2020-11-12 17:01:35,350 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.8.5 (default, Sep 4 2020, 07:30:14) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3: Tesla V100-SXM2-32GB CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.1+cu101 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2019.0.5 Product Build 20190808 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 7d2fd500bc78936d1d648ca713b901012f470dbc) - OpenMP 201511 (a.k.a. OpenMP 4.5) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 10.1 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_37,code=compute_37 - CuDNN 7.6.3 - Magma 2.5.2 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.1+cu101 OpenCV: 4.4.0 MMCV: 1.1.5 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.7.0+d033682 ------------------------------------------------------------ 2020-11-12 17:01:35,351 - mmaction - INFO - Distributed training: True 2020-11-12 17:01:35,351 - mmaction - INFO - Config: /mnt/lustre/share_data/ugc/mmaction2/configs/hmdb/tsn_r50_1x1x8_50e_hmdb51_mit_rgb.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='torchvision://resnet50', depth=50, norm_eval=False), cls_head=dict( type='TSNHead', num_classes=51,#400, change in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.4, init_std=0.01)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) # dataset settings dataset_type = 'RawframeDataset' # data_root = 'data/kinetics400/rawframes_train_320p' change # data_root_val = 'data/kinetics400/rawframes_val_320p' change # ann_file_train = 'data/kinetics400/kinetics400_train_list_rawframes_320p.txt' change # ann_file_val = 'data/kinetics400/kinetics400_val_list_rawframes_320p.txt' change # ann_file_test = 'data/kinetics400/kinetics400_val_list_rawframes_320p.txt' change data_root = 'data/hmdb51/rawframes' data_root_val = 'data/hmdb51/rawframes' ann_file_train = 'data/hmdb51/hmdb51_train_split_1_rawframes.txt' ann_file_val = 'data/hmdb51/hmdb51_val_split_1_rawframes.txt' ann_file_test = 'data/hmdb51/hmdb51_val_split_1_rawframes.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) train_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=25, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=32,#12, change 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=0.025, #0.00375, change momentum=0.9, weight_decay=0.0001) # this lr is used for 4 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[20, 40]) #change total_epochs = 50 #change checkpoint_config = dict(interval=5) evaluation = dict( interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=5, hooks=[ dict(type='TextLoggerHook'), dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl',port=29511) log_level = 'INFO' work_dir = './work_dirs/tsn_r50_1x1x8_50e_hmdb51_mit_rgb/' #change load_from = './tsn_r50_1x1x6_100e_mit_rgb_20200618-d512ab1b.pth' #change resume_from = None workflow = [('train', 1)] 2020-11-12 17:01:42,193 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2020-11-12 17:01:43,329 - mmaction - INFO - load checkpoint from ./tsn_r50_1x1x6_100e_mit_rgb_20200618-d512ab1b.pth 2020-11-12 17:01:44,796 - mmaction - WARNING - The model and loaded state dict do not match exactly size mismatch for cls_head.fc_cls.weight: copying a param with shape torch.Size([339, 2048]) from checkpoint, the shape in current model is torch.Size([51, 2048]). size mismatch for cls_head.fc_cls.bias: copying a param with shape torch.Size([339]) from checkpoint, the shape in current model is torch.Size([51]). 2020-11-12 17:01:44,802 - mmaction - INFO - Start running, host: ganshikang@SH-IDC1-10-198-6-137, work_dir: /mnt/lustre/share_data/ugc/mmaction2/work_dirs/tsn_r50_1x1x8_50e_hmdb51_mit_rgb 2020-11-12 17:01:44,802 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2020-11-12 17:04:06,276 - mmaction - INFO - Epoch [1][5/28] lr: 2.500e-02, eta: 10:37:07, time: 27.403, data_time: 25.649, memory: 21535, top1_acc: 0.0281, top5_acc: 0.1172, loss_cls: 3.9382, loss: 3.9382, grad_norm: 1.9416 2020-11-12 17:04:18,909 - mmaction - INFO - Epoch [1][10/28] lr: 2.500e-02, eta: 5:47:16, time: 2.577, data_time: 1.287, memory: 21535, top1_acc: 0.0906, top5_acc: 0.2500, loss_cls: 3.8080, loss: 3.8080, grad_norm: 2.0571 2020-11-12 17:04:31,498 - mmaction - INFO - Epoch [1][15/28] lr: 2.500e-02, eta: 4:10:02, time: 2.516, data_time: 0.964, memory: 21535, top1_acc: 0.2344, top5_acc: 0.4297, loss_cls: 3.4574, loss: 3.4574, grad_norm: 2.3992 2020-11-12 17:04:42,930 - mmaction - INFO - Epoch [1][20/28] lr: 2.500e-02, eta: 3:20:00, time: 2.288, data_time: 1.050, memory: 21535, top1_acc: 0.2594, top5_acc: 0.5156, loss_cls: 3.1402, loss: 3.1402, grad_norm: 2.8646 2020-11-12 17:04:59,624 - mmaction - INFO - Epoch [1][25/28] lr: 2.500e-02, eta: 2:54:43, time: 3.336, data_time: 2.277, memory: 21535, top1_acc: 0.3641, top5_acc: 0.6469, loss_cls: 2.7286, loss: 2.7286, grad_norm: 2.7542 2020-11-12 17:07:45,185 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 17:07:45,210 - mmaction - INFO - top1_acc 0.3797 top5_acc 0.6804 2020-11-12 17:07:45,210 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 17:07:45,214 - mmaction - INFO - mean_acc 0.3797 2020-11-12 17:07:45,214 - mmaction - INFO - Now best checkpoint is epoch_1.pth 2020-11-12 17:07:45,217 - mmaction - INFO - Epoch(val) [1][28] top1_acc: 0.3797, top5_acc: 0.6804, mean_class_accuracy: 0.3797 2020-11-12 17:10:15,669 - mmaction - INFO - Epoch [2][5/28] lr: 2.500e-02, eta: 3:55:10, time: 30.004, data_time: 28.815, memory: 21535, top1_acc: 0.4359, top5_acc: 0.7312, loss_cls: 2.2032, loss: 2.2032, grad_norm: 3.2161 2020-11-12 17:10:26,284 - mmaction - INFO - Epoch [2][10/28] lr: 2.500e-02, eta: 3:29:53, time: 2.150, data_time: 1.159, memory: 21535, top1_acc: 0.4766, top5_acc: 0.7688, loss_cls: 2.0341, loss: 2.0341, grad_norm: 3.4404 2020-11-12 17:10:38,492 - mmaction - INFO - Epoch [2][15/28] lr: 2.500e-02, eta: 3:11:09, time: 2.416, data_time: 1.361, memory: 21535, top1_acc: 0.4688, top5_acc: 0.7719, loss_cls: 1.9458, loss: 1.9458, grad_norm: 3.9244 2020-11-12 17:10:49,760 - mmaction - INFO - Epoch [2][20/28] lr: 2.500e-02, eta: 2:55:57, time: 2.275, data_time: 1.105, memory: 21535, top1_acc: 0.5031, top5_acc: 0.7766, loss_cls: 1.8210, loss: 1.8210, grad_norm: 3.9009 2020-11-12 17:11:07,507 - mmaction - INFO - Epoch [2][25/28] lr: 2.500e-02, eta: 2:46:17, time: 3.551, data_time: 2.039, memory: 21535, top1_acc: 0.4984, top5_acc: 0.7969, loss_cls: 1.8076, loss: 1.8076, grad_norm: 4.1154 2020-11-12 17:13:50,007 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 17:13:50,044 - mmaction - INFO - top1_acc 0.4261 top5_acc 0.7634 2020-11-12 17:13:50,045 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 17:13:50,049 - mmaction - INFO - mean_acc 0.4261 2020-11-12 17:13:50,049 - mmaction - INFO - Now best checkpoint is epoch_2.pth 2020-11-12 17:13:50,078 - mmaction - INFO - Epoch(val) [2][28] top1_acc: 0.4261, top5_acc: 0.7634, mean_class_accuracy: 0.4261 2020-11-12 17:16:16,023 - mmaction - INFO - Epoch [3][5/28] lr: 2.500e-02, eta: 3:16:45, time: 29.042, data_time: 27.584, memory: 21535, top1_acc: 0.5703, top5_acc: 0.8438, loss_cls: 1.6195, loss: 1.6195, grad_norm: 4.1054 2020-11-12 17:16:28,919 - mmaction - INFO - Epoch [3][10/28] lr: 2.500e-02, eta: 3:05:39, time: 2.669, data_time: 1.644, memory: 21535, top1_acc: 0.5516, top5_acc: 0.8328, loss_cls: 1.5965, loss: 1.5965, grad_norm: 4.4112 2020-11-12 17:16:43,361 - mmaction - INFO - Epoch [3][15/28] lr: 2.500e-02, eta: 2:56:19, time: 2.810, data_time: 1.510, memory: 21535, top1_acc: 0.5703, top5_acc: 0.8234, loss_cls: 1.5710, loss: 1.5710, grad_norm: 4.5223 2020-11-12 17:16:55,003 - mmaction - INFO - Epoch [3][20/28] lr: 2.500e-02, eta: 2:47:35, time: 2.399, data_time: 0.887, memory: 21535, top1_acc: 0.5453, top5_acc: 0.8047, loss_cls: 1.6202, loss: 1.6202, grad_norm: 4.6596 2020-11-12 17:17:15,535 - mmaction - INFO - Epoch [3][25/28] lr: 2.500e-02, eta: 2:42:14, time: 4.119, data_time: 2.837, memory: 21535, top1_acc: 0.5578, top5_acc: 0.8219, loss_cls: 1.6017, loss: 1.6017, grad_norm: 4.8629 2020-11-12 17:20:01,503 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 17:20:01,511 - mmaction - INFO - top1_acc 0.4105 top5_acc 0.7366 2020-11-12 17:20:01,512 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 17:20:01,516 - mmaction - INFO - mean_acc 0.4105 2020-11-12 17:20:01,517 - mmaction - INFO - Epoch(val) [3][28] top1_acc: 0.4105, top5_acc: 0.7366, mean_class_accuracy: 0.4105 2020-11-12 17:22:38,233 - mmaction - INFO - Epoch [4][5/28] lr: 2.500e-02, eta: 3:05:05, time: 31.224, data_time: 29.639, memory: 21535, top1_acc: 0.5813, top5_acc: 0.8453, loss_cls: 1.4981, loss: 1.4981, grad_norm: 4.3400 2020-11-12 17:22:51,473 - mmaction - INFO - Epoch [4][10/28] lr: 2.500e-02, eta: 2:57:42, time: 2.711, data_time: 1.074, memory: 21535, top1_acc: 0.6312, top5_acc: 0.8672, loss_cls: 1.3841, loss: 1.3841, grad_norm: 4.5897 2020-11-12 17:23:08,278 - mmaction - INFO - Epoch [4][15/28] lr: 2.500e-02, eta: 2:51:44, time: 3.329, data_time: 1.527, memory: 21535, top1_acc: 0.6375, top5_acc: 0.8391, loss_cls: 1.3928, loss: 1.3928, grad_norm: 4.4063 2020-11-12 17:23:19,636 - mmaction - INFO - Epoch [4][20/28] lr: 2.500e-02, eta: 2:45:14, time: 2.298, data_time: 0.906, memory: 21535, top1_acc: 0.6172, top5_acc: 0.8516, loss_cls: 1.3879, loss: 1.3879, grad_norm: 4.4313 2020-11-12 17:23:44,166 - mmaction - INFO - Epoch [4][25/28] lr: 2.500e-02, eta: 2:41:44, time: 4.752, data_time: 3.138, memory: 21535, top1_acc: 0.5906, top5_acc: 0.8578, loss_cls: 1.4383, loss: 1.4383, grad_norm: 4.4393 2020-11-12 17:26:54,081 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 17:26:54,103 - mmaction - INFO - top1_acc 0.4745 top5_acc 0.8163 2020-11-12 17:26:54,103 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 17:26:54,107 - mmaction - INFO - mean_acc 0.4745 2020-11-12 17:26:54,107 - mmaction - INFO - Now best checkpoint is epoch_4.pth 2020-11-12 17:26:54,118 - mmaction - INFO - Epoch(val) [4][28] top1_acc: 0.4745, top5_acc: 0.8163, mean_class_accuracy: 0.4745 2020-11-12 17:29:29,175 - mmaction - INFO - Epoch [5][5/28] lr: 2.500e-02, eta: 