [59][80/188] lr: 3.757e-02, eta: 7:50:56, time: 3.358, data_time: 3.099, memory: 1871, top1_acc: 0.2844, top5_acc: 0.4873, loss_cls: 3.5013, loss: 3.5013, grad_norm: 2.2366 2020-10-11 02:27:32,380 - mmaction - INFO - Epoch [59][100/188] lr: 3.757e-02, eta: 7:49:40, time: 3.361, data_time: 2.838, memory: 1871, top1_acc: 0.2800, top5_acc: 0.4810, loss_cls: 3.5155, loss: 3.5155, grad_norm: 2.2419 2020-10-11 02:28:40,186 - mmaction - INFO - Epoch [59][120/188] lr: 3.757e-02, eta: 7:48:25, time: 3.391, data_time: 2.475, memory: 1871, top1_acc: 0.2771, top5_acc: 0.4787, loss_cls: 3.5254, loss: 3.5254, grad_norm: 2.2321 2020-10-11 02:29:47,619 - mmaction - INFO - Epoch [59][140/188] lr: 3.757e-02, eta: 7:47:09, time: 3.372, data_time: 2.345, memory: 1871, top1_acc: 0.2743, top5_acc: 0.4745, loss_cls: 3.5572, loss: 3.5572, grad_norm: 2.2797 2020-10-11 02:30:53,952 - mmaction - INFO - Epoch [59][160/188] lr: 3.757e-02, eta: 7:45:52, time: 3.317, data_time: 2.479, memory: 1871, top1_acc: 0.2705, top5_acc: 0.4666, loss_cls: 3.5809, loss: 3.5809, grad_norm: 2.2466 2020-10-11 02:32:00,435 - mmaction - INFO - Epoch [59][180/188] lr: 3.757e-02, eta: 7:44:36, time: 3.324, data_time: 2.296, memory: 1871, top1_acc: 0.2770, top5_acc: 0.4760, loss_cls: 3.5516, loss: 3.5516, grad_norm: 2.2486 2020-10-11 02:33:34,945 - mmaction - INFO - Epoch [60][20/188] lr: 3.605e-02, eta: 7:42:34, time: 3.560, data_time: 2.946, memory: 1871, top1_acc: 0.2944, top5_acc: 0.4951, loss_cls: 3.4463, loss: 3.4463, grad_norm: 2.1933 2020-10-11 02:34:41,981 - mmaction - INFO - Epoch [60][40/188] lr: 3.605e-02, eta: 7:41:18, time: 3.352, data_time: 2.563, memory: 1871, top1_acc: 0.2911, top5_acc: 0.4884, loss_cls: 3.4607, loss: 3.4607, grad_norm: 2.2547 2020-10-11 02:35:49,877 - mmaction - INFO - Epoch [60][60/188] lr: 3.605e-02, eta: 7:40:03, time: 3.395, data_time: 2.330, memory: 1871, top1_acc: 0.2872, top5_acc: 0.4884, loss_cls: 3.4753, loss: 3.4753, grad_norm: 2.2537 2020-10-11 02:36:56,006 - mmaction - INFO - Epoch [60][80/188] lr: 3.605e-02, eta: 7:38:47, time: 3.307, data_time: 2.430, memory: 1871, top1_acc: 0.2901, top5_acc: 0.4916, loss_cls: 3.4659, loss: 3.4659, grad_norm: 2.2509 2020-10-11 02:38:03,558 - mmaction - INFO - Epoch [60][100/188] lr: 3.605e-02, eta: 7:37:32, time: 3.378, data_time: 2.449, memory: 1871, top1_acc: 0.2878, top5_acc: 0.4889, loss_cls: 3.4871, loss: 3.4871, grad_norm: 2.2750 2020-10-11 02:39:10,745 - mmaction - INFO - Epoch [60][120/188] lr: 3.605e-02, eta: 7:36:16, time: 3.359, data_time: 2.354, memory: 1871, top1_acc: 0.2829, top5_acc: 0.4813, loss_cls: 3.5163, loss: 3.5163, grad_norm: 2.2674 2020-10-11 02:40:17,853 - mmaction - INFO - Epoch [60][140/188] lr: 3.605e-02, eta: 7:35:01, time: 3.355, data_time: 2.508, memory: 1871, top1_acc: 0.2821, top5_acc: 0.4806, loss_cls: 3.5243, loss: 3.5243, grad_norm: 2.2969 2020-10-11 02:41:24,901 - mmaction - INFO - Epoch [60][160/188] lr: 3.605e-02, eta: 7:33:45, time: 3.353, data_time: 2.578, memory: 1871, top1_acc: 0.2786, top5_acc: 0.4807, loss_cls: 3.5284, loss: 3.5284, grad_norm: 2.3301 2020-10-11 02:42:32,596 - mmaction - INFO - Epoch [60][180/188] lr: 3.605e-02, eta: 7:32:30, time: 3.385, data_time: 2.613, memory: 1871, top1_acc: 0.2751, top5_acc: 0.4751, loss_cls: 3.5541, loss: 3.5541, grad_norm: 2.3266 2020-10-11 02:42:55,151 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-10-11 02:43:53,725 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-11 02:43:54,680 - mmaction - INFO - top1_acc 0.1139 top5_acc 0.2391 2020-10-11 02:43:54,681 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-11 02:43:54,749 - mmaction - INFO - mean_acc 0.1137 2020-10-11 02:43:54,772 - mmaction - INFO - Epoch(val) [60][188] top1_acc: 0.1139, top5_acc: 0.2391, mean_class_accuracy: 0.1137 2020-10-11 02:45:05,054 - mmaction - INFO - Epoch [61][20/188] lr: 3.455e-02, eta: 7:30:29, time: 3.513, data_time: 3.343, memory: 1871, top1_acc: 0.2955, top5_acc: 0.4981, loss_cls: 3.4284, loss: 3.4284, grad_norm: 2.2429 2020-10-11 02:46:12,518 - mmaction - INFO - Epoch [61][40/188] lr: 3.455e-02, eta: 7:29:13, time: 3.373, data_time: 3.203, memory: 1871, top1_acc: 0.2962, top5_acc: 0.4995, loss_cls: 3.4460, loss: 3.4460, grad_norm: 2.2794 2020-10-11 02:47:19,506 - mmaction - INFO - Epoch [61][60/188] lr: 3.455e-02, eta: 7:27:58, time: 3.350, data_time: 3.182, memory: 1871, top1_acc: 0.2932, top5_acc: 0.4969, loss_cls: 3.4441, loss: 3.4441, grad_norm: 2.3003 2020-10-11 02:48:25,895 - mmaction - INFO - Epoch [61][80/188] lr: 3.455e-02, eta: 7:26:42, time: 3.319, data_time: 3.152, memory: 1871, top1_acc: 0.2901, top5_acc: 0.4933, loss_cls: 3.4606, loss: 3.4606, grad_norm: 2.3231 2020-10-11 02:49:33,213 - mmaction - INFO - Epoch [61][100/188] lr: 3.455e-02, eta: 7:25:27, time: 3.366, data_time: 3.098, memory: 1871, top1_acc: 0.2818, top5_acc: 0.4869, loss_cls: 3.4849, loss: 3.4849, grad_norm: 2.3202 2020-10-11 02:50:40,449 - mmaction - INFO - Epoch [61][120/188] lr: 3.455e-02, eta: 7:24:12, time: 3.362, data_time: 3.069, memory: 1871, top1_acc: 0.2894, top5_acc: 0.4925, loss_cls: 3.4650, loss: 3.4650, grad_norm: 2.3239 2020-10-11 02:51:48,307 - mmaction - INFO - Epoch [61][140/188] lr: 3.455e-02, eta: 7:22:57, time: 3.393, data_time: 3.099, memory: 1871, top1_acc: 0.2875, top5_acc: 0.4877, loss_cls: 3.4983, loss: 3.4983, grad_norm: 2.3531 2020-10-11 02:52:57,218 - mmaction - INFO - Epoch [61][160/188] lr: 3.455e-02, eta: 7:21:43, time: 3.445, data_time: 2.666, memory: 1871, top1_acc: 0.2797, top5_acc: 0.4832, loss_cls: 3.5109, loss: 3.5109, grad_norm: 2.3534 2020-10-11 02:54:04,119 - mmaction - INFO - Epoch [61][180/188] lr: 3.455e-02, eta: 7:20:28, time: 3.345, data_time: 2.434, memory: 1871, top1_acc: 0.2848, top5_acc: 0.4815, loss_cls: 3.5061, loss: 3.5061, grad_norm: 2.3343 2020-10-11 02:55:36,852 - mmaction - INFO - Epoch [62][20/188] lr: 3.306e-02, eta: 7:18:28, time: 3.546, data_time: 3.219, memory: 1871, top1_acc: 0.3052, top5_acc: 0.5103, loss_cls: 3.3576, loss: 3.3576, grad_norm: 2.2644 2020-10-11 02:56:43,723 - mmaction - INFO - Epoch [62][40/188] lr: 3.306e-02, eta: 7:17:13, time: 3.344, data_time: 2.959, memory: 1871, top1_acc: 0.3001, top5_acc: 0.5014, loss_cls: 3.4054, loss: 3.4054, grad_norm: 2.3035 2020-10-11 02:57:50,424 - mmaction - INFO - Epoch [62][60/188] lr: 3.306e-02, eta: 7:15:57, time: 3.330, data_time: 3.067, memory: 1871, top1_acc: 0.2987, top5_acc: 0.5016, loss_cls: 3.4123, loss: 3.4123, grad_norm: 2.3432 2020-10-11 02:58:57,157 - mmaction - INFO - Epoch [62][80/188] lr: 3.306e-02, eta: 7:14:42, time: 3.342, data_time: 3.024, memory: 1871, top1_acc: 0.2939, top5_acc: 0.4974, loss_cls: 3.4219, loss: 3.4219, grad_norm: 2.3438 2020-10-11 03:00:04,430 - mmaction - INFO - Epoch [62][100/188] lr: 3.306e-02, eta: 7:13:27, time: 3.353, data_time: 3.104, memory: 1871, top1_acc: 0.2894, top5_acc: 0.4912, loss_cls: 3.4565, loss: 3.4565, grad_norm: 2.3620 2020-10-11 03:01:15,452 - mmaction - INFO - Epoch [62][120/188] lr: 3.306e-02, eta: 7:12:15, time: 3.559, data_time: 2.952, memory: 1871, top1_acc: 0.2879, top5_acc: 0.4911, loss_cls: 3.4714, loss: 3.4714, grad_norm: 2.3624 2020-10-11 03:02:23,661 - mmaction - INFO - Epoch [62][140/188] lr: 3.306e-02, eta: 7:11:01, time: 3.413, data_time: 2.575, memory: 1871, top1_acc: 0.2849, top5_acc: 0.4897, loss_cls: 3.4749, loss: 3.4749, grad_norm: 2.3681 2020-10-11 03:03:31,044 - mmaction - INFO - Epoch [62][160/188] lr: 3.306e-02, eta: 7:09:46, time: 3.369, data_time: 2.714, memory: 1871, top1_acc: 0.2887, top5_acc: 0.4882, loss_cls: 3.4887, loss: 3.4887, grad_norm: 2.4103 2020-10-11 03:04:37,602 - mmaction - INFO - Epoch [62][180/188] lr: 3.306e-02, eta: 7:08:31, time: 3.326, data_time: 2.675, memory: 1871, top1_acc: 0.2840, top5_acc: 0.4857, loss_cls: 3.4811, loss: 3.4811, grad_norm: 2.3748 2020-10-11 03:06:12,824 - mmaction - INFO - Epoch [63][20/188] lr: 3.159e-02, eta: 7:06:32, time: 3.573, data_time: 3.252, memory: 1871, top1_acc: 0.3063, top5_acc: 0.5058, loss_cls: 3.3736, loss: 3.3736, grad_norm: 2.3034 2020-10-11 03:07:19,407 - mmaction - INFO - Epoch [63][40/188] lr: 3.159e-02, eta: 7:05:17, time: 3.329, data_time: 3.098, memory: 1871, top1_acc: 0.3087, top5_acc: 0.5168, loss_cls: 3.3353, loss: 3.3353, grad_norm: 2.3384 2020-10-11 03:08:26,772 - mmaction - INFO - Epoch [63][60/188] lr: 3.159e-02, eta: 7:04:03, time: 3.368, data_time: 3.078, memory: 1871, top1_acc: 0.3050, top5_acc: 0.5099, loss_cls: 3.3779, loss: 3.3779, grad_norm: 2.3683 2020-10-11 03:09:33,878 - mmaction - INFO - Epoch [63][80/188] lr: 3.159e-02, eta: 7:02:48, time: 3.355, data_time: 2.966, memory: 1871, top1_acc: 0.3011, top5_acc: 0.5039, loss_cls: 3.3952, loss: 3.3952, grad_norm: 2.3982 2020-10-11 03:10:40,657 - mmaction - INFO - Epoch [63][100/188] lr: 3.159e-02, eta: 7:01:33, time: 3.338, data_time: 2.871, memory: 1871, top1_acc: 0.2951, top5_acc: 0.4998, loss_cls: 3.4198, loss: 3.4198, grad_norm: 2.4367 2020-10-11 03:11:47,845 - mmaction - INFO - Epoch [63][120/188] lr: 3.159e-02, eta: 7:00:19, time: 3.360, data_time: 2.948, memory: 1871, top1_acc: 0.2989, top5_acc: 0.4986, loss_cls: 3.4194, loss: 3.4194, grad_norm: 2.4272 2020-10-11 03:12:54,446 - mmaction - INFO - Epoch [63][140/188] lr: 3.159e-02, eta: 6:59:04, time: 3.330, data_time: 2.999, memory: 1871, top1_acc: 0.2940, top5_acc: 0.4961, loss_cls: 3.4476, loss: 3.4476, grad_norm: 2.4434 2020-10-11 03:14:01,645 - mmaction - INFO - Epoch [63][160/188] lr: 3.159e-02, eta: 6:57:49, time: 3.360, data_time: 2.922, memory: 1871, top1_acc: 0.2906, top5_acc: 0.4927, loss_cls: 3.4634, loss: 3.4634, grad_norm: 2.4278 2020-10-11 03:15:07,657 - mmaction - INFO - Epoch [63][180/188] lr: 3.159e-02, eta: 6:56:34, time: 3.300, data_time: 2.931, memory: 1871, top1_acc: 0.2908, top5_acc: 0.4930, loss_cls: 3.4506, loss: 3.4506, grad_norm: 2.4059 2020-10-11 03:16:42,638 - mmaction - INFO - Epoch [64][20/188] lr: 3.014e-02, eta: 6:54:36, time: 3.516, data_time: 3.329, memory: 1871, top1_acc: 0.3075, top5_acc: 0.5156, loss_cls: 3.3449, loss: 3.3449, grad_norm: 2.3608 2020-10-11 03:17:50,085 - mmaction - INFO - Epoch [64][40/188] lr: 3.014e-02, eta: 6:53:22, time: 3.372, data_time: 3.019, memory: 1871, top1_acc: 0.3084, top5_acc: 0.5174, loss_cls: 3.3457, loss: 3.3457, grad_norm: 2.3920 2020-10-11 03:18:58,416 - mmaction - INFO - Epoch [64][60/188] lr: 3.014e-02, eta: 6:52:08, time: 3.417, data_time: 2.893, memory: 1871, top1_acc: 0.3083, top5_acc: 0.5127, loss_cls: 3.3638, loss: 3.3638, grad_norm: 2.4140 2020-10-11 03:20:04,912 - mmaction - INFO - Epoch [64][80/188] lr: 3.014e-02, eta: 6:50:53, time: 3.325, data_time: 2.774, memory: 1871, top1_acc: 0.3065, top5_acc: 0.5112, loss_cls: 3.3708, loss: 3.3708, grad_norm: 2.4595 2020-10-11 03:21:11,601 - mmaction - INFO - Epoch [64][100/188] lr: 3.014e-02, eta: 6:49:39, time: 3.334, data_time: 2.975, memory: 1871, top1_acc: 0.3022, top5_acc: 0.5079, loss_cls: 3.3782, loss: 3.3782, grad_norm: 2.4354 2020-10-11 03:22:20,329 - mmaction - INFO - Epoch [64][120/188] lr: 3.014e-02, eta: 6:48:25, time: 