2021-04-26 01:41:38,811 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_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;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - 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-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, 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=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.3.0 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.12.0+5cd9a19 ------------------------------------------------------------ 2021-04-26 01:41:38,812 - mmaction - INFO - Distributed training: True 2021-04-26 01:41:38,812 - mmaction - INFO - Config: /mnt/lustre/linjintao/try/mmaction2_trt/slurm_configs/_base_/models/tsn_r50.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=400, 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)) /mnt/lustre/linjintao/try/mmaction2_trt/slurm_configs/_base_/schedules/sgd_100e.py # optimizer optimizer = dict( type='SGD', lr=0.01, # this lr is used for 8 gpus momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[40, 80]) total_epochs = 100 /mnt/lustre/linjintao/try/mmaction2_trt/slurm_configs/_base_/default_runtime.py checkpoint_config = dict(interval=1) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] /mnt/lustre/linjintao/try/mmaction2_trt/slurm_configs/recognition/tsn/tsn_r50_video_1x1x8_100e_diving_rgb.py _base_ = [ '../../_base_/models/tsn_r50.py', '../../_base_/schedules/sgd_100e.py', '../../_base_/default_runtime.py' ] # dataset settings dataset_type = 'VideoDataset' data_root = 'data/diving/videos' data_root_val = 'data/diving/videos' ann_file_train = 'data/diving/diving_train_video_anno.txt' ann_file_val = 'data/diving/diving_val_video_anno.txt' ann_file_test = 'data/diving/diving_val_video_anno.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='DecordInit', io_backend='memcached', **mc_cfg), dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='DecordDecode'), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1), 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='DecordInit', io_backend='memcached', **mc_cfg), dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), 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='DecordInit', io_backend='memcached', **mc_cfg), dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=25, test_mode=True), dict(type='DecordDecode'), 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=8, 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)) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy']) optimizer = dict( type='SGD', lr=0.01 / 4, # this lr is used for 8 gpus momentum=0.9, weight_decay=0.0001) # runtime settings work_dir = './work_dirs/tsn_r50_video_1x1x8_100e_diving_rgb/' 2021-04-26 01:41:44,000 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-04-26 01:41:44,319 - mmaction - INFO - Start running, host: linjintao@SH-IDC2-172-20-21-222, work_dir: /mnt/lustre/linjintao/try/mmaction2_trt/work_dirs/tsn_r50_video_1x1x8_100e_diving_rgb 2021-04-26 01:41:44,319 - mmaction - INFO - workflow: [('train', 1)], max: 100 epochs 2021-04-26 01:43:15,111 - mmaction - INFO - Epoch [1][20/235] lr: 2.500e-03, eta: 1 day, 5:34:31, time: 4.535, data_time: 4.007, memory: 5699, top1_acc: 0.0477, top5_acc: 0.2273, loss_cls: 4.9277, loss: 4.9277, grad_norm: 4.9646 2021-04-26 01:43:23,131 - mmaction - INFO - Epoch [1][40/235] lr: 2.500e-03, eta: 16:05:45, time: 0.405, data_time: 0.007, memory: 5699, top1_acc: 0.0461, top5_acc: 0.2383, loss_cls: 3.8417, loss: 3.8417, grad_norm: 4.3485 2021-04-26 01:43:31,166 - mmaction - INFO - Epoch [1][60/235] lr: 2.500e-03, eta: 11:35:34, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.0656, top5_acc: 0.2969, loss_cls: 3.6124, loss: 3.6124, grad_norm: 4.0716 2021-04-26 01:43:39,257 - mmaction - INFO - Epoch [1][80/235] lr: 2.500e-03, eta: 9:20:45, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.0633, top5_acc: 0.3195, loss_cls: 3.5597, loss: 3.5597, grad_norm: 4.1596 2021-04-26 01:43:47,314 - mmaction - INFO - Epoch [1][100/235] lr: 2.500e-03, eta: 7:59:37, time: 0.403, data_time: 0.000, memory: 5699, top1_acc: 0.1023, top5_acc: 0.3711, loss_cls: 3.4438, loss: 3.4438, grad_norm: 4.2284 2021-04-26 01:43:55,457 - mmaction - INFO - Epoch [1][120/235] lr: 2.500e-03, eta: 7:05:48, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.1227, top5_acc: 0.3727, loss_cls: 3.3601, loss: 3.3601, grad_norm: 4.1965 2021-04-26 01:44:03,487 - mmaction - INFO - Epoch [1][140/235] lr: 2.500e-03, eta: 6:27:00, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.0859, top5_acc: 0.3750, loss_cls: 3.3791, loss: 3.3791, grad_norm: 4.2882 2021-04-26 01:44:11,652 - mmaction - INFO - Epoch [1][160/235] lr: 2.500e-03, eta: 5:58:10, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.1031, top5_acc: 0.3898, loss_cls: 3.3284, loss: 3.3284, grad_norm: 4.3705 2021-04-26 01:44:19,697 - mmaction - INFO - Epoch [1][180/235] lr: 2.500e-03, eta: 5:35:26, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.1008, top5_acc: 0.4023, loss_cls: 3.3010, loss: 3.3010, grad_norm: 4.4141 2021-04-26 01:44:27,888 - mmaction - INFO - Epoch [1][200/235] lr: 2.500e-03, eta: 5:17:34, time: 0.410, data_time: 0.004, memory: 5699, top1_acc: 0.1227, top5_acc: 0.4219, loss_cls: 3.2277, loss: 3.2277, grad_norm: 4.3278 2021-04-26 01:44:35,930 - mmaction - INFO - Epoch [1][220/235] lr: 2.500e-03, eta: 5:02:36, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.1133, top5_acc: 0.4070, loss_cls: 3.2253, loss: 3.2253, grad_norm: 4.4389 2021-04-26 01:44:46,912 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-04-26 01:46:27,677 - mmaction - INFO - Epoch [2][20/235] lr: 2.500e-03, eta: 6:53:02, time: 5.014, data_time: 4.554, memory: 5699, top1_acc: 0.1328, top5_acc: 0.4695, loss_cls: 3.1389, loss: 3.1389, grad_norm: 4.4476 2021-04-26 01:46:35,784 - mmaction - INFO - Epoch [2][40/235] lr: 2.500e-03, eta: 6:34:05, time: 0.406, data_time: 0.006, memory: 5699, top1_acc: 0.1477, top5_acc: 0.4805, loss_cls: 3.0997, loss: 3.0997, grad_norm: 4.5155 2021-04-26 01:46:43,768 - mmaction - INFO - Epoch [2][60/235] lr: 2.500e-03, eta: 6:17:31, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.1539, top5_acc: 0.4891, loss_cls: 3.0442, loss: 3.0442, grad_norm: 4.4659 2021-04-26 01:46:51,953 - mmaction - INFO - Epoch [2][80/235] lr: 2.500e-03, eta: 6:03:17, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.1359, top5_acc: 0.4898, loss_cls: 3.0630, loss: 3.0630, grad_norm: 4.5219 2021-04-26 01:47:00,002 - mmaction - INFO - Epoch [2][100/235] lr: 2.500e-03, eta: 5:50:35, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.1641, top5_acc: 0.4969, loss_cls: 3.0094, loss: 3.0094, grad_norm: 4.4749 2021-04-26 01:47:08,106 - mmaction - INFO - Epoch [2][120/235] lr: 2.500e-03, eta: 5:39:22, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.1781, top5_acc: 0.5078, loss_cls: 2.9888, loss: 2.9888, grad_norm: 4.4988 2021-04-26 01:47:16,071 - mmaction - INFO - Epoch [2][140/235] lr: 2.500e-03, eta: 5:29:10, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.1867, top5_acc: 0.5312, loss_cls: 2.9031, loss: 2.9031, grad_norm: 4.5375 2021-04-26 01:47:24,228 - mmaction - INFO - Epoch [2][160/235] lr: 2.500e-03, eta: 5:20:11, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.1945, top5_acc: 0.5477, loss_cls: 2.9041, loss: 2.9041, grad_norm: 4.5023 2021-04-26 01:47:32,275 - mmaction - INFO - Epoch [2][180/235] lr: 2.500e-03, eta: 5:11:57, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.1906, top5_acc: 0.5641, loss_cls: 2.8381, loss: 2.8381, grad_norm: 4.5448 2021-04-26 01:47:40,421 - mmaction - INFO - Epoch [2][200/235] lr: 2.500e-03, eta: 5:04:33, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.2156, top5_acc: 0.5727, loss_cls: 2.8272, loss: 2.8272, grad_norm: 4.5512 2021-04-26 01:47:48,470 - mmaction - INFO - Epoch [2][220/235] lr: 2.500e-03, eta: 4:57:42, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.2258, top5_acc: 0.5930, loss_cls: 2.7610, loss: 2.7610, grad_norm: 4.6966 2021-04-26 01:47:56,338 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-04-26 01:49:13,409 - mmaction - INFO - Epoch [3][20/235] lr: 2.500e-03, eta: 5:35:04, time: 3.773, data_time: 3.351, memory: 5699, top1_acc: 0.2164, top5_acc: 0.6141, loss_cls: 2.7406, loss: 2.7406, grad_norm: 4.7910 2021-04-26 01:49:21,545 - mmaction - INFO - Epoch [3][40/235] lr: 2.500e-03, eta: 5:27:46, time: 0.407, data_time: 0.007, memory: 5699, top1_acc: 0.2297, top5_acc: 0.6281, loss_cls: 2.6695, loss: 2.6695, grad_norm: 4.7783 2021-04-26 01:49:29,579 - mmaction - INFO - Epoch [3][60/235] lr: 2.500e-03, eta: 5:20:56, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.2516, top5_acc: 0.6492, loss_cls: 2.6245, loss: 2.6245, grad_norm: 4.8426 2021-04-26 01:49:37,676 - mmaction - INFO - Epoch [3][80/235] lr: 2.500e-03, eta: 5:14:38, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.2906, top5_acc: 0.6758, loss_cls: 2.5125, loss: 2.5125, grad_norm: 4.9013 2021-04-26 01:49:45,678 - mmaction - INFO - Epoch [3][100/235] lr: 2.500e-03, eta: 5:08:41, time: 0.399, data_time: 0.000, memory: 5699, top1_acc: 0.2469, top5_acc: 0.6383, loss_cls: 2.6151, loss: 2.6151, grad_norm: 5.0184 2021-04-26 01:49:53,783 - mmaction - INFO - Epoch [3][120/235] lr: 2.500e-03, eta: 5:03:12, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.2867, top5_acc: 0.6586, loss_cls: 2.5222, loss: 2.5222, grad_norm: 4.9664 2021-04-26 01:50:01,815 - mmaction - INFO - Epoch [3][140/235] lr: 2.500e-03, eta: 4:58:02, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.2781, top5_acc: 0.6828, loss_cls: 2.5226, loss: 2.5226, grad_norm: 5.1816 2021-04-26 01:50:10,004 - mmaction - INFO - Epoch [3][160/235] lr: 2.500e-03, eta: 4:53:17, time: 0.410, data_time: 0.004, memory: 5699, top1_acc: 0.3063, top5_acc: 0.7039, loss_cls: 2.4305, loss: 2.4305, grad_norm: 5.2835 2021-04-26 01:50:18,068 - mmaction - INFO - Epoch [3][180/235] lr: 2.500e-03, eta: 4:48:44, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.3117, top5_acc: 0.6883, loss_cls: 2.4202, loss: 2.4202, grad_norm: 5.2838 2021-04-26 01:50:26,234 - mmaction - INFO - Epoch [3][200/235] lr: 2.500e-03, eta: 4:44:30, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.3180, top5_acc: 0.7102, loss_cls: 2.3877, loss: 2.3877, grad_norm: 5.4009 2021-04-26 01:50:34,258 - mmaction - INFO - Epoch [3][220/235] lr: 2.500e-03, eta: 4:40:26, time: 0.401, data_time: 0.000, memory: 5699, top1_acc: 0.3211, top5_acc: 0.7000, loss_cls: 2.4056, loss: 2.4056, grad_norm: 5.4626 2021-04-26 01:50:42,437 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-04-26 01:52:00,291 - mmaction - INFO - Epoch [4][20/235] lr: 2.500e-03, eta: 5:06:42, time: 3.841, data_time: 3.431, memory: 5699, top1_acc: 0.3344, top5_acc: 0.7430, loss_cls: 2.2941, loss: 2.2941, grad_norm: 5.5507 2021-04-26 01:52:08,377 - mmaction - INFO - Epoch [4][40/235] lr: 2.500e-03, eta: 5:02:20, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.3344, top5_acc: 0.7336, loss_cls: 2.2808, loss: 2.2808, grad_norm: 5.5604 2021-04-26 01:52:16,407 - mmaction - INFO - Epoch [4][60/235] lr: 2.500e-03, eta: 4:58:09, time: 0.402, data_time: 0.004, memory: 5699, top1_acc: 0.3375, top5_acc: 0.7336, loss_cls: 2.3233, loss: 2.3233, grad_norm: 5.5942 2021-04-26 01:52:24,486 - mmaction - INFO - Epoch [4][80/235] lr: 2.500e-03, eta: 4:54:12, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.3461, top5_acc: 0.7383, loss_cls: 2.2655, loss: 2.2655, grad_norm: 5.6987 2021-04-26 01:52:32,487 - mmaction - INFO - Epoch [4][100/235] lr: 2.500e-03, eta: 4:50:24, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.3727, top5_acc: 0.7766, loss_cls: 2.1716, loss: 2.1716, grad_norm: 5.6581 2021-04-26 01:52:40,674 - mmaction - INFO - Epoch [4][120/235] lr: 2.500e-03, eta: 4:46:51, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.3563, top5_acc: 0.7500, loss_cls: 2.2284, loss: 2.2284, grad_norm: 5.7413 2021-04-26 01:52:48,671 - mmaction - INFO - Epoch [4][140/235] lr: 2.500e-03, eta: 4:43:23, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.3469, top5_acc: 0.7477, loss_cls: 2.2197, loss: 2.2197, grad_norm: 5.7935 2021-04-26 01:52:56,797 - mmaction - INFO - Epoch [4][160/235] lr: 2.500e-03, eta: 4:40:08, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.3469, top5_acc: 0.7547, loss_cls: 2.2025, loss: 2.2025, grad_norm: 5.9375 2021-04-26 01:53:04,884 - mmaction - INFO - Epoch [4][180/235] lr: 2.500e-03, eta: 4:37:00, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.3922, top5_acc: 0.7828, loss_cls: 2.0733, loss: 2.0733, grad_norm: 5.8446 2021-04-26 01:53:13,020 - mmaction - INFO - Epoch [4][200/235] lr: 2.500e-03, eta: 4:34:02, time: 0.407, data_time: 0.005, memory: 5699, top1_acc: 0.4023, top5_acc: 0.8000, loss_cls: 2.0127, loss: 2.0127, grad_norm: 5.8887 2021-04-26 01:53:21,041 - mmaction - INFO - Epoch [4][220/235] lr: 2.500e-03, eta: 4:31:08, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.3836, top5_acc: 0.7680, loss_cls: 2.1248, loss: 2.1248, grad_norm: 6.0548 2021-04-26 01:53:28,856 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-04-26 01:54:45,139 - mmaction - INFO - Epoch [5][20/235] lr: 2.500e-03, eta: 4:50:19, time: 3.767, data_time: 3.362, memory: 5699, top1_acc: 0.4008, top5_acc: 0.7906, loss_cls: 2.0708, loss: 2.0708, grad_norm: 6.0845 2021-04-26 01:54:53,347 - mmaction - INFO - Epoch [5][40/235] lr: 2.500e-03, eta: 4:47:17, time: 0.411, data_time: 0.007, memory: 5699, top1_acc: 0.4461, top5_acc: 0.7969, loss_cls: 1.9682, loss: 1.9682, grad_norm: 6.0562 2021-04-26 01:55:01,351 - mmaction - INFO - Epoch [5][60/235] lr: 2.500e-03, eta: 4:44:18, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.4031, top5_acc: 0.8063, loss_cls: 1.9952, loss: 1.9952, grad_norm: 6.0752 2021-04-26 01:55:09,524 - mmaction - INFO - Epoch [5][80/235] lr: 2.500e-03, eta: 4:41:28, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.3984, top5_acc: 0.8023, loss_cls: 2.0257, loss: 2.0257, grad_norm: 6.4039 2021-04-26 01:55:17,558 - mmaction - INFO - Epoch [5][100/235] lr: 2.500e-03, eta: 4:38:43, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.4047, top5_acc: 0.7953, loss_cls: 1.9969, loss: 1.9969, grad_norm: 6.0929 2021-04-26 01:55:25,790 - mmaction - INFO - Epoch [5][120/235] lr: 2.500e-03, eta: 4:36:07, time: 0.412, data_time: 0.004, memory: 5699, top1_acc: 0.4305, top5_acc: 0.8063, loss_cls: 1.9506, loss: 1.9506, grad_norm: 6.2067 2021-04-26 01:55:33,771 - mmaction - INFO - Epoch [5][140/235] lr: 2.500e-03, eta: 4:33:31, time: 0.399, data_time: 0.000, memory: 5699, top1_acc: 0.4391, top5_acc: 0.8070, loss_cls: 1.9127, loss: 1.9127, grad_norm: 6.1739 2021-04-26 01:55:41,969 - mmaction - INFO - Epoch [5][160/235] lr: 2.500e-03, eta: 4:31:05, time: 0.410, data_time: 0.004, memory: 5699, top1_acc: 0.4609, top5_acc: 0.7930, loss_cls: 1.9410, loss: 1.9410, grad_norm: 6.2834 2021-04-26 01:55:50,034 - mmaction - INFO - Epoch [5][180/235] lr: 2.500e-03, eta: 4:28:41, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.4367, top5_acc: 0.8195, loss_cls: 1.9003, loss: 1.9003, grad_norm: 6.4102 2021-04-26 01:55:58,139 - mmaction - INFO - Epoch [5][200/235] lr: 2.500e-03, eta: 4:26:24, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.4523, top5_acc: 0.8102, loss_cls: 1.8685, loss: 1.8685, grad_norm: 6.1657 2021-04-26 01:56:06,125 - mmaction - INFO - Epoch [5][220/235] lr: 2.500e-03, eta: 4:24:08, time: 0.399, data_time: 0.000, memory: 5699, top1_acc: 0.4469, top5_acc: 0.8359, loss_cls: 1.8311, loss: 1.8311, grad_norm: 6.2708 2021-04-26 01:56:14,558 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-04-26 01:57:32,160 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 01:57:32,246 - mmaction - INFO - top1_acc 0.3518 top5_acc 0.7614 2021-04-26 01:57:32,247 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 01:57:32,268 - mmaction - INFO - mean_acc 0.1916 2021-04-26 01:57:32,629 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2021-04-26 01:57:32,629 - mmaction - INFO - Best top1_acc is 0.3518 at 5 epoch. 