2:57:58, time: 30.893, data_time: 29.224, memory: 21535, top1_acc: 0.6344, top5_acc: 0.8766, loss_cls: 1.3159, loss: 1.3159, grad_norm: 4.2748 2020-11-12 17:29:38,724 - mmaction - INFO - Epoch [5][10/28] lr: 2.500e-02, eta: 2:51:43, time: 1.953, data_time: 0.718, memory: 21535, top1_acc: 0.6500, top5_acc: 0.8984, loss_cls: 1.2055, loss: 1.2055, grad_norm: 4.2730 2020-11-12 17:29:55,216 - mmaction - INFO - Epoch [5][15/28] lr: 2.500e-02, eta: 2:46:56, time: 3.135, data_time: 1.842, memory: 21535, top1_acc: 0.6109, top5_acc: 0.8531, loss_cls: 1.3765, loss: 1.3765, grad_norm: 4.2426 2020-11-12 17:30:06,217 - mmaction - INFO - Epoch [5][20/28] lr: 2.500e-02, eta: 2:41:51, time: 2.348, data_time: 1.006, memory: 21535, top1_acc: 0.6562, top5_acc: 0.8812, loss_cls: 1.2540, loss: 1.2540, grad_norm: 4.2625 2020-11-12 17:30:28,875 - mmaction - INFO - Epoch [5][25/28] lr: 2.500e-02, eta: 2:38:48, time: 4.504, data_time: 3.019, memory: 21535, top1_acc: 0.6438, top5_acc: 0.8656, loss_cls: 1.3324, loss: 1.3324, grad_norm: 4.6370 2020-11-12 17:30:35,164 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-11-12 17:33:49,636 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 17:33:49,663 - mmaction - INFO - top1_acc 0.4673 top5_acc 0.7804 2020-11-12 17:33:49,663 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 17:33:49,668 - mmaction - INFO - mean_acc 0.4673 2020-11-12 17:33:49,668 - mmaction - INFO - Epoch(val) [5][28] top1_acc: 0.4673, top5_acc: 0.7804, mean_class_accuracy: 0.4673 2020-11-12 17:36:17,739 - mmaction - INFO - Epoch [6][5/28] lr: 2.500e-02, eta: 2:50:22, time: 29.520, data_time: 27.645, memory: 21535, top1_acc: 0.6547, top5_acc: 0.8703, loss_cls: 1.1968, loss: 1.1968, grad_norm: 4.3211 2020-11-12 17:36:31,770 - mmaction - INFO - Epoch [6][10/28] lr: 2.500e-02, eta: 2:46:00, time: 2.824, data_time: 1.148, memory: 21535, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.0748, loss: 1.0748, grad_norm: 4.2083 2020-11-12 17:36:45,449 - mmaction - INFO - Epoch [6][15/28] lr: 2.500e-02, eta: 2:41:44, time: 2.584, data_time: 1.309, memory: 21535, top1_acc: 0.6687, top5_acc: 0.8797, loss_cls: 1.2140, loss: 1.2140, grad_norm: 4.2894 2020-11-12 17:36:58,671 - mmaction - INFO - Epoch [6][20/28] lr: 2.500e-02, eta: 2:37:50, time: 2.776, data_time: 1.733, memory: 21535, top1_acc: 0.6719, top5_acc: 0.8859, loss_cls: 1.1913, loss: 1.1913, grad_norm: 4.6219 2020-11-12 17:37:20,834 - mmaction - INFO - Epoch [6][25/28] lr: 2.500e-02, eta: 2:35:13, time: 4.445, data_time: 3.488, memory: 21535, top1_acc: 0.7078, top5_acc: 0.8891, loss_cls: 1.0988, loss: 1.0988, grad_norm: 4.4089 2020-11-12 17:40:11,239 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 17:40:11,320 - mmaction - INFO - top1_acc 0.4222 top5_acc 0.7810 2020-11-12 17:40:11,337 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 17:40:11,341 - mmaction - INFO - mean_acc 0.4222 2020-11-12 17:40:11,342 - mmaction - INFO - Epoch(val) [6][28] top1_acc: 0.4222, top5_acc: 0.7810, mean_class_accuracy: 0.4222 2020-11-12 17:42:56,156 - mmaction - INFO - Epoch [7][5/28] lr: 2.500e-02, eta: 2:46:29, time: 32.839, data_time: 31.479, memory: 21535, top1_acc: 0.7375, top5_acc: 0.9281, loss_cls: 0.9191, loss: 0.9191, grad_norm: 3.8534 2020-11-12 17:43:13,308 - mmaction - INFO - Epoch [7][10/28] lr: 2.500e-02, eta: 2:43:07, time: 3.454, data_time: 2.239, memory: 21535, top1_acc: 0.7031, top5_acc: 0.8938, loss_cls: 1.0809, loss: 1.0809, grad_norm: 4.2795 2020-11-12 17:43:23,894 - mmaction - INFO - Epoch [7][15/28] lr: 2.500e-02, eta: 2:39:12, time: 2.128, data_time: 1.207, memory: 21535, top1_acc: 0.6859, top5_acc: 0.9031, loss_cls: 1.0541, loss: 1.0541, grad_norm: 4.3195 2020-11-12 17:43:41,241 - mmaction - INFO - Epoch [7][20/28] lr: 2.500e-02, eta: 2:36:06, time: 3.313, data_time: 2.187, memory: 21535, top1_acc: 0.7078, top5_acc: 0.9125, loss_cls: 1.0194, loss: 1.0194, grad_norm: 4.2704 2020-11-12 17:44:00,159 - mmaction - INFO - Epoch [7][25/28] lr: 2.500e-02, eta: 2:33:29, time: 3.932, data_time: 2.897, memory: 21535, top1_acc: 0.6906, top5_acc: 0.9062, loss_cls: 1.0718, loss: 1.0718, grad_norm: 4.3449 2020-11-12 17:47:06,714 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 17:47:06,761 - mmaction - INFO - top1_acc 0.4922 top5_acc 0.7922 2020-11-12 17:47:06,761 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 17:47:06,766 - mmaction - INFO - mean_acc 0.4922 2020-11-12 17:47:06,766 - mmaction - INFO - Now best checkpoint is epoch_7.pth 2020-11-12 17:47:06,768 - mmaction - INFO - Epoch(val) [7][28] top1_acc: 0.4922, top5_acc: 0.7922, mean_class_accuracy: 0.4922 2020-11-12 17:49:45,278 - mmaction - INFO - Epoch [8][5/28] lr: 2.500e-02, eta: 2:42:06, time: 31.602, data_time: 30.513, memory: 21535, top1_acc: 0.7156, top5_acc: 0.9187, loss_cls: 0.9781, loss: 0.9781, grad_norm: 4.0621 2020-11-12 17:50:02,147 - mmaction - INFO - Epoch [8][10/28] lr: 2.500e-02, eta: 2:39:08, time: 3.346, data_time: 2.128, memory: 21535, top1_acc: 0.7297, top5_acc: 0.9187, loss_cls: 0.9716, loss: 0.9716, grad_norm: 4.1302 2020-11-12 17:50:13,646 - mmaction - INFO - Epoch [8][15/28] lr: 2.500e-02, eta: 2:35:48, time: 2.344, data_time: 1.316, memory: 21535, top1_acc: 0.7063, top5_acc: 0.8969, loss_cls: 1.0563, loss: 1.0563, grad_norm: 4.1685 2020-11-12 17:50:32,443 - mmaction - INFO - Epoch [8][20/28] lr: 2.500e-02, eta: 2:33:15, time: 3.695, data_time: 2.276, memory: 21535, top1_acc: 0.6984, top5_acc: 0.9172, loss_cls: 1.0626, loss: 1.0626, grad_norm: 4.8561 2020-11-12 17:50:50,833 - mmaction - INFO - Epoch [8][25/28] lr: 2.500e-02, eta: 2:30:49, time: 3.743, data_time: 2.706, memory: 21535, top1_acc: 0.7344, top5_acc: 0.9250, loss_cls: 0.9515, loss: 0.9515, grad_norm: 4.4369 2020-11-12 17:53:48,721 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 17:53:48,785 - mmaction - INFO - top1_acc 0.4150 top5_acc 0.7582 2020-11-12 17:53:48,785 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 17:53:48,790 - mmaction - INFO - mean_acc 0.4150 2020-11-12 17:53:48,791 - mmaction - INFO - Epoch(val) [8][28] top1_acc: 0.4150, top5_acc: 0.7582, mean_class_accuracy: 0.4150 2020-11-12 17:56:00,269 - mmaction - INFO - Epoch [9][5/28] lr: 2.500e-02, eta: 2:35:41, time: 26.122, data_time: 24.702, memory: 21535, top1_acc: 0.7469, top5_acc: 0.9281, loss_cls: 0.8858, loss: 0.8858, grad_norm: 4.1052 2020-11-12 17:56:13,840 - mmaction - INFO - Epoch [9][10/28] lr: 2.500e-02, eta: 2:32:51, time: 2.751, data_time: 1.648, memory: 21535, top1_acc: 0.7359, top5_acc: 0.9250, loss_cls: 0.8987, loss: 0.8987, grad_norm: 4.4526 2020-11-12 17:56:29,410 - mmaction - INFO - Epoch [9][15/28] lr: 2.500e-02, eta: 2:30:13, time: 2.959, data_time: 1.396, memory: 21535, top1_acc: 0.7719, top5_acc: 0.9375, loss_cls: 0.8294, loss: 0.8294, grad_norm: 4.0599 2020-11-12 17:56:39,174 - mmaction - INFO - Epoch [9][20/28] lr: 2.500e-02, eta: 2:27:20, time: 2.107, data_time: 0.868, memory: 21535, top1_acc: 0.7203, top5_acc: 0.9109, loss_cls: 0.9872, loss: 0.9872, grad_norm: 4.5023 2020-11-12 17:56:57,618 - mmaction - INFO - Epoch [9][25/28] lr: 2.500e-02, eta: 2:25:10, time: 3.679, data_time: 1.759, memory: 21535, top1_acc: 0.7172, top5_acc: 0.9094, loss_cls: 0.9954, loss: 0.9954, grad_norm: 4.7461 2020-11-12 17:59:41,859 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 17:59:41,876 - mmaction - INFO - top1_acc 0.4549 top5_acc 0.7549 2020-11-12 17:59:41,876 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 17:59:41,881 - mmaction - INFO - mean_acc 0.4549 2020-11-12 17:59:41,881 - mmaction - INFO - Epoch(val) [9][28] top1_acc: 0.4549, top5_acc: 0.7549, mean_class_accuracy: 0.4549 2020-11-12 18:02:42,010 - mmaction - INFO - Epoch [10][5/28] lr: 2.500e-02, eta: 2:32:49, time: 35.497, data_time: 34.357, memory: 21535, top1_acc: 0.7500, top5_acc: 0.9172, loss_cls: 0.8923, loss: 0.8923, grad_norm: 4.3924 2020-11-12 18:02:52,872 - mmaction - INFO - Epoch [10][10/28] lr: 2.500e-02, eta: 2:30:12, time: 2.622, data_time: 1.695, memory: 21535, top1_acc: 0.7594, top5_acc: 0.9344, loss_cls: 0.8350, loss: 0.8350, grad_norm: 4.2469 2020-11-12 18:03:04,645 - mmaction - INFO - Epoch [10][15/28] lr: 2.500e-02, eta: 2:27:35, time: 2.376, data_time: 1.456, memory: 21535, top1_acc: 0.7594, top5_acc: 0.9203, loss_cls: 0.8934, loss: 0.8934, grad_norm: 4.5597 2020-11-12 18:03:18,579 - mmaction - INFO - Epoch [10][20/28] lr: 2.500e-02, eta: 2:25:10, time: 2.706, data_time: 1.771, memory: 21535, top1_acc: 0.7266, top5_acc: 0.9250, loss_cls: 0.9419, loss: 0.9419, grad_norm: 4.7365 2020-11-12 18:03:36,865 - mmaction - INFO - Epoch [10][25/28] lr: 2.500e-02, eta: 2:23:10, time: 3.724, data_time: 2.405, memory: 21535, top1_acc: 0.7141, top5_acc: 0.8969, loss_cls: 1.0592, loss: 1.0592, grad_norm: 4.5675 2020-11-12 18:03:42,495 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-11-12 18:06:10,003 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 18:06:10,014 - mmaction - INFO - top1_acc 0.4680 top5_acc 0.7856 2020-11-12 18:06:10,014 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 18:06:10,018 - mmaction - INFO - mean_acc 0.4680 2020-11-12 18:06:10,018 - mmaction - INFO - Epoch(val) [10][28] top1_acc: 0.4680, top5_acc: 0.7856, mean_class_accuracy: 0.4680 2020-11-12 18:08:36,944 - mmaction - INFO - Epoch [11][5/28] lr: 2.500e-02, eta: 2:27:42, time: 29.290, data_time: 27.950, memory: 21535, top1_acc: 0.7641, top5_acc: 0.9234, loss_cls: 0.8541, loss: 0.8541, grad_norm: 3.9378 2020-11-12 18:08:47,914 - mmaction - INFO - Epoch [11][10/28] lr: 2.500e-02, eta: 2:25:13, time: 2.238, data_time: 1.367, memory: 21535, top1_acc: 0.7531, top5_acc: 0.9359, loss_cls: 0.8462, loss: 0.8462, grad_norm: 4.2976 2020-11-12 18:09:02,113 - mmaction - INFO - Epoch [11][15/28] lr: 2.500e-02, eta: 2:23:00, time: 2.805, data_time: 1.728, memory: 21535, top1_acc: 0.7812, top5_acc: 0.9234, loss_cls: 0.8600, loss: 0.8600, grad_norm: 4.1351 2020-11-12 18:09:15,815 - mmaction - INFO - Epoch [11][20/28] lr: 2.500e-02, eta: 2:20:48, time: 2.681, data_time: 1.314, memory: 21535, top1_acc: 0.7734, top5_acc: 0.9313, loss_cls: 0.7723, loss: 0.7723, grad_norm: 4.1562 2020-11-12 18:09:31,632 - mmaction - INFO - Epoch [11][25/28] lr: 2.500e-02, eta: 2:18:50, time: 3.258, data_time: 1.722, memory: 21535, top1_acc: 0.7359, top5_acc: 0.9203, loss_cls: 0.9254, loss: 0.9254, grad_norm: 4.7902 2020-11-12 18:12:19,993 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 18:12:20,011 - mmaction - INFO - top1_acc 0.4621 top5_acc 0.7556 2020-11-12 18:12:20,011 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 18:12:20,017 - mmaction - INFO - mean_acc 0.4621 2020-11-12 18:12:20,018 - mmaction - INFO - Epoch(val) [11][28] top1_acc: 0.4621, top5_acc: 0.7556, mean_class_accuracy: 0.4621 2020-11-12 18:15:07,061 - mmaction - INFO - Epoch [12][5/28] lr: 2.500e-02, eta: 2:23:56, time: 33.313, data_time: 31.926, memory: 21535, top1_acc: 0.7750, top5_acc: 0.9313, loss_cls: 0.8212, loss: 0.8212, grad_norm: 4.5594 2020-11-12 18:15:22,650 - mmaction - INFO - Epoch [12][10/28] lr: 2.500e-02, eta: 2:21:55, time: 3.150, data_time: 2.094, memory: 21535, top1_acc: 0.7609, top5_acc: 0.9375, loss_cls: 0.8337, loss: 0.8337, grad_norm: 4.5086 2020-11-12 18:15:38,405 - mmaction - INFO - Epoch [12][15/28] lr: 2.500e-02, eta: 2:19:53, time: 2.934, data_time: 1.685, memory: 21535, top1_acc: 0.7547, top5_acc: 0.9234, loss_cls: 0.8796, loss: 0.8796, grad_norm: 4.3985 2020-11-12 18:15:51,460 - mmaction - INFO - Epoch [12][20/28] lr: 2.500e-02, eta: 2:17:51, time: 2.711, data_time: 1.593, memory: 21535, top1_acc: 0.7609, top5_acc: 0.9313, loss_cls: 0.8437, loss: 0.8437, grad_norm: 4.0850 2020-11-12 18:16:14,092 - mmaction - INFO - Epoch [12][25/28] lr: 2.500e-02, eta: 2:16:23, time: 4.638, data_time: 3.467, memory: 21535, top1_acc: 0.7734, top5_acc: 0.9141, loss_cls: 0.8955, loss: 0.8955, grad_norm: 4.6257 2020-11-12 18:19:09,600 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 18:19:09,619 - mmaction - INFO - top1_acc 0.4301 top5_acc 0.7366 2020-11-12 18:19:09,619 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 18:19:09,624 - mmaction - INFO - mean_acc 0.4301 2020-11-12 18:19:09,625 - mmaction - INFO - Epoch(val) [12][28] top1_acc: 0.4301, top5_acc: 0.7366, mean_class_accuracy: 0.4301 2020-11-12 18:21:23,004 - mmaction - INFO - Epoch [13][5/28] lr: 2.500e-02, eta: 2:18:56, time: 26.071, data_time: 24.944, memory: 21535, top1_acc: 0.7750, top5_acc: 0.9375, loss_cls: 0.7444, loss: 0.7444, grad_norm: 3.8964 2020-11-12 18:21:35,038 - mmaction - INFO - Epoch [13][10/28] lr: 2.500e-02, eta: 2:16:59, time: 2.772, data_time: 1.520, memory: 21535, top1_acc: 0.8109, top5_acc: 0.9422, loss_cls: 0.6966, loss: 0.6966, grad_norm: 3.9209 2020-11-12 18:21:49,038 - mmaction - INFO - Epoch [13][15/28] lr: 2.500e-02, eta: 2:15:08, time: 2.954, data_time: 1.883, memory: 21535, top1_acc: 0.8047, top5_acc: 0.9516, loss_cls: 0.6948, loss: 0.6948, grad_norm: 4.0080 2020-11-12 18:22:04,272 - mmaction - INFO - Epoch [13][20/28] lr: 2.500e-02, eta: 2:13:19, time: 2.923, data_time: 1.957, memory: 21535, top1_acc: 0.7484, top5_acc: 0.9313, loss_cls: 0.8436, loss: 0.8436, grad_norm: 4.4700 2020-11-12 18:22:26,258 - mmaction - INFO - Epoch [13][25/28] lr: 2.500e-02, eta: 2:11:55, time: 4.517, data_time: 3.272, memory: 21535, top1_acc: 0.7812, top5_acc: 0.9344, loss_cls: 0.7820, loss: 0.7820, grad_norm: 4.3220 2020-11-12 18:25:30,182 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 18:25:30,203 - mmaction - INFO - top1_acc 0.4373 top5_acc 0.7438 2020-11-12 18:25:30,203 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 18:25:30,223 - mmaction - INFO - mean_acc 0.4373 2020-11-12 18:25:30,223 - mmaction - INFO - Epoch(val) [13][28] top1_acc: 0.4373, top5_acc: 0.7438, mean_class_accuracy: 0.4373 2020-11-12 18:27:37,582 - mmaction - INFO - Epoch [14][5/28] lr: 2.500e-02, eta: 2:13:58, time: 25.328, data_time: 23.944, memory: 21535, top1_acc: 0.8203, top5_acc: 0.9406, loss_cls: 0.6964, loss: 0.6964, grad_norm: 3.8219 2020-11-12 18:27:50,614 - mmaction - INFO - Epoch [14][10/28] lr: 2.500e-02, eta: 2:12:08, time: 2.644, data_time: 1.582, memory: 21535, top1_acc: 0.8063, top5_acc: 0.9547, loss_cls: 0.7092, loss: 0.7092, grad_norm: 3.9100 2020-11-12 18:28:04,743 - mmaction - INFO - Epoch [14][15/28] lr: 2.500e-02, eta: 2:10:23, time: 2.782, data_time: 1.619, memory: 21535, top1_acc: 0.7953, top5_acc: 0.9344, loss_cls: 0.7557, loss: 0.7557, grad_norm: 4.4772 2020-11-12 18:28:18,181 - mmaction - INFO - Epoch [14][20/28] lr: 2.500e-02, eta: 2:08:39, time: 2.740, data_time: 1.806, memory: 21535, top1_acc: 0.8031, top5_acc: 0.9484, loss_cls: 0.6922, loss: 0.6922, grad_norm: 3.9438 2020-11-12 18:28:40,526 - mmaction - INFO - Epoch [14][25/28] lr: 2.500e-02, eta: 2:07:20, time: 4.451, data_time: 3.294, memory: 21535, top1_acc: 0.7844, top5_acc: 0.9531, loss_cls: 0.7121, loss: 0.7121, grad_norm: 3.9855 2020-11-12 18:31:54,103 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 18:31:54,147 - mmaction - INFO - top1_acc 0.4157 top5_acc 0.7549 2020-11-12 18:31:54,147 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 18:31:54,153 - mmaction - INFO - mean_acc 0.4157 2020-11-12 18:31:54,153 - mmaction - INFO - Epoch(val) [14][28] top1_acc: 0.4157, top5_acc: 0.7549, mean_class_accuracy: 0.4157 2020-11-12 18:34:40,998 - mmaction - INFO - Epoch [15][5/28] lr: 2.500e-02, eta: 2:10:43, time: 32.896, data_time: 31.827, memory: 21535, top1_acc: 0.8328, top5_acc: 0.9625, loss_cls: 0.6064, loss: 0.6064, grad_norm: 3.8500 2020-11-12 18:34:50,721 - mmaction - INFO - Epoch [15][10/28] lr: 2.500e-02, eta: 2:08:56, time: 2.357, data_time: 1.405, memory: 21535, top1_acc: 0.8031, top5_acc: 0.9547, loss_cls: 0.6673, loss: 0.6673, grad_norm: 3.9527 2020-11-12 18:35:03,917 - mmaction - INFO - Epoch [15][15/28] lr: 2.500e-02, eta: 2:07:15, time: 2.626, data_time: 1.544, memory: 21535, top1_acc: 0.8125, top5_acc: 0.9625, loss_cls: 0.6366, loss: 0.6366, grad_norm: 4.0235 2020-11-12 18:35:16,514 - mmaction - INFO - Epoch [15][20/28] lr: 2.500e-02, eta: 2:05:34, time: 2.505, data_time: 1.256, memory: 21535, top1_acc: 0.8187, top5_acc: 0.9516, loss_cls: 0.6605, loss: 0.6605, grad_norm: 3.7056 2020-11-12 18:35:33,547 - mmaction - INFO - Epoch [15][25/28] lr: 2.500e-02, eta: 2:04:06, time: 3.424, data_time: 2.456, memory: 21535, top1_acc: 0.8000, top5_acc: 0.9297, loss_cls: 0.7180, loss: 0.7180, grad_norm: 4.1224 2020-11-12 18:35:39,675 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-11-12 18:38:17,726 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 18:38:17,755 - mmaction - INFO - top1_acc 0.4876 top5_acc 0.7771 2020-11-12 18:38:17,755 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 18:38:17,760 - mmaction - INFO - mean_acc 0.4876 2020-11-12 18:38:17,760 - mmaction - INFO - Epoch(val) [15][28] top1_acc: 0.4876, top5_acc: 0.7771, mean_class_accuracy: 0.4876 2020-11-12 18:40:33,650 - mmaction - INFO - Epoch [16][5/28] lr: 2.500e-02, eta: 2:05:57, time: 27.049, data_time: 25.403, memory: 21535, top1_acc: 0.8344, top5_acc: 0.9625, loss_cls: 0.5377, loss: 0.5377, grad_norm: 3.4958 2020-11-12 18:40:50,319 - mmaction - INFO - Epoch [16][10/28] lr: 2.500e-02, eta: 2:04:26, time: 3.128, data_time: 1.862, memory: 21535, top1_acc: 0.8297, top5_acc: 0.9656, loss_cls: 0.5950, loss: 0.5950, grad_norm: 3.9427 2020-11-12 18:41:03,824 - mmaction - INFO - Epoch [16][15/28] lr: 2.500e-02, eta: 2:02:55, time: 2.944, data_time: 1.744, memory: 21535, top1_acc: 0.8187, top5_acc: 0.9453, loss_cls: 0.6799, loss: 0.6799, grad_norm: 4.1420 2020-11-12 18:41:17,498 - mmaction - INFO - Epoch [16][20/28] lr: 2.500e-02, eta: 2:01:22, time: 2.688, data_time: 1.269, memory: 21535, top1_acc: 0.7906, top5_acc: 0.9422, loss_cls: 0.7413, loss: 0.7413, grad_norm: 4.2016 2020-11-12 18:41:40,576 - mmaction - INFO - Epoch [16][25/28] lr: 2.500e-02, eta: 2:00:13, time: 4.643, data_time: 3.185, memory: 21535, top1_acc: 0.7969, top5_acc: 0.9375, loss_cls: 0.7086, loss: 0.7086, grad_norm: 4.2190 2020-11-12 18:44:46,702 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 18:44:46,753 - mmaction - INFO - top1_acc 0.4686 top5_acc 0.7837 2020-11-12 18:44:46,753 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 18:44:46,757 - mmaction - INFO - mean_acc 0.4686 2020-11-12 18:44:46,758 - mmaction - INFO - Epoch(val) [16][28] top1_acc: 0.4686, top5_acc: 0.7837, mean_class_accuracy: 0.4686 2020-11-12 18:46:49,147 - mmaction - INFO - Epoch [17][5/28] lr: 2.500e-02, eta: 2:01:20, time: 24.288, data_time: 22.944, memory: 21535, top1_acc: 0.8359, top5_acc: 0.9703, loss_cls: 0.5817, loss: 0.5817, grad_norm: 3.8426 2020-11-12 18:47:03,001 - mmaction - INFO - Epoch [17][10/28] lr: 2.500e-02, eta: 1:59:52, time: 2.824, data_time: 1.453, memory: 21535, top1_acc: 0.8078, top5_acc: 0.9516, loss_cls: 0.6760, loss: 0.6760, grad_norm: 4.3028 2020-11-12 18:47:19,170 - mmaction - INFO - Epoch [17][15/28] lr: 2.500e-02, eta: 1:58:29, time: 3.286, data_time: 2.158, memory: 21535, top1_acc: 0.8281, top5_acc: 0.9437, loss_cls: 0.6375, loss: 0.6375, grad_norm: 3.9849 2020-11-12 18:47:31,063 - mmaction - INFO - Epoch [17][20/28] lr: 2.500e-02, eta: 1:56:59, time: 2.331, data_time: 1.211, memory: 21535, top1_acc: 0.8063, top5_acc: 0.9484, loss_cls: 0.7083, loss: 0.7083, grad_norm: 4.2426 2020-11-12 18:47:51,178 - mmaction - INFO - Epoch [17][25/28] lr: 2.500e-02, eta: 1:55:48, time: 4.071, data_time: 2.958, memory: 21535, top1_acc: 0.8031, top5_acc: 0.9484, loss_cls: 0.6842, loss: 0.6842, grad_norm: 4.2574 2020-11-12 18:50:25,873 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 18:50:25,906 - mmaction - INFO - top1_acc 0.4418 top5_acc 0.7654 2020-11-12 18:50:25,906 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 18:50:25,910 - mmaction - INFO - mean_acc 0.4418 2020-11-12 18:50:25,910 - mmaction - INFO - Epoch(val) [17][28] top1_acc: 0.4418, top5_acc: 0.7654, mean_class_accuracy: 0.4418 2020-11-12 18:52:44,306 - mmaction - INFO - Epoch [18][5/28] lr: 2.500e-02, eta: 1:57:17, time: 27.600, data_time: 25.904, memory: 21535, top1_acc: 0.8375, top5_acc: 0.9531, loss_cls: 0.6573, loss: 0.6573, grad_norm: 3.6486 2020-11-12 18:52:54,101 - mmaction - INFO - Epoch [18][10/28] lr: 2.500e-02, eta: 1:55:45, time: 1.977, data_time: 0.803, memory: 