3.436, data_time: 3.031, memory: 1871, top1_acc: 0.3013, top5_acc: 0.5046, loss_cls: 3.3905, loss: 3.3905, grad_norm: 2.4578 2020-10-11 03:23:28,789 - mmaction - INFO - Epoch [64][140/188] lr: 3.014e-02, eta: 6:47:12, time: 3.423, data_time: 3.143, memory: 1871, top1_acc: 0.3048, top5_acc: 0.5069, loss_cls: 3.3821, loss: 3.3821, grad_norm: 2.4495 2020-10-11 03:24:34,826 - mmaction - INFO - Epoch [64][160/188] lr: 3.014e-02, eta: 6:45:57, time: 3.302, data_time: 3.096, memory: 1871, top1_acc: 0.2962, top5_acc: 0.5015, loss_cls: 3.4243, loss: 3.4243, grad_norm: 2.4678 2020-10-11 03:25:42,224 - mmaction - INFO - Epoch [64][180/188] lr: 3.014e-02, eta: 6:44:43, time: 3.369, data_time: 3.067, memory: 1871, top1_acc: 0.2923, top5_acc: 0.5000, loss_cls: 3.4270, loss: 3.4270, grad_norm: 2.5023 2020-10-11 03:27:14,367 - mmaction - INFO - Epoch [65][20/188] lr: 2.871e-02, eta: 6:42:45, time: 3.497, data_time: 3.304, memory: 1871, top1_acc: 0.3155, top5_acc: 0.5209, loss_cls: 3.3159, loss: 3.3159, grad_norm: 2.4140 2020-10-11 03:28:21,150 - mmaction - INFO - Epoch [65][40/188] lr: 2.871e-02, eta: 6:41:31, time: 3.339, data_time: 3.150, memory: 1871, top1_acc: 0.3097, top5_acc: 0.5200, loss_cls: 3.3204, loss: 3.3204, grad_norm: 2.4489 2020-10-11 03:29:27,762 - mmaction - INFO - Epoch [65][60/188] lr: 2.871e-02, eta: 6:40:17, time: 3.330, data_time: 3.131, memory: 1871, top1_acc: 0.3121, top5_acc: 0.5164, loss_cls: 3.3418, loss: 3.3418, grad_norm: 2.4796 2020-10-11 03:30:35,580 - mmaction - INFO - Epoch [65][80/188] lr: 2.871e-02, eta: 6:39:03, time: 3.389, data_time: 3.049, memory: 1871, top1_acc: 0.3078, top5_acc: 0.5142, loss_cls: 3.3535, loss: 3.3535, grad_norm: 2.4785 2020-10-11 03:31:42,647 - mmaction - INFO - Epoch [65][100/188] lr: 2.871e-02, eta: 6:37:49, time: 3.354, data_time: 2.768, memory: 1871, top1_acc: 0.3074, top5_acc: 0.5154, loss_cls: 3.3373, loss: 3.3373, grad_norm: 2.4947 2020-10-11 03:32:55,477 - mmaction - INFO - Epoch [65][120/188] lr: 2.871e-02, eta: 6:36:38, time: 3.642, data_time: 3.331, memory: 1871, top1_acc: 0.3052, top5_acc: 0.5084, loss_cls: 3.3655, loss: 3.3655, grad_norm: 2.4932 2020-10-11 03:34:04,684 - mmaction - INFO - Epoch [65][140/188] lr: 2.871e-02, eta: 6:35:25, time: 3.460, data_time: 2.848, memory: 1871, top1_acc: 0.2998, top5_acc: 0.5063, loss_cls: 3.3871, loss: 3.3871, grad_norm: 2.5183 2020-10-11 03:35:12,856 - mmaction - INFO - Epoch [65][160/188] lr: 2.871e-02, eta: 6:34:12, time: 3.408, data_time: 2.316, memory: 1871, top1_acc: 0.3042, top5_acc: 0.5077, loss_cls: 3.3884, loss: 3.3884, grad_norm: 2.5390 2020-10-11 03:36:18,925 - mmaction - INFO - Epoch [65][180/188] lr: 2.871e-02, eta: 6:32:57, time: 3.304, data_time: 1.951, memory: 1871, top1_acc: 0.2975, top5_acc: 0.5054, loss_cls: 3.3982, loss: 3.3982, grad_norm: 2.5128 2020-10-11 03:36:42,122 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-10-11 03:37:37,391 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-11 03:37:38,354 - mmaction - INFO - top1_acc 0.0713 top5_acc 0.1558 2020-10-11 03:37:38,354 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-11 03:37:38,436 - mmaction - INFO - mean_acc 0.0712 2020-10-11 03:37:38,456 - mmaction - INFO - Epoch(val) [65][188] top1_acc: 0.0713, top5_acc: 0.1558, mean_class_accuracy: 0.0712 2020-10-11 03:38:51,264 - mmaction - INFO - Epoch [66][20/188] lr: 2.730e-02, eta: 6:31:02, time: 3.639, data_time: 3.455, memory: 1871, top1_acc: 0.3214, top5_acc: 0.5291, loss_cls: 3.2841, loss: 3.2841, grad_norm: 2.4432 2020-10-11 03:39:59,060 - mmaction - INFO - Epoch [66][40/188] lr: 2.730e-02, eta: 6:29:49, time: 3.390, data_time: 3.084, memory: 1871, top1_acc: 0.3191, top5_acc: 0.5234, loss_cls: 3.2859, loss: 3.2859, grad_norm: 2.4638 2020-10-11 03:41:06,185 - mmaction - INFO - Epoch [66][60/188] lr: 2.730e-02, eta: 6:28:35, time: 3.356, data_time: 2.730, memory: 1871, top1_acc: 0.3162, top5_acc: 0.5217, loss_cls: 3.2891, loss: 3.2891, grad_norm: 2.4739 2020-10-11 03:42:14,862 - mmaction - INFO - Epoch [66][80/188] lr: 2.730e-02, eta: 6:27:22, time: 3.434, data_time: 2.183, memory: 1871, top1_acc: 0.3153, top5_acc: 0.5204, loss_cls: 3.3048, loss: 3.3048, grad_norm: 2.5092 2020-10-11 03:43:20,639 - mmaction - INFO - Epoch [66][100/188] lr: 2.730e-02, eta: 6:26:07, time: 3.289, data_time: 2.112, memory: 1871, top1_acc: 0.3084, top5_acc: 0.5152, loss_cls: 3.3432, loss: 3.3432, grad_norm: 2.5545 2020-10-11 03:44:29,433 - mmaction - INFO - Epoch [66][120/188] lr: 2.730e-02, eta: 6:24:54, time: 3.439, data_time: 1.807, memory: 1871, top1_acc: 0.3105, top5_acc: 0.5156, loss_cls: 3.3438, loss: 3.3438, grad_norm: 2.5459 2020-10-11 03:45:37,014 - mmaction - INFO - Epoch [66][140/188] lr: 2.730e-02, eta: 6:23:41, time: 3.379, data_time: 1.933, memory: 1871, top1_acc: 0.3091, top5_acc: 0.5139, loss_cls: 3.3444, loss: 3.3444, grad_norm: 2.5397 2020-10-11 03:46:45,211 - mmaction - INFO - Epoch [66][160/188] lr: 2.730e-02, eta: 6:22:28, time: 3.410, data_time: 2.469, memory: 1871, top1_acc: 0.3003, top5_acc: 0.5041, loss_cls: 3.4054, loss: 3.4054, grad_norm: 2.5749 2020-10-11 03:47:51,812 - mmaction - INFO - Epoch [66][180/188] lr: 2.730e-02, eta: 6:21:14, time: 3.330, data_time: 2.719, memory: 1871, top1_acc: 0.3060, top5_acc: 0.5128, loss_cls: 3.3678, loss: 3.3678, grad_norm: 2.5678 2020-10-11 03:49:22,737 - mmaction - INFO - Epoch [67][20/188] lr: 2.591e-02, eta: 6:19:18, time: 3.521, data_time: 3.340, memory: 1871, top1_acc: 0.3215, top5_acc: 0.5279, loss_cls: 3.2769, loss: 3.2769, grad_norm: 2.4901 2020-10-11 03:50:30,167 - mmaction - INFO - Epoch [67][40/188] lr: 2.591e-02, eta: 6:18:05, time: 3.371, data_time: 3.199, memory: 1871, top1_acc: 0.3275, top5_acc: 0.5335, loss_cls: 3.2385, loss: 3.2385, grad_norm: 2.4930 2020-10-11 03:51:36,991 - mmaction - INFO - Epoch [67][60/188] lr: 2.591e-02, eta: 6:16:51, time: 3.341, data_time: 3.168, memory: 1871, top1_acc: 0.3215, top5_acc: 0.5260, loss_cls: 3.2703, loss: 3.2703, grad_norm: 2.5216 2020-10-11 03:52:44,873 - mmaction - INFO - Epoch [67][80/188] lr: 2.591e-02, eta: 6:15:38, time: 3.394, data_time: 3.218, memory: 1871, top1_acc: 0.3197, top5_acc: 0.5248, loss_cls: 3.2837, loss: 3.2837, grad_norm: 2.5624 2020-10-11 03:53:51,323 - mmaction - INFO - Epoch [67][100/188] lr: 2.591e-02, eta: 6:14:24, time: 3.323, data_time: 3.152, memory: 1871, top1_acc: 0.3220, top5_acc: 0.5240, loss_cls: 3.2873, loss: 3.2873, grad_norm: 2.5678 2020-10-11 03:54:58,286 - mmaction - INFO - Epoch [67][120/188] lr: 2.591e-02, eta: 6:13:10, time: 3.348, data_time: 3.134, memory: 1871, top1_acc: 0.3182, top5_acc: 0.5214, loss_cls: 3.2936, loss: 3.2936, grad_norm: 2.5748 2020-10-11 03:56:06,473 - mmaction - INFO - Epoch [67][140/188] lr: 2.591e-02, eta: 6:11:57, time: 3.409, data_time: 2.935, memory: 1871, top1_acc: 0.3125, top5_acc: 0.5149, loss_cls: 3.3380, loss: 3.3380, grad_norm: 2.6212 2020-10-11 03:57:13,224 - mmaction - INFO - Epoch [67][160/188] lr: 2.591e-02, eta: 6:10:44, time: 3.338, data_time: 2.504, memory: 1871, top1_acc: 0.3099, top5_acc: 0.5121, loss_cls: 3.3448, loss: 3.3448, grad_norm: 2.6169 2020-10-11 03:58:20,182 - mmaction - INFO - Epoch [67][180/188] lr: 2.591e-02, eta: 6:09:30, time: 3.348, data_time: 2.356, memory: 1871, top1_acc: 0.3063, top5_acc: 0.5165, loss_cls: 3.3348, loss: 3.3348, grad_norm: 2.6086 2020-10-11 03:59:53,920 - mmaction - INFO - Epoch [68][20/188] lr: 2.455e-02, eta: 6:07:36, time: 3.528, data_time: 3.230, memory: 1871, top1_acc: 0.3360, top5_acc: 0.5443, loss_cls: 3.1860, loss: 3.1860, grad_norm: 2.5013 2020-10-11 04:01:04,215 - mmaction - INFO - Epoch [68][40/188] lr: 2.455e-02, eta: 6:06:24, time: 3.512, data_time: 2.772, memory: 1871, top1_acc: 0.3288, top5_acc: 0.5356, loss_cls: 3.2264, loss: 3.2264, grad_norm: 2.5797 2020-10-11 04:02:11,000 - mmaction - INFO - Epoch [68][60/188] lr: 2.455e-02, eta: 6:05:10, time: 3.342, data_time: 2.963, memory: 1871, top1_acc: 0.3257, top5_acc: 0.5362, loss_cls: 3.2378, loss: 3.2378, grad_norm: 2.5943 2020-10-11 04:03:17,721 - mmaction - INFO - Epoch [68][80/188] lr: 2.455e-02, eta: 6:03:57, time: 3.336, data_time: 2.894, memory: 1871, top1_acc: 0.3252, top5_acc: 0.5306, loss_cls: 3.2539, loss: 3.2539, grad_norm: 2.5964 2020-10-11 04:04:25,085 - mmaction - INFO - Epoch [68][100/188] lr: 2.455e-02, eta: 6:02:44, time: 3.368, data_time: 2.832, memory: 1871, top1_acc: 0.3167, top5_acc: 0.5232, loss_cls: 3.2897, loss: 3.2897, grad_norm: 2.6171 2020-10-11 04:05:31,843 - mmaction - INFO - Epoch [68][120/188] lr: 2.455e-02, eta: 6:01:30, time: 3.338, data_time: 2.676, memory: 1871, top1_acc: 0.3182, top5_acc: 0.5262, loss_cls: 3.2917, loss: 3.2917, grad_norm: 2.6519 2020-10-11 04:06:45,930 - mmaction - INFO - Epoch [68][140/188] lr: 2.455e-02, eta: 6:00:20, time: 3.704, data_time: 2.968, memory: 1871, top1_acc: 0.3219, top5_acc: 0.5245, loss_cls: 3.2843, loss: 3.2843, grad_norm: 2.6399 2020-10-11 04:08:27,366 - mmaction - INFO - Epoch [68][160/188] lr: 2.455e-02, eta: 5:59:23, time: 5.072, data_time: 3.853, memory: 1871, top1_acc: 0.3167, top5_acc: 0.5254, loss_cls: 3.2847, loss: 3.2847, grad_norm: 2.6466 2020-10-11 04:10:08,232 - mmaction - INFO - Epoch [68][180/188] lr: 2.455e-02, eta: 5:58:26, time: 5.044, data_time: 3.440, memory: 1871, top1_acc: 0.3140, top5_acc: 0.5177, loss_cls: 3.3207, loss: 3.3207, grad_norm: 2.6773 2020-10-11 04:12:10,631 - mmaction - INFO - Epoch [69][20/188] lr: 2.321e-02, eta: 5:56:39, time: 4.338, data_time: 3.539, memory: 1871, top1_acc: 0.3356, top5_acc: 0.5502, loss_cls: 3.1821, loss: 3.1821, grad_norm: 2.5513 2020-10-11 04:13:17,272 - mmaction - INFO - Epoch [69][40/188] lr: 2.321e-02, eta: 5:55:26, time: 3.333, data_time: 2.545, memory: 1871, top1_acc: 0.3305, top5_acc: 0.5424, loss_cls: 3.2007, loss: 3.2007, grad_norm: 2.6217 2020-10-11 04:14:23,861 - mmaction - INFO - Epoch [69][60/188] lr: 2.321e-02, eta: 5:54:12, time: 3.329, data_time: 2.659, memory: 1871, top1_acc: 0.3353, top5_acc: 0.5408, loss_cls: 3.1915, loss: 3.1915, grad_norm: 2.5945 2020-10-11 04:15:31,416 - mmaction - INFO - Epoch [69][80/188] lr: 2.321e-02, eta: 5:52:59, time: 3.378, data_time: 2.718, memory: 1871, top1_acc: 0.3229, top5_acc: 0.5278, loss_cls: 3.2539, loss: 3.2539, grad_norm: 2.6399 2020-10-11 04:16:38,195 - mmaction - INFO - Epoch [69][100/188] lr: 2.321e-02, eta: 5:51:46, time: 3.339, data_time: 2.547, memory: 1871, top1_acc: 0.3260, top5_acc: 0.5325, loss_cls: 3.2393, loss: 3.2393, grad_norm: 2.6598 2020-10-11 04:17:45,046 - mmaction - INFO - Epoch [69][120/188] lr: 2.321e-02, eta: 5:50:32, time: 3.343, data_time: 2.509, memory: 1871, top1_acc: 0.3247, top5_acc: 0.5309, loss_cls: 3.2565, loss: 3.2565, grad_norm: 2.6790 2020-10-11 04:18:52,542 - mmaction - INFO - Epoch [69][140/188] lr: 2.321e-02, eta: 5:49:19, time: 3.375, data_time: 2.903, memory: 1871, top1_acc: 0.3224, top5_acc: 0.5354, loss_cls: 3.2477, loss: 3.2477, grad_norm: 2.6555 2020-10-11 04:19:59,503 - mmaction - INFO - Epoch [69][160/188] lr: 2.321e-02, eta: 5:48:06, time: 3.347, data_time: 3.006, memory: 1871, top1_acc: 