2021-04-26 01:57:32,641 - mmaction - INFO - Epoch(val) [5][235] top1_acc: 0.3518, top5_acc: 0.7614, mean_class_accuracy: 0.1916 2021-04-26 01:58:47,295 - mmaction - INFO - Epoch [6][20/235] lr: 2.500e-03, eta: 4:39:12, time: 3.731, data_time: 3.294, memory: 5699, top1_acc: 0.4562, top5_acc: 0.8250, loss_cls: 1.8299, loss: 1.8299, grad_norm: 6.4157 2021-04-26 01:58:55,370 - mmaction - INFO - Epoch [6][40/235] lr: 2.500e-03, eta: 4:36:50, time: 0.405, data_time: 0.005, memory: 5699, top1_acc: 0.4352, top5_acc: 0.8203, loss_cls: 1.8649, loss: 1.8649, grad_norm: 6.6739 2021-04-26 01:59:03,472 - mmaction - INFO - Epoch [6][60/235] lr: 2.500e-03, eta: 4:34:32, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.4656, top5_acc: 0.8320, loss_cls: 1.8594, loss: 1.8594, grad_norm: 6.4917 2021-04-26 01:59:11,448 - mmaction - INFO - Epoch [6][80/235] lr: 2.500e-03, eta: 4:32:17, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.4688, top5_acc: 0.8461, loss_cls: 1.7571, loss: 1.7571, grad_norm: 6.5839 2021-04-26 01:59:19,669 - mmaction - INFO - Epoch [6][100/235] lr: 2.500e-03, eta: 4:30:09, time: 0.411, data_time: 0.004, memory: 5699, top1_acc: 0.4828, top5_acc: 0.8500, loss_cls: 1.7535, loss: 1.7535, grad_norm: 6.4462 2021-04-26 01:59:27,736 - mmaction - INFO - Epoch [6][120/235] lr: 2.500e-03, eta: 4:28:03, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.5266, top5_acc: 0.8656, loss_cls: 1.6711, loss: 1.6711, grad_norm: 6.4494 2021-04-26 01:59:35,828 - mmaction - INFO - Epoch [6][140/235] lr: 2.500e-03, eta: 4:26:00, time: 0.405, data_time: 0.001, memory: 5699, top1_acc: 0.4914, top5_acc: 0.8516, loss_cls: 1.7132, loss: 1.7132, grad_norm: 6.5660 2021-04-26 01:59:43,987 - mmaction - INFO - Epoch [6][160/235] lr: 2.500e-03, eta: 4:24:03, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.5062, top5_acc: 0.8406, loss_cls: 1.7229, loss: 1.7229, grad_norm: 6.6665 2021-04-26 01:59:52,033 - mmaction - INFO - Epoch [6][180/235] lr: 2.500e-03, eta: 4:22:06, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.4961, top5_acc: 0.8445, loss_cls: 1.7072, loss: 1.7072, grad_norm: 6.7180 2021-04-26 02:00:00,189 - mmaction - INFO - Epoch [6][200/235] lr: 2.500e-03, eta: 4:20:15, time: 0.407, data_time: 0.003, memory: 5699, top1_acc: 0.4906, top5_acc: 0.8555, loss_cls: 1.7376, loss: 1.7376, grad_norm: 6.8100 2021-04-26 02:00:08,323 - mmaction - INFO - Epoch [6][220/235] lr: 2.500e-03, eta: 4:18:26, time: 0.407, data_time: 0.002, memory: 5699, top1_acc: 0.5086, top5_acc: 0.8461, loss_cls: 1.7174, loss: 1.7174, grad_norm: 6.5549 2021-04-26 02:00:15,957 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-04-26 02:01:44,515 - mmaction - INFO - Epoch [7][20/235] lr: 2.500e-03, eta: 4:34:12, time: 4.373, data_time: 3.921, memory: 5699, top1_acc: 0.5305, top5_acc: 0.8625, loss_cls: 1.6349, loss: 1.6349, grad_norm: 6.5619 2021-04-26 02:01:52,624 - mmaction - INFO - Epoch [7][40/235] lr: 2.500e-03, eta: 4:32:14, time: 0.407, data_time: 0.005, memory: 5699, top1_acc: 0.5312, top5_acc: 0.8547, loss_cls: 1.6171, loss: 1.6171, grad_norm: 6.7178 2021-04-26 02:02:00,702 - mmaction - INFO - Epoch [7][60/235] lr: 2.500e-03, eta: 4:30:19, time: 0.404, data_time: 0.003, memory: 5699, top1_acc: 0.5352, top5_acc: 0.8672, loss_cls: 1.5871, loss: 1.5871, grad_norm: 6.7995 2021-04-26 02:02:08,776 - mmaction - INFO - Epoch [7][80/235] lr: 2.500e-03, eta: 4:28:26, time: 0.404, data_time: 0.002, memory: 5699, top1_acc: 0.5352, top5_acc: 0.8609, loss_cls: 1.6048, loss: 1.6048, grad_norm: 6.7059 2021-04-26 02:02:16,803 - mmaction - INFO - Epoch [7][100/235] lr: 2.500e-03, eta: 4:26:35, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.5102, top5_acc: 0.8562, loss_cls: 1.6488, loss: 1.6488, grad_norm: 6.9987 2021-04-26 02:02:24,902 - mmaction - INFO - Epoch [7][120/235] lr: 2.500e-03, eta: 4:24:48, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.5344, top5_acc: 0.8648, loss_cls: 1.5862, loss: 1.5862, grad_norm: 6.9769 2021-04-26 02:02:32,919 - mmaction - INFO - Epoch [7][140/235] lr: 2.500e-03, eta: 4:23:02, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.5414, top5_acc: 0.8680, loss_cls: 1.5792, loss: 1.5792, grad_norm: 6.7877 2021-04-26 02:02:41,074 - mmaction - INFO - Epoch [7][160/235] lr: 2.500e-03, eta: 4:21:20, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.5555, top5_acc: 0.8648, loss_cls: 1.5230, loss: 1.5230, grad_norm: 6.7310 2021-04-26 02:02:49,079 - mmaction - INFO - Epoch [7][180/235] lr: 2.500e-03, eta: 4:19:39, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.5500, top5_acc: 0.8727, loss_cls: 1.5069, loss: 1.5069, grad_norm: 6.7275 2021-04-26 02:02:57,244 - mmaction - INFO - Epoch [7][200/235] lr: 2.500e-03, eta: 4:18:03, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.5523, top5_acc: 0.8844, loss_cls: 1.5082, loss: 1.5082, grad_norm: 6.6839 2021-04-26 02:03:05,283 - mmaction - INFO - Epoch [7][220/235] lr: 2.500e-03, eta: 4:16:27, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.5391, top5_acc: 0.8547, loss_cls: 1.5687, loss: 1.5687, grad_norm: 6.9462 2021-04-26 02:03:12,780 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-04-26 02:04:28,355 - mmaction - INFO - Epoch [8][20/235] lr: 2.500e-03, eta: 4:27:06, time: 3.761, data_time: 3.348, memory: 5699, top1_acc: 0.5664, top5_acc: 0.8664, loss_cls: 1.5281, loss: 1.5281, grad_norm: 6.8321 2021-04-26 02:04:36,536 - mmaction - INFO - Epoch [8][40/235] lr: 2.500e-03, eta: 4:25:27, time: 0.409, data_time: 0.005, memory: 5699, top1_acc: 0.5148, top5_acc: 0.8586, loss_cls: 1.6183, loss: 1.6183, grad_norm: 7.2382 2021-04-26 02:04:44,561 - mmaction - INFO - Epoch [8][60/235] lr: 2.500e-03, eta: 4:23:48, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.5492, top5_acc: 0.8906, loss_cls: 1.4754, loss: 1.4754, grad_norm: 6.9150 2021-04-26 02:04:52,682 - mmaction - INFO - Epoch [8][80/235] lr: 2.500e-03, eta: 4:22:13, time: 0.406, data_time: 0.005, memory: 5699, top1_acc: 0.5797, top5_acc: 0.8812, loss_cls: 1.4762, loss: 1.4762, grad_norm: 6.8303 2021-04-26 02:05:00,747 - mmaction - INFO - Epoch [8][100/235] lr: 2.500e-03, eta: 4:20:39, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.5531, top5_acc: 0.8820, loss_cls: 1.4877, loss: 1.4877, grad_norm: 7.0488 2021-04-26 02:05:08,866 - mmaction - INFO - Epoch [8][120/235] lr: 2.500e-03, eta: 4:19:07, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.5664, top5_acc: 0.8812, loss_cls: 1.4811, loss: 1.4811, grad_norm: 6.9422 2021-04-26 02:05:16,881 - mmaction - INFO - Epoch [8][140/235] lr: 2.500e-03, eta: 4:17:36, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.5820, top5_acc: 0.8883, loss_cls: 1.4403, loss: 1.4403, grad_norm: 6.6202 2021-04-26 02:05:25,096 - mmaction - INFO - Epoch [8][160/235] lr: 2.500e-03, eta: 4:16:10, time: 0.410, data_time: 0.004, memory: 5699, top1_acc: 0.5844, top5_acc: 0.9008, loss_cls: 1.4313, loss: 1.4313, grad_norm: 6.9519 2021-04-26 02:05:33,134 - mmaction - INFO - Epoch [8][180/235] lr: 2.500e-03, eta: 4:14:43, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.5758, top5_acc: 0.9023, loss_cls: 1.3931, loss: 1.3931, grad_norm: 6.7736 2021-04-26 02:05:41,297 - mmaction - INFO - Epoch [8][200/235] lr: 2.500e-03, eta: 4:13:19, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.5703, top5_acc: 0.8891, loss_cls: 1.4483, loss: 1.4483, grad_norm: 7.0295 2021-04-26 02:05:49,371 - mmaction - INFO - Epoch [8][220/235] lr: 2.500e-03, eta: 4:11:56, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.5930, top5_acc: 0.8789, loss_cls: 1.4019, loss: 1.4019, grad_norm: 6.8882 2021-04-26 02:05:59,382 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-04-26 02:08:08,770 - mmaction - INFO - Epoch [9][20/235] lr: 2.500e-03, eta: 4:31:19, time: 6.445, data_time: 5.909, memory: 5699, top1_acc: 0.5703, top5_acc: 0.8797, loss_cls: 1.4621, loss: 1.4621, grad_norm: 7.0944 2021-04-26 02:08:16,801 - mmaction - INFO - Epoch [9][40/235] lr: 2.500e-03, eta: 4:29:46, time: 0.407, data_time: 0.007, memory: 5699, top1_acc: 0.5891, top5_acc: 0.8930, loss_cls: 1.4035, loss: 1.4035, grad_norm: 6.9919 2021-04-26 02:08:24,936 - mmaction - INFO - Epoch [9][60/235] lr: 2.500e-03, eta: 4:28:14, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.6164, top5_acc: 0.9086, loss_cls: 1.3350, loss: 1.3350, grad_norm: 7.0582 2021-04-26 02:08:32,971 - mmaction - INFO - Epoch [9][80/235] lr: 2.500e-03, eta: 4:26:44, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.5711, top5_acc: 0.8945, loss_cls: 1.4366, loss: 1.4366, grad_norm: 7.0737 2021-04-26 02:08:41,046 - mmaction - INFO - Epoch [9][100/235] lr: 2.500e-03, eta: 4:25:15, time: 0.404, data_time: 0.002, memory: 5699, top1_acc: 0.5938, top5_acc: 0.8969, loss_cls: 1.3463, loss: 1.3463, grad_norm: 6.8145 2021-04-26 02:08:49,174 - mmaction - INFO - Epoch [9][120/235] lr: 2.500e-03, eta: 4:23:49, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.6133, top5_acc: 0.9047, loss_cls: 1.3631, loss: 1.3631, grad_norm: 6.8542 2021-04-26 02:08:57,202 - mmaction - INFO - Epoch [9][140/235] lr: 2.500e-03, eta: 4:22:23, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.6227, top5_acc: 0.9039, loss_cls: 1.3246, loss: 1.3246, grad_norm: 7.0140 2021-04-26 02:09:05,341 - mmaction - INFO - Epoch [9][160/235] lr: 2.500e-03, eta: 4:21:00, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.5898, top5_acc: 0.9086, loss_cls: 1.3518, loss: 1.3518, grad_norm: 6.9520 2021-04-26 02:09:13,411 - mmaction - INFO - Epoch [9][180/235] lr: 2.500e-03, eta: 4:19:37, time: 0.403, data_time: 0.000, memory: 5699, top1_acc: 0.5961, top5_acc: 0.9055, loss_cls: 1.3531, loss: 1.3531, grad_norm: 7.0868 2021-04-26 02:09:21,591 - mmaction - INFO - Epoch [9][200/235] lr: 2.500e-03, eta: 4:18:17, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.6039, top5_acc: 0.8984, loss_cls: 1.3193, loss: 1.3193, grad_norm: 6.8653 2021-04-26 02:09:29,670 - mmaction - INFO - Epoch [9][220/235] lr: 2.500e-03, eta: 4:16:57, time: 0.404, data_time: 0.000, memory: 5699, top1_acc: 0.6008, top5_acc: 0.9187, loss_cls: 1.3061, loss: 1.3061, grad_norm: 6.9098 2021-04-26 02:09:38,637 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-04-26 02:11:04,261 - mmaction - INFO - Epoch [10][20/235] lr: 2.500e-03, eta: 4:26:32, time: 4.259, data_time: 3.785, memory: 5699, top1_acc: 0.6227, top5_acc: 0.9203, loss_cls: 1.2459, loss: 1.2459, grad_norm: 6.7157 2021-04-26 02:11:12,482 - mmaction - INFO - Epoch [10][40/235] lr: 2.500e-03, eta: 4:25:10, time: 0.411, data_time: 0.008, memory: 5699, top1_acc: 0.6023, top5_acc: 0.9102, loss_cls: 1.3069, loss: 1.3069, grad_norm: 7.1238 2021-04-26 02:11:20,531 - mmaction - INFO - Epoch [10][60/235] lr: 2.500e-03, eta: 4:23:48, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.6227, top5_acc: 0.9195, loss_cls: 1.2718, loss: 1.2718, grad_norm: 7.2123 2021-04-26 02:11:28,642 - mmaction - INFO - Epoch [10][80/235] lr: 2.500e-03, eta: 4:22:28, time: 0.406, data_time: 0.005, memory: 5699, top1_acc: 0.5891, top5_acc: 0.8961, loss_cls: 1.3851, loss: 1.3851, grad_norm: 7.0905 2021-04-26 02:11:36,664 - mmaction - INFO - Epoch [10][100/235] lr: 2.500e-03, eta: 4:21:08, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.6414, top5_acc: 0.9133, loss_cls: 1.2724, loss: 1.2724, grad_norm: 6.9221 2021-04-26 02:11:44,823 - mmaction - INFO - Epoch [10][120/235] lr: 2.500e-03, eta: 4:19:51, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.6367, top5_acc: 0.9125, loss_cls: 1.2635, loss: 1.2635, grad_norm: 7.0137 2021-04-26 02:11:52,872 - mmaction - INFO - Epoch [10][140/235] lr: 2.500e-03, eta: 4:18:34, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.6391, top5_acc: 0.9117, loss_cls: 1.2612, loss: 1.2612, grad_norm: 7.0063 2021-04-26 02:12:01,051 - mmaction - INFO - Epoch [10][160/235] lr: 2.500e-03, eta: 4:17:19, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.6156, top5_acc: 0.9203, loss_cls: 1.2369, loss: 1.2369, grad_norm: 7.1693 2021-04-26 02:12:09,086 - mmaction - INFO - Epoch [10][180/235] lr: 2.500e-03, eta: 4:16:05, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.6281, top5_acc: 0.9047, loss_cls: 1.2656, loss: 1.2656, grad_norm: 6.9614 2021-04-26 02:12:17,226 - mmaction - INFO - Epoch [10][200/235] lr: 2.500e-03, eta: 4:14:52, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.6102, top5_acc: 0.8852, loss_cls: 1.3318, loss: 1.3318, grad_norm: 7.1266 2021-04-26 02:12:25,247 - mmaction - INFO - Epoch [10][220/235] lr: 2.500e-03, eta: 4:13:40, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.6016, top5_acc: 0.9055, loss_cls: 1.3069, loss: 1.3069, grad_norm: 7.2228 2021-04-26 02:12:32,730 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-04-26 02:13:50,413 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:13:50,502 - mmaction - INFO - top1_acc 0.5447 top5_acc 0.9041 2021-04-26 02:13:50,502 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:13:50,505 - mmaction - INFO - mean_acc 0.3710 2021-04-26 02:13:51,044 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2021-04-26 02:13:51,045 - mmaction - INFO - Best top1_acc is 0.5447 at 10 epoch. 2021-04-26 02:13:51,057 - mmaction - INFO - Epoch(val) [10][235] top1_acc: 0.5447, top5_acc: 0.9041, mean_class_accuracy: 0.3710 2021-04-26 02:15:22,393 - mmaction - INFO - Epoch [11][20/235] lr: 2.500e-03, eta: 4:23:04, time: 4.564, data_time: 4.110, memory: 5699, top1_acc: 0.6203, top5_acc: 0.9086, loss_cls: 1.2819, loss: 1.2819, grad_norm: 7.0654 2021-04-26 02:15:30,546 - mmaction - INFO - Epoch [11][40/235] lr: 2.500e-03, eta: 4:21:49, time: 0.410, data_time: 0.009, memory: 5699, top1_acc: 0.6375, top5_acc: 0.9133, loss_cls: 1.2428, loss: 1.2428, grad_norm: 7.2591 2021-04-26 02:15:38,520 - mmaction - INFO - Epoch [11][60/235] lr: 2.500e-03, eta: 4:20:34, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.6531, top5_acc: 0.9359, loss_cls: 1.1736, loss: 1.1736, grad_norm: 7.0440 2021-04-26 02:15:46,592 - mmaction - INFO - Epoch [11][80/235] lr: 2.500e-03, eta: 4:19:21, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.6305, top5_acc: 0.9078, loss_cls: 1.2937, loss: 1.2937, grad_norm: 7.4424 2021-04-26 02:15:54,591 - mmaction - INFO - Epoch [11][100/235] lr: 2.500e-03, eta: 4:18:08, time: 0.400, data_time: 0.000, memory: 5699, top1_acc: 0.6383, top5_acc: 0.9219, loss_cls: 1.2191, loss: 1.2191, grad_norm: 7.1802 2021-04-26 02:16:02,806 - mmaction - INFO - Epoch [11][120/235] lr: 2.500e-03, eta: 4:16:58, time: 0.411, data_time: 0.004, memory: 5699, top1_acc: 0.6359, top5_acc: 0.9187, loss_cls: 1.2388, loss: 1.2388, grad_norm: 6.9646 2021-04-26 02:16:10,798 - mmaction - INFO - Epoch [11][140/235] lr: 2.500e-03, eta: 4:15:47, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.6383, top5_acc: 0.9281, loss_cls: 1.1711, loss: 1.1711, grad_norm: 6.9009 2021-04-26 02:16:19,027 - mmaction - INFO - Epoch [11][160/235] lr: 2.500e-03, eta: 4:14:39, time: 0.412, data_time: 0.004, memory: 5699, top1_acc: 0.6531, top5_acc: 0.9242, loss_cls: 1.1764, loss: 1.1764, grad_norm: 7.0762 2021-04-26 02:16:27,058 - mmaction - INFO - Epoch [11][180/235] lr: 2.500e-03, eta: 4:13:30, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.6359, top5_acc: 0.9141, loss_cls: 1.2522, loss: 1.2522, grad_norm: 7.3037 2021-04-26 02:16:35,202 - mmaction - INFO - Epoch [11][200/235] lr: 2.500e-03, eta: 4:12:23, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.6445, top5_acc: 0.9234, loss_cls: 1.1975, loss: 1.1975, grad_norm: 7.2982 2021-04-26 02:16:43,300 - mmaction - INFO - Epoch [11][220/235] lr: 2.500e-03, eta: 4:11:17, time: 0.405, data_time: 0.001, memory: 5699, top1_acc: 0.6562, top5_acc: 0.9148, loss_cls: 1.1919, loss: 1.1919, grad_norm: 7.2211 2021-04-26 02:16:52,386 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-04-26 02:18:16,194 - mmaction - INFO - Epoch [12][20/235] lr: 2.500e-03, eta: 4:18:34, time: 4.140, data_time: 3.678, memory: 5699, top1_acc: 0.6758, top5_acc: 0.9281, loss_cls: 1.1285, loss: 1.1285, grad_norm: 6.8611 2021-04-26 02:18:24,355 - mmaction - INFO - Epoch [12][40/235] lr: 2.500e-03, eta: 4:17:26, time: 0.408, data_time: 0.007, memory: 5699, top1_acc: 0.6516, top5_acc: 0.9258, loss_cls: 1.1571, loss: 1.1571, grad_norm: 7.0393 2021-04-26 02:18:32,395 - mmaction - INFO - Epoch [12][60/235] lr: 2.500e-03, eta: 4:16:18, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.6672, top5_acc: 0.9242, loss_cls: 1.1838, loss: 1.1838, grad_norm: 7.1301 2021-04-26 02:18:40,575 - mmaction - INFO - Epoch [12][80/235] lr: 2.500e-03, eta: 4:15:12, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.6492, top5_acc: 0.9305, loss_cls: 1.1647, loss: 1.1647, grad_norm: 6.7489 2021-04-26 02:18:48,623 - mmaction - INFO - Epoch [12][100/235] lr: 2.500e-03, eta: 4:14:05, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.6320, top5_acc: 0.9211, loss_cls: 1.2291, loss: 1.2291, grad_norm: 7.3519 2021-04-26 02:18:56,796 - mmaction - INFO - Epoch [12][120/235] lr: 2.500e-03, eta: 4:13:01, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.6539, top5_acc: 0.9266, loss_cls: 1.1548, loss: 1.1548, grad_norm: 7.2325 2021-04-26 02:19:04,863 - mmaction - INFO - Epoch [12][140/235] lr: 2.500e-03, eta: 4:11:56, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.6453, top5_acc: 0.9305, loss_cls: 1.1626, loss: 1.1626, grad_norm: 7.2445 2021-04-26 02:19:13,020 - mmaction - INFO - Epoch [12][160/235] lr: 2.500e-03, eta: 4:10:54, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.6766, top5_acc: 0.9367, loss_cls: 1.0801, loss: 1.0801, grad_norm: 7.0376 2021-04-26 02:19:21,045 - mmaction - INFO - Epoch [12][180/235] lr: 2.500e-03, eta: 