21535, top1_acc: 0.8016, top5_acc: 0.9484, loss_cls: 0.6522, loss: 0.6522, grad_norm: 3.8102 2020-11-12 18:53:05,928 - mmaction - INFO - Epoch [18][15/28] lr: 2.500e-02, eta: 1:54:18, time: 2.350, data_time: 1.091, memory: 21535, top1_acc: 0.8375, top5_acc: 0.9609, loss_cls: 0.6109, loss: 0.6109, grad_norm: 3.7950 2020-11-12 18:53:20,718 - mmaction - INFO - Epoch [18][20/28] lr: 2.500e-02, eta: 1:52:59, time: 2.974, data_time: 1.424, memory: 21535, top1_acc: 0.8125, top5_acc: 0.9563, loss_cls: 0.6498, loss: 0.6498, grad_norm: 4.1016 2020-11-12 18:53:36,032 - mmaction - INFO - Epoch [18][25/28] lr: 2.500e-02, eta: 1:51:42, time: 3.052, data_time: 1.654, memory: 21535, top1_acc: 0.8344, top5_acc: 0.9594, loss_cls: 0.6199, loss: 0.6199, grad_norm: 4.0296 2020-11-12 18:56:18,063 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 18:56:18,077 - mmaction - INFO - top1_acc 0.4503 top5_acc 0.7745 2020-11-12 18:56:18,077 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 18:56:18,082 - mmaction - INFO - mean_acc 0.4503 2020-11-12 18:56:18,082 - mmaction - INFO - Epoch(val) [18][28] top1_acc: 0.4503, top5_acc: 0.7745, mean_class_accuracy: 0.4503 2020-11-12 18:58:40,667 - mmaction - INFO - Epoch [19][5/28] lr: 2.500e-02, eta: 1:53:02, time: 27.946, data_time: 26.765, memory: 21535, top1_acc: 0.8688, top5_acc: 0.9641, loss_cls: 0.5005, loss: 0.5005, grad_norm: 3.3595 2020-11-12 18:58:50,355 - mmaction - INFO - Epoch [19][10/28] lr: 2.500e-02, eta: 1:51:40, time: 2.458, data_time: 1.086, memory: 21535, top1_acc: 0.8250, top5_acc: 0.9625, loss_cls: 0.6218, loss: 0.6218, grad_norm: 4.0424 2020-11-12 18:59:02,598 - mmaction - INFO - Epoch [19][15/28] lr: 2.500e-02, eta: 1:50:18, time: 2.403, data_time: 0.910, memory: 21535, top1_acc: 0.8297, top5_acc: 0.9578, loss_cls: 0.6115, loss: 0.6115, grad_norm: 4.1269 2020-11-12 18:59:13,317 - mmaction - INFO - Epoch [19][20/28] lr: 2.500e-02, eta: 1:48:56, time: 2.131, data_time: 0.728, memory: 21535, top1_acc: 0.8422, top5_acc: 0.9563, loss_cls: 0.6100, loss: 0.6100, grad_norm: 3.9068 2020-11-12 18:59:29,839 - mmaction - INFO - Epoch [19][25/28] lr: 2.500e-02, eta: 1:47:45, time: 3.361, data_time: 1.830, memory: 21535, top1_acc: 0.7937, top5_acc: 0.9563, loss_cls: 0.6897, loss: 0.6897, grad_norm: 4.4866 2020-11-12 19:02:16,534 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 19:02:16,570 - mmaction - INFO - top1_acc 0.4268 top5_acc 0.7712 2020-11-12 19:02:16,570 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 19:02:16,575 - mmaction - INFO - mean_acc 0.4268 2020-11-12 19:02:16,576 - mmaction - INFO - Epoch(val) [19][28] top1_acc: 0.4268, top5_acc: 0.7712, mean_class_accuracy: 0.4268 2020-11-12 19:04:35,780 - mmaction - INFO - Epoch [20][5/28] lr: 2.500e-02, eta: 1:48:53, time: 27.773, data_time: 26.473, memory: 21535, top1_acc: 0.8375, top5_acc: 0.9531, loss_cls: 0.5541, loss: 0.5541, grad_norm: 3.5010 2020-11-12 19:04:47,805 - mmaction - INFO - Epoch [20][10/28] lr: 2.500e-02, eta: 1:47:34, time: 2.331, data_time: 1.106, memory: 21535, top1_acc: 0.8438, top5_acc: 0.9594, loss_cls: 0.5738, loss: 0.5738, grad_norm: 3.5816 2020-11-12 19:05:00,576 - mmaction - INFO - Epoch [20][15/28] lr: 2.500e-02, eta: 1:46:18, time: 2.637, data_time: 1.579, memory: 21535, top1_acc: 0.8422, top5_acc: 0.9719, loss_cls: 0.5147, loss: 0.5147, grad_norm: 3.4719 2020-11-12 19:05:11,515 - mmaction - INFO - Epoch [20][20/28] lr: 2.500e-02, eta: 1:44:59, time: 2.099, data_time: 1.165, memory: 21535, top1_acc: 0.8531, top5_acc: 0.9688, loss_cls: 0.5396, loss: 0.5396, grad_norm: 3.8850 2020-11-12 19:05:29,650 - mmaction - INFO - Epoch [20][25/28] lr: 2.500e-02, eta: 1:43:54, time: 3.702, data_time: 2.526, memory: 21535, top1_acc: 0.8297, top5_acc: 0.9563, loss_cls: 0.6111, loss: 0.6111, grad_norm: 4.1748 2020-11-12 19:05:35,029 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-11-12 19:08:13,142 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 19:08:13,157 - mmaction - INFO - top1_acc 0.4582 top5_acc 0.7418 2020-11-12 19:08:13,158 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 19:08:13,162 - mmaction - INFO - mean_acc 0.4582 2020-11-12 19:08:13,163 - mmaction - INFO - Epoch(val) [20][28] top1_acc: 0.4582, top5_acc: 0.7418, mean_class_accuracy: 0.4582 2020-11-12 19:10:31,224 - mmaction - INFO - Epoch [21][5/28] lr: 2.500e-03, eta: 1:44:50, time: 27.465, data_time: 26.342, memory: 21535, top1_acc: 0.8656, top5_acc: 0.9641, loss_cls: 0.5294, loss: 0.5294, grad_norm: 3.8249 2020-11-12 19:10:43,732 - mmaction - INFO - Epoch [21][10/28] lr: 2.500e-03, eta: 1:43:36, time: 2.508, data_time: 1.450, memory: 21535, top1_acc: 0.8531, top5_acc: 0.9641, loss_cls: 0.5459, loss: 0.5459, grad_norm: 3.7866 2020-11-12 19:10:55,363 - mmaction - INFO - Epoch [21][15/28] lr: 2.500e-03, eta: 1:42:22, time: 2.416, data_time: 1.433, memory: 21535, top1_acc: 0.8734, top5_acc: 0.9625, loss_cls: 0.4645, loss: 0.4645, grad_norm: 3.4952 2020-11-12 19:11:06,957 - mmaction - INFO - Epoch [21][20/28] lr: 2.500e-03, eta: 1:41:08, time: 2.298, data_time: 1.154, memory: 21535, top1_acc: 0.8875, top5_acc: 0.9719, loss_cls: 0.3876, loss: 0.3876, grad_norm: 3.0427 2020-11-12 19:11:22,304 - mmaction - INFO - Epoch [21][25/28] lr: 2.500e-03, eta: 1:40:01, time: 3.085, data_time: 2.176, memory: 21535, top1_acc: 0.8969, top5_acc: 0.9719, loss_cls: 0.3851, loss: 0.3851, grad_norm: 2.8564 2020-11-12 19:14:04,348 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 19:14:04,365 - mmaction - INFO - top1_acc 0.5235 top5_acc 0.8013 2020-11-12 19:14:04,365 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 19:14:04,369 - mmaction - INFO - mean_acc 0.5235 2020-11-12 19:14:04,369 - mmaction - INFO - Now best checkpoint is epoch_21.pth 2020-11-12 19:14:04,371 - mmaction - INFO - Epoch(val) [21][28] top1_acc: 0.5235, top5_acc: 0.8013, mean_class_accuracy: 0.5235 2020-11-12 19:16:39,448 - mmaction - INFO - Epoch [22][5/28] lr: 2.500e-03, eta: 1:41:12, time: 30.881, data_time: 29.502, memory: 21535, top1_acc: 0.9125, top5_acc: 0.9781, loss_cls: 0.3236, loss: 0.3236, grad_norm: 2.5991 2020-11-12 19:16:49,184 - mmaction - INFO - Epoch [22][10/28] lr: 2.500e-03, eta: 1:39:58, time: 2.032, data_time: 0.943, memory: 21535, top1_acc: 0.8844, top5_acc: 0.9625, loss_cls: 0.4336, loss: 0.4336, grad_norm: 2.9777 2020-11-12 19:17:02,272 - mmaction - INFO - Epoch [22][15/28] lr: 2.500e-03, eta: 1:38:48, time: 2.525, data_time: 1.187, memory: 21535, top1_acc: 0.8688, top5_acc: 0.9719, loss_cls: 0.4626, loss: 0.4626, grad_norm: 3.0887 2020-11-12 19:17:14,116 - mmaction - INFO - Epoch [22][20/28] lr: 2.500e-03, eta: 1:37:38, time: 2.460, data_time: 1.056, memory: 21535, top1_acc: 0.8969, top5_acc: 0.9750, loss_cls: 0.3814, loss: 0.3814, grad_norm: 2.9638 2020-11-12 19:17:29,527 - mmaction - INFO - Epoch [22][25/28] lr: 2.500e-03, eta: 1:36:33, time: 3.075, data_time: 1.959, memory: 21535, top1_acc: 0.8828, top5_acc: 0.9703, loss_cls: 0.3964, loss: 0.3964, grad_norm: 3.1900 2020-11-12 19:20:05,304 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 19:20:05,323 - mmaction - INFO - top1_acc 0.5255 top5_acc 0.8196 2020-11-12 19:20:05,323 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 19:20:05,327 - mmaction - INFO - mean_acc 0.5255 2020-11-12 19:20:05,327 - mmaction - INFO - Now best checkpoint is epoch_22.pth 2020-11-12 19:20:05,329 - mmaction - INFO - Epoch(val) [22][28] top1_acc: 0.5255, top5_acc: 0.8196, mean_class_accuracy: 0.5255 2020-11-12 19:22:22,414 - mmaction - INFO - Epoch [23][5/28] lr: 2.500e-03, eta: 1:37:12, time: 27.317, data_time: 26.214, memory: 21535, top1_acc: 0.9031, top5_acc: 0.9766, loss_cls: 0.3484, loss: 0.3484, grad_norm: 2.7858 2020-11-12 19:22:33,480 - mmaction - INFO - Epoch [23][10/28] lr: 2.500e-03, eta: 1:36:02, time: 2.259, data_time: 1.164, memory: 21535, top1_acc: 0.8953, top5_acc: 0.9734, loss_cls: 0.3641, loss: 0.3641, grad_norm: 2.8975 2020-11-12 19:22:44,824 - mmaction - INFO - Epoch [23][15/28] lr: 2.500e-03, eta: 1:34:53, time: 2.265, data_time: 1.229, memory: 21535, top1_acc: 0.9031, top5_acc: 0.9750, loss_cls: 0.3616, loss: 0.3616, grad_norm: 3.0672 2020-11-12 19:23:00,494 - mmaction - INFO - Epoch [23][20/28] lr: 2.500e-03, eta: 1:33:50, time: 2.978, data_time: 1.809, memory: 21535, top1_acc: 0.9078, top5_acc: 0.9797, loss_cls: 0.3052, loss: 0.3052, grad_norm: 2.8196 2020-11-12 19:23:14,984 - mmaction - INFO - Epoch [23][25/28] lr: 2.500e-03, eta: 1:32:47, time: 3.060, data_time: 1.818, memory: 21535, top1_acc: 0.9000, top5_acc: 0.9750, loss_cls: 0.3760, loss: 0.3760, grad_norm: 3.0277 2020-11-12 19:25:52,670 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 19:25:52,684 - mmaction - INFO - top1_acc 0.5320 top5_acc 0.8268 2020-11-12 19:25:52,684 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 19:25:52,688 - mmaction - INFO - mean_acc 0.5320 2020-11-12 19:25:52,688 - mmaction - INFO - Now best checkpoint is epoch_23.pth 2020-11-12 19:25:52,690 - mmaction - INFO - Epoch(val) [23][28] top1_acc: 0.5320, top5_acc: 0.8268, mean_class_accuracy: 0.5320 2020-11-12 19:28:16,415 - mmaction - INFO - Epoch [24][5/28] lr: 2.500e-03, eta: 1:33:26, time: 28.607, data_time: 27.102, memory: 21535, top1_acc: 0.8922, top5_acc: 0.9703, loss_cls: 0.3665, loss: 0.3665, grad_norm: 3.1347 2020-11-12 19:28:25,927 - mmaction - INFO - Epoch [24][10/28] lr: 2.500e-03, eta: 1:32:18, time: 1.982, data_time: 0.790, memory: 21535, top1_acc: 0.9141, top5_acc: 0.9828, loss_cls: 0.3233, loss: 0.3233, grad_norm: 2.8986 2020-11-12 19:28:38,894 - mmaction - INFO - Epoch [24][15/28] lr: 2.500e-03, eta: 1:31:13, time: 2.550, data_time: 1.073, memory: 21535, top1_acc: 0.8953, top5_acc: 0.9859, loss_cls: 0.3421, loss: 0.3421, grad_norm: 2.8503 2020-11-12 19:28:50,323 - mmaction - INFO - Epoch [24][20/28] lr: 2.500e-03, eta: 1:30:08, time: 2.314, data_time: 0.792, memory: 21535, top1_acc: 0.9172, top5_acc: 0.9781, loss_cls: 0.3192, loss: 0.3192, grad_norm: 2.8256 2020-11-12 19:29:07,311 - mmaction - INFO - Epoch [24][25/28] lr: 2.500e-03, eta: 1:29:10, time: 3.394, data_time: 1.969, memory: 21535, top1_acc: 0.9234, top5_acc: 