0.3210, top5_acc: 0.5307, loss_cls: 3.2667, loss: 3.2667, grad_norm: 2.6848 2020-10-11 04:21:08,299 - mmaction - INFO - Epoch [69][180/188] lr: 2.321e-02, eta: 5:46:53, time: 3.440, data_time: 3.280, memory: 1871, top1_acc: 0.3175, top5_acc: 0.5245, loss_cls: 3.2910, loss: 3.2910, grad_norm: 2.7202 2020-10-11 04:22:42,568 - mmaction - INFO - Epoch [70][20/188] lr: 2.190e-02, eta: 5:45:01, time: 3.597, data_time: 3.263, memory: 1871, top1_acc: 0.3344, top5_acc: 0.5428, loss_cls: 3.1864, loss: 3.1864, grad_norm: 2.6368 2020-10-11 04:23:50,105 - mmaction - INFO - Epoch [70][40/188] lr: 2.190e-02, eta: 5:43:48, time: 3.378, data_time: 2.822, memory: 1871, top1_acc: 0.3340, top5_acc: 0.5460, loss_cls: 3.1784, loss: 3.1784, grad_norm: 2.6237 2020-10-11 04:24:56,865 - mmaction - INFO - Epoch [70][60/188] lr: 2.190e-02, eta: 5:42:35, time: 3.338, data_time: 2.913, memory: 1871, top1_acc: 0.3439, top5_acc: 0.5503, loss_cls: 3.1534, loss: 3.1534, grad_norm: 2.6759 2020-10-11 04:26:03,934 - mmaction - INFO - Epoch [70][80/188] lr: 2.190e-02, eta: 5:41:22, time: 3.353, data_time: 3.113, memory: 1871, top1_acc: 0.3386, top5_acc: 0.5436, loss_cls: 3.1808, loss: 3.1808, grad_norm: 2.6947 2020-10-11 04:27:10,812 - mmaction - INFO - Epoch [70][100/188] lr: 2.190e-02, eta: 5:40:08, time: 3.345, data_time: 2.943, memory: 1871, top1_acc: 0.3300, top5_acc: 0.5388, loss_cls: 3.2221, loss: 3.2221, grad_norm: 2.6999 2020-10-11 04:28:19,041 - mmaction - INFO - Epoch [70][120/188] lr: 2.190e-02, eta: 5:38:56, time: 3.411, data_time: 2.850, memory: 1871, top1_acc: 0.3299, top5_acc: 0.5346, loss_cls: 3.2282, loss: 3.2282, grad_norm: 2.6943 2020-10-11 04:29:26,747 - mmaction - INFO - Epoch [70][140/188] lr: 2.190e-02, eta: 5:37:43, time: 3.385, data_time: 2.521, memory: 1871, top1_acc: 0.3273, top5_acc: 0.5377, loss_cls: 3.2243, loss: 3.2243, grad_norm: 2.7156 2020-10-11 04:30:33,745 - mmaction - INFO - Epoch [70][160/188] lr: 2.190e-02, eta: 5:36:30, time: 3.350, data_time: 2.257, memory: 1871, top1_acc: 0.3280, top5_acc: 0.5331, loss_cls: 3.2402, loss: 3.2402, grad_norm: 2.7292 2020-10-11 04:31:43,054 - mmaction - INFO - Epoch [70][180/188] lr: 2.190e-02, eta: 5:35:18, time: 3.465, data_time: 2.185, memory: 1871, top1_acc: 0.3277, top5_acc: 0.5336, loss_cls: 3.2319, loss: 3.2319, grad_norm: 2.7079 2020-10-11 04:32:03,580 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-10-11 04:33:17,474 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-11 04:33:18,447 - mmaction - INFO - top1_acc 0.1379 top5_acc 0.2771 2020-10-11 04:33:18,447 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-11 04:33:18,561 - mmaction - INFO - mean_acc 0.1378 2020-10-11 04:33:18,561 - mmaction - INFO - Now best checkpoint is epoch_70.pth 2020-10-11 04:33:18,613 - mmaction - INFO - Epoch(val) [70][188] top1_acc: 0.1379, top5_acc: 0.2771, mean_class_accuracy: 0.1378 2020-10-11 04:35:01,780 - mmaction - INFO - Epoch [71][20/188] lr: 2.061e-02, eta: 5:33:40, time: 5.156, data_time: 4.985, memory: 1871, top1_acc: 0.3480, top5_acc: 0.5566, loss_cls: 3.1181, loss: 3.1181, grad_norm: 2.6406 2020-10-11 04:36:41,514 - mmaction - INFO - Epoch [71][40/188] lr: 2.061e-02, eta: 5:32:41, time: 4.988, data_time: 4.809, memory: 1871, top1_acc: 0.3486, top5_acc: 0.5536, loss_cls: 3.1232, loss: 3.1232, grad_norm: 2.6897 2020-10-11 04:38:21,934 - mmaction - INFO - Epoch [71][60/188] lr: 2.061e-02, eta: 5:31:42, time: 5.021, data_time: 4.685, memory: 1871, top1_acc: 0.3428, top5_acc: 0.5519, loss_cls: 3.1484, loss: 3.1484, grad_norm: 2.7110 2020-10-11 04:40:01,832 - mmaction - INFO - Epoch [71][80/188] lr: 2.061e-02, eta: 5:30:42, time: 4.995, data_time: 4.713, memory: 1871, top1_acc: 0.3417, top5_acc: 0.5462, loss_cls: 3.1539, loss: 3.1539, grad_norm: 2.7037 2020-10-11 04:41:43,467 - mmaction - INFO - Epoch [71][100/188] lr: 2.061e-02, eta: 5:29:43, time: 5.082, data_time: 4.684, memory: 1871, top1_acc: 0.3374, top5_acc: 0.5467, loss_cls: 3.1705, loss: 3.1705, grad_norm: 2.7431 2020-10-11 04:43:24,035 - mmaction - INFO - Epoch [71][120/188] lr: 2.061e-02, eta: 5:28:44, time: 5.028, data_time: 4.422, memory: 1871, top1_acc: 0.3373, top5_acc: 0.5473, loss_cls: 3.1772, loss: 3.1772, grad_norm: 2.7336 2020-10-11 04:45:03,061 - mmaction - INFO - Epoch [71][140/188] lr: 2.061e-02, eta: 5:27:44, time: 4.951, data_time: 4.552, memory: 1871, top1_acc: 0.3319, top5_acc: 0.5366, loss_cls: 3.2178, loss: 3.2178, grad_norm: 2.7594 2020-10-11 04:46:44,357 - mmaction - INFO - Epoch [71][160/188] lr: 2.061e-02, eta: 5:26:45, time: 5.065, data_time: 4.770, memory: 1871, top1_acc: 0.3313, top5_acc: 0.5375, loss_cls: 3.2146, loss: 3.2146, grad_norm: 2.7716 2020-10-11 04:48:24,989 - mmaction - INFO - Epoch [71][180/188] lr: 2.061e-02, eta: 5:25:45, time: 5.031, data_time: 4.796, memory: 1871, top1_acc: 0.3344, top5_acc: 0.5421, loss_cls: 3.1862, loss: 3.1862, grad_norm: 2.7691 2020-10-11 04:50:45,676 - mmaction - INFO - Epoch [72][20/188] lr: 1.935e-02, eta: 5:24:07, time: 5.210, data_time: 5.028, memory: 1871, top1_acc: 0.3501, top5_acc: 0.5571, loss_cls: 3.1022, loss: 3.1022, grad_norm: 2.7214 2020-10-11 04:52:21,329 - mmaction - INFO - Epoch [72][40/188] lr: 1.935e-02, eta: 5:23:05, time: 4.783, data_time: 4.478, memory: 1871, top1_acc: 0.3468, top5_acc: 0.5561, loss_cls: 3.1109, loss: 3.1109, grad_norm: 2.7288 2020-10-11 04:54:01,647 - mmaction - INFO - Epoch [72][60/188] lr: 1.935e-02, eta: 5:22:05, time: 5.016, data_time: 4.696, memory: 1871, top1_acc: 0.3447, top5_acc: 0.5507, loss_cls: 3.1359, loss: 3.1359, grad_norm: 2.7587 2020-10-11 04:55:42,113 - mmaction - INFO - Epoch [72][80/188] lr: 1.935e-02, eta: 5:21:04, time: 5.022, data_time: 4.654, memory: 1871, top1_acc: 0.3438, top5_acc: 0.5520, loss_cls: 3.1321, loss: 3.1321, grad_norm: 2.7776 2020-10-11 04:57:23,332 - mmaction - INFO - Epoch [72][100/188] lr: 1.935e-02, eta: 5:20:04, time: 5.062, data_time: 4.703, memory: 1871, top1_acc: 0.3456, top5_acc: 0.5534, loss_cls: 3.1398, loss: 3.1398, grad_norm: 2.7862 2020-10-11 04:59:03,433 - mmaction - INFO - Epoch [72][120/188] lr: 1.935e-02, eta: 5:19:04, time: 5.005, data_time: 4.610, memory: 1871, top1_acc: 0.3413, top5_acc: 0.5490, loss_cls: 3.1492, loss: 3.1492, grad_norm: 2.7825 2020-10-11 05:00:35,126 - mmaction - INFO - Epoch [72][140/188] lr: 1.935e-02, eta: 5:18:00, time: 4.581, data_time: 4.087, memory: 1871, top1_acc: 0.3379, top5_acc: 0.5514, loss_cls: 3.1551, loss: 3.1551, grad_norm: 2.8034 2020-10-11 05:01:42,601 - mmaction - INFO - Epoch [72][160/188] lr: 1.935e-02, eta: 5:16:46, time: 3.378, data_time: 3.072, memory: 1871, top1_acc: 0.3354, top5_acc: 0.5409, loss_cls: 3.1917, loss: 3.1917, grad_norm: 2.8193 2020-10-11 05:02:51,270 - mmaction - INFO - Epoch [72][180/188] lr: 1.935e-02, eta: 5:15:33, time: 3.433, data_time: 2.642, memory: 1871, top1_acc: 0.3388, top5_acc: 0.5463, loss_cls: 3.1670, loss: 3.1670, grad_norm: 2.8027 2020-10-11 05:04:26,432 - mmaction - INFO - Epoch [73][20/188] lr: 1.813e-02, eta: 5:13:41, time: 3.570, data_time: 3.283, memory: 1871, top1_acc: 0.3563, top5_acc: 0.5618, loss_cls: 3.0848, loss: 3.0848, grad_norm: 2.7531 2020-10-11 05:05:34,437 - mmaction - INFO - Epoch [73][40/188] lr: 1.813e-02, eta: 5:12:28, time: 3.400, data_time: 3.143, memory: 1871, top1_acc: 0.3518, top5_acc: 0.5638, loss_cls: 3.0794, loss: 3.0794, grad_norm: 2.7792 2020-10-11 05:06:41,752 - mmaction - INFO - Epoch [73][60/188] lr: 1.813e-02, eta: 5:11:15, time: 3.366, data_time: 3.194, memory: 1871, top1_acc: 0.3554, top5_acc: 0.5650, loss_cls: 3.0759, loss: 3.0759, grad_norm: 2.7587 2020-10-11 05:07:49,592 - mmaction - INFO - Epoch [73][80/188] lr: 1.813e-02, eta: 5:10:01, time: 3.392, data_time: 3.221, memory: 1871, top1_acc: 0.3520, top5_acc: 0.5554, loss_cls: 3.1045, loss: 3.1045, grad_norm: 2.7834 2020-10-11 05:08:56,334 - mmaction - INFO - Epoch [73][100/188] lr: 1.813e-02, eta: 5:08:48, time: 3.337, data_time: 3.162, memory: 1871, top1_acc: 0.3520, top5_acc: 0.5601, loss_cls: 3.1040, loss: 3.1040, grad_norm: 2.8253 2020-10-11 05:10:03,436 - mmaction - INFO - Epoch [73][120/188] lr: 1.813e-02, eta: 5:07:34, time: 3.355, data_time: 3.180, memory: 1871, top1_acc: 0.3500, top5_acc: 0.5596, loss_cls: 3.1097, loss: 3.1097, grad_norm: 2.8535 2020-10-11 05:11:10,825 - mmaction - INFO - Epoch [73][140/188] lr: 1.813e-02, eta: 5:06:21, time: 3.368, data_time: 3.202, memory: 1871, top1_acc: 0.3428, top5_acc: 0.5520, loss_cls: 3.1379, loss: 3.1379, grad_norm: 2.8542 2020-10-11 05:12:18,153 - mmaction - INFO - Epoch [73][160/188] lr: 1.813e-02, eta: 5:05:07, time: 3.368, data_time: 3.211, memory: 1871, top1_acc: 0.3359, top5_acc: 0.5472, loss_cls: 3.1767, loss: 3.1767, grad_norm: 2.8778 2020-10-11 05:13:24,773 - mmaction - INFO - Epoch [73][180/188] lr: 1.813e-02, eta: 5:03:54, time: 3.331, data_time: 3.173, memory: 1871, top1_acc: 0.3419, top5_acc: 0.5501, loss_cls: 3.1587, loss: 3.1587, grad_norm: 2.8588 2020-10-11 05:14:59,395 - mmaction - INFO - Epoch [74][20/188] lr: 1.693e-02, eta: 5:02:03, time: 3.545, data_time: 3.083, memory: 1871, top1_acc: 0.3612, top5_acc: 0.5686, loss_cls: 3.0322, loss: 3.0322, grad_norm: 2.7667 2020-10-11 05:16:08,883 - mmaction - INFO - Epoch [74][40/188] lr: 1.693e-02, eta: 5:00:50, time: 3.474, data_time: 3.024, memory: 1871, top1_acc: 0.3578, top5_acc: 0.5684, loss_cls: 3.0483, loss: 3.0483, grad_norm: 2.7998 2020-10-11 05:17:15,727 - mmaction - INFO - Epoch [74][60/188] lr: 1.693e-02, eta: 4:59:37, time: 3.342, data_time: 2.567, memory: 1871, top1_acc: 0.3555, top5_acc: 0.5655, loss_cls: 3.0678, loss: 3.0678, grad_norm: 2.8340 2020-10-11 05:18:23,527 - mmaction - INFO - Epoch [74][80/188] lr: 1.693e-02, eta: 4:58:24, time: 3.390, data_time: 2.491, memory: 1871, top1_acc: 0.3516, top5_acc: 0.5631, loss_cls: 3.0878, loss: 3.0878, grad_norm: 2.8722 2020-10-11 05:19:30,418 - mmaction - INFO - Epoch [74][100/188] lr: 1.693e-02, eta: 4:57:10, time: 3.345, data_time: 2.715, memory: 1871, top1_acc: 0.3505, top5_acc: 0.5619, loss_cls: 3.0843, loss: 3.0843, grad_norm: 2.8636 2020-10-11 05:20:37,638 - mmaction - INFO - Epoch [74][120/188] lr: 1.693e-02, eta: 4:55:57, time: 3.361, data_time: 2.658, memory: 1871, top1_acc: 0.3533, top5_acc: 0.5618, loss_cls: 3.0871, loss: 3.0871, grad_norm: 2.8622 2020-10-11 05:21:44,577 - mmaction - INFO - Epoch [74][140/188] lr: 1.693e-02, eta: 4:54:44, time: 3.347, data_time: 2.195, memory: 1871, top1_acc: 0.3503, top5_acc: 0.5596, loss_cls: 3.1003, loss: 3.1003, grad_norm: 2.8899 2020-10-11 05:22:52,073 - mmaction - INFO - Epoch [74][160/188] lr: 1.693e-02, eta: 4:53:30, time: 3.375, data_time: 2.100, memory: 1871, top1_acc: 0.3495, top5_acc: 0.5606, loss_cls: 3.0967, loss: 3.0967, grad_norm: 2.8932 2020-10-11 05:24:01,893 - mmaction - INFO - Epoch [74][180/188] lr: 1.693e-02, eta: 4:52:18, time: 3.491, data_time: 1.875, memory: 1871, top1_acc: 0.3448, top5_acc: 0.5591, loss_cls: 3.1123, loss: 3.1123, grad_norm: 2.9037 2020-10-11 05:25:39,614 - mmaction - INFO - Epoch [75][20/188] lr: 1.577e-02, eta: 4:50:27, time: 3.521, data_time: 