4:09:50, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.6750, top5_acc: 0.9430, loss_cls: 1.0516, loss: 1.0516, grad_norm: 7.0700 2021-04-26 02:19:29,239 - mmaction - INFO - Epoch [12][200/235] lr: 2.500e-03, eta: 4:08:49, time: 0.410, data_time: 0.004, memory: 5699, top1_acc: 0.6570, top5_acc: 0.9195, loss_cls: 1.1487, loss: 1.1487, grad_norm: 6.9786 2021-04-26 02:19:37,364 - mmaction - INFO - Epoch [12][220/235] lr: 2.500e-03, eta: 4:07:49, time: 0.406, data_time: 0.001, memory: 5699, top1_acc: 0.6562, top5_acc: 0.9250, loss_cls: 1.1696, loss: 1.1696, grad_norm: 6.8485 2021-04-26 02:19:45,048 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-04-26 02:21:08,134 - mmaction - INFO - Epoch [13][20/235] lr: 2.500e-03, eta: 4:14:13, time: 4.075, data_time: 3.624, memory: 5699, top1_acc: 0.6523, top5_acc: 0.9273, loss_cls: 1.1732, loss: 1.1732, grad_norm: 7.2002 2021-04-26 02:21:16,259 - mmaction - INFO - Epoch [13][40/235] lr: 2.500e-03, eta: 4:13:11, time: 0.410, data_time: 0.008, memory: 5699, top1_acc: 0.6672, top5_acc: 0.9477, loss_cls: 1.0677, loss: 1.0677, grad_norm: 6.9500 2021-04-26 02:21:24,265 - mmaction - INFO - Epoch [13][60/235] lr: 2.500e-03, eta: 4:12:08, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.6867, top5_acc: 0.9391, loss_cls: 1.0709, loss: 1.0709, grad_norm: 7.3103 2021-04-26 02:21:32,407 - mmaction - INFO - Epoch [13][80/235] lr: 2.500e-03, eta: 4:11:07, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.6687, top5_acc: 0.9367, loss_cls: 1.1123, loss: 1.1123, grad_norm: 7.2608 2021-04-26 02:21:40,479 - mmaction - INFO - Epoch [13][100/235] lr: 2.500e-03, eta: 4:10:06, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.6633, top5_acc: 0.9398, loss_cls: 1.0874, loss: 1.0874, grad_norm: 6.9428 2021-04-26 02:21:48,603 - mmaction - INFO - Epoch [13][120/235] lr: 2.500e-03, eta: 4:09:07, time: 0.406, data_time: 0.003, memory: 5699, top1_acc: 0.6828, top5_acc: 0.9484, loss_cls: 1.0614, loss: 1.0614, grad_norm: 6.8566 2021-04-26 02:21:56,610 - mmaction - INFO - Epoch [13][140/235] lr: 2.500e-03, eta: 4:08:07, time: 0.400, data_time: 0.000, memory: 5699, top1_acc: 0.6758, top5_acc: 0.9414, loss_cls: 1.0832, loss: 1.0832, grad_norm: 7.1027 2021-04-26 02:22:04,767 - mmaction - INFO - Epoch [13][160/235] lr: 2.500e-03, eta: 4:07:09, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.6703, top5_acc: 0.9313, loss_cls: 1.1053, loss: 1.1053, grad_norm: 7.3724 2021-04-26 02:22:12,789 - mmaction - INFO - Epoch [13][180/235] lr: 2.500e-03, eta: 4:06:10, time: 0.401, data_time: 0.000, memory: 5699, top1_acc: 0.6594, top5_acc: 0.9289, loss_cls: 1.1232, loss: 1.1232, grad_norm: 7.1664 2021-04-26 02:22:20,929 - mmaction - INFO - Epoch [13][200/235] lr: 2.500e-03, eta: 4:05:13, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.6719, top5_acc: 0.9227, loss_cls: 1.1130, loss: 1.1130, grad_norm: 7.1563 2021-04-26 02:22:29,012 - mmaction - INFO - Epoch [13][220/235] lr: 2.500e-03, eta: 4:04:17, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.6445, top5_acc: 0.9359, loss_cls: 1.1578, loss: 1.1578, grad_norm: 7.3718 2021-04-26 02:22:36,622 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-04-26 02:23:58,963 - mmaction - INFO - Epoch [14][20/235] lr: 2.500e-03, eta: 4:10:09, time: 4.098, data_time: 3.619, memory: 5699, top1_acc: 0.6883, top5_acc: 0.9422, loss_cls: 1.0130, loss: 1.0130, grad_norm: 6.7476 2021-04-26 02:24:07,022 - mmaction - INFO - Epoch [14][40/235] lr: 2.500e-03, eta: 4:09:11, time: 0.403, data_time: 0.002, memory: 5699, top1_acc: 0.6937, top5_acc: 0.9430, loss_cls: 1.0285, loss: 1.0285, grad_norm: 7.0079 2021-04-26 02:24:15,102 - mmaction - INFO - Epoch [14][60/235] lr: 2.500e-03, eta: 4:08:13, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.6961, top5_acc: 0.9352, loss_cls: 1.0640, loss: 1.0640, grad_norm: 7.2055 2021-04-26 02:24:23,139 - mmaction - INFO - Epoch [14][80/235] lr: 2.500e-03, eta: 4:07:16, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.6914, top5_acc: 0.9336, loss_cls: 1.0399, loss: 1.0399, grad_norm: 7.0678 2021-04-26 02:24:31,144 - mmaction - INFO - Epoch [14][100/235] lr: 2.500e-03, eta: 4:06:19, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.6867, top5_acc: 0.9477, loss_cls: 1.0290, loss: 1.0290, grad_norm: 6.8096 2021-04-26 02:24:39,262 - mmaction - INFO - Epoch [14][120/235] lr: 2.500e-03, eta: 4:05:24, time: 0.406, data_time: 0.005, memory: 5699, top1_acc: 0.7117, top5_acc: 0.9531, loss_cls: 0.9738, loss: 0.9738, grad_norm: 6.5266 2021-04-26 02:24:47,306 - mmaction - INFO - Epoch [14][140/235] lr: 2.500e-03, eta: 4:04:28, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.6891, top5_acc: 0.9453, loss_cls: 1.0464, loss: 1.0464, grad_norm: 6.8463 2021-04-26 02:24:55,520 - mmaction - INFO - Epoch [14][160/235] lr: 2.500e-03, eta: 4:03:34, time: 0.411, data_time: 0.004, memory: 5699, top1_acc: 0.6883, top5_acc: 0.9375, loss_cls: 1.0596, loss: 1.0596, grad_norm: 7.0321 2021-04-26 02:25:03,577 - mmaction - INFO - Epoch [14][180/235] lr: 2.500e-03, eta: 4:02:40, time: 0.403, data_time: 0.000, memory: 5699, top1_acc: 0.6875, top5_acc: 0.9305, loss_cls: 1.0366, loss: 1.0366, grad_norm: 6.9730 2021-04-26 02:25:11,679 - mmaction - INFO - Epoch [14][200/235] lr: 2.500e-03, eta: 4:01:47, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.7273, top5_acc: 0.9508, loss_cls: 0.9426, loss: 0.9426, grad_norm: 6.7303 2021-04-26 02:25:19,714 - mmaction - INFO - Epoch [14][220/235] lr: 2.500e-03, eta: 4:00:53, time: 0.401, data_time: 0.000, memory: 5699, top1_acc: 0.6914, top5_acc: 0.9305, loss_cls: 1.0439, loss: 1.0439, grad_norm: 7.3747 2021-04-26 02:25:28,349 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-04-26 02:26:51,303 - mmaction - INFO - Epoch [15][20/235] lr: 2.500e-03, eta: 4:06:14, time: 4.084, data_time: 3.634, memory: 5699, top1_acc: 0.7000, top5_acc: 0.9453, loss_cls: 0.9878, loss: 0.9878, grad_norm: 7.0368 2021-04-26 02:26:59,512 - mmaction - INFO - Epoch [15][40/235] lr: 2.500e-03, eta: 4:05:21, time: 0.411, data_time: 0.009, memory: 5699, top1_acc: 0.7227, top5_acc: 0.9617, loss_cls: 0.9170, loss: 0.9170, grad_norm: 6.5918 2021-04-26 02:27:07,471 - mmaction - INFO - Epoch [15][60/235] lr: 2.500e-03, eta: 4:04:26, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.6813, top5_acc: 0.9391, loss_cls: 1.0495, loss: 1.0495, grad_norm: 7.3561 2021-04-26 02:27:15,655 - mmaction - INFO - Epoch [15][80/235] lr: 2.500e-03, eta: 4:03:33, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.7078, top5_acc: 0.9398, loss_cls: 0.9962, loss: 0.9962, grad_norm: 7.2992 2021-04-26 02:27:23,754 - mmaction - INFO - Epoch [15][100/235] lr: 2.500e-03, eta: 4:02:41, time: 0.405, data_time: 0.001, memory: 5699, top1_acc: 0.6789, top5_acc: 0.9430, loss_cls: 1.0236, loss: 1.0236, grad_norm: 7.1982 2021-04-26 02:27:31,931 - mmaction - INFO - Epoch [15][120/235] lr: 2.500e-03, eta: 4:01:49, time: 0.409, data_time: 0.003, memory: 5699, top1_acc: 0.7023, top5_acc: 0.9391, loss_cls: 0.9879, loss: 0.9879, grad_norm: 7.1240 2021-04-26 02:27:39,977 - mmaction - INFO - Epoch [15][140/235] lr: 2.500e-03, eta: 4:00:57, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.6977, top5_acc: 0.9313, loss_cls: 1.0555, loss: 1.0555, grad_norm: 7.1521 2021-04-26 02:27:48,050 - mmaction - INFO - Epoch [15][160/235] lr: 2.500e-03, eta: 4:00:06, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.7109, top5_acc: 0.9289, loss_cls: 1.0042, loss: 1.0042, grad_norm: 7.0548 2021-04-26 02:27:56,068 - mmaction - INFO - Epoch [15][180/235] lr: 2.500e-03, eta: 3:59:15, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.7125, top5_acc: 0.9461, loss_cls: 0.9818, loss: 0.9818, grad_norm: 7.1829 2021-04-26 02:28:04,195 - mmaction - INFO - Epoch [15][200/235] lr: 2.500e-03, eta: 3:58:25, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.7211, top5_acc: 0.9430, loss_cls: 1.0122, loss: 1.0122, grad_norm: 7.1642 2021-04-26 02:28:12,231 - mmaction - INFO - Epoch [15][220/235] lr: 2.500e-03, eta: 3:57:35, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.7070, top5_acc: 0.9414, loss_cls: 0.9716, loss: 0.9716, grad_norm: 6.8542 2021-04-26 02:28:20,064 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-04-26 02:29:34,335 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:29:34,426 - mmaction - INFO - top1_acc 0.5645 top5_acc 0.9096 2021-04-26 02:29:34,426 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:29:34,429 - mmaction - INFO - mean_acc 0.3997 2021-04-26 02:29:34,826 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. 2021-04-26 02:29:34,826 - mmaction - INFO - Best top1_acc is 0.5645 at 15 epoch. 2021-04-26 02:29:34,828 - mmaction - INFO - Epoch(val) [15][235] top1_acc: 0.5645, top5_acc: 0.9096, mean_class_accuracy: 0.3997 2021-04-26 02:30:58,754 - mmaction - INFO - Epoch [16][20/235] lr: 2.500e-03, eta: 4:02:42, time: 4.195, data_time: 3.741, memory: 5699, top1_acc: 0.7078, top5_acc: 0.9414, loss_cls: 1.0102, loss: 1.0102, grad_norm: 7.3750 2021-04-26 02:31:06,930 - mmaction - INFO - Epoch [16][40/235] lr: 2.500e-03, eta: 4:01:52, time: 0.409, data_time: 0.008, memory: 5699, top1_acc: 0.7102, top5_acc: 0.9375, loss_cls: 0.9827, loss: 0.9827, grad_norm: 7.2141 2021-04-26 02:31:14,960 - mmaction - INFO - Epoch [16][60/235] lr: 2.500e-03, eta: 4:01:01, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.7000, top5_acc: 0.9469, loss_cls: 0.9481, loss: 0.9481, grad_norm: 7.1297 2021-04-26 02:31:23,112 - mmaction - INFO - Epoch [16][80/235] lr: 2.500e-03, eta: 4:00:11, time: 0.408, data_time: 0.005, memory: 5699, top1_acc: 0.7156, top5_acc: 0.9484, loss_cls: 0.9581, loss: 0.9581, grad_norm: 6.9769 2021-04-26 02:31:31,194 - mmaction - INFO - Epoch [16][100/235] lr: 2.500e-03, eta: 3:59:21, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.7039, top5_acc: 0.9320, loss_cls: 0.9972, loss: 0.9972, grad_norm: 7.2064 2021-04-26 02:31:39,361 - mmaction - INFO - Epoch [16][120/235] lr: 2.500e-03, eta: 3:58:33, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.7273, top5_acc: 0.9523, loss_cls: 0.9168, loss: 0.9168, grad_norm: 7.0193 2021-04-26 02:31:47,393 - mmaction - INFO - Epoch [16][140/235] lr: 2.500e-03, eta: 3:57:44, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.7172, top5_acc: 0.9492, loss_cls: 0.9700, loss: 0.9700, grad_norm: 7.1007 2021-04-26 02:31:55,639 - mmaction - INFO - Epoch [16][160/235] lr: 2.500e-03, eta: 3:56:56, time: 0.412, data_time: 0.003, memory: 5699, top1_acc: 0.7016, top5_acc: 0.9336, loss_cls: 1.0232, loss: 1.0232, grad_norm: 7.4648 2021-04-26 02:32:03,666 - mmaction - INFO - Epoch [16][180/235] lr: 2.500e-03, eta: 3:56:08, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.7383, top5_acc: 0.9656, loss_cls: 0.8540, loss: 0.8540, grad_norm: 6.6928 2021-04-26 02:32:11,847 - mmaction - INFO - Epoch [16][200/235] lr: 2.500e-03, eta: 3:55:21, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.6977, top5_acc: 0.9508, loss_cls: 1.0017, loss: 1.0017, grad_norm: 7.3522 2021-04-26 02:32:19,890 - mmaction - INFO - Epoch [16][220/235] lr: 2.500e-03, eta: 3:54:34, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.6937, top5_acc: 0.9414, loss_cls: 0.9832, loss: 0.9832, grad_norm: 7.2272 2021-04-26 02:32:29,962 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-04-26 02:34:35,701 - mmaction - INFO - Epoch [17][20/235] lr: 2.500e-03, eta: 4:02:50, time: 6.236, data_time: 5.681, memory: 5699, top1_acc: 0.7156, top5_acc: 0.9469, loss_cls: 0.9577, loss: 0.9577, grad_norm: 7.1510 2021-04-26 02:34:44,005 - mmaction - INFO - Epoch [17][40/235] lr: 2.500e-03, eta: 4:02:02, time: 0.416, data_time: 0.017, memory: 5699, top1_acc: 0.6945, top5_acc: 0.9437, loss_cls: 1.0064, loss: 1.0064, grad_norm: 7.4786 2021-04-26 02:34:52,014 - mmaction - INFO - Epoch [17][60/235] lr: 2.500e-03, eta: 4:01:12, time: 0.400, data_time: 0.000, memory: 5699, top1_acc: 0.7289, top5_acc: 0.9547, loss_cls: 0.9028, loss: 0.9028, grad_norm: 6.9360 2021-04-26 02:35:00,135 - mmaction - INFO - Epoch [17][80/235] lr: 2.500e-03, eta: 4:00:24, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.7102, top5_acc: 0.9469, loss_cls: 0.9681, loss: 0.9681, grad_norm: 7.1018 2021-04-26 02:35:08,101 - mmaction - INFO - Epoch [17][100/235] lr: 2.500e-03, eta: 3:59:35, time: 0.398, data_time: 0.000, memory: 5699, top1_acc: 0.7320, top5_acc: 0.9500, loss_cls: 0.9363, loss: 0.9363, grad_norm: 7.2108 2021-04-26 02:35:16,216 - mmaction - INFO - Epoch [17][120/235] lr: 2.500e-03, eta: 3:58:47, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.7117, top5_acc: 0.9578, loss_cls: 0.9534, loss: 0.9534, grad_norm: 7.4831 2021-04-26 02:35:24,290 - mmaction - INFO - Epoch [17][140/235] lr: 2.500e-03, eta: 3:58:00, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.7289, top5_acc: 0.9523, loss_cls: 0.8872, loss: 0.8872, grad_norm: 6.8112 2021-04-26 02:35:32,511 - mmaction - INFO - Epoch [17][160/235] lr: 2.500e-03, eta: 3:57:14, time: 0.411, data_time: 0.004, memory: 5699, top1_acc: 0.7297, top5_acc: 0.9445, loss_cls: 0.8898, loss: 0.8898, grad_norm: 6.7972 2021-04-26 02:35:40,536 - mmaction - INFO - Epoch [17][180/235] lr: 2.500e-03, eta: 3:56:27, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.7117, top5_acc: 0.9508, loss_cls: 0.9672, loss: 0.9672, grad_norm: 7.0680 2021-04-26 02:35:48,642 - mmaction - INFO - Epoch [17][200/235] lr: 2.500e-03, eta: 3:55:41, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.7305, top5_acc: 0.9516, loss_cls: 0.9349, loss: 0.9349, grad_norm: 7.3749 2021-04-26 02:35:56,645 - mmaction - INFO - Epoch [17][220/235] lr: 2.500e-03, eta: 3:54:54, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.7328, top5_acc: 0.9516, loss_cls: 0.8930, loss: 0.8930, grad_norm: 7.2646 2021-04-26 02:36:04,661 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-04-26 02:37:20,631 - mmaction - INFO - Epoch [18][20/235] lr: 2.500e-03, eta: 3:58:28, time: 3.723, data_time: 3.296, memory: 5699, top1_acc: 0.7391, top5_acc: 0.9563, loss_cls: 0.8581, loss: 0.8581, grad_norm: 6.6830 2021-04-26 02:37:28,743 - mmaction - INFO - Epoch [18][40/235] lr: 2.500e-03, eta: 3:57:41, time: 0.405, data_time: 0.005, memory: 5699, top1_acc: 0.7320, top5_acc: 0.9484, loss_cls: 0.9257, loss: 0.9257, grad_norm: 7.5299 2021-04-26 02:37:36,804 - mmaction - INFO - Epoch [18][60/235] lr: 2.500e-03, eta: 3:56:55, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.7063, top5_acc: 0.9453, loss_cls: 0.9788, loss: 0.9788, grad_norm: 7.3694 2021-04-26 02:37:44,979 - mmaction - INFO - Epoch [18][80/235] lr: 2.500e-03, eta: 3:56:10, time: 0.408, data_time: 0.005, memory: 5699, top1_acc: 0.7344, top5_acc: 0.9539, loss_cls: 0.9108, loss: 0.9108, grad_norm: 7.4768 2021-04-26 02:37:53,027 - mmaction - INFO - Epoch [18][100/235] lr: 2.500e-03, eta: 3:55:24, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.7273, top5_acc: 0.9586, loss_cls: 0.9026, loss: 0.9026, grad_norm: 7.3587 2021-04-26 02:38:01,157 - mmaction - INFO - Epoch [18][120/235] lr: 2.500e-03, eta: 3:54:39, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.7195, top5_acc: 0.9414, loss_cls: 0.9637, loss: 0.9637, grad_norm: 7.2940 2021-04-26 02:38:09,151 - mmaction - INFO - Epoch [18][140/235] lr: 2.500e-03, eta: 3:53:54, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.7328, top5_acc: 0.9469, loss_cls: 0.9068, loss: 0.9068, grad_norm: 7.0573 2021-04-26 02:38:17,253 - mmaction - INFO - Epoch [18][160/235] lr: 2.500e-03, eta: 3:53:10, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.6961, top5_acc: 0.9437, loss_cls: 0.9938, loss: 0.9938, grad_norm: 7.5741 2021-04-26 02:38:25,379 - mmaction - INFO - Epoch [18][180/235] lr: 2.500e-03, eta: 3:52:26, time: 0.406, data_time: 0.001, memory: 5699, top1_acc: 0.7180, top5_acc: 0.9445, loss_cls: 0.9457, loss: 0.9457, grad_norm: 7.3127 2021-04-26 02:38:33,586 - mmaction - INFO - Epoch [18][200/235] lr: 2.500e-03, eta: 3:51:43, time: 0.410, data_time: 0.004, memory: 5699, top1_acc: 0.7266, top5_acc: 0.9555, loss_cls: 0.9133, loss: 0.9133, grad_norm: 7.2633 2021-04-26 02:38:41,698 - mmaction - INFO - Epoch [18][220/235] lr: 2.500e-03, eta: 3:51:00, time: 0.405, data_time: 0.000, memory: 5699, top1_acc: 0.7328, top5_acc: 0.9523, loss_cls: 0.9034, loss: 0.9034, grad_norm: 7.2032 2021-04-26 02:38:53,252 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-04-26 02:41:04,238 - mmaction - INFO - Epoch [19][20/235] lr: 2.500e-03, eta: 3:58:30, time: 6.502, data_time: 5.973, memory: 5699, top1_acc: 0.7406, top5_acc: 0.9578, loss_cls: 0.8805, loss: 0.8805, grad_norm: 7.1734 2021-04-26 02:41:12,350 - mmaction - INFO - Epoch [19][40/235] lr: 2.500e-03, eta: 3:57:45, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.7523, top5_acc: 0.9547, loss_cls: 0.8447, loss: 0.8447, grad_norm: 7.0138 2021-04-26 02:41:20,349 - mmaction - INFO - Epoch [19][60/235] lr: 