0.9844, loss_cls: 0.3046, loss: 0.3046, grad_norm: 2.7797 2020-11-12 19:31:56,615 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 19:31:56,631 - mmaction - INFO - top1_acc 0.5373 top5_acc 0.8307 2020-11-12 19:31:56,631 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 19:31:56,635 - mmaction - INFO - mean_acc 0.5373 2020-11-12 19:31:56,635 - mmaction - INFO - Now best checkpoint is epoch_24.pth 2020-11-12 19:31:56,637 - mmaction - INFO - Epoch(val) [24][28] top1_acc: 0.5373, top5_acc: 0.8307, mean_class_accuracy: 0.5373 2020-11-12 19:34:17,913 - mmaction - INFO - Epoch [25][5/28] lr: 2.500e-03, eta: 1:29:39, time: 28.124, data_time: 26.760, memory: 21535, top1_acc: 0.9078, top5_acc: 0.9828, loss_cls: 0.3034, loss: 0.3034, grad_norm: 2.8317 2020-11-12 19:34:26,900 - mmaction - INFO - Epoch [25][10/28] lr: 2.500e-03, eta: 1:28:32, time: 1.872, data_time: 0.831, memory: 21535, top1_acc: 0.9156, top5_acc: 0.9750, loss_cls: 0.3474, loss: 0.3474, grad_norm: 2.9903 2020-11-12 19:34:40,559 - mmaction - INFO - Epoch [25][15/28] lr: 2.500e-03, eta: 1:27:31, time: 2.699, data_time: 1.449, memory: 21535, top1_acc: 0.9109, top5_acc: 0.9750, loss_cls: 0.3211, loss: 0.3211, grad_norm: 2.8610 2020-11-12 19:34:51,701 - mmaction - INFO - Epoch [25][20/28] lr: 2.500e-03, eta: 1:26:28, time: 2.257, data_time: 0.963, memory: 21535, top1_acc: 0.9328, top5_acc: 0.9844, loss_cls: 0.2729, loss: 0.2729, grad_norm: 2.5486 2020-11-12 19:35:07,866 - mmaction - INFO - Epoch [25][25/28] lr: 2.500e-03, eta: 1:25:31, time: 3.232, data_time: 2.207, memory: 21535, top1_acc: 0.9266, top5_acc: 0.9859, loss_cls: 0.2857, loss: 0.2857, grad_norm: 2.8244 2020-11-12 19:35:13,189 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-11-12 19:37:51,636 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 19:37:51,671 - mmaction - INFO - top1_acc 0.5346 top5_acc 0.8340 2020-11-12 19:37:51,671 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 19:37:51,673 - mmaction - INFO - mean_acc 0.5346 2020-11-12 19:37:51,674 - mmaction - INFO - Epoch(val) [25][28] top1_acc: 0.5346, top5_acc: 0.8340, mean_class_accuracy: 0.5346 2020-11-12 19:40:09,523 - mmaction - INFO - Epoch [26][5/28] lr: 2.500e-03, eta: 1:25:50, time: 27.485, data_time: 26.471, memory: 21535, top1_acc: 0.9375, top5_acc: 0.9766, loss_cls: 0.2904, loss: 0.2904, grad_norm: 2.6665 2020-11-12 19:40:21,236 - mmaction - INFO - Epoch [26][10/28] lr: 2.500e-03, eta: 1:24:49, time: 2.340, data_time: 1.329, memory: 21535, top1_acc: 0.9172, top5_acc: 0.9812, loss_cls: 0.2985, loss: 0.2985, grad_norm: 2.7372 2020-11-12 19:40:32,702 - mmaction - INFO - Epoch [26][15/28] lr: 2.500e-03, eta: 1:23:48, time: 2.318, data_time: 1.270, memory: 21535, top1_acc: 0.9141, top5_acc: 0.9828, loss_cls: 0.2955, loss: 0.2955, grad_norm: 2.7484 2020-11-12 19:40:47,148 - mmaction - INFO - Epoch [26][20/28] lr: 2.500e-03, eta: 1:22:49, time: 2.788, data_time: 1.379, memory: 21535, top1_acc: 0.9328, top5_acc: 0.9844, loss_cls: 0.2669, loss: 0.2669, grad_norm: 2.7533 2020-11-12 19:41:03,438 - mmaction - INFO - Epoch [26][25/28] lr: 2.500e-03, eta: 1:21:54, time: 3.349, data_time: 2.192, memory: 21535, top1_acc: 0.9375, top5_acc: 0.9844, loss_cls: 0.2614, loss: 0.2614, grad_norm: 2.5778 2020-11-12 19:43:33,416 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 19:43:33,438 - mmaction - INFO - top1_acc 0.5320 top5_acc 0.8294 2020-11-12 19:43:33,438 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 19:43:33,442 - mmaction - INFO - mean_acc 0.5320 2020-11-12 19:43:33,443 - mmaction - INFO - Epoch(val) [26][28] top1_acc: 0.5320, top5_acc: 0.8294, mean_class_accuracy: 0.5320 2020-11-12 19:45:52,696 - mmaction - INFO - Epoch [27][5/28] lr: 2.500e-03, eta: 1:22:09, time: 27.780, data_time: 26.624, memory: 21535, top1_acc: 0.9062, top5_acc: 0.9797, loss_cls: 0.3326, loss: 0.3326, grad_norm: 2.9890 2020-11-12 19:46:04,561 - mmaction - INFO - Epoch [27][10/28] lr: 2.500e-03, eta: 1:21:10, time: 2.378, data_time: 1.177, memory: 21535, top1_acc: 0.9328, top5_acc: 0.9844, loss_cls: 0.2719, loss: 0.2719, grad_norm: 2.6878 2020-11-12 19:46:18,618 - mmaction - INFO - Epoch [27][15/28] lr: 2.500e-03, eta: 1:20:12, time: 2.633, data_time: 0.881, memory: 21535, top1_acc: 0.9328, top5_acc: 0.9906, loss_cls: 0.2304, loss: 0.2304, grad_norm: 2.3577 2020-11-12 19:46:27,870 - mmaction - INFO - Epoch [27][20/28] lr: 2.500e-03, eta: 1:19:13, time: 2.042, data_time: 0.714, memory: 21535, top1_acc: 0.9125, top5_acc: 0.9766, loss_cls: 0.3246, loss: 0.3246, grad_norm: 2.8593 2020-11-12 19:46:47,135 - mmaction - INFO - Epoch [27][25/28] lr: 2.500e-03, eta: 1:18:21, time: 3.834, data_time: 2.556, memory: 21535, top1_acc: 0.9250, top5_acc: 0.9859, loss_cls: 0.2617, loss: 0.2617, grad_norm: 2.5759 2020-11-12 19:49:26,311 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 19:49:26,331 - mmaction - INFO - top1_acc 0.5242 top5_acc 0.8288 2020-11-12 19:49:26,331 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 19:49:26,336 - mmaction - INFO - mean_acc 0.5242 2020-11-12 19:49:26,336 - mmaction - INFO - Epoch(val) [27][28] top1_acc: 0.5242, top5_acc: 0.8288, mean_class_accuracy: 0.5242 2020-11-12 19:51:43,055 - mmaction - INFO - Epoch [28][5/28] lr: 2.500e-03, eta: 1:18:29, time: 27.269, data_time: 26.118, memory: 21535, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.2380, loss: 0.2380, grad_norm: 2.5402 2020-11-12 19:51:55,336 - mmaction - INFO - Epoch [28][10/28] lr: 2.500e-03, eta: 1:17:32, time: 2.433, data_time: 1.159, memory: 21535, top1_acc: 0.9297, top5_acc: 0.9859, loss_cls: 0.2757, loss: 0.2757, grad_norm: 2.8248 2020-11-12 19:52:07,325 - mmaction - INFO - Epoch [28][15/28] lr: 2.500e-03, eta: 1:16:35, time: 2.445, data_time: 1.468, memory: 21535, top1_acc: 0.9391, top5_acc: 0.9828, loss_cls: 0.2437, loss: 0.2437, grad_norm: 2.3894 2020-11-12 19:52:18,010 - mmaction - INFO - Epoch [28][20/28] lr: 2.500e-03, eta: 1:15:37, time: 2.090, data_time: 0.952, memory: 21535, top1_acc: 0.9141, top5_acc: 0.9734, loss_cls: 0.3181, loss: 0.3181, grad_norm: 2.7706 2020-11-12 19:52:34,600 - mmaction - INFO - Epoch [28][25/28] lr: 2.500e-03, eta: 1:14:46, time: 3.347, data_time: 2.048, memory: 21535, top1_acc: 0.9219, top5_acc: 0.9781, loss_cls: 0.2728, loss: 0.2728, grad_norm: 2.5896 2020-11-12 19:55:10,561 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 19:55:10,577 - mmaction - INFO - top1_acc 0.5314 top5_acc 0.8320 2020-11-12 19:55:10,577 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 19:55:10,580 - mmaction - INFO - mean_acc 0.5314 2020-11-12 19:55:10,580 - mmaction - INFO - Epoch(val) [28][28] top1_acc: 0.5314, top5_acc: 0.8320, mean_class_accuracy: 0.5314 2020-11-12 19:57:31,711 - mmaction - INFO - Epoch [29][5/28] lr: 2.500e-03, eta: 1:14:52, time: 28.117, data_time: 26.630, memory: 21535, top1_acc: 0.9234, top5_acc: 0.9797, loss_cls: 0.2682, loss: 0.2682, grad_norm: 2.6053 2020-11-12 19:57:40,937 - mmaction - INFO - Epoch [29][10/28] lr: 2.500e-03, eta: 1:13:54, time: 1.903, data_time: 0.994, memory: 21535, top1_acc: 0.9328, top5_acc: 0.9781, loss_cls: 0.2731, loss: 0.2731, grad_norm: 2.5981 2020-11-12 19:57:53,496 - mmaction - INFO - Epoch [29][15/28] lr: 2.500e-03, eta: 1:12:59, time: 2.473, data_time: 1.408, memory: 21535, top1_acc: 0.9297, top5_acc: 0.9812, loss_cls: 0.2563, loss: 0.2563, grad_norm: 2.7207 2020-11-12 19:58:06,105 - mmaction - INFO - Epoch [29][20/28] lr: 2.500e-03, eta: 1:12:05, time: 2.536, data_time: 1.469, memory: 21535, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.2693, loss: 0.2693, grad_norm: 2.9008 2020-11-12 19:58:24,107 - mmaction - INFO - Epoch [29][25/28] lr: 2.500e-03, eta: 1:11:16, time: 3.615, data_time: 2.645, memory: 21535, top1_acc: 0.9156, top5_acc: 0.9812, loss_cls: 0.2877, loss: 0.2877, grad_norm: 2.6977 2020-11-12 20:01:09,105 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 20:01:09,119 - mmaction - INFO - top1_acc 0.5425 top5_acc 0.8386 2020-11-12 20:01:09,119 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 20:01:09,124 - mmaction - INFO - mean_acc 0.5425 2020-11-12 20:01:09,124 - mmaction - INFO - Now best checkpoint is epoch_29.pth 2020-11-12 20:01:09,126 - mmaction - INFO - Epoch(val) [29][28] top1_acc: 0.5425, top5_acc: 0.8386, mean_class_accuracy: 0.5425 2020-11-12 20:03:29,638 - mmaction - INFO - Epoch [30][5/28] lr: 2.500e-03, eta: 1:11:16, time: 27.940, data_time: 26.678, memory: 21535, top1_acc: 0.9203, top5_acc: 0.9859, loss_cls: 0.2814, loss: 0.2814, grad_norm: 2.8240 2020-11-12 20:03:41,537 - mmaction - INFO - Epoch [30][10/28] lr: 2.500e-03, eta: 1:10:22, time: 2.488, data_time: 1.481, memory: 21535, top1_acc: 0.9422, top5_acc: 0.9922, loss_cls: 0.2083, loss: 0.2083, grad_norm: 2.5015 2020-11-12 20:03:56,084 - mmaction - INFO - Epoch [30][15/28] lr: 2.500e-03, eta: 1:09:30, time: 2.781, data_time: 1.273, memory: 21535, top1_acc: 0.9437, top5_acc: 0.9859, loss_cls: 0.2443, loss: 0.2443, grad_norm: 2.7120 2020-11-12 20:04:06,327 - mmaction - INFO - Epoch [30][20/28] lr: 2.500e-03, eta: 1:08:36, time: 2.169, data_time: 1.094, memory: 21535, top1_acc: 0.9406, top5_acc: 0.9812, loss_cls: 0.2515, loss: 0.2515, grad_norm: 2.5150 2020-11-12 20:04:26,392 - mmaction - INFO - Epoch [30][25/28] lr: 2.500e-03, eta: 1:07:49, time: 4.002, data_time: 2.264, memory: 21535, top1_acc: 0.9250, top5_acc: 0.9797, loss_cls: 0.2842, loss: 0.2842, grad_norm: 2.7684 2020-11-12 20:04:31,553 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-11-12 20:06:57,440 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 20:06:57,476 - mmaction - INFO - top1_acc 0.5307 top5_acc 0.8268 2020-11-12 20:06:57,476 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 20:06:57,480 - mmaction - INFO - mean_acc 0.5307 2020-11-12 20:06:57,481 - mmaction - INFO - Epoch(val) [30][28] top1_acc: 0.5307, top5_acc: 0.8268, mean_class_accuracy: 0.5307 2020-11-12 20:09:27,690 - mmaction - INFO - Epoch [31][5/28] lr: 2.500e-03, eta: 1:07:51, time: 29.783, data_time: 28.452, memory: 21535, top1_acc: 0.9375, top5_acc: 0.9859, loss_cls: 0.2550, loss: 0.2550, grad_norm: 2.3827 2020-11-12 20:09:40,590 - mmaction - INFO - Epoch [31][10/28] lr: 2.500e-03, eta: 1:07:00, time: 2.783, data_time: 1.705, memory: 21535, top1_acc: 0.9219, top5_acc: 0.9750, loss_cls: 0.3092, loss: 0.3092, grad_norm: 2.7603 2020-11-12 20:09:50,794 - mmaction - INFO - Epoch [31][15/28] lr: 2.500e-03, eta: 1:06:06, time: 1.993, data_time: 1.029, memory: 21535, top1_acc: 0.9375, top5_acc: 0.9953, loss_cls: 0.2281, loss: 0.2281, grad_norm: 2.7058 2020-11-12 20:10:05,533 - mmaction - INFO - Epoch [31][20/28] lr: 2.500e-03, eta: 1:05:16, time: 2.818, data_time: 1.559, memory: 21535, top1_acc: 0.9437, top5_acc: 0.9859, loss_cls: 0.2208, loss: 0.2208, grad_norm: 2.4444 2020-11-12 20:10:22,603 - mmaction - INFO - Epoch [31][25/28] lr: 2.500e-03, eta: 1:04:28, time: 3.584, data_time: 2.670, memory: 21535, top1_acc: 0.9328, top5_acc: 0.9891, loss_cls: 0.2356, loss: 0.2356, grad_norm: 2.5421 2020-11-12 20:13:11,939 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 20:13:11,980 - mmaction - INFO - top1_acc 0.5340 top5_acc 0.8379 2020-11-12 20:13:11,981 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 20:13:11,985 - mmaction - INFO - mean_acc 0.5340 2020-11-12 20:13:11,985 - mmaction - INFO - Epoch(val) [31][28] top1_acc: 0.5340, top5_acc: 0.8379, mean_class_accuracy: 0.5340 2020-11-12 20:15:38,017 - mmaction - INFO - Epoch [32][5/28] lr: 2.500e-03, eta: 1:04:23, time: 28.884, data_time: 27.765, memory: 21535, top1_acc: 0.9062, top5_acc: 0.9812, loss_cls: 0.3104, loss: 0.3104, grad_norm: 2.8556 2020-11-12 20:15:50,546 - mmaction - INFO - Epoch [32][10/28] lr: 2.500e-03, eta: 1:03:32, time: 2.761, data_time: 1.752, memory: 21535, top1_acc: 0.9328, top5_acc: 0.9875, loss_cls: 0.2440, loss: 0.2440, grad_norm: 2.7563 2020-11-12 20:16:02,471 - mmaction - INFO - Epoch [32][15/28] lr: 2.500e-03, eta: 1:02:41, time: 2.362, data_time: 1.431, memory: 21535, top1_acc: 0.9359, top5_acc: 0.9922, loss_cls: 0.2391, loss: 0.2391, grad_norm: 2.8624 2020-11-12 20:16:14,459 - mmaction - INFO - Epoch [32][20/28] lr: 2.500e-03, eta: 1:01:51, time: 2.421, data_time: 1.462, memory: 21535, top1_acc: 0.9625, top5_acc: 0.9938, loss_cls: 0.1721, loss: 0.1721, grad_norm: 2.2511 2020-11-12 20:16:33,657 - mmaction - INFO - Epoch [32][25/28] lr: 2.500e-03, eta: 1:01:05, time: 3.736, data_time: 2.706, memory: 21535, top1_acc: 0.9313, top5_acc: 0.9812, loss_cls: 0.2341, loss: 0.2341, grad_norm: 2.6660 2020-11-12 20:19:10,457 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 20:19:10,508 - mmaction - INFO - top1_acc 0.5359 top5_acc 0.8333 2020-11-12 20:19:10,508 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 20:19:10,513 - mmaction - INFO - mean_acc 0.5359 2020-11-12 20:19:10,513 - mmaction - INFO - Epoch(val) [32][28] top1_acc: 0.5359, top5_acc: 0.8333, mean_class_accuracy: 0.5359 2020-11-12 20:21:38,585 - mmaction - INFO - Epoch [33][5/28] lr: 2.500e-03, eta: 1:00:57, time: 29.518, data_time: 28.399, memory: 21535, top1_acc: 0.9281, top5_acc: 0.9844, loss_cls: 0.2684, loss: 0.2684, grad_norm: 2.8641 2020-11-12 20:21:52,765 - mmaction - INFO - Epoch [33][10/28] lr: 2.500e-03, eta: 1:00:08, time: 2.871, data_time: 1.838, memory: 21535, top1_acc: 0.9516, top5_acc: 0.9891, loss_cls: 0.2052, loss: 0.2052, grad_norm: 2.3406 2020-11-12 20:22:07,106 - mmaction - INFO - Epoch [33][15/28] lr: 2.500e-03, eta: 0:59:19, time: 2.763, data_time: 1.701, memory: 21535, top1_acc: 0.9328, top5_acc: 0.9812, loss_cls: 0.2733, loss: 0.2733, grad_norm: 2.9030 2020-11-12 20:22:19,113 - mmaction - INFO - Epoch [33][20/28] lr: 2.500e-03, eta: 0:58:30, time: 2.506, data_time: 1.267, memory: 21535, top1_acc: 0.9406, top5_acc: 0.9859, loss_cls: 0.2356, loss: 0.2356, grad_norm: 2.2939 2020-11-12 20:22:41,559 - mmaction - INFO - Epoch [33][25/28] lr: 2.500e-03, eta: 0:57:47, time: 4.479, data_time: 3.480, memory: 21535, top1_acc: 0.9344, top5_acc: 0.9922, loss_cls: 0.2340, loss: 0.2340, grad_norm: 2.7924 2020-11-12 20:25:49,504 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 20:25:49,529 - mmaction - INFO - top1_acc 0.5301 top5_acc 0.8333 2020-11-12 20:25:49,529 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 20:25:49,534 - mmaction - INFO - mean_acc 0.5301 2020-11-12 20:25:49,534 - mmaction - INFO - Epoch(val) [33][28] top1_acc: 0.5301, top5_acc: 0.8333, mean_class_accuracy: 0.5301 2020-11-12 20:28:44,359 - mmaction - INFO - Epoch [34][5/28] lr: 2.500e-03, eta: 0:57:48, time: 34.873, data_time: 33.162, memory: 21535, top1_acc: 0.9281, top5_acc: 0.9891, loss_cls: 0.2225, loss: 0.2225, grad_norm: 2.8166 2020-11-12 20:28:55,826 - mmaction - INFO - Epoch [34][10/28] lr: 2.500e-03, eta: 0:56:58, time: 2.300, data_time: 0.956, memory: 21535, top1_acc: 0.9484, top5_acc: 0.9859, loss_cls: 0.1927, loss: 0.1927, grad_norm: 2.3107 2020-11-12 20:29:08,325 - mmaction - INFO - Epoch [34][15/28] lr: 2.500e-03, eta: 0:56:10, time: 2.423, data_time: 1.120, memory: 21535, top1_acc: 0.9406, top5_acc: 0.9906, loss_cls: 0.2109, loss: 0.2109, grad_norm: 2.6667 2020-11-12 20:29:25,794 - mmaction - INFO - Epoch [34][20/28] lr: 2.500e-03, eta: 0:55:24, time: 3.427, data_time: 1.037, memory: 21535, top1_acc: 0.9453, top5_acc: 0.9828, loss_cls: 0.2435, loss: 0.2435, grad_norm: 2.9062 2020-11-12 20:29:39,019 - mmaction - INFO - Epoch [34][25/28] lr: 2.500e-03, eta: 0:54:37, time: 2.800, data_time: 1.463, memory: 21535, top1_acc: 0.9375, top5_acc: 0.9922, loss_cls: 0.2194, loss: 0.2194, grad_norm: 2.5610 2020-11-12 20:32:43,977 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 20:32:44,049 - mmaction - INFO - top1_acc 0.5327 top5_acc 0.8353 2020-11-12 20:32:44,049 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 20:32:44,054 - mmaction - INFO - mean_acc 0.5327 2020-11-12 20:32:44,054 - mmaction - INFO - Epoch(val) [34][28] top1_acc: 0.5327, top5_acc: 0.8353, mean_class_accuracy: 0.5327 2020-11-12 20:35:24,367 - mmaction - INFO - Epoch [35][5/28] lr: 2.500e-03, eta: 0:54:25, time: 31.884, data_time: 30.503, memory: 21535, top1_acc: 0.9359, top5_acc: 0.9844, loss_cls: 0.2456, loss: 0.2456, grad_norm: 2.5978 2020-11-12 20:35:36,631 - mmaction - INFO - Epoch [35][10/28] lr: 2.500e-03, eta: 0:53:37, time: 2.528, data_time: 1.497, memory: 21535, top1_acc: 0.9328, top5_acc: 0.9828, loss_cls: 0.2441, loss: 0.2441, grad_norm: 2.5750 2020-11-12 20:35:52,253 - mmaction - INFO - Epoch [35][15/28] lr: 2.500e-03, eta: 0:52:51, time: 3.089, data_time: 1.980, memory: 21535, top1_acc: 0.9609, top5_acc: 0.9969, loss_cls: 0.1717, loss: 0.1717, grad_norm: 2.2564 2020-11-12 20:36:06,029 - mmaction - INFO - Epoch [35][20/28] lr: 2.500e-03, eta: 0:52:04, time: 2.660, data_time: 1.483, memory: 21535, top1_acc: 0.9406, top5_acc: 0.9922, loss_cls: 0.2127, loss: 0.2127, grad_norm: 2.5104 2020-11-12 20:36:28,865 - mmaction - INFO - Epoch [35][25/28] lr: 2.500e-03, eta: 0:51:22, time: 4.693, data_time: 3.445, memory: 21535, top1_acc: 0.9422, top5_acc: 0.9859, loss_cls: 0.2265, loss: 0.2265, grad_norm: 2.5880 2020-11-12 20:36:34,791 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-11-12 20:39:15,054 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 20:39:15,072 - mmaction - INFO - top1_acc 0.5333 top5_acc 0.8359 2020-11-12 20:39:15,072 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 20:39:15,078 - mmaction - INFO - mean_acc 0.5333 2020-11-12 20:39:15,079 - mmaction - INFO - Epoch(val) [35][28] top1_acc: 0.5333, top5_acc: 0.8359, mean_class_accuracy: 0.5333 2020-11-12 20:42:17,573 - mmaction - INFO - Epoch [36][5/28] lr: 2.500e-03, eta: 0:51:16, time: 36.412, data_time: 35.241, memory: 21535, top1_acc: 0.9344, top5_acc: 0.9812, loss_cls: 0.2486, loss: 0.2486, grad_norm: 2.6539 2020-11-12 20:42:30,514 - mmaction - INFO - Epoch [36][10/28] lr: 2.500e-03, eta: 0:50:29, time: 2.459, data_time: 1.308, memory: 21535, top1_acc: 0.9344, top5_acc: 0.9875, loss_cls: 0.2241, loss: 0.2241, grad_norm: 2.7552 2020-11-12 20:42:42,842 - mmaction - INFO - Epoch [36][15/28] lr: 2.500e-03, eta: 0:49:42, time: 2.614, data_time: 1.594, memory: 21535, top1_acc: 0.9422, top5_acc: 0.9938, loss_cls: 0.2152, loss: 0.2152, grad_norm: 2.6389 2020-11-12 20:42:57,837 - mmaction - INFO - Epoch [36][20/28] lr: 2.500e-03, eta: 0:48:56, time: 2.828, data_time: 1.785, memory: 21535, top1_acc: 0.9266, top5_acc: 0.9812, loss_cls: 0.2539, loss: 0.2539, grad_norm: 2.7977 2020-11-12 20:43:15,450 - mmaction - INFO - Epoch [36][25/28] lr: 2.500e-03, eta: 0:48:12, time: 3.677, data_time: 2.362, memory: 21535, top1_acc: 0.9422, top5_acc: 0.9797, loss_cls: 0.2336, loss: 0.2336, grad_norm: 3.0345 2020-11-12 20:46:12,535 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 20:46:12,551 - mmaction - INFO - top1_acc 0.5346 top5_acc 0.8301 2020-11-12 20:46:12,551 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 20:46:12,556 - mmaction - INFO - mean_acc 0.5346 2020-11-12 20:46:12,556 - mmaction - INFO - Epoch(val) [36][28] top1_acc: 0.5346, top5_acc: 0.8301, mean_class_accuracy: 0.5346 2020-11-12 20:48:49,014 - mmaction - INFO - Epoch [37][5/28] lr: 2.500e-03, eta: 0:47:51, time: 31.200, data_time: 29.904, memory: 21535, top1_acc: 0.9406, top5_acc: 0.9844, loss_cls: 0.2361, loss: 0.2361, grad_norm: 2.7495 2020-11-12 20:49:04,141 - mmaction - INFO - Epoch [37][10/28] lr: 2.500e-03, eta: 0:47:05, time: 3.021, data_time: 1.278, memory: 21535, top1_acc: 0.9297, top5_acc: 0.9953, loss_cls: 0.2384, loss: 0.2384, grad_norm: 2.9158 2020-11-12 20:49:19,955 - mmaction - INFO - Epoch [37][15/28] lr: 2.500e-03, eta: 0:46:21, time: 3.199, data_time: 1.617, memory: 21535, top1_acc: 0.9469, top5_acc: 0.9906, loss_cls: 0.1991, loss: 0.1991, grad_norm: 2.5385 2020-11-12 20:49:32,994 - mmaction - INFO - Epoch [37][20/28] lr: 2.500e-03, eta: 0:45:35, time: 2.549, data_time: 1.186, memory: 21535, top1_acc: 0.9359, top5_acc: 0.9875, loss_cls: 0.2434, loss: 0.2434, grad_norm: 2.7522 2020-11-12 20:49:54,704 - mmaction - INFO - Epoch [37][25/28] lr: 2.500e-03, eta: 0:44:53, time: 4.399, data_time: 3.017, memory: 21535, top1_acc: 0.9375, top5_acc: 0.9922, loss_cls: 0.2011, loss: 0.2011, grad_norm: 2.8119 2020-11-12 20:52:55,883 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 20:52:55,903 - mmaction - INFO - top1_acc 0.5307 top5_acc 0.8301 2020-11-12 20:52:55,903 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 20:52:55,907 - mmaction - INFO - mean_acc 0.5307 2020-11-12 20:52:55,908 - mmaction - INFO - Epoch(val) [37][28] top1_acc: 0.5307, top5_acc: 0.8301, mean_class_accuracy: 0.5307 2020-11-12 20:55:20,169 - mmaction - INFO - Epoch [38][5/28] lr: 2.500e-03, eta: 0:44:24, time: 28.660, data_time: 27.134, memory: 21535, top1_acc: 0.9406, top5_acc: 0.9922, loss_cls: 0.2162, loss: 0.2162, grad_norm: 2.6364 2020-11-12 20:55:30,694 - mmaction - INFO - Epoch [38][10/28] lr: 2.500e-03, eta: 0:43:38, time: 2.216, data_time: 1.136, memory: 21535, top1_acc: 0.9375, top5_acc: 0.9875, loss_cls: 0.2112, loss: 0.2112, grad_norm: 2.6561 2020-11-12 20:55:42,342 - mmaction - INFO - Epoch [38][15/28] lr: 2.500e-03, eta: 0:42:52, time: 2.301, data_time: 1.163, memory: 21535, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 0.2063, loss: 0.2063, grad_norm: 2.5108 2020-11-12 20:55:54,521 - mmaction - INFO - Epoch [38][20/28] lr: 2.500e-03, eta: 0:42:07, time: 2.465, data_time: 1.261, memory: 21535, top1_acc: 0.9531, top5_acc: 0.9906, loss_cls: 0.1646, loss: 0.1646, grad_norm: 2.2509 2020-11-12 20:56:12,395 - mmaction - INFO - Epoch [38][25/28] lr: 2.500e-03, eta: 0:41:25, time: 3.578, data_time: 2.285, memory: 21535, top1_acc: 0.9406, top5_acc: 0.9797, loss_cls: 0.2258, loss: 0.2258, grad_norm: 2.4353 2020-11-12 20:59:05,097 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 20:59:05,108 - mmaction - INFO - top1_acc 0.5248 top5_acc 0.8255 2020-11-12 20:59:05,109 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 20:59:05,113 - mmaction - INFO - mean_acc 0.5248 2020-11-12 20:59:05,113 - mmaction - INFO - Epoch(val) [38][28] top1_acc: 0.5248, top5_acc: 0.8255, mean_class_accuracy: 0.5248 2020-11-12 21:01:30,749 - mmaction - INFO - Epoch [39][5/28] lr: 2.500e-03, eta: 0:40:53, time: 29.047, data_time: 27.908, memory: 21535, top1_acc: 0.9563, top5_acc: 0.9891, loss_cls: 0.1989, loss: 0.1989, grad_norm: 2.6256 2020-11-12 21:01:43,193 - mmaction - INFO - Epoch [39][10/28] lr: 2.500e-03, eta: 0:40:08, time: 2.446, data_time: 1.301, memory: 21535, top1_acc: 0.9453, top5_acc: 0.9922, loss_cls: 0.2171, loss: 0.2171, grad_norm: 2.7459 2020-11-12 21:01:57,009 - mmaction - INFO - Epoch [39][15/28] lr: 2.500e-03, eta: 0:39:24, time: 2.684, data_time: 1.339, memory: 21535, top1_acc: 0.9437, top5_acc: 0.9875, loss_cls: 0.2273, loss: 0.2273, grad_norm: 2.8935 2020-11-12 21:02:08,851 - mmaction - INFO - Epoch [39][20/28] lr: 2.500e-03, eta: 0:38:40, time: 2.503, data_time: 1.293, memory: 21535, top1_acc: 0.9313, top5_acc: 0.9891, loss_cls: 0.2386, loss: 0.2386, grad_norm: 2.8513 2020-11-12 21:02:26,992 - mmaction - INFO - Epoch [39][25/28] lr: 2.500e-03, eta: 0:37:58, time: 3.629, data_time: 2.514, memory: 21535, top1_acc: 0.9375, top5_acc: 0.9875, loss_cls: 0.2359, loss: 0.2359, grad_norm: 2.7854 2020-11-12 21:05:18,354 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 21:05:18,373 - mmaction - INFO - top1_acc 0.5320 top5_acc 0.8242 2020-11-12 21:05:18,373 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 21:05:18,376 - mmaction - INFO - mean_acc 0.5320 2020-11-12 21:05:18,377 - mmaction - INFO - Epoch(val) [39][28] top1_acc: 0.5320, top5_acc: 0.8242, mean_class_accuracy: 0.5320 2020-11-12 21:07:43,390 - mmaction - INFO - Epoch [40][5/28] lr: 2.500e-03, eta: 0:37:23, time: 28.803, data_time: 27.628, memory: 21535, top1_acc: 0.9453, top5_acc: 0.9844, loss_cls: 0.2191, loss: 0.2191, grad_norm: 2.6570 2020-11-12 21:07:54,384 - mmaction - INFO - Epoch [40][10/28] lr: 2.500e-03, eta: 0:36:39, time: 2.335, data_time: 1.363, memory: 21535, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.1926, loss: 0.1926, grad_norm: 2.5340 2020-11-12 21:08:08,149 - mmaction - INFO - Epoch [40][15/28] lr: 2.500e-03, eta: 0:35:56, time: 2.560, data_time: 1.491, memory: 21535, top1_acc: 0.9563, top5_acc: 0.9938, loss_cls: 0.1693, loss: 0.1693, grad_norm: 2.2864 2020-11-12 21:08:19,230 - mmaction - INFO - Epoch [40][20/28] lr: 2.500e-03, eta: 0:35:13, time: 2.410, data_time: 0.907, memory: 21535, top1_acc: 0.9531, top5_acc: 0.9953, loss_cls: 0.1896, loss: 0.1896, grad_norm: 2.6293 2020-11-12 21:08:37,285 - mmaction - INFO - Epoch [40][25/28] lr: 2.500e-03, eta: 0:34:31, time: 3.579, data_time: 2.403, memory: 21535, top1_acc: 0.9281, top5_acc: 0.9922, loss_cls: 0.2289, loss: 0.2289, grad_norm: 2.8845 2020-11-12 21:08:43,170 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-11-12 21:11:22,796 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 21:11:22,827 - mmaction - INFO - top1_acc 0.5333 top5_acc 0.8229 2020-11-12 21:11:22,827 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 21:11:22,832 - mmaction - INFO - mean_acc 0.5333 2020-11-12 21:11:22,832 - mmaction - INFO - Epoch(val) [40][28] top1_acc: 0.5333, top5_acc: 0.8229, mean_class_accuracy: 0.5333 2020-11-12 21:13:48,022 - mmaction - INFO - Epoch [41][5/28] lr: 2.500e-04, eta: 0:33:54, time: 28.886, data_time: 27.581, memory: 21535, top1_acc: 0.9437, top5_acc: 0.9875, loss_cls: 0.2014, loss: 0.2014, grad_norm: 2.4971 2020-11-12 21:14:01,922 - mmaction - INFO - Epoch [41][10/28] lr: 2.500e-04, eta: 0:33:11, time: 2.831, data_time: 1.563, memory: 21535, top1_acc: 0.9484, top5_acc: 0.9922, loss_cls: 0.1773, loss: 0.1773, grad_norm: 2.3362 2020-11-12 21:14:18,026 - mmaction - INFO - Epoch [41][15/28] lr: 2.500e-04, eta: 0:32:30, time: 3.239, data_time: 2.192, memory: 21535, top1_acc: 0.9297, top5_acc: 0.9844, loss_cls: 0.2510, loss: 0.2510, grad_norm: 2.8745 2020-11-12 21:14:30,063 - mmaction - INFO - Epoch [41][20/28] lr: 2.500e-04, eta: 0:31:47, time: 2.382, data_time: 1.114, memory: 21535, top1_acc: 0.9609, top5_acc: 0.9891, loss_cls: 0.1697, loss: 0.1697, grad_norm: 2.3172 2020-11-12 21:14:54,376 - mmaction - INFO - Epoch [41][25/28] lr: 2.500e-04, eta: 0:31:08, time: 4.859, data_time: 3.353, memory: 21535, top1_acc: 0.9266, top5_acc: 0.9828, loss_cls: 0.2354, loss: 0.2354, grad_norm: 2.8351 2020-11-12 21:17:54,996 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 21:17:55,010 - mmaction - INFO - top1_acc 0.5359 top5_acc 0.8268 2020-11-12 21:17:55,010 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 21:17:55,015 - mmaction - INFO - mean_acc 0.5359 2020-11-12 21:17:55,016 - mmaction - INFO - Epoch(val) [41][28] top1_acc: 0.5359, top5_acc: 0.8268, mean_class_accuracy: 0.5359 2020-11-12 21:20:14,557 - mmaction - INFO - Epoch [42][5/28] lr: 2.500e-04, eta: 0:30:26, time: 27.775, data_time: 26.691, memory: 21535, top1_acc: 0.9375, top5_acc: 0.9797, loss_cls: 0.2318, loss: 0.2318, grad_norm: 2.7978 2020-11-12 21:20:27,919 - mmaction - INFO - Epoch [42][10/28] lr: 2.500e-04, eta: 0:29:44, time: 2.717, data_time: 1.241, memory: 21535, top1_acc: 0.9484, top5_acc: 0.9891, loss_cls: 0.1815, loss: 0.1815, grad_norm: 2.6488 2020-11-12 21:20:49,438 - mmaction - INFO - Epoch [42][15/28] lr: 2.500e-04, eta: 0:29:04, time: 4.083, data_time: 2.768, memory: 21535, top1_acc: 0.9437, top5_acc: 0.9828, loss_cls: 0.2078, loss: 0.2078, grad_norm: 2.7473 2020-11-12 21:20:58,754 - mmaction - INFO - Epoch [42][20/28] lr: 2.500e-04, eta: 0:28:22, time: 2.075, data_time: 1.063, memory: 21535, top1_acc: 0.9484, top5_acc: 0.9938, loss_cls: 0.1933, loss: 0.1933, grad_norm: 2.6569 2020-11-12 21:21:22,802 - mmaction - INFO - Epoch [42][25/28] lr: 2.500e-04, eta: 0:27:43, time: 4.813, data_time: 3.441, memory: 21535, top1_acc: 0.9453, top5_acc: 0.9906, loss_cls: 0.2232, loss: 0.2232, grad_norm: 2.6747 2020-11-12 21:24:25,697 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 21:24:25,738 - mmaction - INFO - top1_acc 0.5301 top5_acc 0.8268 2020-11-12 21:24:25,738 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 21:24:25,745 - mmaction - INFO - mean_acc 0.5301 2020-11-12 21:24:25,746 - mmaction - INFO - Epoch(val) [42][28] top1_acc: 0.5301, top5_acc: 0.8268, mean_class_accuracy: 0.5301 2020-11-12 21:26:43,445 - mmaction - INFO - Epoch [43][5/28] lr: 2.500e-04, eta: 0:26:59, time: 27.331, data_time: 26.227, memory: 21535, top1_acc: 0.9547, top5_acc: 0.9875, loss_cls: 0.1953, loss: 0.1953, grad_norm: 2.4865 2020-11-12 21:27:03,952 - mmaction - INFO - Epoch [43][10/28] lr: 2.500e-04, eta: 0:26:19, time: 4.162, data_time: 2.770, memory: 21535, top1_acc: 0.9500, top5_acc: 0.9906, loss_cls: 0.1802, loss: 0.1802, grad_norm: 2.4191 2020-11-12 21:27:22,499 - mmaction - INFO - Epoch [43][15/28] lr: 2.500e-04, eta: 0:25:39, time: 3.641, data_time: 1.112, memory: 21535, top1_acc: 0.9484, top5_acc: 0.9859, loss_cls: 0.2076, loss: 0.2076, grad_norm: 2.6280 2020-11-12 21:27:31,486 - mmaction - INFO - Epoch [43][20/28] lr: 2.500e-04, eta: 0:24:57, time: 1.920, data_time: 0.721, memory: 21535, top1_acc: 0.9422, top5_acc: 0.9875, loss_cls: 0.2152, loss: 0.2152, grad_norm: 2.6932 2020-11-12 21:27:53,943 - mmaction - INFO - Epoch [43][25/28] lr: 2.500e-04, eta: 0:24:18, time: 4.473, data_time: 3.464, memory: 21535, top1_acc: 0.9422, top5_acc: 0.9891, loss_cls: 0.2138, loss: 0.2138, grad_norm: 2.6551 2020-11-12 21:30:50,095 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 21:30:50,117 - mmaction - INFO - top1_acc 0.5255 top5_acc 0.8281 2020-11-12 21:30:50,117 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 21:30:50,122 - mmaction - INFO - mean_acc 0.5255 2020-11-12 21:30:50,122 - mmaction - INFO - Epoch(val) [43][28] top1_acc: 0.5255, top5_acc: 0.8281, mean_class_accuracy: 0.5255 2020-11-12 21:33:22,734 - mmaction - INFO - Epoch [44][5/28] lr: 2.500e-04, eta: 0:23:34, time: 30.422, data_time: 29.254, memory: 21535, top1_acc: 0.9437, top5_acc: 0.9906, loss_cls: 0.1983, loss: 0.1983, grad_norm: 2.6350 2020-11-12 21:33:35,818 - mmaction - INFO - Epoch [44][10/28] lr: 2.500e-04, eta: 0:22:54, time: 2.594, data_time: 1.608, memory: 21535, top1_acc: 0.9422, top5_acc: 0.9938, loss_cls: 0.2102, loss: 0.2102, grad_norm: 2.7222 2020-11-12 21:33:47,969 - mmaction - INFO - Epoch [44][15/28] lr: 2.500e-04, eta: 0:22:13, time: 2.244, data_time: 1.233, memory: 21535, top1_acc: 0.9266, top5_acc: 0.9875, loss_cls: 0.2441, loss: 