3.270, memory: 1871, top1_acc: 0.3661, top5_acc: 0.5725, loss_cls: 3.0287, loss: 3.0287, grad_norm: 2.8434 2020-10-11 05:26:47,347 - mmaction - INFO - Epoch [75][40/188] lr: 1.577e-02, eta: 4:49:14, time: 3.387, data_time: 2.856, memory: 1871, top1_acc: 0.3652, top5_acc: 0.5758, loss_cls: 3.0009, loss: 3.0009, grad_norm: 2.8324 2020-10-11 05:27:56,127 - mmaction - INFO - Epoch [75][60/188] lr: 1.577e-02, eta: 4:48:02, time: 3.439, data_time: 2.270, memory: 1871, top1_acc: 0.3631, top5_acc: 0.5715, loss_cls: 3.0278, loss: 3.0278, grad_norm: 2.8752 2020-10-11 05:29:02,874 - mmaction - INFO - Epoch [75][80/188] lr: 1.577e-02, eta: 4:46:49, time: 3.338, data_time: 1.607, memory: 1871, top1_acc: 0.3610, top5_acc: 0.5700, loss_cls: 3.0526, loss: 3.0526, grad_norm: 2.8905 2020-10-11 05:30:11,296 - mmaction - INFO - Epoch [75][100/188] lr: 1.577e-02, eta: 4:45:36, time: 3.421, data_time: 1.263, memory: 1871, top1_acc: 0.3574, top5_acc: 0.5669, loss_cls: 3.0546, loss: 3.0546, grad_norm: 2.9195 2020-10-11 05:31:18,325 - mmaction - INFO - Epoch [75][120/188] lr: 1.577e-02, eta: 4:44:23, time: 3.351, data_time: 1.799, memory: 1871, top1_acc: 0.3561, top5_acc: 0.5594, loss_cls: 3.0806, loss: 3.0806, grad_norm: 2.9360 2020-10-11 05:32:25,724 - mmaction - INFO - Epoch [75][140/188] lr: 1.577e-02, eta: 4:43:10, time: 3.370, data_time: 1.229, memory: 1871, top1_acc: 0.3500, top5_acc: 0.5596, loss_cls: 3.0849, loss: 3.0849, grad_norm: 2.9706 2020-10-11 05:33:34,225 - mmaction - INFO - Epoch [75][160/188] lr: 1.577e-02, eta: 4:41:57, time: 3.425, data_time: 1.429, memory: 1871, top1_acc: 0.3543, top5_acc: 0.5612, loss_cls: 3.0789, loss: 3.0789, grad_norm: 2.9435 2020-10-11 05:34:41,483 - mmaction - INFO - Epoch [75][180/188] lr: 1.577e-02, eta: 4:40:44, time: 3.363, data_time: 1.104, memory: 1871, top1_acc: 0.3551, top5_acc: 0.5657, loss_cls: 3.0802, loss: 3.0802, grad_norm: 2.9109 2020-10-11 05:35:02,327 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-10-11 05:35:57,966 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-11 05:35:58,922 - mmaction - INFO - top1_acc 0.1041 top5_acc 0.2192 2020-10-11 05:35:58,922 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-11 05:35:59,021 - mmaction - INFO - mean_acc 0.1039 2020-10-11 05:35:59,043 - mmaction - INFO - Epoch(val) [75][188] top1_acc: 0.1041, top5_acc: 0.2192, mean_class_accuracy: 0.1039 2020-10-11 05:37:08,890 - mmaction - INFO - Epoch [76][20/188] lr: 1.464e-02, eta: 4:38:54, time: 3.491, data_time: 3.320, memory: 1871, top1_acc: 0.3717, top5_acc: 0.5791, loss_cls: 2.9851, loss: 2.9851, grad_norm: 2.8616 2020-10-11 05:38:15,949 - mmaction - INFO - Epoch [76][40/188] lr: 1.464e-02, eta: 4:37:41, time: 3.353, data_time: 3.184, memory: 1871, top1_acc: 0.3723, top5_acc: 0.5794, loss_cls: 2.9844, loss: 2.9844, grad_norm: 2.8689 2020-10-11 05:39:22,950 - mmaction - INFO - Epoch [76][60/188] lr: 1.464e-02, eta: 4:36:28, time: 3.350, data_time: 3.184, memory: 1871, top1_acc: 0.3707, top5_acc: 0.5852, loss_cls: 2.9783, loss: 2.9783, grad_norm: 2.8935 2020-10-11 05:40:30,531 - mmaction - INFO - Epoch [76][80/188] lr: 1.464e-02, eta: 4:35:15, time: 3.379, data_time: 3.208, memory: 1871, top1_acc: 0.3633, top5_acc: 0.5743, loss_cls: 3.0216, loss: 3.0216, grad_norm: 2.9286 2020-10-11 05:41:36,837 - mmaction - INFO - Epoch [76][100/188] lr: 1.464e-02, eta: 4:34:02, time: 3.316, data_time: 3.140, memory: 1871, top1_acc: 0.3646, top5_acc: 0.5735, loss_cls: 3.0303, loss: 3.0303, grad_norm: 2.9528 2020-10-11 05:42:44,737 - mmaction - INFO - Epoch [76][120/188] lr: 1.464e-02, eta: 4:32:49, time: 3.395, data_time: 3.212, memory: 1871, top1_acc: 0.3646, top5_acc: 0.5722, loss_cls: 3.0327, loss: 3.0327, grad_norm: 2.9448 2020-10-11 05:43:51,344 - mmaction - INFO - Epoch [76][140/188] lr: 1.464e-02, eta: 4:31:36, time: 3.330, data_time: 3.101, memory: 1871, top1_acc: 0.3596, top5_acc: 0.5697, loss_cls: 3.0374, loss: 3.0374, grad_norm: 2.9605 2020-10-11 05:44:59,033 - mmaction - INFO - Epoch [76][160/188] lr: 1.464e-02, eta: 4:30:24, time: 3.384, data_time: 2.975, memory: 1871, top1_acc: 0.3531, top5_acc: 0.5659, loss_cls: 3.0651, loss: 3.0651, grad_norm: 3.0000 2020-10-11 05:46:06,007 - mmaction - INFO - Epoch [76][180/188] lr: 1.464e-02, eta: 4:29:11, time: 3.349, data_time: 2.822, memory: 1871, top1_acc: 0.3614, top5_acc: 0.5702, loss_cls: 3.0373, loss: 3.0373, grad_norm: 2.9680 2020-10-11 05:47:51,627 - mmaction - INFO - Epoch [77][20/188] lr: 1.355e-02, eta: 4:27:25, time: 4.127, data_time: 3.769, memory: 1871, top1_acc: 0.3780, top5_acc: 0.5909, loss_cls: 2.9321, loss: 2.9321, grad_norm: 2.9064 2020-10-11 05:49:32,587 - mmaction - INFO - Epoch [77][40/188] lr: 1.355e-02, eta: 4:26:23, time: 5.047, data_time: 4.452, memory: 1871, top1_acc: 0.3712, top5_acc: 0.5821, loss_cls: 2.9844, loss: 2.9844, grad_norm: 2.9535 2020-10-11 05:51:13,051 - mmaction - INFO - Epoch [77][60/188] lr: 1.355e-02, eta: 4:25:20, time: 5.025, data_time: 4.698, memory: 1871, top1_acc: 0.3717, top5_acc: 0.5808, loss_cls: 2.9721, loss: 2.9721, grad_norm: 2.9384 2020-10-11 05:52:54,396 - mmaction - INFO - Epoch [77][80/188] lr: 1.355e-02, eta: 4:24:18, time: 5.067, data_time: 4.596, memory: 1871, top1_acc: 0.3723, top5_acc: 0.5816, loss_cls: 2.9808, loss: 2.9808, grad_norm: 2.9734 2020-10-11 05:54:35,252 - mmaction - INFO - Epoch [77][100/188] lr: 1.355e-02, eta: 4:23:16, time: 5.043, data_time: 4.168, memory: 1871, top1_acc: 0.3698, top5_acc: 0.5771, loss_cls: 2.9982, loss: 2.9982, grad_norm: 2.9778 2020-10-11 05:56:12,783 - mmaction - INFO - Epoch [77][120/188] lr: 1.355e-02, eta: 4:22:12, time: 4.877, data_time: 3.965, memory: 1871, top1_acc: 0.3685, top5_acc: 0.5791, loss_cls: 2.9944, loss: 2.9944, grad_norm: 2.9874 2020-10-11 05:57:54,071 - mmaction - INFO - Epoch [77][140/188] lr: 1.355e-02, eta: 4:21:09, time: 5.064, data_time: 4.059, memory: 1871, top1_acc: 0.3660, top5_acc: 0.5754, loss_cls: 3.0024, loss: 3.0024, grad_norm: 3.0176 2020-10-11 05:59:33,948 - mmaction - INFO - Epoch [77][160/188] lr: 1.355e-02, eta: 4:20:06, time: 4.994, data_time: 3.870, memory: 1871, top1_acc: 0.3679, top5_acc: 0.5771, loss_cls: 2.9943, loss: 2.9943, grad_norm: 3.0085 2020-10-11 06:00:54,388 - mmaction - INFO - Epoch [77][180/188] lr: 1.355e-02, eta: 4:18:57, time: 4.017, data_time: 3.004, memory: 1871, top1_acc: 0.3599, top5_acc: 0.5666, loss_cls: 3.0335, loss: 3.0335, grad_norm: 3.0210 2020-10-11 06:02:30,190 - mmaction - INFO - Epoch [78][20/188] lr: 1.249e-02, eta: 4:17:08, time: 3.548, data_time: 3.119, memory: 1871, top1_acc: 0.3822, top5_acc: 0.5933, loss_cls: 2.9247, loss: 2.9247, grad_norm: 2.9460 2020-10-11 06:03:38,431 - mmaction - INFO - Epoch [78][40/188] lr: 1.249e-02, eta: 4:15:55, time: 3.412, data_time: 2.658, memory: 1871, top1_acc: 0.3784, top5_acc: 0.5880, loss_cls: 2.9459, loss: 2.9459, grad_norm: 2.9680 2020-10-11 06:04:45,959 - mmaction - INFO - Epoch [78][60/188] lr: 1.249e-02, eta: 4:14:42, time: 3.376, data_time: 2.244, memory: 1871, top1_acc: 0.3789, top5_acc: 0.5895, loss_cls: 2.9444, loss: 2.9444, grad_norm: 3.0025 2020-10-11 06:05:52,887 - mmaction - INFO - Epoch [78][80/188] lr: 1.249e-02, eta: 4:13:29, time: 3.346, data_time: 2.182, memory: 1871, top1_acc: 0.3750, top5_acc: 0.5837, loss_cls: 2.9490, loss: 2.9490, grad_norm: 3.0238 2020-10-11 06:07:00,151 - mmaction - INFO - Epoch [78][100/188] lr: 1.249e-02, eta: 4:12:16, time: 3.363, data_time: 2.288, memory: 1871, top1_acc: 0.3802, top5_acc: 0.5907, loss_cls: 2.9349, loss: 2.9349, grad_norm: 2.9969 2020-10-11 06:08:07,993 - mmaction - INFO - Epoch [78][120/188] lr: 1.249e-02, eta: 4:11:03, time: 3.392, data_time: 2.018, memory: 1871, top1_acc: 0.3677, top5_acc: 0.5760, loss_cls: 2.9977, loss: 2.9977, grad_norm: 3.0574 2020-10-11 06:09:16,447 - mmaction - INFO - Epoch [78][140/188] lr: 1.249e-02, eta: 4:09:51, time: 3.423, data_time: 1.958, memory: 1871, top1_acc: 0.3718, top5_acc: 0.5838, loss_cls: 2.9687, loss: 2.9687, grad_norm: 3.0529 2020-10-11 06:10:23,560 - mmaction - INFO - Epoch [78][160/188] lr: 1.249e-02, eta: 4:08:38, time: 3.355, data_time: 1.439, memory: 1871, top1_acc: 0.3734, top5_acc: 0.5798, loss_cls: 2.9794, loss: 2.9794, grad_norm: 3.0616 2020-10-11 06:11:30,904 - mmaction - INFO - Epoch [78][180/188] lr: 1.249e-02, eta: 4:07:25, time: 3.367, data_time: 1.321, memory: 1871, top1_acc: 0.3643, top5_acc: 0.5732, loss_cls: 3.0044, loss: 3.0044, grad_norm: 3.0496 2020-10-11 06:13:01,417 - mmaction - INFO - Epoch [79][20/188] lr: 1.147e-02, eta: 4:05:36, time: 3.509, data_time: 3.175, memory: 1871, top1_acc: 0.3846, top5_acc: 0.5910, loss_cls: 2.9135, loss: 2.9135, grad_norm: 2.9767 2020-10-11 06:14:09,316 - mmaction - INFO - Epoch [79][40/188] lr: 1.147e-02, eta: 4:04:24, time: 3.395, data_time: 2.721, memory: 1871, top1_acc: 0.3886, top5_acc: 0.5984, loss_cls: 2.8957, loss: 2.8957, grad_norm: 2.9943 2020-10-11 06:15:16,768 - mmaction - INFO - Epoch [79][60/188] lr: 1.147e-02, eta: 4:03:11, time: 3.372, data_time: 2.726, memory: 1871, top1_acc: 0.3880, top5_acc: 0.5936, loss_cls: 2.9066, loss: 2.9066, grad_norm: 3.0278 2020-10-11 06:16:23,379 - mmaction - INFO - Epoch [79][80/188] lr: 1.147e-02, eta: 4:01:58, time: 3.331, data_time: 2.666, memory: 1871, top1_acc: 0.3815, top5_acc: 0.5963, loss_cls: 2.9194, loss: 2.9194, grad_norm: 3.0471 2020-10-11 06:17:30,413 - mmaction - INFO - Epoch [79][100/188] lr: 1.147e-02, eta: 4:00:45, time: 3.351, data_time: 2.609, memory: 1871, top1_acc: 0.3839, top5_acc: 0.5912, loss_cls: 2.9147, loss: 2.9147, grad_norm: 3.0376 2020-10-11 06:18:37,750 - mmaction - INFO - Epoch [79][120/188] lr: 1.147e-02, eta: 3:59:32, time: 3.367, data_time: 2.606, memory: 1871, top1_acc: 0.3794, top5_acc: 0.5841, loss_cls: 2.9382, loss: 2.9382, grad_norm: 3.0639 2020-10-11 06:19:45,055 - mmaction - INFO - Epoch [79][140/188] lr: 1.147e-02, eta: 3:58:20, time: 3.365, data_time: 2.060, memory: 1871, top1_acc: 0.3744, top5_acc: 0.5872, loss_cls: 2.9443, loss: 2.9443, grad_norm: 3.0749 2020-10-11 06:20:51,292 - mmaction - INFO - Epoch [79][160/188] lr: 1.147e-02, eta: 3:57:06, time: 3.312, data_time: 2.096, memory: 1871, top1_acc: 0.3722, top5_acc: 0.5815, loss_cls: 2.9606, loss: 2.9606, grad_norm: 3.0783 2020-10-11 06:21:58,965 - mmaction - INFO - Epoch [79][180/188] lr: 1.147e-02, eta: 3:55:54, time: 3.372, data_time: 1.948, memory: 1871, top1_acc: 0.3773, top5_acc: 0.5852, loss_cls: 2.9616, loss: 2.9616, grad_norm: 3.0915 2020-10-11 06:23:33,671 - mmaction - INFO - Epoch [80][20/188] lr: 1.049e-02, eta: 3:54:06, time: 3.513, data_time: 3.259, memory: 1871, top1_acc: 0.3922, top5_acc: 0.6012, loss_cls: 2.8738, loss: 2.8738, grad_norm: 3.0164 2020-10-11 06:24:40,461 - mmaction - INFO - Epoch [80][40/188] lr: 1.049e-02, eta: 3:52:53, time: 3.340, data_time: 2.990, memory: 1871, top1_acc: 0.3893, top5_acc: 0.5988, loss_cls: 2.8823, loss: 2.8823, grad_norm: 3.0509 2020-10-11 06:25:47,633 - mmaction - INFO - Epoch [80][60/188] lr: 1.049e-02, eta: 3:51:40, time: 3.358, data_time: 2.899, memory: 1871, top1_acc: 0.3883, top5_acc: 