2.500e-03, eta: 3:56:59, time: 0.400, data_time: 0.000, memory: 5699, top1_acc: 0.7297, top5_acc: 0.9500, loss_cls: 0.8859, loss: 0.8859, grad_norm: 7.1788 2021-04-26 02:41:28,458 - mmaction - INFO - Epoch [19][80/235] lr: 2.500e-03, eta: 3:56:15, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.7633, top5_acc: 0.9563, loss_cls: 0.8319, loss: 0.8319, grad_norm: 6.7022 2021-04-26 02:41:36,543 - mmaction - INFO - Epoch [19][100/235] lr: 2.500e-03, eta: 3:55:30, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.7117, top5_acc: 0.9508, loss_cls: 0.9393, loss: 0.9393, grad_norm: 7.3144 2021-04-26 02:41:44,664 - mmaction - INFO - Epoch [19][120/235] lr: 2.500e-03, eta: 3:54:46, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.7359, top5_acc: 0.9547, loss_cls: 0.8943, loss: 0.8943, grad_norm: 7.2900 2021-04-26 02:41:52,720 - mmaction - INFO - Epoch [19][140/235] lr: 2.500e-03, eta: 3:54:02, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.7547, top5_acc: 0.9625, loss_cls: 0.8261, loss: 0.8261, grad_norm: 6.9883 2021-04-26 02:42:00,842 - mmaction - INFO - Epoch [19][160/235] lr: 2.500e-03, eta: 3:53:19, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.7430, top5_acc: 0.9586, loss_cls: 0.8529, loss: 0.8529, grad_norm: 6.7418 2021-04-26 02:42:08,874 - mmaction - INFO - Epoch [19][180/235] lr: 2.500e-03, eta: 3:52:36, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.7234, top5_acc: 0.9516, loss_cls: 0.9034, loss: 0.9034, grad_norm: 7.3315 2021-04-26 02:42:17,045 - mmaction - INFO - Epoch [19][200/235] lr: 2.500e-03, eta: 3:51:54, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.7180, top5_acc: 0.9422, loss_cls: 0.9613, loss: 0.9613, grad_norm: 7.2445 2021-04-26 02:42:25,104 - mmaction - INFO - Epoch [19][220/235] lr: 2.500e-03, eta: 3:51:11, time: 0.403, data_time: 0.000, memory: 5699, top1_acc: 0.7547, top5_acc: 0.9492, loss_cls: 0.8684, loss: 0.8684, grad_norm: 7.1575 2021-04-26 02:42:34,202 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-04-26 02:44:07,073 - mmaction - INFO - Epoch [20][20/235] lr: 2.500e-03, eta: 3:55:29, time: 4.616, data_time: 4.165, memory: 5699, top1_acc: 0.7656, top5_acc: 0.9617, loss_cls: 0.7976, loss: 0.7976, grad_norm: 6.5901 2021-04-26 02:44:15,117 - mmaction - INFO - Epoch [20][40/235] lr: 2.500e-03, eta: 3:54:45, time: 0.405, data_time: 0.007, memory: 5699, top1_acc: 0.7438, top5_acc: 0.9594, loss_cls: 0.8398, loss: 0.8398, grad_norm: 7.1360 2021-04-26 02:44:23,150 - mmaction - INFO - Epoch [20][60/235] lr: 2.500e-03, eta: 3:54:02, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.7344, top5_acc: 0.9609, loss_cls: 0.8605, loss: 0.8605, grad_norm: 7.1755 2021-04-26 02:44:31,242 - mmaction - INFO - Epoch [20][80/235] lr: 2.500e-03, eta: 3:53:19, time: 0.404, data_time: 0.002, memory: 5699, top1_acc: 0.7555, top5_acc: 0.9539, loss_cls: 0.8391, loss: 0.8391, grad_norm: 7.0596 2021-04-26 02:44:39,264 - mmaction - INFO - Epoch [20][100/235] lr: 2.500e-03, eta: 3:52:37, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.7414, top5_acc: 0.9547, loss_cls: 0.8633, loss: 0.8633, grad_norm: 6.9920 2021-04-26 02:44:47,381 - mmaction - INFO - Epoch [20][120/235] lr: 2.500e-03, eta: 3:51:54, time: 0.406, data_time: 0.003, memory: 5699, top1_acc: 0.7484, top5_acc: 0.9594, loss_cls: 0.8588, loss: 0.8588, grad_norm: 7.1377 2021-04-26 02:44:55,406 - mmaction - INFO - Epoch [20][140/235] lr: 2.500e-03, eta: 3:51:12, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.7312, top5_acc: 0.9375, loss_cls: 0.9676, loss: 0.9676, grad_norm: 7.5791 2021-04-26 02:45:03,588 - mmaction - INFO - Epoch [20][160/235] lr: 2.500e-03, eta: 3:50:31, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.7547, top5_acc: 0.9594, loss_cls: 0.8415, loss: 0.8415, grad_norm: 6.7494 2021-04-26 02:45:11,669 - mmaction - INFO - Epoch [20][180/235] lr: 2.500e-03, eta: 3:49:50, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.7414, top5_acc: 0.9508, loss_cls: 0.9006, loss: 0.9006, grad_norm: 7.1718 2021-04-26 02:45:19,765 - mmaction - INFO - Epoch [20][200/235] lr: 2.500e-03, eta: 3:49:09, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.7617, top5_acc: 0.9617, loss_cls: 0.7793, loss: 0.7793, grad_norm: 6.8026 2021-04-26 02:45:27,792 - mmaction - INFO - Epoch [20][220/235] lr: 2.500e-03, eta: 3:48:28, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.7492, top5_acc: 0.9531, loss_cls: 0.8893, loss: 0.8893, grad_norm: 7.3923 2021-04-26 02:45:37,534 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-04-26 02:47:02,451 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 02:47:02,539 - mmaction - INFO - top1_acc 0.6091 top5_acc 0.9310 2021-04-26 02:47:02,539 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 02:47:02,565 - mmaction - INFO - mean_acc 0.4617 2021-04-26 02:47:02,898 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. 2021-04-26 02:47:02,898 - mmaction - INFO - Best top1_acc is 0.6091 at 20 epoch. 2021-04-26 02:47:02,911 - mmaction - INFO - Epoch(val) [20][235] top1_acc: 0.6091, top5_acc: 0.9310, mean_class_accuracy: 0.4617 2021-04-26 02:48:27,121 - mmaction - INFO - Epoch [21][20/235] lr: 2.500e-03, eta: 3:51:56, time: 4.209, data_time: 3.699, memory: 5699, top1_acc: 0.7695, top5_acc: 0.9633, loss_cls: 0.7824, loss: 0.7824, grad_norm: 6.6408 2021-04-26 02:48:35,325 - mmaction - INFO - Epoch [21][40/235] lr: 2.500e-03, eta: 3:51:15, time: 0.412, data_time: 0.007, memory: 5699, top1_acc: 0.7367, top5_acc: 0.9547, loss_cls: 0.8655, loss: 0.8655, grad_norm: 7.3523 2021-04-26 02:48:43,345 - mmaction - INFO - Epoch [21][60/235] lr: 2.500e-03, eta: 3:50:33, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.7766, top5_acc: 0.9578, loss_cls: 0.8070, loss: 0.8070, grad_norm: 6.9729 2021-04-26 02:48:51,441 - mmaction - INFO - Epoch [21][80/235] lr: 2.500e-03, eta: 3:49:52, time: 0.405, data_time: 0.001, memory: 5699, top1_acc: 0.7617, top5_acc: 0.9617, loss_cls: 0.7903, loss: 0.7903, grad_norm: 6.8250 2021-04-26 02:48:59,612 - mmaction - INFO - Epoch [21][100/235] lr: 2.500e-03, eta: 3:49:12, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.7289, top5_acc: 0.9492, loss_cls: 0.9177, loss: 0.9177, grad_norm: 7.5433 2021-04-26 02:49:07,619 - mmaction - INFO - Epoch [21][120/235] lr: 2.500e-03, eta: 3:48:31, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.7578, top5_acc: 0.9648, loss_cls: 0.8229, loss: 0.8229, grad_norm: 6.9313 2021-04-26 02:49:15,804 - mmaction - INFO - Epoch [21][140/235] lr: 2.500e-03, eta: 3:47:52, time: 0.410, data_time: 0.004, memory: 5699, top1_acc: 0.7711, top5_acc: 0.9703, loss_cls: 0.7644, loss: 0.7644, grad_norm: 6.9929 2021-04-26 02:49:23,869 - mmaction - INFO - Epoch [21][160/235] lr: 2.500e-03, eta: 3:47:12, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 0.8144, loss: 0.8144, grad_norm: 6.9497 2021-04-26 02:49:31,956 - mmaction - INFO - Epoch [21][180/235] lr: 2.500e-03, eta: 3:46:32, time: 0.405, data_time: 0.001, memory: 5699, top1_acc: 0.7664, top5_acc: 0.9594, loss_cls: 0.7991, loss: 0.7991, grad_norm: 6.9549 2021-04-26 02:49:40,066 - mmaction - INFO - Epoch [21][200/235] lr: 2.500e-03, eta: 3:45:53, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.7352, top5_acc: 0.9586, loss_cls: 0.8253, loss: 0.8253, grad_norm: 7.5590 2021-04-26 02:49:48,072 - mmaction - INFO - Epoch [21][220/235] lr: 2.500e-03, eta: 3:45:14, time: 0.400, data_time: 0.000, memory: 5699, top1_acc: 0.7539, top5_acc: 0.9625, loss_cls: 0.8263, loss: 0.8263, grad_norm: 7.4059 2021-04-26 02:49:56,877 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-04-26 02:51:21,978 - mmaction - INFO - Epoch [22][20/235] lr: 2.500e-03, eta: 3:48:27, time: 4.199, data_time: 3.717, memory: 5699, top1_acc: 0.7469, top5_acc: 0.9563, loss_cls: 0.8217, loss: 0.8217, grad_norm: 6.9648 2021-04-26 02:51:30,172 - mmaction - INFO - Epoch [22][40/235] lr: 2.500e-03, eta: 3:47:48, time: 0.413, data_time: 0.010, memory: 5699, top1_acc: 0.7617, top5_acc: 0.9609, loss_cls: 0.7947, loss: 0.7947, grad_norm: 6.8340 2021-04-26 02:51:38,177 - mmaction - INFO - Epoch [22][60/235] lr: 2.500e-03, eta: 3:47:08, time: 0.400, data_time: 0.000, memory: 5699, top1_acc: 0.7430, top5_acc: 0.9633, loss_cls: 0.8444, loss: 0.8444, grad_norm: 7.0251 2021-04-26 02:51:46,286 - mmaction - INFO - Epoch [22][80/235] lr: 2.500e-03, eta: 3:46:29, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.7688, top5_acc: 0.9602, loss_cls: 0.7846, loss: 0.7846, grad_norm: 6.8566 2021-04-26 02:51:54,259 - mmaction - INFO - Epoch [22][100/235] lr: 2.500e-03, eta: 3:45:50, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.7352, top5_acc: 0.9664, loss_cls: 0.8326, loss: 0.8326, grad_norm: 7.2707 2021-04-26 02:52:02,396 - mmaction - INFO - Epoch [22][120/235] lr: 2.500e-03, eta: 3:45:11, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.7602, top5_acc: 0.9570, loss_cls: 0.8310, loss: 0.8310, grad_norm: 6.9892 2021-04-26 02:52:10,432 - mmaction - INFO - Epoch [22][140/235] lr: 2.500e-03, eta: 3:44:33, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.7359, top5_acc: 0.9516, loss_cls: 0.8632, loss: 0.8632, grad_norm: 7.4507 2021-04-26 02:52:18,534 - mmaction - INFO - Epoch [22][160/235] lr: 2.500e-03, eta: 3:43:54, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.7555, top5_acc: 0.9656, loss_cls: 0.8244, loss: 0.8244, grad_norm: 7.3389 2021-04-26 02:52:26,595 - mmaction - INFO - Epoch [22][180/235] lr: 2.500e-03, eta: 3:43:16, time: 0.403, data_time: 0.000, memory: 5699, top1_acc: 0.7500, top5_acc: 0.9563, loss_cls: 0.8110, loss: 0.8110, grad_norm: 6.9867 2021-04-26 02:52:34,769 - mmaction - INFO - Epoch [22][200/235] lr: 2.500e-03, eta: 3:42:39, time: 0.408, data_time: 0.003, memory: 5699, top1_acc: 0.7727, top5_acc: 0.9688, loss_cls: 0.7304, loss: 0.7304, grad_norm: 6.6301 2021-04-26 02:52:42,806 - mmaction - INFO - Epoch [22][220/235] lr: 2.500e-03, eta: 3:42:01, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.7508, top5_acc: 0.9695, loss_cls: 0.7701, loss: 0.7701, grad_norm: 6.7761 2021-04-26 02:52:50,476 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-04-26 02:54:08,882 - mmaction - INFO - Epoch [23][20/235] lr: 2.500e-03, eta: 3:44:41, time: 3.892, data_time: 3.441, memory: 5699, top1_acc: 0.7812, top5_acc: 0.9648, loss_cls: 0.7373, loss: 0.7373, grad_norm: 6.9424 2021-04-26 02:54:17,039 - mmaction - INFO - Epoch [23][40/235] lr: 2.500e-03, eta: 3:44:03, time: 0.409, data_time: 0.007, memory: 5699, top1_acc: 0.7797, top5_acc: 0.9625, loss_cls: 0.7575, loss: 0.7575, grad_norm: 6.7453 2021-04-26 02:54:25,032 - mmaction - INFO - Epoch [23][60/235] lr: 2.500e-03, eta: 3:43:25, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.7789, top5_acc: 0.9555, loss_cls: 0.7482, loss: 0.7482, grad_norm: 6.8688 2021-04-26 02:54:33,180 - mmaction - INFO - Epoch [23][80/235] lr: 2.500e-03, eta: 3:42:47, time: 0.407, data_time: 0.003, memory: 5699, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 0.7648, loss: 0.7648, grad_norm: 6.9587 2021-04-26 02:54:41,217 - mmaction - INFO - Epoch [23][100/235] lr: 2.500e-03, eta: 3:42:10, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.7602, top5_acc: 0.9594, loss_cls: 0.8051, loss: 0.8051, grad_norm: 7.3861 2021-04-26 02:54:49,360 - mmaction - INFO - Epoch [23][120/235] lr: 2.500e-03, eta: 3:41:33, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.7414, top5_acc: 0.9586, loss_cls: 0.8444, loss: 0.8444, grad_norm: 7.2986 2021-04-26 02:54:57,398 - mmaction - INFO - Epoch [23][140/235] lr: 2.500e-03, eta: 3:40:56, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.7562, top5_acc: 0.9648, loss_cls: 0.7925, loss: 0.7925, grad_norm: 7.1374 2021-04-26 02:55:05,577 - mmaction - INFO - Epoch [23][160/235] lr: 2.500e-03, eta: 3:40:20, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.7750, top5_acc: 0.9648, loss_cls: 0.7618, loss: 0.7618, grad_norm: 6.9065 2021-04-26 02:55:13,663 - mmaction - INFO - Epoch [23][180/235] lr: 2.500e-03, eta: 3:39:43, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.7617, top5_acc: 0.9648, loss_cls: 0.7940, loss: 0.7940, grad_norm: 6.9961 2021-04-26 02:55:22,271 - mmaction - INFO - Epoch [23][200/235] lr: 2.500e-03, eta: 3:39:09, time: 0.431, data_time: 0.029, memory: 5699, top1_acc: 0.7609, top5_acc: 0.9609, loss_cls: 0.8008, loss: 0.8008, grad_norm: 7.2850 2021-04-26 02:55:30,364 - mmaction - INFO - Epoch [23][220/235] lr: 2.500e-03, eta: 3:38:33, time: 0.404, data_time: 0.000, memory: 5699, top1_acc: 0.7648, top5_acc: 0.9633, loss_cls: 0.7852, loss: 0.7852, grad_norm: 6.8592 2021-04-26 02:55:38,785 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-04-26 02:57:09,415 - mmaction - INFO - Epoch [24][20/235] lr: 2.500e-03, eta: 3:41:42, time: 4.492, data_time: 3.956, memory: 5699, top1_acc: 0.7766, top5_acc: 0.9672, loss_cls: 0.7552, loss: 0.7552, grad_norm: 6.9310 2021-04-26 02:57:17,534 - mmaction - INFO - Epoch [24][40/235] lr: 2.500e-03, eta: 3:41:06, time: 0.412, data_time: 0.008, memory: 5699, top1_acc: 0.7797, top5_acc: 0.9672, loss_cls: 0.7503, loss: 0.7503, grad_norm: 7.1222 2021-04-26 02:57:25,601 - mmaction - INFO - Epoch [24][60/235] lr: 2.500e-03, eta: 3:40:29, time: 0.403, data_time: 0.003, memory: 5699, top1_acc: 0.7656, top5_acc: 0.9625, loss_cls: 0.7913, loss: 0.7913, grad_norm: 6.9488 2021-04-26 02:57:33,687 - mmaction - INFO - Epoch [24][80/235] lr: 2.500e-03, eta: 3:39:53, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.7742, top5_acc: 0.9617, loss_cls: 0.7517, loss: 0.7517, grad_norm: 6.8157 2021-04-26 02:57:41,755 - mmaction - INFO - Epoch [24][100/235] lr: 2.500e-03, eta: 3:39:17, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.7961, top5_acc: 0.9695, loss_cls: 0.6983, loss: 0.6983, grad_norm: 6.6366 2021-04-26 02:57:49,854 - mmaction - INFO - Epoch [24][120/235] lr: 2.500e-03, eta: 3:38:41, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.7602, top5_acc: 0.9672, loss_cls: 0.7782, loss: 0.7782, grad_norm: 7.1944 2021-04-26 02:57:57,927 - mmaction - INFO - Epoch [24][140/235] lr: 2.500e-03, eta: 3:38:05, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.7664, top5_acc: 0.9578, loss_cls: 0.7856, loss: 0.7856, grad_norm: 7.2551 2021-04-26 02:58:06,086 - mmaction - INFO - Epoch [24][160/235] lr: 2.500e-03, eta: 3:37:30, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.7719, top5_acc: 0.9703, loss_cls: 0.7572, loss: 0.7572, grad_norm: 6.8672 2021-04-26 02:58:14,120 - mmaction - INFO - Epoch [24][180/235] lr: 2.500e-03, eta: 3:36:54, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.7734, top5_acc: 0.9602, loss_cls: 0.7876, loss: 0.7876, grad_norm: 6.9750 2021-04-26 02:58:22,237 - mmaction - INFO - Epoch [24][200/235] lr: 2.500e-03, eta: 3:36:20, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.7773, top5_acc: 0.9664, loss_cls: 0.7489, loss: 0.7489, grad_norm: 6.7021 2021-04-26 02:58:30,417 - mmaction - INFO - Epoch [24][220/235] lr: 2.500e-03, eta: 3:35:45, time: 0.409, data_time: 0.001, memory: 5699, top1_acc: 0.7789, top5_acc: 0.9672, loss_cls: 0.7255, loss: 0.7255, grad_norm: 6.5431 2021-04-26 02:58:38,309 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-04-26 02:59:58,953 - mmaction - INFO - Epoch [25][20/235] lr: 2.500e-03, eta: 3:38:12, time: 4.005, data_time: 3.569, memory: 5699, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 0.7332, loss: 0.7332, grad_norm: 7.0309 2021-04-26 03:00:07,041 - mmaction - INFO - Epoch [25][40/235] lr: 2.500e-03, eta: 3:37:37, time: 0.406, data_time: 0.007, memory: 5699, top1_acc: 0.7750, top5_acc: 0.9602, loss_cls: 0.7370, loss: 0.7370, grad_norm: 6.8586 2021-04-26 03:00:15,058 - mmaction - INFO - Epoch [25][60/235] lr: 2.500e-03, eta: 3:37:02, time: 0.401, data_time: 0.000, memory: 5699, top1_acc: 0.7891, top5_acc: 0.9672, loss_cls: 0.7143, loss: 0.7143, grad_norm: 6.9254 2021-04-26 03:00:23,182 - mmaction - INFO - Epoch [25][80/235] lr: 2.500e-03, eta: 3:36:27, time: 0.406, data_time: 0.003, memory: 5699, top1_acc: 0.7641, top5_acc: 0.9617, loss_cls: 0.7778, loss: 0.7778, grad_norm: 6.9815 2021-04-26 03:00:31,256 - mmaction - INFO - Epoch [25][100/235] lr: 2.500e-03, eta: 3:35:52, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.7758, top5_acc: 0.9695, loss_cls: 0.7147, loss: 0.7147, grad_norm: 7.1244 2021-04-26 03:00:39,366 - mmaction - INFO - Epoch [25][120/235] lr: 2.500e-03, eta: 3:35:17, time: 0.406, data_time: 0.003, memory: 5699, top1_acc: 0.7453, top5_acc: 0.9594, loss_cls: 0.8062, loss: 0.8062, grad_norm: 7.2518 2021-04-26 03:00:47,381 - mmaction - INFO - Epoch [25][140/235] lr: 2.500e-03, eta: 3:34:43, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.7984, top5_acc: 0.9750, loss_cls: 0.6863, loss: 0.6863, grad_norm: 6.5313 2021-04-26 03:00:55,516 - mmaction - INFO - Epoch [25][160/235] lr: 2.500e-03, eta: 3:34:09, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.7773, top5_acc: 0.9586, loss_cls: 0.7511, loss: 0.7511, grad_norm: 7.0420 2021-04-26 03:01:03,557 - mmaction - INFO - Epoch [25][180/235] lr: 2.500e-03, eta: 3:33:34, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.7953, top5_acc: 0.9664, loss_cls: 0.6935, loss: 0.6935, grad_norm: 7.0608 2021-04-26 03:01:11,738 - mmaction - INFO - Epoch [25][200/235] lr: 2.500e-03, eta: 3:33:01, time: 0.409, data_time: 0.003, memory: 5699, top1_acc: 0.7656, top5_acc: 0.9711, loss_cls: 0.7548, loss: 0.7548, grad_norm: 7.1340 2021-04-26 03:01:19,795 - mmaction - INFO - Epoch [25][220/235] lr: 2.500e-03, eta: 3:32:27, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.7609, top5_acc: 0.9578, loss_cls: 0.7896, loss: 0.7896, grad_norm: 6.8483 2021-04-26 03:01:33,487 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-04-26 03:04:04,201 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 03:04:04,335 - mmaction - INFO - top1_acc 0.6492 top5_acc 0.9381 2021-04-26 03:04:04,335 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 03:04:04,353 - mmaction - INFO - mean_acc 0.5266 2021-04-26 03:04:05,337 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. 