0.2441, grad_norm: 3.0235 2020-11-12 21:34:00,005 - mmaction - INFO - Epoch [44][20/28] lr: 2.500e-04, eta: 0:21:33, time: 2.637, data_time: 1.245, memory: 21535, top1_acc: 0.9531, top5_acc: 0.9938, loss_cls: 0.1815, loss: 0.1815, grad_norm: 2.5164 2020-11-12 21:34:20,562 - mmaction - INFO - Epoch [44][25/28] lr: 2.500e-04, eta: 0:20:54, time: 4.091, data_time: 2.578, memory: 21535, top1_acc: 0.9469, top5_acc: 0.9953, loss_cls: 0.1785, loss: 0.1785, grad_norm: 2.5106 2020-11-12 21:37:02,038 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 21:37:02,053 - mmaction - INFO - top1_acc 0.5268 top5_acc 0.8209 2020-11-12 21:37:02,053 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 21:37:02,058 - mmaction - INFO - mean_acc 0.5268 2020-11-12 21:37:02,058 - mmaction - INFO - Epoch(val) [44][28] top1_acc: 0.5268, top5_acc: 0.8209, mean_class_accuracy: 0.5268 2020-11-12 21:39:23,768 - mmaction - INFO - Epoch [45][5/28] lr: 2.500e-04, eta: 0:20:06, time: 28.086, data_time: 26.696, memory: 21535, top1_acc: 0.9500, top5_acc: 0.9859, loss_cls: 0.1776, loss: 0.1776, grad_norm: 2.3370 2020-11-12 21:39:37,152 - mmaction - INFO - Epoch [45][10/28] lr: 2.500e-04, eta: 0:19:26, time: 2.861, data_time: 1.466, memory: 21535, top1_acc: 0.9359, top5_acc: 0.9859, loss_cls: 0.2081, loss: 0.2081, grad_norm: 2.7050 2020-11-12 21:39:55,568 - mmaction - INFO - Epoch [45][15/28] lr: 2.500e-04, eta: 0:18:47, time: 3.420, data_time: 2.132, memory: 21535, top1_acc: 0.9578, top5_acc: 0.9891, loss_cls: 0.1898, loss: 0.1898, grad_norm: 2.5127 2020-11-12 21:40:06,017 - mmaction - INFO - Epoch [45][20/28] lr: 2.500e-04, eta: 0:18:07, time: 2.352, data_time: 1.468, memory: 21535, top1_acc: 0.9484, top5_acc: 0.9891, loss_cls: 0.1899, loss: 0.1899, grad_norm: 2.3889 2020-11-12 21:40:30,790 - mmaction - INFO - Epoch [45][25/28] lr: 2.500e-04, eta: 0:17:29, time: 4.902, data_time: 3.521, memory: 21535, top1_acc: 0.9422, top5_acc: 0.9828, loss_cls: 0.2171, loss: 0.2171, grad_norm: 2.7582 2020-11-12 21:40:36,468 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-11-12 21:43:27,976 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 21:43:28,003 - mmaction - INFO - top1_acc 0.5314 top5_acc 0.8242 2020-11-12 21:43:28,003 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 21:43:28,008 - mmaction - INFO - mean_acc 0.5314 2020-11-12 21:43:28,008 - mmaction - INFO - Epoch(val) [45][28] top1_acc: 0.5314, top5_acc: 0.8242, mean_class_accuracy: 0.5314 2020-11-12 21:46:09,540 - mmaction - INFO - Epoch [46][5/28] lr: 2.500e-04, eta: 0:16:41, time: 32.206, data_time: 30.948, memory: 21535, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.2045, loss: 0.2045, grad_norm: 2.7668 2020-11-12 21:46:19,687 - mmaction - INFO - Epoch [46][10/28] lr: 2.500e-04, eta: 0:16:01, time: 2.046, data_time: 0.918, memory: 21535, top1_acc: 0.9437, top5_acc: 0.9906, loss_cls: 0.2005, loss: 0.2005, grad_norm: 2.5625 2020-11-12 21:46:36,604 - mmaction - INFO - Epoch [46][15/28] lr: 2.500e-04, eta: 0:15:22, time: 3.337, data_time: 2.015, memory: 21535, top1_acc: 0.9328, top5_acc: 0.9859, loss_cls: 0.2457, loss: 0.2457, grad_norm: 2.7505 2020-11-12 21:46:47,763 - mmaction - INFO - Epoch [46][20/28] lr: 2.500e-04, eta: 0:14:43, time: 2.277, data_time: 0.807, memory: 21535, top1_acc: 0.9531, top5_acc: 0.9938, loss_cls: 0.1678, loss: 0.1678, grad_norm: 2.4636 2020-11-12 21:47:04,256 - mmaction - INFO - Epoch [46][25/28] lr: 2.500e-04, eta: 0:14:04, time: 3.297, data_time: 1.452, memory: 21535, top1_acc: 0.9531, top5_acc: 0.9953, loss_cls: 0.1657, loss: 0.1657, grad_norm: 2.3311 2020-11-12 21:49:35,029 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 21:49:35,042 - mmaction - INFO - top1_acc 0.5314 top5_acc 0.8288 2020-11-12 21:49:35,042 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 21:49:35,047 - mmaction - INFO - mean_acc 0.5314 2020-11-12 21:49:35,048 - mmaction - INFO - Epoch(val) [46][28] top1_acc: 0.5314, top5_acc: 0.8288, mean_class_accuracy: 0.5314 2020-11-12 21:51:47,777 - mmaction - INFO - Epoch [47][5/28] lr: 2.500e-04, eta: 0:13:11, time: 26.397, data_time: 24.907, memory: 21535, top1_acc: 0.9609, top5_acc: 0.9906, loss_cls: 0.1708, loss: 0.1708, grad_norm: 2.6155 2020-11-12 21:51:58,865 - mmaction - INFO - Epoch [47][10/28] lr: 2.500e-04, eta: 0:12:32, time: 2.306, data_time: 0.994, memory: 21535, top1_acc: 0.9469, top5_acc: 0.9844, loss_cls: 0.2043, loss: 0.2043, grad_norm: 2.7126 2020-11-12 21:52:12,432 - mmaction - INFO - Epoch [47][15/28] lr: 2.500e-04, eta: 0:11:54, time: 2.616, data_time: 1.448, memory: 21535, top1_acc: 0.9563, top5_acc: 0.9906, loss_cls: 0.1734, loss: 0.1734, grad_norm: 2.0594 2020-11-12 21:52:22,502 - mmaction - INFO - Epoch [47][20/28] lr: 2.500e-04, eta: 0:11:15, time: 2.114, data_time: 1.122, memory: 21535, top1_acc: 0.9594, top5_acc: 0.9875, loss_cls: 0.1772, loss: 0.1772, grad_norm: 2.5623 2020-11-12 21:52:40,118 - mmaction - INFO - Epoch [47][25/28] lr: 2.500e-04, eta: 0:10:37, time: 3.506, data_time: 2.575, memory: 21535, top1_acc: 0.9516, top5_acc: 0.9875, loss_cls: 0.1938, loss: 0.1938, grad_norm: 2.7229 2020-11-12 21:55:17,818 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 21:55:17,859 - mmaction - INFO - top1_acc 0.5314 top5_acc 0.8255 2020-11-12 21:55:17,859 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 21:55:17,864 - mmaction - INFO - mean_acc 0.5314 2020-11-12 21:55:17,865 - mmaction - INFO - Epoch(val) [47][28] top1_acc: 0.5314, top5_acc: 0.8255, mean_class_accuracy: 0.5314 2020-11-12 21:57:46,663 - mmaction - INFO - Epoch [48][5/28] lr: 2.500e-04, eta: 0:09:44, time: 29.657, data_time: 28.518, memory: 21535, top1_acc: 0.9344, top5_acc: 0.9875, loss_cls: 0.2166, loss: 0.2166, grad_norm: 2.7398 2020-11-12 21:57:58,062 - mmaction - INFO - Epoch [48][10/28] lr: 2.500e-04, eta: 0:09:05, time: 2.299, data_time: 1.167, memory: 21535, top1_acc: 0.9516, top5_acc: 0.9938, loss_cls: 0.1680, loss: 0.1680, grad_norm: 2.4300 2020-11-12 21:58:09,263 - mmaction - INFO - Epoch [48][15/28] lr: 2.500e-04, eta: 0:08:27, time: 2.258, data_time: 1.322, memory: 21535, top1_acc: 0.9469, top5_acc: 0.9891, loss_cls: 0.1912, loss: 0.1912, grad_norm: 2.3630 2020-11-12 21:58:20,969 - mmaction - INFO - Epoch [48][20/28] lr: 2.500e-04, eta: 0:07:49, time: 2.328, data_time: 1.357, memory: 21535, top1_acc: 0.9484, top5_acc: 0.9969, loss_cls: 0.1746, loss: 0.1746, grad_norm: 2.4989 2020-11-12 21:58:37,728 - mmaction - INFO - Epoch [48][25/28] lr: 2.500e-04, eta: 0:07:12, time: 3.353, data_time: 2.349, memory: 21535, top1_acc: 0.9406, top5_acc: 0.9891, loss_cls: 0.1935, loss: 0.1935, grad_norm: 2.5946 2020-11-12 22:01:14,283 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 22:01:14,300 - mmaction - INFO - top1_acc 0.5386 top5_acc 0.8248 2020-11-12 22:01:14,300 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 22:01:14,303 - mmaction - INFO - mean_acc 0.5386 2020-11-12 22:01:14,304 - mmaction - INFO - Epoch(val) [48][28] top1_acc: 0.5386, top5_acc: 0.8248, mean_class_accuracy: 0.5386 2020-11-12 22:03:31,728 - mmaction - INFO - Epoch [49][5/28] lr: 2.500e-04, eta: 0:06:16, time: 27.259, data_time: 26.037, memory: 21535, top1_acc: 0.9453, top5_acc: 0.9891, loss_cls: 0.1932, loss: 0.1932, grad_norm: 2.3963 2020-11-12 22:03:42,027 - mmaction - INFO - Epoch [49][10/28] lr: 2.500e-04, eta: 0:05:38, time: 2.229, data_time: 1.162, memory: 21535, top1_acc: 0.9547, top5_acc: 0.9969, loss_cls: 0.1766, loss: 0.1766, grad_norm: 2.4411 2020-11-12 22:03:56,266 - mmaction - INFO - Epoch [49][15/28] lr: 2.500e-04, eta: 0:05:01, time: 2.743, data_time: 1.287, memory: 21535, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.1942, loss: 0.1942, grad_norm: 2.4879 2020-11-12 22:04:05,481 - mmaction - INFO - Epoch [49][20/28] lr: 2.500e-04, eta: 0:04:23, time: 1.949, data_time: 0.904, memory: 21535, top1_acc: 0.9594, top5_acc: 0.9922, loss_cls: 0.1760, loss: 0.1760, grad_norm: 2.4236 2020-11-12 22:04:23,877 - mmaction - INFO - Epoch [49][25/28] lr: 2.500e-04, eta: 0:03:46, time: 3.667, data_time: 2.584, memory: 21535, top1_acc: 0.9500, top5_acc: 0.9922, loss_cls: 0.1706, loss: 0.1706, grad_norm: 2.3667 2020-11-12 22:07:02,505 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 22:07:02,524 - mmaction - INFO - top1_acc 0.5340 top5_acc 0.8248 2020-11-12 22:07:02,524 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 22:07:02,528 - mmaction - INFO - mean_acc 0.5340 2020-11-12 22:07:02,529 - mmaction - INFO - Epoch(val) [49][28] top1_acc: 0.5340, top5_acc: 0.8248, mean_class_accuracy: 0.5340 2020-11-12 22:09:18,244 - mmaction - INFO - Epoch [50][5/28] lr: 2.500e-04, eta: 0:02:49, time: 26.974, data_time: 25.843, memory: 21535, top1_acc: 0.9500, top5_acc: 0.9922, loss_cls: 0.1842, loss: 0.1842, grad_norm: 2.3455 2020-11-12 22:09:30,963 - mmaction - INFO - Epoch [50][10/28] lr: 2.500e-04, eta: 0:02:12, time: 2.541, data_time: 1.057, memory: 21535, top1_acc: 0.9500, top5_acc: 0.9922, loss_cls: 0.1644, loss: 0.1644, grad_norm: 2.3750 2020-11-12 22:09:42,321 - mmaction - INFO - Epoch [50][15/28] lr: 2.500e-04, eta: 0:01:35, time: 2.376, data_time: 1.134, memory: 21535, top1_acc: 0.9469, top5_acc: 0.9859, loss_cls: 0.2123, loss: 0.2123, grad_norm: 2.6526 2020-11-12 22:09:56,953 - mmaction - INFO - Epoch [50][20/28] lr: 2.500e-04, eta: 0:00:58, time: 2.730, data_time: 1.621, memory: 21535, top1_acc: 0.9484, top5_acc: 0.9922, loss_cls: 0.2050, loss: 0.2050, grad_norm: 2.7848 2020-11-12 22:10:11,903 - mmaction - INFO - Epoch [50][25/28] lr: 2.500e-04, eta: 0:00:21, time: 3.179, data_time: 2.134, memory: 21535, top1_acc: 0.9641, top5_acc: 0.9891, loss_cls: 0.1640, loss: 0.1640, grad_norm: 2.2982 2020-11-12 22:10:16,661 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-11-12 22:12:43,422 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-12 22:12:43,430 - mmaction - INFO - top1_acc 0.5366 top5_acc 0.8307 2020-11-12 22:12:43,430 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-12 22:12:43,438 - mmaction - INFO - mean_acc 0.5366 2020-11-12 22:12:43,438 - mmaction - INFO - Epoch(val) [50][28] top1_acc: 0.5366, top5_acc: 0.8307, mean_class_accuracy: 0.5366