0.5989, loss_cls: 2.8810, loss: 2.8810, grad_norm: 3.0364 2020-10-11 06:26:55,078 - mmaction - INFO - Epoch [80][80/188] lr: 1.049e-02, eta: 3:50:28, time: 3.372, data_time: 2.885, memory: 1871, top1_acc: 0.3887, top5_acc: 0.5996, loss_cls: 2.8695, loss: 2.8695, grad_norm: 3.0300 2020-10-11 06:28:01,788 - mmaction - INFO - Epoch [80][100/188] lr: 1.049e-02, eta: 3:49:15, time: 3.335, data_time: 2.887, memory: 1871, top1_acc: 0.3845, top5_acc: 0.5948, loss_cls: 2.9008, loss: 2.9008, grad_norm: 3.0711 2020-10-11 06:29:08,786 - mmaction - INFO - Epoch [80][120/188] lr: 1.049e-02, eta: 3:48:02, time: 3.350, data_time: 3.071, memory: 1871, top1_acc: 0.3808, top5_acc: 0.5908, loss_cls: 2.9278, loss: 2.9278, grad_norm: 3.1069 2020-10-11 06:30:15,932 - mmaction - INFO - Epoch [80][140/188] lr: 1.049e-02, eta: 3:46:50, time: 3.357, data_time: 2.962, memory: 1871, top1_acc: 0.3816, top5_acc: 0.5895, loss_cls: 2.9307, loss: 2.9307, grad_norm: 3.1106 2020-10-11 06:31:22,783 - mmaction - INFO - Epoch [80][160/188] lr: 1.049e-02, eta: 3:45:37, time: 3.343, data_time: 2.821, memory: 1871, top1_acc: 0.3803, top5_acc: 0.5935, loss_cls: 2.9195, loss: 2.9195, grad_norm: 3.1062 2020-10-11 06:32:30,147 - mmaction - INFO - Epoch [80][180/188] lr: 1.049e-02, eta: 3:44:25, time: 3.368, data_time: 2.892, memory: 1871, top1_acc: 0.3820, top5_acc: 0.5886, loss_cls: 2.9407, loss: 2.9407, grad_norm: 3.1260 2020-10-11 06:32:54,972 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-10-11 06:34:09,169 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-11 06:34:10,131 - mmaction - INFO - top1_acc 0.1285 top5_acc 0.2587 2020-10-11 06:34:10,131 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-11 06:34:10,228 - mmaction - INFO - mean_acc 0.1284 2020-10-11 06:34:10,250 - mmaction - INFO - Epoch(val) [80][188] top1_acc: 0.1285, top5_acc: 0.2587, mean_class_accuracy: 0.1284 2020-10-11 06:35:55,875 - mmaction - INFO - Epoch [81][20/188] lr: 9.549e-03, eta: 3:42:46, time: 5.280, data_time: 5.016, memory: 1871, top1_acc: 0.3910, top5_acc: 0.6043, loss_cls: 2.8601, loss: 2.8601, grad_norm: 3.0723 2020-10-11 06:37:35,585 - mmaction - INFO - Epoch [81][40/188] lr: 9.549e-03, eta: 3:41:41, time: 4.986, data_time: 4.773, memory: 1871, top1_acc: 0.3966, top5_acc: 0.6040, loss_cls: 2.8382, loss: 2.8382, grad_norm: 3.0393 2020-10-11 06:39:12,695 - mmaction - INFO - Epoch [81][60/188] lr: 9.549e-03, eta: 3:40:36, time: 4.856, data_time: 4.688, memory: 1871, top1_acc: 0.3945, top5_acc: 0.6021, loss_cls: 2.8639, loss: 2.8639, grad_norm: 3.0903 2020-10-11 06:40:55,167 - mmaction - INFO - Epoch [81][80/188] lr: 9.549e-03, eta: 3:39:32, time: 5.124, data_time: 4.796, memory: 1871, top1_acc: 0.3900, top5_acc: 0.5973, loss_cls: 2.8810, loss: 2.8810, grad_norm: 3.1205 2020-10-11 06:42:35,043 - mmaction - INFO - Epoch [81][100/188] lr: 9.549e-03, eta: 3:38:27, time: 4.993, data_time: 4.824, memory: 1871, top1_acc: 0.3914, top5_acc: 0.5989, loss_cls: 2.8701, loss: 2.8701, grad_norm: 3.1191 2020-10-11 06:44:15,285 - mmaction - INFO - Epoch [81][120/188] lr: 9.549e-03, eta: 3:37:23, time: 5.013, data_time: 4.847, memory: 1871, top1_acc: 0.3865, top5_acc: 0.5973, loss_cls: 2.8900, loss: 2.8900, grad_norm: 3.1234 2020-10-11 06:45:56,190 - mmaction - INFO - Epoch [81][140/188] lr: 9.549e-03, eta: 3:36:18, time: 5.045, data_time: 4.876, memory: 1871, top1_acc: 0.3846, top5_acc: 0.5973, loss_cls: 2.8996, loss: 2.8996, grad_norm: 3.1499 2020-10-11 06:47:36,339 - mmaction - INFO - Epoch [81][160/188] lr: 9.549e-03, eta: 3:35:13, time: 5.008, data_time: 4.839, memory: 1871, top1_acc: 0.3876, top5_acc: 0.5986, loss_cls: 2.8895, loss: 2.8895, grad_norm: 3.1474 2020-10-11 06:49:17,439 - mmaction - INFO - Epoch [81][180/188] lr: 9.549e-03, eta: 3:34:08, time: 5.055, data_time: 4.880, memory: 1871, top1_acc: 0.3875, top5_acc: 0.5946, loss_cls: 2.8927, loss: 2.8927, grad_norm: 3.1329 2020-10-11 06:51:39,291 - mmaction - INFO - Epoch [82][20/188] lr: 8.646e-03, eta: 3:32:29, time: 5.272, data_time: 4.768, memory: 1871, top1_acc: 0.3986, top5_acc: 0.6104, loss_cls: 2.8177, loss: 2.8177, grad_norm: 3.0656 2020-10-11 06:53:20,256 - mmaction - INFO - Epoch [82][40/188] lr: 8.646e-03, eta: 3:31:24, time: 5.048, data_time: 4.290, memory: 1871, top1_acc: 0.3959, top5_acc: 0.6036, loss_cls: 2.8393, loss: 2.8393, grad_norm: 3.0986 2020-10-11 06:55:01,549 - mmaction - INFO - Epoch [82][60/188] lr: 8.646e-03, eta: 3:30:19, time: 5.065, data_time: 4.143, memory: 1871, top1_acc: 0.3978, top5_acc: 0.6065, loss_cls: 2.8361, loss: 2.8361, grad_norm: 3.1218 2020-10-11 06:56:41,572 - mmaction - INFO - Epoch [82][80/188] lr: 8.646e-03, eta: 3:29:13, time: 5.001, data_time: 3.940, memory: 1871, top1_acc: 0.3967, top5_acc: 0.6048, loss_cls: 2.8409, loss: 2.8409, grad_norm: 3.1325 2020-10-11 06:58:22,125 - mmaction - INFO - Epoch [82][100/188] lr: 8.646e-03, eta: 3:28:08, time: 5.028, data_time: 4.066, memory: 1871, top1_acc: 0.3986, top5_acc: 0.6068, loss_cls: 2.8285, loss: 2.8285, grad_norm: 3.1426 2020-10-11 07:00:01,826 - mmaction - INFO - Epoch [82][120/188] lr: 8.646e-03, eta: 3:27:02, time: 4.985, data_time: 3.907, memory: 1871, top1_acc: 0.3936, top5_acc: 0.6043, loss_cls: 2.8511, loss: 2.8511, grad_norm: 3.1611 2020-10-11 07:01:14,451 - mmaction - INFO - Epoch [82][140/188] lr: 8.646e-03, eta: 3:25:50, time: 3.628, data_time: 2.837, memory: 1871, top1_acc: 0.3893, top5_acc: 0.5990, loss_cls: 2.8683, loss: 2.8683, grad_norm: 3.1854 2020-10-11 07:02:20,649 - mmaction - INFO - Epoch [82][160/188] lr: 8.646e-03, eta: 3:24:37, time: 3.314, data_time: 2.845, memory: 1871, top1_acc: 0.3913, top5_acc: 0.6018, loss_cls: 2.8618, loss: 2.8618, grad_norm: 3.1661 2020-10-11 07:03:28,673 - mmaction - INFO - Epoch [82][180/188] lr: 8.646e-03, eta: 3:23:24, time: 3.401, data_time: 2.726, memory: 1871, top1_acc: 0.3926, top5_acc: 0.6036, loss_cls: 2.8669, loss: 2.8669, grad_norm: 3.1811 2020-10-11 07:05:03,179 - mmaction - INFO - Epoch [83][20/188] lr: 7.784e-03, eta: 3:21:37, time: 3.521, data_time: 3.301, memory: 1871, top1_acc: 0.4025, top5_acc: 0.6152, loss_cls: 2.7872, loss: 2.7872, grad_norm: 3.1145 2020-10-11 07:06:10,702 - mmaction - INFO - Epoch [83][40/188] lr: 7.784e-03, eta: 3:20:24, time: 3.376, data_time: 2.934, memory: 1871, top1_acc: 0.4017, top5_acc: 0.6143, loss_cls: 2.8003, loss: 2.8003, grad_norm: 3.1319 2020-10-11 07:07:19,099 - mmaction - INFO - Epoch [83][60/188] lr: 7.784e-03, eta: 3:19:11, time: 3.420, data_time: 2.779, memory: 1871, top1_acc: 0.4055, top5_acc: 0.6147, loss_cls: 2.8095, loss: 2.8095, grad_norm: 3.1593 2020-10-11 07:08:26,243 - mmaction - INFO - Epoch [83][80/188] lr: 7.784e-03, eta: 3:17:58, time: 3.357, data_time: 2.520, memory: 1871, top1_acc: 0.4002, top5_acc: 0.6055, loss_cls: 2.8374, loss: 2.8374, grad_norm: 3.2119 2020-10-11 07:09:31,914 - mmaction - INFO - Epoch [83][100/188] lr: 7.784e-03, eta: 3:16:45, time: 3.284, data_time: 2.577, memory: 1871, top1_acc: 0.4037, top5_acc: 0.6138, loss_cls: 2.8077, loss: 2.8077, grad_norm: 3.1642 2020-10-11 07:10:39,296 - mmaction - INFO - Epoch [83][120/188] lr: 7.784e-03, eta: 3:15:32, time: 3.369, data_time: 2.739, memory: 1871, top1_acc: 0.3965, top5_acc: 0.6072, loss_cls: 2.8290, loss: 2.8290, grad_norm: 3.1663 2020-10-11 07:11:46,242 - mmaction - INFO - Epoch [83][140/188] lr: 7.784e-03, eta: 3:14:19, time: 3.347, data_time: 2.772, memory: 1871, top1_acc: 0.3977, top5_acc: 0.6076, loss_cls: 2.8368, loss: 2.8368, grad_norm: 3.1642 2020-10-11 07:13:16,437 - mmaction - INFO - Epoch [83][160/188] lr: 7.784e-03, eta: 3:13:11, time: 4.510, data_time: 3.849, memory: 1871, top1_acc: 0.3945, top5_acc: 0.6047, loss_cls: 2.8360, loss: 2.8360, grad_norm: 3.1865 2020-10-11 07:14:56,138 - mmaction - INFO - Epoch [83][180/188] lr: 7.784e-03, eta: 3:12:05, time: 4.985, data_time: 3.766, memory: 1871, top1_acc: 0.3995, top5_acc: 0.6061, loss_cls: 2.8353, loss: 2.8353, grad_norm: 3.1905 2020-10-11 07:17:16,105 - mmaction - INFO - Epoch [84][20/188] lr: 6.963e-03, eta: 3:10:25, time: 5.286, data_time: 4.962, memory: 1871, top1_acc: 0.4107, top5_acc: 0.6211, loss_cls: 2.7709, loss: 2.7709, grad_norm: 3.1322 2020-10-11 07:18:56,575 - mmaction - INFO - Epoch [84][40/188] lr: 6.963e-03, eta: 3:09:19, time: 5.024, data_time: 4.562, memory: 1871, top1_acc: 0.4089, top5_acc: 0.6154, loss_cls: 2.7835, loss: 2.7835, grad_norm: 3.1491 2020-10-11 07:20:38,192 - mmaction - INFO - Epoch [84][60/188] lr: 6.963e-03, eta: 3:08:13, time: 5.081, data_time: 4.383, memory: 1871, top1_acc: 0.4102, top5_acc: 0.6189, loss_cls: 2.7727, loss: 2.7727, grad_norm: 3.1355 2020-10-11 07:22:20,083 - mmaction - INFO - Epoch [84][80/188] lr: 6.963e-03, eta: 3:07:07, time: 5.095, data_time: 3.816, memory: 1871, top1_acc: 0.4021, top5_acc: 0.6083, loss_cls: 2.8188, loss: 2.8188, grad_norm: 3.2019 2020-10-11 07:24:00,607 - mmaction - INFO - Epoch [84][100/188] lr: 6.963e-03, eta: 3:06:01, time: 5.026, data_time: 3.557, memory: 1871, top1_acc: 0.4082, top5_acc: 0.6123, loss_cls: 2.7846, loss: 2.7846, grad_norm: 3.1907 2020-10-11 07:25:42,394 - mmaction - INFO - Epoch [84][120/188] lr: 6.963e-03, eta: 3:04:54, time: 5.090, data_time: 3.769, memory: 1871, top1_acc: 0.4051, top5_acc: 0.6150, loss_cls: 2.7916, loss: 2.7916, grad_norm: 3.1785 2020-10-11 07:27:24,101 - mmaction - INFO - Epoch [84][140/188] lr: 6.963e-03, eta: 3:03:48, time: 5.085, data_time: 2.970, memory: 1871, top1_acc: 0.4046, top5_acc: 0.6151, loss_cls: 2.7827, loss: 2.7827, grad_norm: 3.2080 2020-10-11 07:29:02,271 - mmaction - INFO - Epoch [84][160/188] lr: 6.963e-03, eta: 3:02:41, time: 4.908, data_time: 2.592, memory: 1871, top1_acc: 0.3968, top5_acc: 0.6104, loss_cls: 2.8100, loss: 2.8100, grad_norm: 3.2094 2020-10-11 07:30:42,019 - mmaction - INFO - Epoch [84][180/188] lr: 6.963e-03, eta: 3:01:34, time: 4.988, data_time: 3.417, memory: 1871, top1_acc: 0.4005, top5_acc: 0.6025, loss_cls: 2.8491, loss: 2.8491, grad_norm: 3.2592 2020-10-11 07:33:00,322 - mmaction - INFO - Epoch [85][20/188] lr: 6.185e-03, eta: 2:59:53, time: 5.242, data_time: 4.686, memory: 1871, top1_acc: 0.4198, top5_acc: 0.6291, loss_cls: 2.7095, loss: 2.7095, grad_norm: 3.1345 2020-10-11 07:34:42,689 - mmaction - INFO - Epoch [85][40/188] lr: 6.185e-03, eta: 2:58:47, time: 5.117, data_time: 4.434, memory: 1871, top1_acc: 0.4109, top5_acc: 0.6159, loss_cls: 2.7801, loss: 2.7801, grad_norm: 3.1914 2020-10-11 07:36:19,709 - mmaction - INFO - Epoch [85][60/188] lr: 6.185e-03, eta: 2:57:39, time: 4.851, data_time: 4.507, memory: 1871, top1_acc: 0.4113, top5_acc: 0.6182, loss_cls: 2.7597, loss: 2.7597, grad_norm: 3.2016 2020-10-11 07:38:02,908 - mmaction - INFO - Epoch [85][80/188] lr: 6.185e-03, eta: 2:56:32, time: 5.161, data_time: 4.661, memory: 1871, top1_acc: 0.4090, top5_acc: 0.6157, loss_cls: 2.7720, loss: 2.7720, grad_norm: 3.1978 2020-10-11 07:39:38,593 - mmaction - INFO - Epoch [85][100/188] lr: 6.185e-03, eta: 2:55:24, time: 4.784, data_time: 4.250, memory: 1871, top1_acc: 0.4098, top5_acc: 0.6218, loss_cls: 2.7532, loss: 