2021-04-26 03:04:05,337 - mmaction - INFO - Best top1_acc is 0.6492 at 25 epoch. 2021-04-26 03:04:05,339 - mmaction - INFO - Epoch(val) [25][235] top1_acc: 0.6492, top5_acc: 0.9381, mean_class_accuracy: 0.5266 2021-04-26 03:05:36,379 - mmaction - INFO - Epoch [26][20/235] lr: 2.500e-03, eta: 3:35:18, time: 4.547, data_time: 4.053, memory: 5699, top1_acc: 0.8008, top5_acc: 0.9641, loss_cls: 0.7129, loss: 0.7129, grad_norm: 6.9115 2021-04-26 03:05:44,475 - mmaction - INFO - Epoch [26][40/235] lr: 2.500e-03, eta: 3:34:44, time: 0.405, data_time: 0.006, memory: 5699, top1_acc: 0.7711, top5_acc: 0.9602, loss_cls: 0.7387, loss: 0.7387, grad_norm: 7.1496 2021-04-26 03:05:52,499 - mmaction - INFO - Epoch [26][60/235] lr: 2.500e-03, eta: 3:34:09, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.7867, top5_acc: 0.9648, loss_cls: 0.7353, loss: 0.7353, grad_norm: 7.0363 2021-04-26 03:06:00,647 - mmaction - INFO - Epoch [26][80/235] lr: 2.500e-03, eta: 3:33:36, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.7953, top5_acc: 0.9750, loss_cls: 0.7020, loss: 0.7020, grad_norm: 6.9107 2021-04-26 03:06:08,728 - mmaction - INFO - Epoch [26][100/235] lr: 2.500e-03, eta: 3:33:02, time: 0.404, data_time: 0.000, memory: 5699, top1_acc: 0.7688, top5_acc: 0.9680, loss_cls: 0.7440, loss: 0.7440, grad_norm: 7.4062 2021-04-26 03:06:16,933 - mmaction - INFO - Epoch [26][120/235] lr: 2.500e-03, eta: 3:32:29, time: 0.410, data_time: 0.004, memory: 5699, top1_acc: 0.7734, top5_acc: 0.9625, loss_cls: 0.7611, loss: 0.7611, grad_norm: 7.2775 2021-04-26 03:06:24,981 - mmaction - INFO - Epoch [26][140/235] lr: 2.500e-03, eta: 3:31:55, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.7977, top5_acc: 0.9688, loss_cls: 0.7000, loss: 0.7000, grad_norm: 6.7055 2021-04-26 03:06:33,109 - mmaction - INFO - Epoch [26][160/235] lr: 2.500e-03, eta: 3:31:22, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.7852, top5_acc: 0.9648, loss_cls: 0.7375, loss: 0.7375, grad_norm: 7.0495 2021-04-26 03:06:41,101 - mmaction - INFO - Epoch [26][180/235] lr: 2.500e-03, eta: 3:30:49, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.7937, top5_acc: 0.9641, loss_cls: 0.6821, loss: 0.6821, grad_norm: 6.7521 2021-04-26 03:06:49,282 - mmaction - INFO - Epoch [26][200/235] lr: 2.500e-03, eta: 3:30:16, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.7727, top5_acc: 0.9648, loss_cls: 0.7746, loss: 0.7746, grad_norm: 7.1462 2021-04-26 03:06:57,290 - mmaction - INFO - Epoch [26][220/235] lr: 2.500e-03, eta: 3:29:43, time: 0.400, data_time: 0.000, memory: 5699, top1_acc: 0.7641, top5_acc: 0.9594, loss_cls: 0.7700, loss: 0.7700, grad_norm: 7.2601 2021-04-26 03:07:06,247 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-04-26 03:09:17,208 - mmaction - INFO - Epoch [27][20/235] lr: 2.500e-03, eta: 3:34:15, time: 6.519, data_time: 6.070, memory: 5699, top1_acc: 0.7742, top5_acc: 0.9648, loss_cls: 0.7479, loss: 0.7479, grad_norm: 6.7744 2021-04-26 03:09:25,268 - mmaction - INFO - Epoch [27][40/235] lr: 2.500e-03, eta: 3:33:42, time: 0.407, data_time: 0.005, memory: 5699, top1_acc: 0.7961, top5_acc: 0.9656, loss_cls: 0.7094, loss: 0.7094, grad_norm: 6.7646 2021-04-26 03:09:33,217 - mmaction - INFO - Epoch [27][60/235] lr: 2.500e-03, eta: 3:33:08, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.8055, top5_acc: 0.9750, loss_cls: 0.6827, loss: 0.6827, grad_norm: 6.6340 2021-04-26 03:09:41,329 - mmaction - INFO - Epoch [27][80/235] lr: 2.500e-03, eta: 3:32:34, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.8039, top5_acc: 0.9781, loss_cls: 0.6852, loss: 0.6852, grad_norm: 6.9349 2021-04-26 03:09:49,350 - mmaction - INFO - Epoch [27][100/235] lr: 2.500e-03, eta: 3:32:01, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.7992, top5_acc: 0.9719, loss_cls: 0.6557, loss: 0.6557, grad_norm: 6.7997 2021-04-26 03:09:57,468 - mmaction - INFO - Epoch [27][120/235] lr: 2.500e-03, eta: 3:31:28, time: 0.406, data_time: 0.003, memory: 5699, top1_acc: 0.7852, top5_acc: 0.9742, loss_cls: 0.6777, loss: 0.6777, grad_norm: 6.9274 2021-04-26 03:10:05,505 - mmaction - INFO - Epoch [27][140/235] lr: 2.500e-03, eta: 3:30:55, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.7969, top5_acc: 0.9672, loss_cls: 0.7056, loss: 0.7056, grad_norm: 6.9896 2021-04-26 03:10:13,684 - mmaction - INFO - Epoch [27][160/235] lr: 2.500e-03, eta: 3:30:22, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.7703, top5_acc: 0.9633, loss_cls: 0.7308, loss: 0.7308, grad_norm: 6.9830 2021-04-26 03:10:21,758 - mmaction - INFO - Epoch [27][180/235] lr: 2.500e-03, eta: 3:29:50, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.7781, top5_acc: 0.9664, loss_cls: 0.7249, loss: 0.7249, grad_norm: 6.9926 2021-04-26 03:10:29,910 - mmaction - INFO - Epoch [27][200/235] lr: 2.500e-03, eta: 3:29:17, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.7789, top5_acc: 0.9688, loss_cls: 0.7326, loss: 0.7326, grad_norm: 7.1741 2021-04-26 03:10:37,929 - mmaction - INFO - Epoch [27][220/235] lr: 2.500e-03, eta: 3:28:45, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.7641, top5_acc: 0.9688, loss_cls: 0.7446, loss: 0.7446, grad_norm: 7.2694 2021-04-26 03:10:45,932 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-04-26 03:12:07,501 - mmaction - INFO - Epoch [28][20/235] lr: 2.500e-03, eta: 3:30:49, time: 4.056, data_time: 3.610, memory: 5699, top1_acc: 0.7695, top5_acc: 0.9625, loss_cls: 0.7644, loss: 0.7644, grad_norm: 7.1777 2021-04-26 03:12:15,685 - mmaction - INFO - Epoch [28][40/235] lr: 2.500e-03, eta: 3:30:17, time: 0.410, data_time: 0.007, memory: 5699, top1_acc: 0.8094, top5_acc: 0.9664, loss_cls: 0.6683, loss: 0.6683, grad_norm: 6.3701 2021-04-26 03:12:23,693 - mmaction - INFO - Epoch [28][60/235] lr: 2.500e-03, eta: 3:29:44, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.7984, top5_acc: 0.9656, loss_cls: 0.6760, loss: 0.6760, grad_norm: 7.0654 2021-04-26 03:12:31,679 - mmaction - INFO - Epoch [28][80/235] lr: 2.500e-03, eta: 3:29:11, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.7719, top5_acc: 0.9688, loss_cls: 0.7273, loss: 0.7273, grad_norm: 7.3330 2021-04-26 03:12:39,785 - mmaction - INFO - Epoch [28][100/235] lr: 2.500e-03, eta: 3:28:39, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.7727, top5_acc: 0.9758, loss_cls: 0.7136, loss: 0.7136, grad_norm: 7.2527 2021-04-26 03:12:47,777 - mmaction - INFO - Epoch [28][120/235] lr: 2.500e-03, eta: 3:28:07, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.7852, top5_acc: 0.9664, loss_cls: 0.7044, loss: 0.7044, grad_norm: 7.1547 2021-04-26 03:12:55,895 - mmaction - INFO - Epoch [28][140/235] lr: 2.500e-03, eta: 3:27:35, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.7953, top5_acc: 0.9680, loss_cls: 0.6946, loss: 0.6946, grad_norm: 6.9430 2021-04-26 03:13:03,986 - mmaction - INFO - Epoch [28][160/235] lr: 2.500e-03, eta: 3:27:03, time: 0.405, data_time: 0.001, memory: 5699, top1_acc: 0.7648, top5_acc: 0.9688, loss_cls: 0.7294, loss: 0.7294, grad_norm: 7.2588 2021-04-26 03:13:12,015 - mmaction - INFO - Epoch [28][180/235] lr: 2.500e-03, eta: 3:26:32, time: 0.401, data_time: 0.000, memory: 5699, top1_acc: 0.7758, top5_acc: 0.9742, loss_cls: 0.7143, loss: 0.7143, grad_norm: 7.2396 2021-04-26 03:13:20,158 - mmaction - INFO - Epoch [28][200/235] lr: 2.500e-03, eta: 3:26:00, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.7937, top5_acc: 0.9711, loss_cls: 0.6998, loss: 0.6998, grad_norm: 7.1617 2021-04-26 03:13:28,252 - mmaction - INFO - Epoch [28][220/235] lr: 2.500e-03, eta: 3:25:29, time: 0.404, data_time: 0.000, memory: 5699, top1_acc: 0.7625, top5_acc: 0.9594, loss_cls: 0.7595, loss: 0.7595, grad_norm: 7.3952 2021-04-26 03:13:36,081 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-04-26 03:15:00,281 - mmaction - INFO - Epoch [29][20/235] lr: 2.500e-03, eta: 3:27:32, time: 4.180, data_time: 3.774, memory: 5699, top1_acc: 0.7867, top5_acc: 0.9789, loss_cls: 0.6720, loss: 0.6720, grad_norm: 6.8014 2021-04-26 03:15:08,428 - mmaction - INFO - Epoch [29][40/235] lr: 2.500e-03, eta: 3:27:01, time: 0.407, data_time: 0.005, memory: 5699, top1_acc: 0.8148, top5_acc: 0.9703, loss_cls: 0.6343, loss: 0.6343, grad_norm: 6.4292 2021-04-26 03:15:16,508 - mmaction - INFO - Epoch [29][60/235] lr: 2.500e-03, eta: 3:26:29, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.7852, top5_acc: 0.9633, loss_cls: 0.7055, loss: 0.7055, grad_norm: 6.9217 2021-04-26 03:15:24,627 - mmaction - INFO - Epoch [29][80/235] lr: 2.500e-03, eta: 3:25:58, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.8125, top5_acc: 0.9672, loss_cls: 0.6612, loss: 0.6612, grad_norm: 7.1024 2021-04-26 03:15:32,638 - mmaction - INFO - Epoch [29][100/235] lr: 2.500e-03, eta: 3:25:26, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.7789, top5_acc: 0.9727, loss_cls: 0.7197, loss: 0.7197, grad_norm: 7.2374 2021-04-26 03:15:40,735 - mmaction - INFO - Epoch [29][120/235] lr: 2.500e-03, eta: 3:24:55, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.7898, top5_acc: 0.9734, loss_cls: 0.6777, loss: 0.6777, grad_norm: 6.8693 2021-04-26 03:15:48,740 - mmaction - INFO - Epoch [29][140/235] lr: 2.500e-03, eta: 3:24:24, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8008, top5_acc: 0.9734, loss_cls: 0.6411, loss: 0.6411, grad_norm: 6.4169 2021-04-26 03:15:56,879 - mmaction - INFO - Epoch [29][160/235] lr: 2.500e-03, eta: 3:23:53, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.7742, top5_acc: 0.9633, loss_cls: 0.7410, loss: 0.7410, grad_norm: 7.3192 2021-04-26 03:16:04,961 - mmaction - INFO - Epoch [29][180/235] lr: 2.500e-03, eta: 3:23:23, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.7867, top5_acc: 0.9656, loss_cls: 0.6901, loss: 0.6901, grad_norm: 6.9178 2021-04-26 03:16:13,114 - mmaction - INFO - Epoch [29][200/235] lr: 2.500e-03, eta: 3:22:52, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.8055, top5_acc: 0.9656, loss_cls: 0.6481, loss: 0.6481, grad_norm: 6.7102 2021-04-26 03:16:21,177 - mmaction - INFO - Epoch [29][220/235] lr: 2.500e-03, eta: 3:22:22, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.7945, top5_acc: 0.9703, loss_cls: 0.6796, loss: 0.6796, grad_norm: 7.0251 2021-04-26 03:16:29,920 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-04-26 03:17:51,513 - mmaction - INFO - Epoch [30][20/235] lr: 2.500e-03, eta: 3:24:11, time: 4.035, data_time: 3.627, memory: 5699, top1_acc: 0.8125, top5_acc: 0.9789, loss_cls: 0.6366, loss: 0.6366, grad_norm: 6.6531 2021-04-26 03:17:59,648 - mmaction - INFO - Epoch [30][40/235] lr: 2.500e-03, eta: 3:23:40, time: 0.407, data_time: 0.006, memory: 5699, top1_acc: 0.8070, top5_acc: 0.9734, loss_cls: 0.6444, loss: 0.6444, grad_norm: 7.0471 2021-04-26 03:18:07,684 - mmaction - INFO - Epoch [30][60/235] lr: 2.500e-03, eta: 3:23:09, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8109, top5_acc: 0.9734, loss_cls: 0.6246, loss: 0.6246, grad_norm: 6.7884 2021-04-26 03:18:15,684 - mmaction - INFO - Epoch [30][80/235] lr: 2.500e-03, eta: 3:22:39, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.7703, top5_acc: 0.9758, loss_cls: 0.7218, loss: 0.7218, grad_norm: 7.4226 2021-04-26 03:18:23,853 - mmaction - INFO - Epoch [30][100/235] lr: 2.500e-03, eta: 3:22:09, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.7937, top5_acc: 0.9734, loss_cls: 0.6779, loss: 0.6779, grad_norm: 7.0632 2021-04-26 03:18:31,876 - mmaction - INFO - Epoch [30][120/235] lr: 2.500e-03, eta: 3:21:38, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8070, top5_acc: 0.9648, loss_cls: 0.6665, loss: 0.6665, grad_norm: 6.6248 2021-04-26 03:18:40,006 - mmaction - INFO - Epoch [30][140/235] lr: 2.500e-03, eta: 3:21:08, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.7984, top5_acc: 0.9789, loss_cls: 0.6282, loss: 0.6282, grad_norm: 6.7406 2021-04-26 03:18:48,055 - mmaction - INFO - Epoch [30][160/235] lr: 2.500e-03, eta: 3:20:38, time: 0.403, data_time: 0.002, memory: 5699, top1_acc: 0.7836, top5_acc: 0.9695, loss_cls: 0.7046, loss: 0.7046, grad_norm: 7.1095 2021-04-26 03:18:56,232 - mmaction - INFO - Epoch [30][180/235] lr: 2.500e-03, eta: 3:20:08, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.8094, top5_acc: 0.9758, loss_cls: 0.6456, loss: 0.6456, grad_norm: 6.9035 2021-04-26 03:19:04,272 - mmaction - INFO - Epoch [30][200/235] lr: 2.500e-03, eta: 3:19:39, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 0.6833, loss: 0.6833, grad_norm: 6.7601 2021-04-26 03:19:12,387 - mmaction - INFO - Epoch [30][220/235] lr: 2.500e-03, eta: 3:19:09, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.7984, top5_acc: 0.9734, loss_cls: 0.6839, loss: 0.6839, grad_norm: 6.9995 2021-04-26 03:19:20,455 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-04-26 03:20:44,666 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 03:20:44,754 - mmaction - INFO - top1_acc 0.6416 top5_acc 0.9421 2021-04-26 03:20:44,754 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 03:20:44,757 - mmaction - INFO - mean_acc 0.4982 2021-04-26 03:20:44,758 - mmaction - INFO - Epoch(val) [30][235] top1_acc: 0.6416, top5_acc: 0.9421, mean_class_accuracy: 0.4982 2021-04-26 03:22:07,663 - mmaction - INFO - Epoch [31][20/235] lr: 2.500e-03, eta: 3:20:57, time: 4.144, data_time: 3.705, memory: 5699, top1_acc: 0.8172, top5_acc: 0.9734, loss_cls: 0.6188, loss: 0.6188, grad_norm: 6.7847 2021-04-26 03:22:15,767 - mmaction - INFO - Epoch [31][40/235] lr: 2.500e-03, eta: 3:20:27, time: 0.405, data_time: 0.005, memory: 5699, top1_acc: 0.8109, top5_acc: 0.9781, loss_cls: 0.6230, loss: 0.6230, grad_norm: 6.5254 2021-04-26 03:22:23,761 - mmaction - INFO - Epoch [31][60/235] lr: 2.500e-03, eta: 3:19:57, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.7937, top5_acc: 0.9680, loss_cls: 0.6929, loss: 0.6929, grad_norm: 6.9291 2021-04-26 03:22:31,831 - mmaction - INFO - Epoch [31][80/235] lr: 2.500e-03, eta: 3:19:28, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.8117, top5_acc: 0.9695, loss_cls: 0.6406, loss: 0.6406, grad_norm: 6.9170 2021-04-26 03:22:39,829 - mmaction - INFO - Epoch [31][100/235] lr: 2.500e-03, eta: 3:18:58, time: 0.400, data_time: 0.000, memory: 5699, top1_acc: 0.7875, top5_acc: 0.9695, loss_cls: 0.7154, loss: 0.7154, grad_norm: 7.3195 2021-04-26 03:22:47,955 - mmaction - INFO - Epoch [31][120/235] lr: 2.500e-03, eta: 3:18:28, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.7828, top5_acc: 0.9688, loss_cls: 0.6751, loss: 0.6751, grad_norm: 6.8111 2021-04-26 03:22:55,988 - mmaction - INFO - Epoch [31][140/235] lr: 2.500e-03, eta: 3:17:59, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.8227, top5_acc: 0.9805, loss_cls: 0.6321, loss: 0.6321, grad_norm: 6.6972 2021-04-26 03:23:04,162 - mmaction - INFO - Epoch [31][160/235] lr: 2.500e-03, eta: 3:17:30, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.8117, top5_acc: 0.9797, loss_cls: 0.6225, loss: 0.6225, grad_norm: 6.6173 2021-04-26 03:23:12,201 - mmaction - INFO - Epoch [31][180/235] lr: 2.500e-03, eta: 3:17:01, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8070, top5_acc: 0.9742, loss_cls: 0.5950, loss: 0.5950, grad_norm: 6.9528 2021-04-26 03:23:20,339 - mmaction - INFO - Epoch [31][200/235] lr: 2.500e-03, eta: 3:16:32, time: 0.407, data_time: 0.005, memory: 5699, top1_acc: 0.7906, top5_acc: 0.9758, loss_cls: 0.6763, loss: 0.6763, grad_norm: 7.2742 2021-04-26 03:23:28,323 - mmaction - INFO - Epoch [31][220/235] lr: 2.500e-03, eta: 3:16:03, time: 0.399, data_time: 0.000, memory: 5699, top1_acc: 0.8086, top5_acc: 0.9695, loss_cls: 0.6690, loss: 0.6690, grad_norm: 6.9610 2021-04-26 03:23:35,861 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-04-26 