2.7532, grad_norm: 3.2152 2020-10-11 07:41:19,781 - mmaction - INFO - Epoch [85][120/188] lr: 6.185e-03, eta: 2:54:17, time: 5.059, data_time: 4.402, memory: 1871, top1_acc: 0.4080, top5_acc: 0.6171, loss_cls: 2.7811, loss: 2.7811, grad_norm: 3.2251 2020-10-11 07:42:59,966 - mmaction - INFO - Epoch [85][140/188] lr: 6.185e-03, eta: 2:53:10, time: 5.009, data_time: 4.239, memory: 1871, top1_acc: 0.4061, top5_acc: 0.6186, loss_cls: 2.7719, loss: 2.7719, grad_norm: 3.2251 2020-10-11 07:44:41,505 - mmaction - INFO - Epoch [85][160/188] lr: 6.185e-03, eta: 2:52:03, time: 5.077, data_time: 4.574, memory: 1871, top1_acc: 0.4103, top5_acc: 0.6163, loss_cls: 2.7720, loss: 2.7720, grad_norm: 3.2492 2020-10-11 07:46:22,987 - mmaction - INFO - Epoch [85][180/188] lr: 6.185e-03, eta: 2:50:55, time: 5.074, data_time: 4.344, memory: 1871, top1_acc: 0.4087, top5_acc: 0.6163, loss_cls: 2.7733, loss: 2.7733, grad_norm: 3.2485 2020-10-11 07:46:58,732 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-10-11 07:48:20,178 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-11 07:48:21,141 - mmaction - INFO - top1_acc 0.1235 top5_acc 0.2480 2020-10-11 07:48:21,141 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-11 07:48:21,203 - mmaction - INFO - mean_acc 0.1233 2020-10-11 07:48:21,225 - mmaction - INFO - Epoch(val) [85][188] top1_acc: 0.1235, top5_acc: 0.2480, mean_class_accuracy: 0.1233 2020-10-11 07:50:05,334 - mmaction - INFO - Epoch [86][20/188] lr: 5.450e-03, eta: 2:49:14, time: 5.204, data_time: 4.973, memory: 1871, top1_acc: 0.4165, top5_acc: 0.6267, loss_cls: 2.7298, loss: 2.7298, grad_norm: 3.2111 2020-10-11 07:51:45,576 - mmaction - INFO - Epoch [86][40/188] lr: 5.450e-03, eta: 2:48:06, time: 5.011, data_time: 4.720, memory: 1871, top1_acc: 0.4212, top5_acc: 0.6289, loss_cls: 2.7036, loss: 2.7036, grad_norm: 3.1770 2020-10-11 07:53:25,429 - mmaction - INFO - Epoch [86][60/188] lr: 5.450e-03, eta: 2:46:58, time: 4.993, data_time: 4.826, memory: 1871, top1_acc: 0.4133, top5_acc: 0.6207, loss_cls: 2.7442, loss: 2.7442, grad_norm: 3.2400 2020-10-11 07:55:06,464 - mmaction - INFO - Epoch [86][80/188] lr: 5.450e-03, eta: 2:45:51, time: 5.052, data_time: 4.761, memory: 1871, top1_acc: 0.4126, top5_acc: 0.6199, loss_cls: 2.7566, loss: 2.7566, grad_norm: 3.2528 2020-10-11 07:56:46,426 - mmaction - INFO - Epoch [86][100/188] lr: 5.450e-03, eta: 2:44:43, time: 4.998, data_time: 4.563, memory: 1871, top1_acc: 0.4099, top5_acc: 0.6187, loss_cls: 2.7608, loss: 2.7608, grad_norm: 3.2446 2020-10-11 07:58:26,596 - mmaction - INFO - Epoch [86][120/188] lr: 5.450e-03, eta: 2:43:35, time: 5.009, data_time: 4.688, memory: 1871, top1_acc: 0.4067, top5_acc: 0.6166, loss_cls: 2.7732, loss: 2.7732, grad_norm: 3.2766 2020-10-11 08:00:18,525 - mmaction - INFO - Epoch [86][140/188] lr: 5.450e-03, eta: 2:42:28, time: 5.594, data_time: 4.728, memory: 1871, top1_acc: 0.4116, top5_acc: 0.6196, loss_cls: 2.7574, loss: 2.7574, grad_norm: 3.2733 2020-10-11 08:01:19,604 - mmaction - INFO - Epoch [86][160/188] lr: 5.450e-03, eta: 2:41:14, time: 3.056, data_time: 2.253, memory: 1871, top1_acc: 0.4142, top5_acc: 0.6230, loss_cls: 2.7417, loss: 2.7417, grad_norm: 3.2439 2020-10-11 08:02:26,635 - mmaction - INFO - Epoch [86][180/188] lr: 5.450e-03, eta: 2:40:00, time: 3.352, data_time: 2.234, memory: 1871, top1_acc: 0.4090, top5_acc: 0.6191, loss_cls: 2.7590, loss: 2.7590, grad_norm: 3.2575 2020-10-11 08:03:59,971 - mmaction - INFO - Epoch [87][20/188] lr: 4.759e-03, eta: 2:38:13, time: 3.550, data_time: 3.288, memory: 1871, top1_acc: 0.4195, top5_acc: 0.6275, loss_cls: 2.7091, loss: 2.7091, grad_norm: 3.2148 2020-10-11 08:05:06,521 - mmaction - INFO - Epoch [87][40/188] lr: 4.759e-03, eta: 2:37:00, time: 3.328, data_time: 2.969, memory: 1871, top1_acc: 0.4180, top5_acc: 0.6266, loss_cls: 2.7170, loss: 2.7170, grad_norm: 3.2259 2020-10-11 08:06:13,843 - mmaction - INFO - Epoch [87][60/188] lr: 4.759e-03, eta: 2:35:46, time: 3.366, data_time: 2.703, memory: 1871, top1_acc: 0.4200, top5_acc: 0.6342, loss_cls: 2.7020, loss: 2.7020, grad_norm: 3.2307 2020-10-11 08:07:23,471 - mmaction - INFO - Epoch [87][80/188] lr: 4.759e-03, eta: 2:34:33, time: 3.481, data_time: 2.795, memory: 1871, top1_acc: 0.4167, top5_acc: 0.6271, loss_cls: 2.7192, loss: 2.7192, grad_norm: 3.2334 2020-10-11 08:08:35,640 - mmaction - INFO - Epoch [87][100/188] lr: 4.759e-03, eta: 2:33:20, time: 3.608, data_time: 2.816, memory: 1871, top1_acc: 0.4159, top5_acc: 0.6276, loss_cls: 2.7229, loss: 2.7229, grad_norm: 3.2629 2020-10-11 08:09:42,057 - mmaction - INFO - Epoch [87][120/188] lr: 4.759e-03, eta: 2:32:07, time: 3.321, data_time: 2.378, memory: 1871, top1_acc: 0.4133, top5_acc: 0.6247, loss_cls: 2.7280, loss: 2.7280, grad_norm: 3.2514 2020-10-11 08:10:48,953 - mmaction - INFO - Epoch [87][140/188] lr: 4.759e-03, eta: 2:30:53, time: 3.345, data_time: 2.344, memory: 1871, top1_acc: 0.4172, top5_acc: 0.6242, loss_cls: 2.7401, loss: 2.7401, grad_norm: 3.2828 2020-10-11 08:12:09,681 - mmaction - INFO - Epoch [87][160/188] lr: 4.759e-03, eta: 2:29:42, time: 4.036, data_time: 2.819, memory: 1871, top1_acc: 0.4110, top5_acc: 0.6248, loss_cls: 2.7354, loss: 2.7354, grad_norm: 3.2889 2020-10-11 08:13:49,733 - mmaction - INFO - Epoch [87][180/188] lr: 4.759e-03, eta: 2:28:33, time: 5.003, data_time: 3.243, memory: 1871, top1_acc: 0.4138, top5_acc: 0.6206, loss_cls: 2.7598, loss: 2.7598, grad_norm: 3.2851 2020-10-11 08:16:09,736 - mmaction - INFO - Epoch [88][20/188] lr: 4.112e-03, eta: 2:26:52, time: 5.184, data_time: 4.928, memory: 1871, top1_acc: 0.4269, top5_acc: 0.6364, loss_cls: 2.6760, loss: 2.6760, grad_norm: 3.2259 2020-10-11 08:17:50,545 - mmaction - INFO - Epoch [88][40/188] lr: 4.112e-03, eta: 2:25:43, time: 5.040, data_time: 4.494, memory: 1871, top1_acc: 0.4222, top5_acc: 0.6265, loss_cls: 2.6990, loss: 2.6990, grad_norm: 3.2312 2020-10-11 08:19:30,644 - mmaction - INFO - Epoch [88][60/188] lr: 4.112e-03, eta: 2:24:34, time: 5.005, data_time: 4.684, memory: 1871, top1_acc: 0.4264, top5_acc: 0.6310, loss_cls: 2.7001, loss: 2.7001, grad_norm: 3.2407 2020-10-11 08:21:11,561 - mmaction - INFO - Epoch [88][80/188] lr: 4.112e-03, eta: 2:23:25, time: 5.046, data_time: 4.819, memory: 1871, top1_acc: 0.4245, top5_acc: 0.6313, loss_cls: 2.6965, loss: 2.6965, grad_norm: 3.2453 2020-10-11 08:22:52,389 - mmaction - INFO - Epoch [88][100/188] lr: 4.112e-03, eta: 2:22:17, time: 5.041, data_time: 4.855, memory: 1871, top1_acc: 0.4196, top5_acc: 0.6280, loss_cls: 2.7146, loss: 2.7146, grad_norm: 3.2839 2020-10-11 08:24:34,738 - mmaction - INFO - Epoch [88][120/188] lr: 4.112e-03, eta: 2:21:08, time: 5.118, data_time: 4.787, memory: 1871, top1_acc: 0.4176, top5_acc: 0.6245, loss_cls: 2.7206, loss: 2.7206, grad_norm: 3.2889 2020-10-11 08:26:13,875 - mmaction - INFO - Epoch [88][140/188] lr: 4.112e-03, eta: 2:19:59, time: 4.957, data_time: 4.426, memory: 1871, top1_acc: 0.4213, top5_acc: 0.6271, loss_cls: 2.7151, loss: 2.7151, grad_norm: 3.2684 2020-10-11 08:27:55,316 - mmaction - INFO - Epoch [88][160/188] lr: 4.112e-03, eta: 2:18:50, time: 5.072, data_time: 4.699, memory: 1871, top1_acc: 0.4187, top5_acc: 0.6296, loss_cls: 2.7067, loss: 2.7067, grad_norm: 3.2922 2020-10-11 08:29:33,921 - mmaction - INFO - Epoch [88][180/188] lr: 4.112e-03, eta: 2:17:40, time: 4.930, data_time: 4.734, memory: 1871, top1_acc: 0.4196, top5_acc: 0.6309, loss_cls: 2.7023, loss: 2.7023, grad_norm: 3.2754 2020-10-11 08:31:53,990 - mmaction - INFO - Epoch [89][20/188] lr: 3.511e-03, eta: 2:15:59, time: 5.247, data_time: 4.771, memory: 1871, top1_acc: 0.4292, top5_acc: 0.6365, loss_cls: 2.6688, loss: 2.6688, grad_norm: 3.2524 2020-10-11 08:33:37,311 - mmaction - INFO - Epoch [89][40/188] lr: 3.511e-03, eta: 2:14:50, time: 5.166, data_time: 4.715, memory: 1871, top1_acc: 0.4301, top5_acc: 0.6378, loss_cls: 2.6585, loss: 2.6585, grad_norm: 3.2584 2020-10-11 08:35:11,215 - mmaction - INFO - Epoch [89][60/188] lr: 3.511e-03, eta: 2:13:39, time: 4.695, data_time: 3.981, memory: 1871, top1_acc: 0.4291, top5_acc: 0.6323, loss_cls: 2.6868, loss: 2.6868, grad_norm: 3.2779 2020-10-11 08:36:54,302 - mmaction - INFO - Epoch [89][80/188] lr: 3.511e-03, eta: 2:12:30, time: 5.154, data_time: 4.481, memory: 1871, top1_acc: 0.4272, top5_acc: 0.6382, loss_cls: 2.6622, loss: 2.6622, grad_norm: 3.2680 2020-10-11 08:38:33,212 - mmaction - INFO - Epoch [89][100/188] lr: 3.511e-03, eta: 2:11:21, time: 4.946, data_time: 4.138, memory: 1871, top1_acc: 0.4306, top5_acc: 0.6374, loss_cls: 2.6537, loss: 2.6537, grad_norm: 3.2636 2020-10-11 08:40:12,562 - mmaction - INFO - Epoch [89][120/188] lr: 3.511e-03, eta: 2:10:11, time: 4.968, data_time: 4.110, memory: 1871, top1_acc: 0.4229, top5_acc: 0.6282, loss_cls: 2.7075, loss: 2.7075, grad_norm: 3.3003 2020-10-11 08:41:52,946 - mmaction - INFO - Epoch [89][140/188] lr: 3.511e-03, eta: 2:09:01, time: 5.019, data_time: 4.190, memory: 1871, top1_acc: 0.4176, top5_acc: 0.6270, loss_cls: 2.7229, loss: 2.7229, grad_norm: 3.3189 2020-10-11 08:43:34,256 - mmaction - INFO - Epoch [89][160/188] lr: 3.511e-03, eta: 2:07:51, time: 5.065, data_time: 4.055, memory: 1871, top1_acc: 0.4223, top5_acc: 0.6320, loss_cls: 2.6856, loss: 2.6856, grad_norm: 3.3008 2020-10-11 08:45:15,604 - mmaction - INFO - Epoch [89][180/188] lr: 3.511e-03, eta: 2:06:42, time: 5.067, data_time: 3.474, memory: 1871, top1_acc: 0.4215, top5_acc: 0.6264, loss_cls: 2.7048, loss: 2.7048, grad_norm: 3.3250 2020-10-11 08:47:38,038 - mmaction - INFO - Epoch [90][20/188] lr: 2.956e-03, eta: 2:05:00, time: 5.305, data_time: 4.710, memory: 1871, top1_acc: 0.4337, top5_acc: 0.6378, loss_cls: 2.6437, loss: 2.6437, grad_norm: 3.2579 2020-10-11 08:49:16,984 - mmaction - INFO - Epoch [90][40/188] lr: 2.956e-03, eta: 2:03:50, time: 4.947, data_time: 4.593, memory: 1871, top1_acc: 0.4288, top5_acc: 0.6365, loss_cls: 2.6757, loss: 2.6757, grad_norm: 3.3044 2020-10-11 08:50:58,097 - mmaction - INFO - Epoch [90][60/188] lr: 2.956e-03, eta: 2:02:40, time: 5.056, data_time: 4.503, memory: 1871, top1_acc: 0.4309, top5_acc: 0.6352, loss_cls: 2.6682, loss: 2.6682, grad_norm: 3.2672 2020-10-11 08:52:38,621 - mmaction - INFO - Epoch [90][80/188] lr: 2.956e-03, eta: 2:01:29, time: 5.026, data_time: 4.512, memory: 1871, top1_acc: 0.4298, top5_acc: 0.6363, loss_cls: 2.6622, loss: 2.6622, grad_norm: 3.2770 2020-10-11 08:54:19,115 - mmaction - INFO - Epoch [90][100/188] lr: 2.956e-03, eta: 2:00:19, time: 5.025, data_time: 4.619, memory: 1871, top1_acc: 0.4325, top5_acc: 0.6368, loss_cls: 2.6547, loss: 2.6547, grad_norm: 3.2744 2020-10-11 08:56:00,280 - mmaction - INFO - Epoch [90][120/188] lr: 2.956e-03, eta: 1:59:09, time: 5.058, data_time: 4.480, memory: 1871, top1_acc: 0.4272, top5_acc: 0.6373, loss_cls: 2.6703, loss: 2.6703, grad_norm: 3.3030 2020-10-11 08:57:40,260 - mmaction - INFO - Epoch [90][140/188] lr: 2.956e-03, eta: 1:57:59, time: 4.999, data_time: 4.663, memory: 1871, top1_acc: 0.4311, top5_acc: 0.6375, loss_cls: 2.6681, loss: 2.6681, grad_norm: 3.3145 2020-10-11 08:59:18,537 - mmaction - INFO - Epoch [90][160/188] lr: 2.956e-03, eta: 1:56:48, time: 4.914, data_time: 4.434, memory: 1871, top1_acc: 0.4235, top5_acc: 0.6314, loss_cls: 2.6806, loss: 2.6806, grad_norm: 3.3132 2020-10-11 09:00:47,667 - mmaction - INFO - Epoch [90][180/188] lr: 2.956e-03, eta: 1:55:36, time: 4.453, data_time: 3.729, memory: 1871, top1_acc: 0.4270, top5_acc: 0.6354, loss_cls: 2.6695, loss: 2.6695, grad_norm: 3.3220 2020-10-11 09:01:11,346 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-10-11 09:02:20,428 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-11 09:02:21,380 - mmaction - INFO - top1_acc 0.1348 top5_acc 0.2653 2020-10-11 09:02:21,380 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-11 09:02:21,452 - mmaction - INFO - mean_acc 0.1346 2020-10-11 09:02:21,473 - mmaction - INFO - Epoch(val) [90][188] top1_acc: 0.1348, top5_acc: 0.2653, mean_class_accuracy: 0.1346 2020-10-11 09:04:04,923 - mmaction - INFO - Epoch [91][20/188] lr: 2.447e-03, eta: 1:53:54, time: 5.171, data_time: 5.004, memory: 1871, top1_acc: 0.4370, top5_acc: 0.6366, loss_cls: 2.6377, loss: 2.6377, grad_norm: 3.2549 2020-10-11 09:05:45,093 - mmaction - INFO - Epoch [91][40/188] lr: 2.447e-03, eta: 1:52:43, time: 5.009, data_time: 4.844, memory: 1871, top1_acc: 0.4321, top5_acc: 0.6392, loss_cls: 2.6489, loss: 2.6489, grad_norm: 3.2626 2020-10-11 09:07:25,430 - mmaction - INFO - Epoch [91][60/188] lr: 2.447e-03, eta: 1:51:32, time: 5.017, data_time: 4.848, memory: 1871, top1_acc: 0.4307, top5_acc: 0.6407, loss_cls: 2.6501, loss: 2.6501, grad_norm: 3.2929 2020-10-11 09:09:06,163 - mmaction - INFO - Epoch [91][80/188] lr: 2.447e-03, eta: 1:50:22, time: 5.037, data_time: 4.862, memory: 1871, top1_acc: 0.4296, top5_acc: 0.6337, loss_cls: 2.6711, loss: 2.6711, grad_norm: 3.3285 2020-10-11 09:10:47,300 - mmaction - INFO - Epoch [91][100/188] lr: 2.447e-03, eta: 1:49:11, time: 5.057, data_time: 4.887, memory: 1871, top1_acc: 0.4328, top5_acc: 0.6396, loss_cls: 2.6555, loss: 2.6555, grad_norm: 3.3087 2020-10-11 09:12:27,513 - mmaction - INFO - Epoch [91][120/188] lr: 2.447e-03, eta: 1:48:00, time: 5.011, data_time: 4.837, memory: 1871, top1_acc: 0.4281, top5_acc: 0.6425, loss_cls: 2.6427, loss: 2.6427, grad_norm: 3.3063 2020-10-11 09:14:08,864 - mmaction - INFO - Epoch [91][140/188] lr: 2.447e-03, eta: 1:46:49, time: 5.068, data_time: 4.853, memory: 1871, top1_acc: 0.4356, top5_acc: 0.6425, loss_cls: 2.6285, loss: 2.6285, grad_norm: 3.2844 2020-10-11 09:15:48,890 - mmaction - INFO - Epoch [91][160/188] lr: 2.447e-03, eta: 1:45:38, time: 5.001, data_time: 4.830, memory: 1871, top1_acc: 0.4295, top5_acc: 0.6345, loss_cls: 2.6781, loss: 2.6781, grad_norm: 3.3199 2020-10-11 09:17:26,730 - mmaction - INFO - Epoch [91][180/188] lr: 2.447e-03, eta: 1:44:27, time: 4.892, data_time: 4.521, memory: 1871, top1_acc: 0.4287, top5_acc: 0.6421, loss_cls: 2.6410, loss: 2.6410, grad_norm: 3.3210 2020-10-11 09:19:48,106 - mmaction - INFO - Epoch [92][20/188] lr: 1.985e-03, eta: 1:42:44, time: 5.193, data_time: 4.973, memory: 1871, top1_acc: 0.4333, top5_acc: 0.6449, loss_cls: 2.6320, loss: 2.6320, grad_norm: 3.3033 2020-10-11 09:21:27,712 - mmaction - INFO - Epoch [92][40/188] lr: 1.985e-03, eta: 1:41:33, time: 4.980, data_time: 4.632, memory: 1871, top1_acc: 0.4386, top5_acc: 0.6454, loss_cls: 2.6156, loss: 2.6156, grad_norm: 3.2867 2020-10-11 09:23:07,762 - mmaction - INFO - Epoch [92][60/188] lr: 1.985e-03, eta: 1:40:21, time: 5.003, data_time: 4.559, memory: 1871, top1_acc: 0.4366, top5_acc: 0.6413, loss_cls: 2.6417, loss: 2.6417, grad_norm: 3.2991 2020-10-11 09:24:48,636 - mmaction - INFO - Epoch [92][80/188] lr: 1.985e-03, eta: 1:39:10, time: 5.042, data_time: 4.466, memory: 1871, top1_acc: 0.4302, top5_acc: 0.6401, loss_cls: 2.6481, loss: 2.6481, grad_norm: 3.3274 2020-10-11 09:26:30,140 - mmaction - INFO - Epoch [92][100/188] lr: 1.985e-03, eta: 1:37:59, time: 5.077, data_time: 4.616, memory: 1871, top1_acc: 0.4330, top5_acc: 0.6386, loss_cls: 2.6408, loss: 2.6408, grad_norm: 3.2972 2020-10-11 09:28:09,629 - mmaction - INFO - Epoch [92][120/188] lr: 1.985e-03, eta: 1:36:47, time: 4.974, data_time: 4.553, memory: 1871, top1_acc: 0.4372, top5_acc: 0.6436, loss_cls: 2.6276, loss: 2.6276, grad_norm: 3.2887 2020-10-11 09:29:49,970 - mmaction - INFO - Epoch [92][140/188] lr: 1.985e-03, eta: 1:35:36, time: 5.017, data_time: 4.584, memory: 1871, top1_acc: 0.4305, top5_acc: 0.6407, loss_cls: 2.6469, loss: 2.6469, grad_norm: 3.3318 2020-10-11 09:31:30,497 - mmaction - INFO - Epoch [92][160/188] lr: 1.985e-03, eta: 1:34:24, time: 5.026, data_time: 4.668, memory: 1871, top1_acc: 0.4357, top5_acc: 0.6405, loss_cls: 2.6297, loss: 2.6297, grad_norm: 3.3010 2020-10-11 09:33:12,523 - mmaction - INFO - Epoch [92][180/188] lr: 1.985e-03, eta: 1:33:13, time: 5.100, data_time: 4.565, memory: 1871, top1_acc: 0.4291, top5_acc: 0.6359, loss_cls: 2.6526, loss: 2.6526, grad_norm: 3.3307 2020-10-11 09:35:34,200 - mmaction - INFO - Epoch [93][20/188] lr: 1.571e-03, eta: 1:31:29, time: 5.291, data_time: 4.938, memory: 1871, top1_acc: 0.4358, top5_acc: 0.6406, loss_cls: 2.6254, loss: 2.6254, grad_norm: 3.3029 2020-10-11 09:37:15,569 - mmaction - INFO - Epoch [93][40/188] lr: 1.571e-03, eta: 1:30:18, time: 5.068, data_time: 4.669, memory: 1871, top1_acc: 0.4411, top5_acc: 0.6449, loss_cls: 2.6120, loss: 2.6120, grad_norm: 3.2979 2020-10-11 09:38:55,619 - mmaction - INFO - Epoch [93][60/188] lr: 1.571e-03, eta: 1:29:06, time: 5.002, data_time: 4.528, memory: 1871, top1_acc: 0.4380, top5_acc: 0.6408, loss_cls: 2.6202, loss: 2.6202, grad_norm: 3.3061 2020-10-11 09:40:34,408 - mmaction - INFO - Epoch [93][80/188] lr: 1.571e-03, eta: 1:27:54, time: 4.940, data_time: 4.393, memory: 1871, top1_acc: 0.4398, top5_acc: 0.6472, loss_cls: 2.6140, loss: 2.6140, grad_norm: 3.3115 2020-10-11 09:42:15,195 - mmaction - INFO - Epoch [93][100/188] lr: 1.571e-03, eta: 1:26:42, time: 5.039, data_time: 4.700, memory: 1871, top1_acc: 0.4379, top5_acc: 0.6407, loss_cls: 2.6302, loss: 2.6302, grad_norm: 3.3052 2020-10-11 09:43:55,767 - mmaction - INFO - Epoch [93][120/188] lr: 1.571e-03, eta: 1:25:30, time: 5.028, data_time: 4.589, memory: 1871, top1_acc: 0.4359, top5_acc: 0.6385, loss_cls: 2.6552, loss: 2.6552, grad_norm: 3.3299 2020-10-11 09:45:36,304 - mmaction - INFO - Epoch [93][140/188] lr: 1.571e-03, eta: 1:24:18, time: 5.027, data_time: 4.612, memory: 1871, top1_acc: 0.4402, top5_acc: 0.6455, loss_cls: 2.6073, loss: 2.6073, grad_norm: 3.3090 2020-10-11 09:47:18,058 - mmaction - INFO - Epoch [93][160/188] lr: 1.571e-03, eta: 1:23:06, time: 5.088, data_time: 4.427, memory: 1871, top1_acc: 0.4337, top5_acc: 0.6427, loss_cls: 2.6372, loss: 2.6372, grad_norm: 3.3377 2020-10-11 09:48:58,596 - mmaction - INFO - Epoch [93][180/188] lr: 1.571e-03, eta: 1:21:54, time: 5.027, data_time: 4.449, memory: 1871, top1_acc: 0.4313, top5_acc: 0.6371, loss_cls: 2.6443, loss: 2.6443, grad_norm: 3.3382 2020-10-11 09:51:21,286 - mmaction - INFO - Epoch [94][20/188] lr: 1.204e-03, eta: 1:20:10, time: 5.248, data_time: 4.788, memory: 1871, top1_acc: 0.4443, top5_acc: 0.6462, loss_cls: 2.5923, loss: 2.5923, grad_norm: 3.3027 2020-10-11 09:53:01,628 - mmaction - INFO - Epoch [94][40/188] lr: 1.204e-03, eta: 1:18:57, time: 5.018, data_time: 4.574, memory: 1871, top1_acc: 0.4412, top5_acc: 0.6453, loss_cls: 2.6099, loss: 2.6099, grad_norm: 3.3182 2020-10-11 09:54:39,433 - mmaction - INFO - Epoch [94][60/188] lr: 1.204e-03, eta: 1:17:45, time: 4.890, data_time: 4.558, memory: 1871, top1_acc: 0.4426, top5_acc: 0.6506, loss_cls: 2.5928, loss: 2.5928, grad_norm: 3.2870 2020-10-11 09:56:21,471 - mmaction - INFO - Epoch [94][80/188] lr: 1.204e-03, eta: 1:16:32, time: 5.102, data_time: 4.624, memory: 1871, top1_acc: 0.4388, top5_acc: 0.6441, loss_cls: 2.6144, loss: 2.6144, grad_norm: 3.3295 2020-10-11 09:58:00,976 - mmaction - INFO - Epoch [94][100/188] lr: 1.204e-03, eta: 1:15:20, time: 4.975, data_time: 4.644, memory: 1871, top1_acc: 0.4351, top5_acc: 0.6415, loss_cls: 2.6284, loss: 2.6284, grad_norm: 3.3114 2020-10-11 09:59:41,194 - mmaction - INFO - Epoch [94][120/188] lr: 1.204e-03, eta: 1:14:07, time: 5.011, data_time: 4.362, memory: 1871, top1_acc: 0.4323, top5_acc: 0.6399, loss_cls: 2.6377, loss: 2.6377, grad_norm: 3.3382 2020-10-11 10:01:02,719 - mmaction - INFO - Epoch [94][140/188] lr: 1.204e-03, eta: 1:12:53, time: 4.075, data_time: 2.771, memory: 1871, top1_acc: 0.4363, top5_acc: 0.6444, loss_cls: 2.6313, loss: 2.6313, grad_norm: 3.3484 2020-10-11 10:02:10,282 - mmaction - INFO - Epoch [94][160/188] lr: 1.204e-03, eta: 1:11:39, time: 3.380, data_time: 2.015, memory: 1871, top1_acc: 0.4413, top5_acc: 0.6472, loss_cls: 2.6022, loss: 2.6022, grad_norm: 3.3071 2020-10-11 10:03:17,774 - mmaction - INFO - Epoch [94][180/188] lr: 1.204e-03, eta: 1:10:24, time: 3.374, data_time: 1.918, memory: 1871, top1_acc: 0.4307, top5_acc: 0.6399, loss_cls: 2.6485, loss: 2.6485, grad_norm: 3.3456 2020-10-11 10:04:49,619 - mmaction - INFO - Epoch [95][20/188] lr: 8.856e-04, eta: 1:08:38, time: 3.537, data_time: 3.127, memory: 1871, top1_acc: 0.4428, top5_acc: 0.6451, loss_cls: 2.6085, loss: 2.6085, grad_norm: 3.3083 2020-10-11 10:05:57,034 - mmaction - INFO - Epoch [95][40/188] lr: 8.856e-04, eta: 1:07:23, time: 3.371, data_time: 2.780, memory: 1871, top1_acc: 0.4436, top5_acc: 0.6491, loss_cls: 2.6020, loss: 2.6020, grad_norm: 3.2942 2020-10-11 10:07:04,636 - mmaction - INFO - Epoch [95][60/188] lr: 8.856e-04, eta: 1:06:08, time: 3.380, data_time: 2.583, memory: 1871, top1_acc: 0.4409, top5_acc: 0.6469, loss_cls: 2.6054, loss: 2.6054, grad_norm: 3.3116 2020-10-11 10:08:13,892 - mmaction - INFO - Epoch [95][80/188] lr: 8.856e-04, eta: 1:04:53, time: 3.463, data_time: 2.102, memory: 1871, top1_acc: 0.4397, top5_acc: 0.6452, loss_cls: 2.6016, loss: 2.6016, grad_norm: 3.2915 2020-10-11 10:09:20,110 - mmaction - INFO - Epoch [95][100/188] lr: 8.856e-04, eta: 1:03:39, time: 3.311, data_time: 1.759, memory: 1871, top1_acc: 0.4450, top5_acc: 0.6530, loss_cls: 2.5724, loss: 2.5724, grad_norm: 3.2995 2020-10-11 10:10:28,368 - mmaction - INFO - Epoch [95][120/188] lr: 8.856e-04, eta: 1:02:24, time: 3.413, data_time: 1.885, memory: 1871, top1_acc: 0.4427, top5_acc: 0.6486, loss_cls: 2.5952, loss: 2.5952, grad_norm: 3.2996 2020-10-11 10:11:35,399 - mmaction - INFO - Epoch [95][140/188] lr: 8.856e-04, eta: 1:01:09, time: 3.352, data_time: 1.760, memory: 1871, top1_acc: 0.4345, top5_acc: 0.6414, loss_cls: 2.6309, loss: 2.6309, grad_norm: 3.3241 2020-10-11 10:12:41,617 - mmaction - INFO - Epoch [95][160/188] lr: 8.856e-04, eta: 0:59:55, time: 3.310, data_time: 1.939, memory: 1871, top1_acc: 0.4404, top5_acc: 0.6432, loss_cls: 2.6255, loss: 2.6255, grad_norm: 3.3182 2020-10-11 10:13:47,873 - mmaction - INFO - Epoch [95][180/188] lr: 8.856e-04, eta: 0:58:40, time: 3.314, data_time: 2.169, memory: 1871, top1_acc: 0.4414, top5_acc: 0.6482, loss_cls: 2.5965, loss: 2.5965, grad_norm: 3.3081 2020-10-11 10:14:10,571 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-10-11 