03:24:57,542 - mmaction - INFO - Epoch [32][20/235] lr: 2.500e-03, eta: 3:17:39, time: 4.012, data_time: 3.581, memory: 5699, top1_acc: 0.8008, top5_acc: 0.9680, loss_cls: 0.6601, loss: 0.6601, grad_norm: 6.9219 2021-04-26 03:25:05,631 - mmaction - INFO - Epoch [32][40/235] lr: 2.500e-03, eta: 3:17:10, time: 0.408, data_time: 0.009, memory: 5699, top1_acc: 0.8016, top5_acc: 0.9703, loss_cls: 0.6821, loss: 0.6821, grad_norm: 7.4058 2021-04-26 03:25:13,632 - mmaction - INFO - Epoch [32][60/235] lr: 2.500e-03, eta: 3:16:41, time: 0.401, data_time: 0.002, memory: 5699, top1_acc: 0.8117, top5_acc: 0.9703, loss_cls: 0.6691, loss: 0.6691, grad_norm: 6.9218 2021-04-26 03:25:21,772 - mmaction - INFO - Epoch [32][80/235] lr: 2.500e-03, eta: 3:16:12, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.7984, top5_acc: 0.9703, loss_cls: 0.6641, loss: 0.6641, grad_norm: 6.7980 2021-04-26 03:25:29,800 - mmaction - INFO - Epoch [32][100/235] lr: 2.500e-03, eta: 3:15:43, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.8016, top5_acc: 0.9766, loss_cls: 0.6380, loss: 0.6380, grad_norm: 6.9037 2021-04-26 03:25:37,945 - mmaction - INFO - Epoch [32][120/235] lr: 2.500e-03, eta: 3:15:15, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.7961, top5_acc: 0.9727, loss_cls: 0.6384, loss: 0.6384, grad_norm: 7.2298 2021-04-26 03:25:45,973 - mmaction - INFO - Epoch [32][140/235] lr: 2.500e-03, eta: 3:14:46, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.7898, top5_acc: 0.9711, loss_cls: 0.6730, loss: 0.6730, grad_norm: 7.3153 2021-04-26 03:25:54,085 - mmaction - INFO - Epoch [32][160/235] lr: 2.500e-03, eta: 3:14:18, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 0.5977, loss: 0.5977, grad_norm: 6.4750 2021-04-26 03:26:02,096 - mmaction - INFO - Epoch [32][180/235] lr: 2.500e-03, eta: 3:13:49, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 0.6258, loss: 0.6258, grad_norm: 6.7751 2021-04-26 03:26:10,300 - mmaction - INFO - Epoch [32][200/235] lr: 2.500e-03, eta: 3:13:21, time: 0.410, data_time: 0.004, memory: 5699, top1_acc: 0.8117, top5_acc: 0.9742, loss_cls: 0.6403, loss: 0.6403, grad_norm: 6.9601 2021-04-26 03:26:18,321 - mmaction - INFO - Epoch [32][220/235] lr: 2.500e-03, eta: 3:12:53, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8094, top5_acc: 0.9664, loss_cls: 0.6700, loss: 0.6700, grad_norm: 6.6749 2021-04-26 03:26:25,855 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-04-26 03:27:41,869 - mmaction - INFO - Epoch [33][20/235] lr: 2.500e-03, eta: 3:14:14, time: 3.778, data_time: 3.268, memory: 5699, top1_acc: 0.7977, top5_acc: 0.9789, loss_cls: 0.6493, loss: 0.6493, grad_norm: 6.9763 2021-04-26 03:27:50,015 - mmaction - INFO - Epoch [33][40/235] lr: 2.500e-03, eta: 3:13:46, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.8070, top5_acc: 0.9672, loss_cls: 0.6444, loss: 0.6444, grad_norm: 6.9711 2021-04-26 03:27:58,007 - mmaction - INFO - Epoch [33][60/235] lr: 2.500e-03, eta: 3:13:17, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8258, top5_acc: 0.9758, loss_cls: 0.6033, loss: 0.6033, grad_norm: 6.8304 2021-04-26 03:28:06,148 - mmaction - INFO - Epoch [33][80/235] lr: 2.500e-03, eta: 3:12:49, time: 0.407, data_time: 0.005, memory: 5699, top1_acc: 0.8008, top5_acc: 0.9711, loss_cls: 0.6421, loss: 0.6421, grad_norm: 7.0425 2021-04-26 03:28:14,161 - mmaction - INFO - Epoch [33][100/235] lr: 2.500e-03, eta: 3:12:21, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8070, top5_acc: 0.9750, loss_cls: 0.6179, loss: 0.6179, grad_norm: 6.9096 2021-04-26 03:28:22,302 - mmaction - INFO - Epoch [33][120/235] lr: 2.500e-03, eta: 3:11:53, time: 0.406, data_time: 0.003, memory: 5699, top1_acc: 0.8273, top5_acc: 0.9812, loss_cls: 0.5730, loss: 0.5730, grad_norm: 6.4903 2021-04-26 03:28:30,344 - mmaction - INFO - Epoch [33][140/235] lr: 2.500e-03, eta: 3:11:25, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.8164, top5_acc: 0.9680, loss_cls: 0.6352, loss: 0.6352, grad_norm: 6.6608 2021-04-26 03:28:38,492 - mmaction - INFO - Epoch [33][160/235] lr: 2.500e-03, eta: 3:10:58, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.8211, top5_acc: 0.9727, loss_cls: 0.6164, loss: 0.6164, grad_norm: 6.6154 2021-04-26 03:28:46,486 - mmaction - INFO - Epoch [33][180/235] lr: 2.500e-03, eta: 3:10:30, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8242, top5_acc: 0.9750, loss_cls: 0.6291, loss: 0.6291, grad_norm: 6.7431 2021-04-26 03:28:54,640 - mmaction - INFO - Epoch [33][200/235] lr: 2.500e-03, eta: 3:10:03, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.8313, top5_acc: 0.9727, loss_cls: 0.5988, loss: 0.5988, grad_norm: 6.9470 2021-04-26 03:29:02,686 - mmaction - INFO - Epoch [33][220/235] lr: 2.500e-03, eta: 3:09:35, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.7852, top5_acc: 0.9688, loss_cls: 0.6642, loss: 0.6642, grad_norm: 7.1662 2021-04-26 03:29:10,547 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-04-26 03:30:50,417 - mmaction - INFO - Epoch [34][20/235] lr: 2.500e-03, eta: 3:11:40, time: 4.970, data_time: 4.452, memory: 5699, top1_acc: 0.8352, top5_acc: 0.9828, loss_cls: 0.5393, loss: 0.5393, grad_norm: 6.1443 2021-04-26 03:30:58,574 - mmaction - INFO - Epoch [34][40/235] lr: 2.500e-03, eta: 3:11:12, time: 0.410, data_time: 0.009, memory: 5699, top1_acc: 0.8008, top5_acc: 0.9688, loss_cls: 0.6539, loss: 0.6539, grad_norm: 7.0455 2021-04-26 03:31:06,604 - mmaction - INFO - Epoch [34][60/235] lr: 2.500e-03, eta: 3:10:44, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8125, top5_acc: 0.9742, loss_cls: 0.6301, loss: 0.6301, grad_norm: 6.7351 2021-04-26 03:31:14,746 - mmaction - INFO - Epoch [34][80/235] lr: 2.500e-03, eta: 3:10:17, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.8047, top5_acc: 0.9750, loss_cls: 0.6556, loss: 0.6556, grad_norm: 7.3713 2021-04-26 03:31:22,757 - mmaction - INFO - Epoch [34][100/235] lr: 2.500e-03, eta: 3:09:49, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8227, top5_acc: 0.9766, loss_cls: 0.5933, loss: 0.5933, grad_norm: 6.7540 2021-04-26 03:31:30,901 - mmaction - INFO - Epoch [34][120/235] lr: 2.500e-03, eta: 3:09:22, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.8148, top5_acc: 0.9719, loss_cls: 0.6306, loss: 0.6306, grad_norm: 7.0438 2021-04-26 03:31:38,943 - mmaction - INFO - Epoch [34][140/235] lr: 2.500e-03, eta: 3:08:54, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.8156, top5_acc: 0.9734, loss_cls: 0.6176, loss: 0.6176, grad_norm: 6.8480 2021-04-26 03:31:47,199 - mmaction - INFO - Epoch [34][160/235] lr: 2.500e-03, eta: 3:08:28, time: 0.412, data_time: 0.004, memory: 5699, top1_acc: 0.7945, top5_acc: 0.9789, loss_cls: 0.6352, loss: 0.6352, grad_norm: 7.1152 2021-04-26 03:31:55,252 - mmaction - INFO - Epoch [34][180/235] lr: 2.500e-03, eta: 3:08:00, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.8031, top5_acc: 0.9727, loss_cls: 0.6191, loss: 0.6191, grad_norm: 7.0084 2021-04-26 03:32:03,404 - mmaction - INFO - Epoch [34][200/235] lr: 2.500e-03, eta: 3:07:34, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.8070, top5_acc: 0.9711, loss_cls: 0.6116, loss: 0.6116, grad_norm: 6.7328 2021-04-26 03:32:11,411 - mmaction - INFO - Epoch [34][220/235] lr: 2.500e-03, eta: 3:07:06, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8078, top5_acc: 0.9766, loss_cls: 0.6310, loss: 0.6310, grad_norm: 7.2997 2021-04-26 03:32:19,703 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-04-26 03:33:44,221 - mmaction - INFO - Epoch [35][20/235] lr: 2.500e-03, eta: 3:08:35, time: 4.197, data_time: 3.696, memory: 5699, top1_acc: 0.8000, top5_acc: 0.9727, loss_cls: 0.6531, loss: 0.6531, grad_norm: 6.7446 2021-04-26 03:33:52,352 - mmaction - INFO - Epoch [35][40/235] lr: 2.500e-03, eta: 3:08:07, time: 0.408, data_time: 0.007, memory: 5699, top1_acc: 0.8156, top5_acc: 0.9727, loss_cls: 0.6017, loss: 0.6017, grad_norm: 6.7800 2021-04-26 03:34:00,336 - mmaction - INFO - Epoch [35][60/235] lr: 2.500e-03, eta: 3:07:40, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8141, top5_acc: 0.9789, loss_cls: 0.6087, loss: 0.6087, grad_norm: 6.9626 2021-04-26 03:34:08,440 - mmaction - INFO - Epoch [35][80/235] lr: 2.500e-03, eta: 3:07:13, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.8055, top5_acc: 0.9781, loss_cls: 0.6103, loss: 0.6103, grad_norm: 7.1477 2021-04-26 03:34:16,420 - mmaction - INFO - Epoch [35][100/235] lr: 2.500e-03, eta: 3:06:46, time: 0.399, data_time: 0.000, memory: 5699, top1_acc: 0.8031, top5_acc: 0.9703, loss_cls: 0.6666, loss: 0.6666, grad_norm: 7.0686 2021-04-26 03:34:24,565 - mmaction - INFO - Epoch [35][120/235] lr: 2.500e-03, eta: 3:06:19, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.8328, top5_acc: 0.9758, loss_cls: 0.5792, loss: 0.5792, grad_norm: 6.4215 2021-04-26 03:34:32,604 - mmaction - INFO - Epoch [35][140/235] lr: 2.500e-03, eta: 3:05:53, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8125, top5_acc: 0.9727, loss_cls: 0.6022, loss: 0.6022, grad_norm: 6.9966 2021-04-26 03:34:40,722 - mmaction - INFO - Epoch [35][160/235] lr: 2.500e-03, eta: 3:05:26, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.8234, top5_acc: 0.9750, loss_cls: 0.5934, loss: 0.5934, grad_norm: 6.5361 2021-04-26 03:34:48,727 - mmaction - INFO - Epoch [35][180/235] lr: 2.500e-03, eta: 3:04:59, time: 0.400, data_time: 0.000, memory: 5699, top1_acc: 0.8164, top5_acc: 0.9727, loss_cls: 0.6102, loss: 0.6102, grad_norm: 7.0321 2021-04-26 03:34:56,881 - mmaction - INFO - Epoch [35][200/235] lr: 2.500e-03, eta: 3:04:33, time: 0.408, data_time: 0.005, memory: 5699, top1_acc: 0.8016, top5_acc: 0.9727, loss_cls: 0.6734, loss: 0.6734, grad_norm: 7.5305 2021-04-26 03:35:05,018 - mmaction - INFO - Epoch [35][220/235] lr: 2.500e-03, eta: 3:04:07, time: 0.407, data_time: 0.002, memory: 5699, top1_acc: 0.8297, top5_acc: 0.9773, loss_cls: 0.5861, loss: 0.5861, grad_norm: 6.7465 2021-04-26 03:35:14,082 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-04-26 03:36:56,047 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 03:36:56,134 - mmaction - INFO - top1_acc 0.6426 top5_acc 0.9421 2021-04-26 03:36:56,135 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 03:36:56,137 - mmaction - INFO - mean_acc 0.5510 2021-04-26 03:36:56,138 - mmaction - INFO - Epoch(val) [35][235] top1_acc: 0.6426, top5_acc: 0.9421, mean_class_accuracy: 0.5510 2021-04-26 03:38:20,621 - mmaction - INFO - Epoch [36][20/235] lr: 2.500e-03, eta: 3:05:31, time: 4.223, data_time: 3.701, memory: 5699, top1_acc: 0.8164, top5_acc: 0.9695, loss_cls: 0.6084, loss: 0.6084, grad_norm: 6.6328 2021-04-26 03:38:28,653 - mmaction - INFO - Epoch [36][40/235] lr: 2.500e-03, eta: 3:05:04, time: 0.402, data_time: 0.004, memory: 5699, top1_acc: 0.8242, top5_acc: 0.9781, loss_cls: 0.5903, loss: 0.5903, grad_norm: 6.6269 2021-04-26 03:38:36,751 - mmaction - INFO - Epoch [36][60/235] lr: 2.500e-03, eta: 3:04:38, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.8391, top5_acc: 0.9789, loss_cls: 0.5669, loss: 0.5669, grad_norm: 6.9038 2021-04-26 03:38:44,840 - mmaction - INFO - Epoch [36][80/235] lr: 2.500e-03, eta: 3:04:12, time: 0.405, data_time: 0.001, memory: 5699, top1_acc: 0.8234, top5_acc: 0.9766, loss_cls: 0.5773, loss: 0.5773, grad_norm: 6.9088 2021-04-26 03:38:52,881 - mmaction - INFO - Epoch [36][100/235] lr: 2.500e-03, eta: 3:03:45, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8242, top5_acc: 0.9688, loss_cls: 0.5914, loss: 0.5914, grad_norm: 6.4539 2021-04-26 03:39:01,012 - mmaction - INFO - Epoch [36][120/235] lr: 2.500e-03, eta: 3:03:19, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.8102, top5_acc: 0.9719, loss_cls: 0.6449, loss: 0.6449, grad_norm: 7.2847 2021-04-26 03:39:09,003 - mmaction - INFO - Epoch [36][140/235] lr: 2.500e-03, eta: 3:02:53, time: 0.399, data_time: 0.000, memory: 5699, top1_acc: 0.8320, top5_acc: 0.9758, loss_cls: 0.5753, loss: 0.5753, grad_norm: 6.7124 2021-04-26 03:39:17,235 - mmaction - INFO - Epoch [36][160/235] lr: 2.500e-03, eta: 3:02:27, time: 0.411, data_time: 0.004, memory: 5699, top1_acc: 0.8031, top5_acc: 0.9750, loss_cls: 0.6200, loss: 0.6200, grad_norm: 6.9582 2021-04-26 03:39:25,269 - mmaction - INFO - Epoch [36][180/235] lr: 2.500e-03, eta: 3:02:01, time: 0.403, data_time: 0.002, memory: 5699, top1_acc: 0.8109, top5_acc: 0.9648, loss_cls: 0.6451, loss: 0.6451, grad_norm: 7.2810 2021-04-26 03:39:33,452 - mmaction - INFO - Epoch [36][200/235] lr: 2.500e-03, eta: 3:01:35, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.7992, top5_acc: 0.9695, loss_cls: 0.6606, loss: 0.6606, grad_norm: 7.3467 2021-04-26 03:39:41,507 - mmaction - INFO - Epoch [36][220/235] lr: 2.500e-03, eta: 3:01:09, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.8273, top5_acc: 0.9766, loss_cls: 0.5630, loss: 0.5630, grad_norm: 6.3493 2021-04-26 03:39:49,301 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-04-26 03:42:53,707 - mmaction - INFO - Epoch [37][20/235] lr: 2.500e-03, eta: 3:05:25, time: 9.187, data_time: 8.770, memory: 5699, top1_acc: 0.8336, top5_acc: 0.9836, loss_cls: 0.5670, loss: 0.5670, grad_norm: 6.5536 2021-04-26 03:43:01,800 - mmaction - INFO - Epoch [37][40/235] lr: 2.500e-03, eta: 3:04:58, time: 0.404, data_time: 0.003, memory: 5699, top1_acc: 0.8055, top5_acc: 0.9773, loss_cls: 0.6344, loss: 0.6344, grad_norm: 7.0670 2021-04-26 03:43:09,925 - mmaction - INFO - Epoch [37][60/235] lr: 2.500e-03, eta: 3:04:31, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.8242, top5_acc: 0.9719, loss_cls: 0.5988, loss: 0.5988, grad_norm: 6.6980 2021-04-26 03:43:17,959 - mmaction - INFO - Epoch [37][80/235] lr: 2.500e-03, eta: 3:04:05, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 0.6151, loss: 0.6151, grad_norm: 7.0844 2021-04-26 03:43:25,957 - mmaction - INFO - Epoch [37][100/235] lr: 2.500e-03, eta: 3:03:38, time: 0.399, data_time: 0.000, memory: 5699, top1_acc: 0.8352, top5_acc: 0.9781, loss_cls: 0.5550, loss: 0.5550, grad_norm: 6.4476 2021-04-26 03:43:34,059 - mmaction - INFO - Epoch [37][120/235] lr: 2.500e-03, eta: 3:03:12, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.8172, top5_acc: 0.9719, loss_cls: 0.6057, loss: 0.6057, grad_norm: 6.6421 2021-04-26 03:43:42,092 - mmaction - INFO - Epoch [37][140/235] lr: 2.500e-03, eta: 3:02:46, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.8344, top5_acc: 0.9836, loss_cls: 0.5334, loss: 0.5334, grad_norm: 6.3024 2021-04-26 03:43:50,252 - mmaction - INFO - Epoch [37][160/235] lr: 2.500e-03, eta: 3:02:20, time: 0.408, data_time: 0.003, memory: 5699, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 0.5444, loss: 0.5444, grad_norm: 6.4669 2021-04-26 03:43:58,275 - mmaction - INFO - Epoch [37][180/235] lr: 2.500e-03, eta: 3:01:53, time: 0.401, data_time: 0.000, memory: 5699, top1_acc: 0.8250, top5_acc: 0.9812, loss_cls: 0.5690, loss: 0.5690, grad_norm: 6.8836 2021-04-26 03:44:06,433 - mmaction - INFO - Epoch [37][200/235] lr: 2.500e-03, eta: 3:01:27, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.8227, top5_acc: 0.9773, loss_cls: 0.6076, loss: 0.6076, grad_norm: 6.8404 2021-04-26 03:44:14,475 - mmaction - INFO - Epoch [37][220/235] lr: 2.500e-03, eta: 3:01:01, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.8148, top5_acc: 0.9789, loss_cls: 0.5850, loss: 0.5850, grad_norm: 6.7365 2021-04-26 03:44:22,912 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-04-26 14:51:03,609 - mmaction - INFO - Epoch [38][20/235] lr: 2.500e-03, eta: 20:40:57, time: 5.036, data_time: 4.504, memory: 5699, top1_acc: 0.8047, top5_acc: 0.9742, loss_cls: 0.6129, loss: 0.6129, grad_norm: 7.1161 2021-04-26 14:51:11,562 - mmaction - INFO - Epoch [38][40/235] lr: 2.500e-03, eta: 11:08:37, time: 0.398, data_time: 0.004, memory: 5699, top1_acc: 0.8328, top5_acc: 0.9852, loss_cls: 0.5326, loss: 0.5326, grad_norm: 6.6810 2021-04-26 14:51:19,547 - mmaction - INFO - Epoch [38][60/235] lr: 2.500e-03, eta: 7:57:48, time: 0.399, data_time: 0.003, memory: 5699, top1_acc: 0.8195, top5_acc: 0.9773, loss_cls: 0.6052, loss: 0.6052, grad_norm: 7.0535 2021-04-26 14:51:27,492 - mmaction - INFO - Epoch [38][80/235] lr: 2.500e-03, eta: 6:22:15, time: 0.398, data_time: 0.002, memory: 5699, top1_acc: 0.8438, top5_acc: 0.9852, loss_cls: 0.5069, loss: 0.5069, grad_norm: 6.5970 2021-04-26 14:51:35,408 - mmaction - INFO - Epoch [38][100/235] lr: 2.500e-03, eta: 5:24:47, time: 0.396, data_time: 0.001, memory: 5699, top1_acc: 0.8281, top5_acc: 0.9789, loss_cls: 0.5701, loss: 0.5701, grad_norm: 6.6594 2021-04-26 14:51:43,482 - mmaction - INFO - Epoch [38][120/235] lr: 2.500e-03, eta: 4:46:46, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.8297, top5_acc: 0.9758, loss_cls: 0.5627, loss: 0.5627, grad_norm: 6.4935 2021-04-26 14:51:51,447 - mmaction - INFO - Epoch [38][140/235] lr: 2.500e-03, eta: 