10:15:07,444 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-11 10:15:08,395 - mmaction - INFO - top1_acc 0.1400 top5_acc 0.2710 2020-10-11 10:15:08,395 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-11 10:15:08,461 - mmaction - INFO - mean_acc 0.1398 2020-10-11 10:15:08,461 - mmaction - INFO - Now best checkpoint is epoch_95.pth 2020-10-11 10:15:08,493 - mmaction - INFO - Epoch(val) [95][188] top1_acc: 0.1400, top5_acc: 0.2710, mean_class_accuracy: 0.1398 2020-10-11 10:16:17,680 - mmaction - INFO - Epoch [96][20/188] lr: 6.156e-04, eta: 0:56:54, time: 3.459, data_time: 3.014, memory: 1871, top1_acc: 0.4418, top5_acc: 0.6487, loss_cls: 2.5938, loss: 2.5938, grad_norm: 3.3100 2020-10-11 10:17:24,418 - mmaction - INFO - Epoch [96][40/188] lr: 6.156e-04, eta: 0:55:39, time: 3.337, data_time: 2.917, memory: 1871, top1_acc: 0.4408, top5_acc: 0.6479, loss_cls: 2.5964, loss: 2.5964, grad_norm: 3.2917 2020-10-11 10:18:30,746 - mmaction - INFO - Epoch [96][60/188] lr: 6.156e-04, eta: 0:54:25, time: 3.316, data_time: 2.776, memory: 1871, top1_acc: 0.4416, top5_acc: 0.6484, loss_cls: 2.5977, loss: 2.5977, grad_norm: 3.3128 2020-10-11 10:19:37,595 - mmaction - INFO - Epoch [96][80/188] lr: 6.156e-04, eta: 0:53:10, time: 3.342, data_time: 2.690, memory: 1871, top1_acc: 0.4455, top5_acc: 0.6551, loss_cls: 2.5697, loss: 2.5697, grad_norm: 3.2885 2020-10-11 10:20:45,038 - mmaction - INFO - Epoch [96][100/188] lr: 6.156e-04, eta: 0:51:56, time: 3.372, data_time: 2.474, memory: 1871, top1_acc: 0.4455, top5_acc: 0.6455, loss_cls: 2.5928, loss: 2.5928, grad_norm: 3.3018 2020-10-11 10:21:52,200 - mmaction - INFO - Epoch [96][120/188] lr: 6.156e-04, eta: 0:50:41, time: 3.358, data_time: 2.613, memory: 1871, top1_acc: 0.4397, top5_acc: 0.6497, loss_cls: 2.6052, loss: 2.6052, grad_norm: 3.3317 2020-10-11 10:22:59,979 - mmaction - INFO - Epoch [96][140/188] lr: 6.156e-04, eta: 0:49:27, time: 3.389, data_time: 2.206, memory: 1871, top1_acc: 0.4389, top5_acc: 0.6461, loss_cls: 2.6048, loss: 2.6048, grad_norm: 3.3388 2020-10-11 10:24:05,837 - mmaction - INFO - Epoch [96][160/188] lr: 6.156e-04, eta: 0:48:12, time: 3.293, data_time: 1.959, memory: 1871, top1_acc: 0.4377, top5_acc: 0.6443, loss_cls: 2.6198, loss: 2.6198, grad_norm: 3.3476 2020-10-11 10:25:12,865 - mmaction - INFO - Epoch [96][180/188] lr: 6.156e-04, eta: 0:46:58, time: 3.351, data_time: 2.110, memory: 1871, top1_acc: 0.4388, top5_acc: 0.6498, loss_cls: 2.6042, loss: 2.6042, grad_norm: 3.3534 2020-10-11 10:26:46,429 - mmaction - INFO - Epoch [97][20/188] lr: 3.943e-04, eta: 0:45:13, time: 3.512, data_time: 3.289, memory: 1871, top1_acc: 0.4442, top5_acc: 0.6475, loss_cls: 2.5899, loss: 2.5899, grad_norm: 3.3022 2020-10-11 10:27:52,868 - mmaction - INFO - Epoch [97][40/188] lr: 3.943e-04, eta: 0:43:58, time: 3.322, data_time: 3.149, memory: 1871, top1_acc: 0.4412, top5_acc: 0.6476, loss_cls: 2.5901, loss: 2.5901, grad_norm: 3.3198 2020-10-11 10:29:00,454 - mmaction - INFO - Epoch [97][60/188] lr: 3.943e-04, eta: 0:42:44, time: 3.379, data_time: 2.872, memory: 1871, top1_acc: 0.4416, top5_acc: 0.6460, loss_cls: 2.6039, loss: 2.6039, grad_norm: 3.3108 2020-10-11 10:30:06,931 - mmaction - INFO - Epoch [97][80/188] lr: 3.943e-04, eta: 0:41:29, time: 3.324, data_time: 2.781, memory: 1871, top1_acc: 0.4429, top5_acc: 0.6493, loss_cls: 2.5949, loss: 2.5949, grad_norm: 3.3301 2020-10-11 10:31:13,381 - mmaction - INFO - Epoch [97][100/188] lr: 3.943e-04, eta: 0:40:15, time: 3.322, data_time: 2.844, memory: 1871, top1_acc: 0.4391, top5_acc: 0.6471, loss_cls: 2.6011, loss: 2.6011, grad_norm: 3.3163 2020-10-11 10:32:20,556 - mmaction - INFO - Epoch [97][120/188] lr: 3.943e-04, eta: 0:39:01, time: 3.359, data_time: 2.762, memory: 1871, top1_acc: 0.4409, top5_acc: 0.6504, loss_cls: 2.5894, loss: 2.5894, grad_norm: 3.3012 2020-10-11 10:33:28,238 - mmaction - INFO - Epoch [97][140/188] lr: 3.943e-04, eta: 0:37:46, time: 3.384, data_time: 2.705, memory: 1871, top1_acc: 0.4428, top5_acc: 0.6515, loss_cls: 2.5832, loss: 2.5832, grad_norm: 3.3334 2020-10-11 10:34:35,227 - mmaction - INFO - Epoch [97][160/188] lr: 3.943e-04, eta: 0:36:32, time: 3.350, data_time: 2.672, memory: 1871, top1_acc: 0.4457, top5_acc: 0.6496, loss_cls: 2.5939, loss: 2.5939, grad_norm: 3.3124 2020-10-11 10:35:41,462 - mmaction - INFO - Epoch [97][180/188] lr: 3.943e-04, eta: 0:35:18, time: 3.311, data_time: 2.518, memory: 1871, top1_acc: 0.4397, top5_acc: 0.6475, loss_cls: 2.6079, loss: 2.6079, grad_norm: 3.3267 2020-10-11 10:37:15,986 - mmaction - INFO - Epoch [98][20/188] lr: 2.219e-04, eta: 0:33:33, time: 3.522, data_time: 3.310, memory: 1871, top1_acc: 0.4411, top5_acc: 0.6496, loss_cls: 2.5963, loss: 2.5963, grad_norm: 3.3199 2020-10-11 10:38:22,770 - mmaction - INFO - Epoch [98][40/188] lr: 2.219e-04, eta: 0:32:19, time: 3.339, data_time: 3.002, memory: 1871, top1_acc: 0.4356, top5_acc: 0.6434, loss_cls: 2.6305, loss: 2.6305, grad_norm: 3.3182 2020-10-11 10:39:30,098 - mmaction - INFO - Epoch [98][60/188] lr: 2.219e-04, eta: 0:31:05, time: 3.367, data_time: 3.013, memory: 1871, top1_acc: 0.4445, top5_acc: 0.6491, loss_cls: 2.5921, loss: 2.5921, grad_norm: 3.3265 2020-10-11 10:40:36,277 - mmaction - INFO - Epoch [98][80/188] lr: 2.219e-04, eta: 0:29:50, time: 3.309, data_time: 2.917, memory: 1871, top1_acc: 0.4405, top5_acc: 0.6480, loss_cls: 2.5998, loss: 2.5998, grad_norm: 3.3042 2020-10-11 10:41:43,256 - mmaction - INFO - Epoch [98][100/188] lr: 2.219e-04, eta: 0:28:36, time: 3.349, data_time: 2.974, memory: 1871, top1_acc: 0.4442, top5_acc: 0.6507, loss_cls: 2.5843, loss: 2.5843, grad_norm: 3.3110 2020-10-11 10:42:49,650 - mmaction - INFO - Epoch [98][120/188] lr: 2.219e-04, eta: 0:27:22, time: 3.320, data_time: 2.856, memory: 1871, top1_acc: 0.4445, top5_acc: 0.6496, loss_cls: 2.5866, loss: 2.5866, grad_norm: 3.3056 2020-10-11 10:43:56,839 - mmaction - INFO - Epoch [98][140/188] lr: 2.219e-04, eta: 0:26:08, time: 3.359, data_time: 2.989, memory: 1871, top1_acc: 0.4506, top5_acc: 0.6516, loss_cls: 2.5696, loss: 2.5696, grad_norm: 3.2883 2020-10-11 10:45:03,438 - mmaction - INFO - Epoch [98][160/188] lr: 2.219e-04, eta: 0:24:54, time: 3.330, data_time: 3.013, memory: 1871, top1_acc: 0.4435, top5_acc: 0.6508, loss_cls: 2.5872, loss: 2.5872, grad_norm: 3.3087 2020-10-11 10:46:09,986 - mmaction - INFO - Epoch [98][180/188] lr: 2.219e-04, eta: 0:23:40, time: 3.327, data_time: 2.973, memory: 1871, top1_acc: 0.4458, top5_acc: 0.6520, loss_cls: 2.5808, loss: 2.5808, grad_norm: 3.3183 2020-10-11 10:47:45,336 - mmaction - INFO - Epoch [99][20/188] lr: 9.866e-05, eta: 0:21:55, time: 3.492, data_time: 3.264, memory: 1871, top1_acc: 0.4447, top5_acc: 0.6523, loss_cls: 2.5828, loss: 2.5828, grad_norm: 3.3150 2020-10-11 10:48:53,020 - mmaction - INFO - Epoch [99][40/188] lr: 9.866e-05, eta: 0:20:41, time: 3.384, data_time: 2.937, memory: 1871, top1_acc: 0.4433, top5_acc: 0.6452, loss_cls: 2.5906, loss: 2.5906, grad_norm: 3.3217 2020-10-11 10:49:59,864 - mmaction - INFO - Epoch [99][60/188] lr: 9.866e-05, eta: 0:19:27, time: 3.343, data_time: 2.665, memory: 1871, top1_acc: 0.4404, top5_acc: 0.6470, loss_cls: 2.6062, loss: 2.6062, grad_norm: 3.3325 2020-10-11 10:51:07,868 - mmaction - INFO - Epoch [99][80/188] lr: 9.866e-05, eta: 0:18:13, time: 3.400, data_time: 2.704, memory: 1871, top1_acc: 0.4457, top5_acc: 0.6523, loss_cls: 2.5704, loss: 2.5704, grad_norm: 3.3044 2020-10-11 10:52:14,412 - mmaction - INFO - Epoch [99][100/188] lr: 9.866e-05, eta: 0:16:59, time: 3.327, data_time: 2.416, memory: 1871, top1_acc: 0.4452, top5_acc: 0.6538, loss_cls: 2.5699, loss: 2.5699, grad_norm: 3.3119 2020-10-11 10:53:20,779 - mmaction - INFO - Epoch [99][120/188] lr: 9.866e-05, eta: 0:15:45, time: 3.318, data_time: 2.387, memory: 1871, top1_acc: 0.4441, top5_acc: 0.6477, loss_cls: 2.5941, loss: 2.5941, grad_norm: 3.2926 2020-10-11 10:54:27,629 - mmaction - INFO - Epoch [99][140/188] lr: 9.866e-05, eta: 0:14:31, time: 3.343, data_time: 2.627, memory: 1871, top1_acc: 0.4420, top5_acc: 0.6484, loss_cls: 2.5934, loss: 2.5934, grad_norm: 3.3300 2020-10-11 10:55:36,638 - mmaction - INFO - Epoch [99][160/188] lr: 9.866e-05, eta: 0:13:17, time: 3.451, data_time: 2.459, memory: 1871, top1_acc: 0.4481, top5_acc: 0.6490, loss_cls: 2.5929, loss: 2.5929, grad_norm: 3.3145 2020-10-11 10:56:45,103 - mmaction - INFO - Epoch [99][180/188] lr: 9.866e-05, eta: 0:12:03, time: 3.423, data_time: 2.124, memory: 1871, top1_acc: 0.4459, top5_acc: 0.6491, loss_cls: 2.5849, loss: 2.5849, grad_norm: 3.2912 2020-10-11 10:58:17,929 - mmaction - INFO - Epoch [100][20/188] lr: 2.467e-05, eta: 0:10:20, time: 3.555, data_time: 3.157, memory: 1871, top1_acc: 0.4439, top5_acc: 0.6523, loss_cls: 2.5868, loss: 2.5868, grad_norm: 3.3267 2020-10-11 10:59:24,181 - mmaction - INFO - Epoch [100][40/188] lr: 2.467e-05, eta: 0:09:06, time: 3.313, data_time: 2.778, memory: 1871, top1_acc: 0.4385, top5_acc: 0.6448, loss_cls: 2.6126, loss: 2.6126, grad_norm: 3.3432 2020-10-11 11:00:34,393 - mmaction - INFO - Epoch [100][60/188] lr: 2.467e-05, eta: 0:07:52, time: 3.504, data_time: 2.883, memory: 1871, top1_acc: 0.4400, top5_acc: 0.6488, loss_cls: 2.6060, loss: 2.6060, grad_norm: 3.3438 2020-10-11 11:01:42,263 - mmaction - INFO - Epoch [100][80/188] lr: 2.467e-05, eta: 0:06:38, time: 3.400, data_time: 3.070, memory: 1871, top1_acc: 0.4441, top5_acc: 0.6492, loss_cls: 2.5818, loss: 2.5818, grad_norm: 3.3095 2020-10-11 11:02:49,425 - mmaction - INFO - Epoch [100][100/188] lr: 2.467e-05, eta: 0:05:24, time: 3.358, data_time: 2.676, memory: 1871, top1_acc: 0.4482, top5_acc: 0.6538, loss_cls: 2.5665, loss: 2.5665, grad_norm: 3.2699 2020-10-11 11:03:55,824 - mmaction - INFO - Epoch [100][120/188] lr: 2.467e-05, eta: 0:04:10, time: 3.320, data_time: 2.413, memory: 1871, top1_acc: 0.4441, top5_acc: 0.6455, loss_cls: 2.5862, loss: 2.5862, grad_norm: 3.2902 2020-10-11 11:05:02,538 - mmaction - INFO - Epoch [100][140/188] lr: 2.467e-05, eta: 0:02:57, time: 3.336, data_time: 2.553, memory: 1871, top1_acc: 0.4442, top5_acc: 0.6495, loss_cls: 2.5831, loss: 2.5831, grad_norm: 3.3208 2020-10-11 11:06:11,315 - mmaction - INFO - Epoch [100][160/188] lr: 2.467e-05, eta: 0:01:43, time: 3.439, data_time: 2.144, memory: 1871, top1_acc: 0.4434, top5_acc: 0.6480, loss_cls: 2.5986, loss: 2.5986, grad_norm: 3.3253 2020-10-11 11:07:19,266 - mmaction - INFO - Epoch [100][180/188] lr: 2.467e-05, eta: 0:00:29, time: 3.398, data_time: 1.935, memory: 1871, top1_acc: 0.4448, top5_acc: 0.6512, loss_cls: 2.5863, loss: 2.5863, grad_norm: 3.3270 2020-10-11 11:07:40,170 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-10-11 11:08:36,275 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-11 11:08:37,226 - mmaction - INFO - top1_acc 0.1391 top5_acc 0.2713 2020-10-11 11:08:37,226 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-11 11:08:37,313 - mmaction - INFO - mean_acc 0.1389 2020-10-11 11:08:37,333 - mmaction - INFO - Epoch(val) [100][188] top1_acc: 0.1391, top5_acc: 0.2713, mean_class_accuracy: 0.1389