4:19:22, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8273, top5_acc: 0.9734, loss_cls: 0.5919, loss: 0.5919, grad_norm: 6.9916 2021-04-26 14:51:59,492 - mmaction - INFO - Epoch [38][160/235] lr: 2.500e-03, eta: 3:58:55, time: 0.402, data_time: 0.004, memory: 5699, top1_acc: 0.8438, top5_acc: 0.9797, loss_cls: 0.5287, loss: 0.5287, grad_norm: 6.2280 2021-04-26 14:52:07,471 - mmaction - INFO - Epoch [38][180/235] lr: 2.500e-03, eta: 3:42:52, time: 0.398, data_time: 0.000, memory: 5699, top1_acc: 0.8492, top5_acc: 0.9844, loss_cls: 0.5323, loss: 0.5323, grad_norm: 6.3993 2021-04-26 14:52:15,551 - mmaction - INFO - Epoch [38][200/235] lr: 2.500e-03, eta: 3:30:09, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.8242, top5_acc: 0.9766, loss_cls: 0.5650, loss: 0.5650, grad_norm: 6.7591 2021-04-26 14:52:23,547 - mmaction - INFO - Epoch [38][220/235] lr: 2.500e-03, eta: 3:19:36, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8273, top5_acc: 0.9781, loss_cls: 0.5920, loss: 0.5920, grad_norm: 6.7412 2021-04-26 14:52:35,855 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-04-26 14:54:34,574 - mmaction - INFO - Epoch [39][20/235] lr: 2.500e-03, eta: 4:43:48, time: 5.889, data_time: 5.438, memory: 5699, top1_acc: 0.8328, top5_acc: 0.9797, loss_cls: 0.5424, loss: 0.5424, grad_norm: 6.7922 2021-04-26 14:54:42,594 - mmaction - INFO - Epoch [39][40/235] lr: 2.500e-03, eta: 4:29:55, time: 0.404, data_time: 0.005, memory: 5699, top1_acc: 0.8234, top5_acc: 0.9750, loss_cls: 0.6034, loss: 0.6034, grad_norm: 7.0212 2021-04-26 14:54:50,571 - mmaction - INFO - Epoch [39][60/235] lr: 2.500e-03, eta: 4:17:48, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8234, top5_acc: 0.9828, loss_cls: 0.5683, loss: 0.5683, grad_norm: 6.7933 2021-04-26 14:54:58,505 - mmaction - INFO - Epoch [39][80/235] lr: 2.500e-03, eta: 4:07:11, time: 0.396, data_time: 0.000, memory: 5699, top1_acc: 0.8211, top5_acc: 0.9797, loss_cls: 0.5839, loss: 0.5839, grad_norm: 6.8822 2021-04-26 14:55:06,630 - mmaction - INFO - Epoch [39][100/235] lr: 2.500e-03, eta: 3:57:56, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.8383, top5_acc: 0.9766, loss_cls: 0.5806, loss: 0.5806, grad_norm: 6.5862 2021-04-26 14:55:14,642 - mmaction - INFO - Epoch [39][120/235] lr: 2.500e-03, eta: 3:49:40, time: 0.402, data_time: 0.002, memory: 5699, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 0.6320, loss: 0.6320, grad_norm: 7.1039 2021-04-26 14:55:22,696 - mmaction - INFO - Epoch [39][140/235] lr: 2.500e-03, eta: 3:42:15, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8187, top5_acc: 0.9766, loss_cls: 0.5779, loss: 0.5779, grad_norm: 7.0621 2021-04-26 14:55:30,734 - mmaction - INFO - Epoch [39][160/235] lr: 2.500e-03, eta: 3:35:37, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.8164, top5_acc: 0.9742, loss_cls: 0.6008, loss: 0.6008, grad_norm: 7.0934 2021-04-26 14:55:38,832 - mmaction - INFO - Epoch [39][180/235] lr: 2.500e-03, eta: 3:29:38, time: 0.405, data_time: 0.001, memory: 5699, top1_acc: 0.8187, top5_acc: 0.9758, loss_cls: 0.5684, loss: 0.5684, grad_norm: 6.7692 2021-04-26 14:55:46,951 - mmaction - INFO - Epoch [39][200/235] lr: 2.500e-03, eta: 3:24:11, time: 0.406, data_time: 0.000, memory: 5699, top1_acc: 0.8297, top5_acc: 0.9812, loss_cls: 0.5427, loss: 0.5427, grad_norm: 6.5945 2021-04-26 14:55:55,113 - mmaction - INFO - Epoch [39][220/235] lr: 2.500e-03, eta: 3:19:14, time: 0.408, data_time: 0.003, memory: 5699, top1_acc: 0.8367, top5_acc: 0.9781, loss_cls: 0.5601, loss: 0.5601, grad_norm: 6.5663 2021-04-26 14:56:05,264 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-04-26 14:57:49,015 - mmaction - INFO - Epoch [40][20/235] lr: 2.500e-03, eta: 3:54:53, time: 5.169, data_time: 4.753, memory: 5699, top1_acc: 0.8117, top5_acc: 0.9836, loss_cls: 0.5692, loss: 0.5692, grad_norm: 6.8221 2021-04-26 14:57:57,090 - mmaction - INFO - Epoch [40][40/235] lr: 2.500e-03, eta: 3:49:07, time: 0.404, data_time: 0.005, memory: 5699, top1_acc: 0.8234, top5_acc: 0.9750, loss_cls: 0.5677, loss: 0.5677, grad_norm: 7.3769 2021-04-26 14:58:05,086 - mmaction - INFO - Epoch [40][60/235] lr: 2.500e-03, eta: 3:43:45, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8258, top5_acc: 0.9766, loss_cls: 0.5913, loss: 0.5913, grad_norm: 7.0942 2021-04-26 14:58:13,146 - mmaction - INFO - Epoch [40][80/235] lr: 2.500e-03, eta: 3:38:48, time: 0.403, data_time: 0.003, memory: 5699, top1_acc: 0.8359, top5_acc: 0.9750, loss_cls: 0.5442, loss: 0.5442, grad_norm: 6.6481 2021-04-26 14:58:21,156 - mmaction - INFO - Epoch [40][100/235] lr: 2.500e-03, eta: 3:34:09, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8211, top5_acc: 0.9773, loss_cls: 0.5744, loss: 0.5744, grad_norm: 6.9897 2021-04-26 14:58:29,240 - mmaction - INFO - Epoch [40][120/235] lr: 2.500e-03, eta: 3:29:51, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.8336, top5_acc: 0.9805, loss_cls: 0.5232, loss: 0.5232, grad_norm: 6.5062 2021-04-26 14:58:37,261 - mmaction - INFO - Epoch [40][140/235] lr: 2.500e-03, eta: 3:25:48, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8234, top5_acc: 0.9758, loss_cls: 0.5699, loss: 0.5699, grad_norm: 6.4564 2021-04-26 14:58:45,315 - mmaction - INFO - Epoch [40][160/235] lr: 2.500e-03, eta: 3:22:00, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8375, top5_acc: 0.9727, loss_cls: 0.5625, loss: 0.5625, grad_norm: 6.3408 2021-04-26 14:58:53,442 - mmaction - INFO - Epoch [40][180/235] lr: 2.500e-03, eta: 3:18:27, time: 0.405, data_time: 0.001, memory: 5699, top1_acc: 0.8336, top5_acc: 0.9844, loss_cls: 0.5461, loss: 0.5461, grad_norm: 6.6580 2021-04-26 14:59:01,552 - mmaction - INFO - Epoch [40][200/235] lr: 2.500e-03, eta: 3:15:07, time: 0.407, data_time: 0.003, memory: 5699, top1_acc: 0.8398, top5_acc: 0.9758, loss_cls: 0.5496, loss: 0.5496, grad_norm: 6.9087 2021-04-26 14:59:09,641 - mmaction - INFO - Epoch [40][220/235] lr: 2.500e-03, eta: 3:11:57, time: 0.404, data_time: 0.000, memory: 5699, top1_acc: 0.8242, top5_acc: 0.9812, loss_cls: 0.5835, loss: 0.5835, grad_norm: 6.9325 2021-04-26 14:59:17,646 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-04-26 15:00:29,254 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:00:29,328 - mmaction - INFO - top1_acc 0.6218 top5_acc 0.9426 2021-04-26 15:00:29,328 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:00:29,353 - mmaction - INFO - mean_acc 0.4977 2021-04-26 15:00:29,666 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. 2021-04-26 15:00:29,666 - mmaction - INFO - Best top1_acc is 0.6218 at 40 epoch. 2021-04-26 15:00:29,667 - mmaction - INFO - Epoch(val) [40][235] top1_acc: 0.6218, top5_acc: 0.9426, mean_class_accuracy: 0.4977 2021-04-26 15:01:49,503 - mmaction - INFO - Epoch [41][20/235] lr: 2.500e-04, eta: 3:28:04, time: 3.991, data_time: 3.584, memory: 5699, top1_acc: 0.8352, top5_acc: 0.9805, loss_cls: 0.5383, loss: 0.5383, grad_norm: 6.8965 2021-04-26 15:01:57,601 - mmaction - INFO - Epoch [41][40/235] lr: 2.500e-04, eta: 3:24:44, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.8359, top5_acc: 0.9797, loss_cls: 0.5434, loss: 0.5434, grad_norm: 6.6361 2021-04-26 15:02:05,528 - mmaction - INFO - Epoch [41][60/235] lr: 2.500e-04, eta: 3:21:32, time: 0.396, data_time: 0.001, memory: 5699, top1_acc: 0.8414, top5_acc: 0.9820, loss_cls: 0.5045, loss: 0.5045, grad_norm: 6.4843 2021-04-26 15:02:13,591 - mmaction - INFO - Epoch [41][80/235] lr: 2.500e-04, eta: 3:18:31, time: 0.403, data_time: 0.004, memory: 5699, top1_acc: 0.8430, top5_acc: 0.9734, loss_cls: 0.5417, loss: 0.5417, grad_norm: 6.5150 2021-04-26 15:02:21,538 - mmaction - INFO - Epoch [41][100/235] lr: 2.500e-04, eta: 3:15:37, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8391, top5_acc: 0.9906, loss_cls: 0.4878, loss: 0.4878, grad_norm: 6.1142 2021-04-26 15:02:29,597 - mmaction - INFO - Epoch [41][120/235] lr: 2.500e-04, eta: 3:12:52, time: 0.403, data_time: 0.003, memory: 5699, top1_acc: 0.8555, top5_acc: 0.9883, loss_cls: 0.4719, loss: 0.4719, grad_norm: 6.3113 2021-04-26 15:02:37,555 - mmaction - INFO - Epoch [41][140/235] lr: 2.500e-04, eta: 3:10:14, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8727, top5_acc: 0.9898, loss_cls: 0.4169, loss: 0.4169, grad_norm: 5.5186 2021-04-26 15:02:45,620 - mmaction - INFO - Epoch [41][160/235] lr: 2.500e-04, eta: 3:07:44, time: 0.403, data_time: 0.002, memory: 5699, top1_acc: 0.8445, top5_acc: 0.9688, loss_cls: 0.5347, loss: 0.5347, grad_norm: 6.2700 2021-04-26 15:02:53,629 - mmaction - INFO - Epoch [41][180/235] lr: 2.500e-04, eta: 3:05:19, time: 0.400, data_time: 0.000, memory: 5699, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 0.4958, loss: 0.4958, grad_norm: 6.4542 2021-04-26 15:03:01,757 - mmaction - INFO - Epoch [41][200/235] lr: 2.500e-04, eta: 3:03:03, time: 0.406, data_time: 0.003, memory: 5699, top1_acc: 0.8586, top5_acc: 0.9805, loss_cls: 0.4810, loss: 0.4810, grad_norm: 6.1233 2021-04-26 15:03:09,805 - mmaction - INFO - Epoch [41][220/235] lr: 2.500e-04, eta: 3:00:50, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8516, top5_acc: 0.9859, loss_cls: 0.4868, loss: 0.4868, grad_norm: 5.9735 2021-04-26 15:03:18,344 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-04-26 15:04:34,570 - mmaction - INFO - Epoch [42][20/235] lr: 2.500e-04, eta: 3:11:53, time: 3.760, data_time: 3.352, memory: 5699, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 0.4615, loss: 0.4615, grad_norm: 6.1540 2021-04-26 15:04:42,540 - mmaction - INFO - Epoch [42][40/235] lr: 2.500e-04, eta: 3:09:34, time: 0.399, data_time: 0.004, memory: 5699, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 0.4790, loss: 0.4790, grad_norm: 5.9936 2021-04-26 15:04:50,638 - mmaction - INFO - Epoch [42][60/235] lr: 2.500e-04, eta: 3:07:22, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.8789, top5_acc: 0.9875, loss_cls: 0.4308, loss: 0.4308, grad_norm: 5.9197 2021-04-26 15:04:58,629 - mmaction - INFO - Epoch [42][80/235] lr: 2.500e-04, eta: 3:05:14, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8609, top5_acc: 0.9828, loss_cls: 0.4604, loss: 0.4604, grad_norm: 6.0459 2021-04-26 15:05:06,601 - mmaction - INFO - Epoch [42][100/235] lr: 2.500e-04, eta: 3:03:10, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8508, top5_acc: 0.9750, loss_cls: 0.5225, loss: 0.5225, grad_norm: 6.6813 2021-04-26 15:05:14,706 - mmaction - INFO - Epoch [42][120/235] lr: 2.500e-04, eta: 3:01:12, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.8625, top5_acc: 0.9852, loss_cls: 0.4513, loss: 0.4513, grad_norm: 6.3103 2021-04-26 15:05:22,754 - mmaction - INFO - Epoch [42][140/235] lr: 2.500e-04, eta: 2:59:18, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.8508, top5_acc: 0.9812, loss_cls: 0.4973, loss: 0.4973, grad_norm: 6.4882 2021-04-26 15:05:30,885 - mmaction - INFO - Epoch [42][160/235] lr: 2.500e-04, eta: 2:57:28, time: 0.406, data_time: 0.003, memory: 5699, top1_acc: 0.8617, top5_acc: 0.9828, loss_cls: 0.4586, loss: 0.4586, grad_norm: 5.8604 2021-04-26 15:05:38,935 - mmaction - INFO - Epoch [42][180/235] lr: 2.500e-04, eta: 2:55:41, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.8664, top5_acc: 0.9867, loss_cls: 0.4449, loss: 0.4449, grad_norm: 5.8432 2021-04-26 15:05:47,110 - mmaction - INFO - Epoch [42][200/235] lr: 2.500e-04, eta: 2:53:59, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.8727, top5_acc: 0.9883, loss_cls: 0.4322, loss: 0.4322, grad_norm: 5.6725 2021-04-26 15:05:55,129 - mmaction - INFO - Epoch [42][220/235] lr: 2.500e-04, eta: 2:52:18, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8680, top5_acc: 0.9844, loss_cls: 0.4522, loss: 0.4522, grad_norm: 6.1208 2021-04-26 15:06:02,276 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-04-26 15:07:18,289 - mmaction - INFO - Epoch [43][20/235] lr: 2.500e-04, eta: 3:01:10, time: 3.780, data_time: 3.373, memory: 5699, top1_acc: 0.8695, top5_acc: 0.9844, loss_cls: 0.4602, loss: 0.4602, grad_norm: 6.0030 2021-04-26 15:07:26,405 - mmaction - INFO - Epoch [43][40/235] lr: 2.500e-04, eta: 2:59:27, time: 0.406, data_time: 0.006, memory: 5699, top1_acc: 0.8703, top5_acc: 0.9828, loss_cls: 0.4545, loss: 0.4545, grad_norm: 5.7585 2021-04-26 15:07:34,362 - mmaction - INFO - Epoch [43][60/235] lr: 2.500e-04, eta: 2:57:44, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8625, top5_acc: 0.9852, loss_cls: 0.4740, loss: 0.4740, grad_norm: 5.9906 2021-04-26 15:07:42,449 - mmaction - INFO - Epoch [43][80/235] lr: 2.500e-04, eta: 2:56:06, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.8672, top5_acc: 0.9859, loss_cls: 0.4423, loss: 0.4423, grad_norm: 5.8580 2021-04-26 15:07:50,379 - mmaction - INFO - Epoch [43][100/235] lr: 2.500e-04, eta: 2:54:29, time: 0.396, data_time: 0.001, memory: 5699, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 0.4531, loss: 0.4531, grad_norm: 6.1263 2021-04-26 15:07:58,504 - mmaction - INFO - Epoch [43][120/235] lr: 2.500e-04, eta: 2:52:57, time: 0.406, data_time: 0.003, memory: 5699, top1_acc: 0.8711, top5_acc: 0.9891, loss_cls: 0.4230, loss: 0.4230, grad_norm: 5.6108 2021-04-26 15:08:06,541 - mmaction - INFO - Epoch [43][140/235] lr: 2.500e-04, eta: 2:51:26, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8570, top5_acc: 0.9836, loss_cls: 0.4854, loss: 0.4854, grad_norm: 6.1336 2021-04-26 15:08:14,694 - mmaction - INFO - Epoch [43][160/235] lr: 2.500e-04, eta: 2:49:59, time: 0.407, data_time: 0.003, memory: 5699, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 0.3909, loss: 0.3909, grad_norm: 5.5712 2021-04-26 15:08:22,706 - mmaction - INFO - Epoch [43][180/235] lr: 2.500e-04, eta: 2:48:33, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8547, top5_acc: 0.9797, loss_cls: 0.5010, loss: 0.5010, grad_norm: 6.3428 2021-04-26 15:08:30,854 - mmaction - INFO - Epoch [43][200/235] lr: 2.500e-04, eta: 2:47:11, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.8633, top5_acc: 0.9820, loss_cls: 0.4488, loss: 0.4488, grad_norm: 6.2880 2021-04-26 15:08:38,919 - mmaction - INFO - Epoch [43][220/235] lr: 2.500e-04, eta: 2:45:50, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.8883, top5_acc: 0.9812, loss_cls: 0.4141, loss: 0.4141, grad_norm: 5.5258 2021-04-26 15:08:46,722 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-04-26 15:10:02,523 - mmaction - INFO - Epoch [44][20/235] lr: 2.500e-04, eta: 2:52:59, time: 3.729, data_time: 3.315, memory: 5699, top1_acc: 0.8766, top5_acc: 0.9844, loss_cls: 0.4243, loss: 0.4243, grad_norm: 5.9544 2021-04-26 15:10:10,646 - mmaction - INFO - Epoch [44][40/235] lr: 2.500e-04, eta: 2:51:35, time: 0.406, data_time: 0.003, memory: 5699, top1_acc: 0.8539, top5_acc: 0.9852, loss_cls: 0.4675, loss: 0.4675, grad_norm: 6.2459 2021-04-26 15:10:18,596 - mmaction - INFO - Epoch [44][60/235] lr: 2.500e-04, eta: 2:50:12, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8664, top5_acc: 0.9891, loss_cls: 0.4516, loss: 0.4516, grad_norm: 5.8540 2021-04-26 15:10:26,636 - mmaction - INFO - Epoch [44][80/235] lr: 2.500e-04, eta: 2:48:52, time: 0.402, data_time: 0.003, memory: 5699, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 0.4683, loss: 0.4683, grad_norm: 6.2792 2021-04-26 15:10:34,603 - mmaction - INFO - Epoch [44][100/235] lr: 2.500e-04, eta: 2:47:33, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8352, top5_acc: 0.9875, loss_cls: 0.4912, loss: 0.4912, grad_norm: 6.5214 2021-04-26 15:10:42,689 - mmaction - INFO - Epoch [44][120/235] lr: 2.500e-04, eta: 2:46:16, time: 0.404, data_time: 0.003, memory: 5699, top1_acc: 0.8688, top5_acc: 0.9852, loss_cls: 0.4464, loss: 0.4464, grad_norm: 5.9750 2021-04-26 15:10:50,734 - mmaction - INFO - Epoch [44][140/235] lr: 2.500e-04, eta: 2:45:02, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.8742, top5_acc: 0.9867, loss_cls: 0.4431, loss: 0.4431, grad_norm: 5.9718 2021-04-26 15:10:58,938 - mmaction - INFO - Epoch [44][160/235] lr: 2.500e-04, eta: 2:43:50, time: 0.411, data_time: 0.006, memory: 5699, top1_acc: 0.8680, top5_acc: 0.9852, loss_cls: 0.4444, loss: 0.4444, grad_norm: 6.2139 2021-04-26 15:11:07,105 - mmaction - INFO - Epoch [44][180/235] lr: 2.500e-04, eta: 2:42:39, time: 0.408, data_time: 0.001, memory: 5699, top1_acc: 0.8500, top5_acc: 0.9852, loss_cls: 0.4795, loss: 0.4795, grad_norm: 6.3960 2021-04-26 15:11:15,293 - mmaction - INFO - Epoch [44][200/235] lr: 2.500e-04, eta: 2:41:31, time: 0.409, data_time: 0.003, memory: 5699, top1_acc: 0.8805, top5_acc: 0.9867, loss_cls: 0.4356, loss: 0.4356, grad_norm: 6.0244 2021-04-26 15:11:23,349 - mmaction - INFO - Epoch [44][220/235] lr: 2.500e-04, eta: 2:40:22, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.8734, top5_acc: 0.9852, loss_cls: 0.4299, loss: 0.4299, grad_norm: 5.8234 2021-04-26 15:11:30,505 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-04-26 15:12:46,890 - mmaction - INFO - Epoch [45][20/235] lr: 2.500e-04, eta: 2:46:29, time: 3.762, data_time: 3.313, memory: 5699, top1_acc: 0.8680, top5_acc: 0.9875, loss_cls: 0.4475, loss: 0.4475, grad_norm: 5.9374 2021-04-26 15:12:54,952 - mmaction - INFO - Epoch [45][40/235] lr: 2.500e-04, eta: 2:45:18, time: 0.403, data_time: 0.005, memory: 5699, top1_acc: 0.8656, top5_acc: 0.9859, loss_cls: 0.4449, loss: 0.4449, grad_norm: 6.1564 2021-04-26 15:13:02,961 - mmaction - INFO - Epoch [45][60/235] lr: 2.500e-04, eta: 2:44:08, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8773, top5_acc: 0.9859, loss_cls: 0.4299, loss: 0.4299, grad_norm: 6.0132 2021-04-26 15:13:11,044 - mmaction - INFO - Epoch [45][80/235] lr: 2.500e-04, eta: 2:43:01, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.8695, top5_acc: 0.9914, loss_cls: 0.4232, loss: 0.4232, grad_norm: 5.8496 2021-04-26 15:13:18,985 - mmaction - INFO - Epoch [45][100/235] lr: 2.500e-04, eta: 2:41:53, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.8773, top5_acc: 0.9852, loss_cls: 0.4173, loss: 0.4173, grad_norm: 5.7738 2021-04-26 15:13:27,105 - mmaction - INFO - Epoch [45][120/235] lr: 2.500e-04, eta: 2:40:48, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.8797, top5_acc: 0.9891, loss_cls: 0.4097, loss: 0.4097, grad_norm: 5.7981 2021-04-26 15:13:35,153 - mmaction - INFO - Epoch [45][140/235] lr: 2.500e-04, eta: 2:39:44, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8711, top5_acc: 0.9812, loss_cls: 0.4496, loss: 0.4496, grad_norm: 5.9892 2021-04-26 15:13:43,313 - mmaction - INFO - Epoch [45][160/235] lr: 2.500e-04, eta: 2:38:42, time: 0.408, data_time: 0.003, memory: 5699, top1_acc: 0.8625, top5_acc: 0.9820, loss_cls: 0.4657, loss: 0.4657, grad_norm: 6.1764 2021-04-26 15:13:51,649 - mmaction - INFO - Epoch [45][180/235] lr: 2.500e-04, eta: 2:37:43, time: 0.417, data_time: 0.016, memory: 5699, top1_acc: 0.8617, top5_acc: 0.9875, loss_cls: 0.4542, loss: 0.4542, grad_norm: 6.1732 2021-04-26 15:13:59,781 - mmaction - INFO - Epoch [45][200/235] lr: 2.500e-04, eta: 2:36:43, time: 0.407, data_time: 0.003, memory: 5699, top1_acc: 0.8836, top5_acc: 0.9867, loss_cls: 0.4047, loss: 0.4047, grad_norm: 5.8038 2021-04-26 15:14:07,945 - mmaction - INFO - Epoch [45][220/235] lr: 2.500e-04, eta: 2:35:44, time: 0.408, data_time: 0.001, memory: 5699, top1_acc: 0.8680, top5_acc: 0.9883, loss_cls: 0.4379, loss: 0.4379, grad_norm: 5.9553 2021-04-26 15:14:14,836 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-04-26 15:15:25,842 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:15:25,917 - mmaction - INFO - top1_acc 0.6868 top5_acc 0.9523 2021-04-26 15:15:25,917 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:15:25,919 - mmaction - INFO - mean_acc 0.5641 2021-04-26 15:15:26,555 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_45.pth. 2021-04-26 15:15:26,555 - mmaction - INFO - Best top1_acc is 0.6868 at 45 epoch. 2021-04-26 15:15:26,566 - mmaction - INFO - Epoch(val) [45][235] top1_acc: 0.6868, top5_acc: 0.9523, mean_class_accuracy: 0.5641 2021-04-26 15:16:50,641 - mmaction - INFO - Epoch [46][20/235] lr: 2.500e-04, eta: 2:41:58, time: 4.202, data_time: 3.769, memory: 5699, top1_acc: 0.8734, top5_acc: 0.9836, loss_cls: 0.4166, loss: 0.4166, grad_norm: 5.8599 2021-04-26 15:16:58,658 - mmaction - INFO - Epoch [46][40/235] lr: 2.500e-04, eta: 2:40:56, time: 0.401, data_time: 0.005, memory: 5699, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.4134, loss: 0.4134, grad_norm: 5.9827 2021-04-26 15:17:06,599 - mmaction - INFO - Epoch [46][60/235] lr: 2.500e-04, eta: 2:39:54, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.8664, top5_acc: 0.9875, loss_cls: 0.4243, loss: 0.4243, grad_norm: 6.0087 2021-04-26 15:17:14,714 - mmaction - INFO - Epoch [46][80/235] lr: 2.500e-04, eta: 2:38:55, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.8617, top5_acc: 0.9828, loss_cls: 0.4518, loss: 0.4518, grad_norm: 6.0407 2021-04-26 15:17:22,701 - mmaction - INFO - Epoch [46][100/235] lr: 2.500e-04, eta: 2:37:55, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8742, top5_acc: 0.9891, loss_cls: 0.4189, loss: 0.4189, grad_norm: 5.9366 2021-04-26 15:17:30,783 - mmaction - INFO - Epoch [46][120/235] lr: 2.500e-04, eta: 2:36:58, time: 0.404, data_time: 0.003, memory: 5699, top1_acc: 0.8906, top5_acc: 0.9859, loss_cls: 0.4011, loss: 0.4011, grad_norm: 5.6294 2021-04-26 15:17:38,763 - mmaction - INFO - Epoch [46][140/235] lr: 2.500e-04, eta: 2:36:00, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8664, top5_acc: 0.9812, loss_cls: 0.4535, loss: 0.4535, grad_norm: 6.1104 2021-04-26 15:17:46,868 - mmaction - INFO - Epoch [46][160/235] lr: 2.500e-04, eta: 2:35:05, time: 0.404, data_time: 0.003, memory: 5699, top1_acc: 0.8711, top5_acc: 0.9875, loss_cls: 0.4442, loss: 0.4442, grad_norm: 6.2387 2021-04-26 15:17:54,922 - mmaction - INFO - Epoch [46][180/235] lr: 2.500e-04, eta: 2:34:10, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 0.4507, loss: 0.4507, grad_norm: 6.2417 2021-04-26 15:18:03,074 - mmaction - INFO - Epoch [46][200/235] lr: 2.500e-04, eta: 2:33:16, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.8836, top5_acc: 0.9867, loss_cls: 0.4097, loss: 0.4097, grad_norm: 5.9175 2021-04-26 15:18:11,133 - mmaction - INFO - Epoch [46][220/235] lr: 2.500e-04, eta: 2:32:23, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.8602, top5_acc: 0.9828, loss_cls: 0.4362, loss: 0.4362, grad_norm: 6.1483 2021-04-26 15:18:19,402 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-04-26 15:19:35,631 - mmaction - INFO - Epoch [47][20/235] lr: 2.500e-04, eta: 2:36:59, time: 3.795, data_time: 3.379, memory: 5699, top1_acc: 0.8844, top5_acc: 0.9922, loss_cls: 0.3860, loss: 0.3860, grad_norm: 5.7258 2021-04-26 15:19:44,364 - mmaction - INFO - Epoch [47][40/235] lr: 2.500e-04, eta: 2:36:08, time: 0.436, data_time: 0.039, memory: 5699, top1_acc: 0.8758, top5_acc: 0.9836, loss_cls: 0.4175, loss: 0.4175, grad_norm: 5.7682 2021-04-26 15:19:52,347 - mmaction - INFO - Epoch [47][60/235] lr: 2.500e-04, eta: 2:35:14, time: 0.400, data_time: 0.002, memory: 5699, top1_acc: 0.8820, top5_acc: 0.9898, loss_cls: 0.3971, loss: 0.3971, grad_norm: 5.8212 2021-04-26 15:20:00,313 - mmaction - INFO - Epoch [47][80/235] lr: 2.500e-04, eta: 2:34:20, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8664, top5_acc: 0.9906, loss_cls: 0.4276, loss: 0.4276, grad_norm: 6.1886 2021-04-26 15:20:08,402 - mmaction - INFO - Epoch [47][100/235] lr: 2.500e-04, eta: 2:33:28, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.8633, top5_acc: 0.9875, loss_cls: 0.4485, loss: 0.4485, grad_norm: 6.3453 2021-04-26 15:20:16,420 - mmaction - INFO - Epoch [47][120/235] lr: 2.500e-04, eta: 2:32:36, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8672, top5_acc: 0.9852, loss_cls: 0.4451, loss: 0.4451, grad_norm: 6.4157 2021-04-26 15:20:24,527 - mmaction - INFO - Epoch [47][140/235] lr: 2.500e-04, eta: 2:31:46, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.8828, top5_acc: 0.9875, loss_cls: 0.3951, loss: 0.3951, grad_norm: 5.7926 2021-04-26 15:20:32,545 - mmaction - INFO - Epoch [47][160/235] lr: 2.500e-04, eta: 2:30:55, time: 0.401, data_time: 0.000, memory: 5699, top1_acc: 0.8812, top5_acc: 0.9836, loss_cls: 0.4061, loss: 0.4061, grad_norm: 5.8392 2021-04-26 15:20:40,684 - mmaction - INFO - Epoch [47][180/235] lr: 2.500e-04, eta: 2:30:06, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.8586, top5_acc: 0.9867, loss_cls: 0.4459, loss: 0.4459, grad_norm: 6.2919 2021-04-26 15:20:48,775 - mmaction - INFO - Epoch [47][200/235] lr: 2.500e-04, eta: 2:29:18, time: 0.405, data_time: 0.001, memory: 5699, top1_acc: 0.8547, top5_acc: 0.9891, loss_cls: 0.4552, loss: 0.4552, grad_norm: 6.3578 2021-04-26 15:20:56,957 - mmaction - INFO - Epoch [47][220/235] lr: 2.500e-04, eta: 2:28:31, time: 0.409, data_time: 0.003, memory: 5699, top1_acc: 0.8641, top5_acc: 0.9852, loss_cls: 0.4349, loss: 0.4349, grad_norm: 6.0703 2021-04-26 15:21:04,228 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-04-26 15:22:18,169 - mmaction - INFO - Epoch [48][20/235] lr: 2.500e-04, eta: 2:32:16, time: 3.637, data_time: 3.232, memory: 5699, top1_acc: 0.8672, top5_acc: 0.9875, loss_cls: 0.4452, loss: 0.4452, grad_norm: 6.1556 2021-04-26 15:22:26,223 - mmaction - INFO - Epoch [48][40/235] lr: 2.500e-04, eta: 2:31:27, time: 0.403, data_time: 0.005, memory: 5699, top1_acc: 0.8656, top5_acc: 0.9898, loss_cls: 0.4144, loss: 0.4144, grad_norm: 5.8986 2021-04-26 15:22:34,338 - mmaction - INFO - Epoch [48][60/235] lr: 2.500e-04, eta: 2:30:39, time: 0.406, data_time: 0.001, memory: 5699, top1_acc: 0.8680, top5_acc: 0.9891, loss_cls: 0.4459, loss: 0.4459, grad_norm: 6.1805 2021-04-26 15:22:42,277 - mmaction - INFO - Epoch [48][80/235] lr: 2.500e-04, eta: 2:29:50, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.8766, top5_acc: 0.9898, loss_cls: 0.4178, loss: 0.4178, grad_norm: 6.0725 2021-04-26 15:22:50,397 - mmaction - INFO - Epoch [48][100/235] lr: 2.500e-04, eta: 2:29:03, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.8758, top5_acc: 0.9875, loss_cls: 0.3959, loss: 0.3959, grad_norm: 5.8709 2021-04-26 15:22:58,443 - mmaction - INFO - Epoch [48][120/235] lr: 2.500e-04, eta: 2:28:17, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8703, top5_acc: 0.9875, loss_cls: 0.4163, loss: 0.4163, grad_norm: 6.1676 2021-04-26 15:23:06,489 - mmaction - INFO - Epoch [48][140/235] lr: 2.500e-04, eta: 2:27:31, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8773, top5_acc: 0.9836, loss_cls: 0.4486, loss: 0.4486, grad_norm: 6.2859 2021-04-26 15:23:14,574 - mmaction - INFO - Epoch [48][160/235] lr: 2.500e-04, eta: 2:26:46, time: 0.406, data_time: 0.003, memory: 5699, top1_acc: 0.8648, top5_acc: 0.9852, loss_cls: 0.4266, loss: 0.4266, grad_norm: 5.8748 2021-04-26 15:23:22,632 - mmaction - INFO - Epoch [48][180/235] lr: 2.500e-04, eta: 2:26:01, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.8688, top5_acc: 0.9805, loss_cls: 0.4581, loss: 0.4581, grad_norm: 6.3479 2021-04-26 15:23:30,775 - mmaction - INFO - Epoch [48][200/235] lr: 2.500e-04, eta: 2:25:17, time: 0.407, data_time: 0.001, memory: 5699, top1_acc: 0.8820, top5_acc: 0.9883, loss_cls: 0.3820, loss: 0.3820, grad_norm: 5.6391 2021-04-26 15:23:38,914 - mmaction - INFO - Epoch [48][220/235] lr: 2.500e-04, eta: 2:24:34, time: 0.407, data_time: 0.003, memory: 5699, top1_acc: 0.8625, top5_acc: 0.9805, loss_cls: 0.4591, loss: 0.4591, grad_norm: 6.2005 2021-04-26 15:23:46,243 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-04-26 15:25:02,674 - mmaction - INFO - Epoch [49][20/235] lr: 2.500e-04, eta: 2:28:04, time: 3.753, data_time: 3.233, memory: 5699, top1_acc: 0.8719, top5_acc: 0.9836, loss_cls: 0.4377, loss: 0.4377, grad_norm: 5.8699 2021-04-26 15:25:10,707 - mmaction - INFO - Epoch [49][40/235] lr: 2.500e-04, eta: 2:27:20, time: 0.402, data_time: 0.005, memory: 5699, top1_acc: 0.8719, top5_acc: 0.9797, loss_cls: 0.4380, loss: 0.4380, grad_norm: 6.3107 2021-04-26 15:25:18,657 - mmaction - INFO - Epoch [49][60/235] lr: 2.500e-04, eta: 2:26:35, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8680, top5_acc: 0.9859, loss_cls: 0.4529, loss: 0.4529, grad_norm: 6.3100 2021-04-26 15:25:26,758 - mmaction - INFO - Epoch [49][80/235] lr: 2.500e-04, eta: 2:25:51, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.8742, top5_acc: 0.9812, loss_cls: 0.4413, loss: 0.4413, grad_norm: 5.9019 2021-04-26 15:25:34,875 - mmaction - INFO - Epoch [49][100/235] lr: 2.500e-04, eta: 2:25:09, time: 0.406, data_time: 0.001, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9875, loss_cls: 0.3937, loss: 0.3937, grad_norm: 5.6935 2021-04-26 15:25:42,953 - mmaction - INFO - Epoch [49][120/235] lr: 2.500e-04, eta: 2:24:26, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.8742, top5_acc: 0.9828, loss_cls: 0.4369, loss: 0.4369, grad_norm: 6.3848 2021-04-26 15:25:50,942 - mmaction - INFO - Epoch [49][140/235] lr: 2.500e-04, eta: 2:23:44, time: 0.400, data_time: 0.000, memory: 5699, top1_acc: 0.8727, top5_acc: 0.9875, loss_cls: 0.4282, loss: 0.4282, grad_norm: 6.0136 2021-04-26 15:25:59,069 - mmaction - INFO - Epoch [49][160/235] lr: 2.500e-04, eta: 2:23:02, time: 0.406, data_time: 0.003, memory: 5699, top1_acc: 0.8711, top5_acc: 0.9859, loss_cls: 0.4195, loss: 0.4195, grad_norm: 6.3508 2021-04-26 15:26:07,127 - mmaction - INFO - Epoch [49][180/235] lr: 2.500e-04, eta: 2:22:21, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.8781, top5_acc: 0.9852, loss_cls: 0.4049, loss: 0.4049, grad_norm: 6.1205 2021-04-26 15:26:15,216 - mmaction - INFO - Epoch [49][200/235] lr: 2.500e-04, eta: 2:21:41, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.8742, top5_acc: 0.9836, loss_cls: 0.4597, loss: 0.4597, grad_norm: 6.2638 2021-04-26 15:26:23,259 - mmaction - INFO - Epoch [49][220/235] lr: 2.500e-04, eta: 2:21:00, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.8797, top5_acc: 0.9875, loss_cls: 0.4072, loss: 0.4072, grad_norm: 6.0947 2021-04-26 15:26:31,839 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-04-26 15:27:58,464 - mmaction - INFO - Epoch [50][20/235] lr: 2.500e-04, eta: 2:24:53, time: 4.288, data_time: 3.843, memory: 5699, top1_acc: 0.8789, top5_acc: 0.9883, loss_cls: 0.4223, loss: 0.4223, grad_norm: 6.0471 2021-04-26 15:28:06,507 - mmaction - INFO - Epoch [50][40/235] lr: 2.500e-04, eta: 2:24:12, time: 0.406, data_time: 0.010, memory: 5699, top1_acc: 0.8680, top5_acc: 0.9844, loss_cls: 0.4504, loss: 0.4504, grad_norm: 6.1401 2021-04-26 15:28:14,463 - mmaction - INFO - Epoch [50][60/235] lr: 2.500e-04, eta: 2:23:30, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8828, top5_acc: 0.9875, loss_cls: 0.4287, loss: 0.4287, grad_norm: 6.2757 2021-04-26 15:28:22,556 - mmaction - INFO - Epoch [50][80/235] lr: 2.500e-04, eta: 2:22:50, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.8844, top5_acc: 0.9898, loss_cls: 0.3853, loss: 0.3853, grad_norm: 5.9826 2021-04-26 15:28:30,570 - mmaction - INFO - Epoch [50][100/235] lr: 2.500e-04, eta: 2:22:09, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8781, top5_acc: 0.9898, loss_cls: 0.3940, loss: 0.3940, grad_norm: 5.9945 2021-04-26 15:28:38,648 - mmaction - INFO - Epoch [50][120/235] lr: 2.500e-04, eta: 2:21:30, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.3947, loss: 0.3947, grad_norm: 5.6753 2021-04-26 15:28:46,721 - mmaction - INFO - Epoch [50][140/235] lr: 2.500e-04, eta: 2:20:50, time: 0.403, data_time: 0.000, memory: 5699, top1_acc: 0.8797, top5_acc: 0.9875, loss_cls: 0.4093, loss: 0.4093, grad_norm: 6.0124 2021-04-26 15:28:54,885 - mmaction - INFO - Epoch [50][160/235] lr: 2.500e-04, eta: 2:20:12, time: 0.409, data_time: 0.003, memory: 5699, top1_acc: 0.8828, top5_acc: 0.9859, loss_cls: 0.4042, loss: 0.4042, grad_norm: 5.9141 2021-04-26 15:29:02,976 - mmaction - INFO - Epoch [50][180/235] lr: 2.500e-04, eta: 2:19:34, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.8750, top5_acc: 0.9867, loss_cls: 0.4132, loss: 0.4132, grad_norm: 6.0621 2021-04-26 15:29:11,110 - mmaction - INFO - Epoch [50][200/235] lr: 2.500e-04, eta: 2:18:56, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.8797, top5_acc: 0.9844, loss_cls: 0.4344, loss: 0.4344, grad_norm: 6.0029 2021-04-26 15:29:19,202 - mmaction - INFO - Epoch [50][220/235] lr: 2.500e-04, eta: 2:18:18, time: 0.404, data_time: 0.000, memory: 5699, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.4075, loss: 0.4075, grad_norm: 5.7502 2021-04-26 15:29:26,468 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-04-26 15:30:29,806 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:30:29,883 - mmaction - INFO - top1_acc 0.7127 top5_acc 0.9574 2021-04-26 15:30:29,883 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:30:29,886 - mmaction - INFO - mean_acc 0.5818 2021-04-26 15:30:30,814 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. 2021-04-26 15:30:30,814 - mmaction - INFO - Best top1_acc is 0.7127 at 50 epoch. 2021-04-26 15:30:30,824 - mmaction - INFO - Epoch(val) [50][235] top1_acc: 0.7127, top5_acc: 0.9574, mean_class_accuracy: 0.5818 2021-04-26 15:31:40,405 - mmaction - INFO - Epoch [51][20/235] lr: 2.500e-04, eta: 2:20:45, time: 3.478, data_time: 3.067, memory: 5699, top1_acc: 0.8742, top5_acc: 0.9867, loss_cls: 0.4223, loss: 0.4223, grad_norm: 5.9443 2021-04-26 15:31:48,468 - mmaction - INFO - Epoch [51][40/235] lr: 2.500e-04, eta: 2:20:06, time: 0.403, data_time: 0.006, memory: 5699, top1_acc: 0.8828, top5_acc: 0.9875, loss_cls: 0.3899, loss: 0.3899, grad_norm: 5.5537 2021-04-26 15:31:56,452 - mmaction - INFO - Epoch [51][60/235] lr: 2.500e-04, eta: 2:19:28, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8820, top5_acc: 0.9883, loss_cls: 0.4205, loss: 0.4205, grad_norm: 6.1297 2021-04-26 15:32:04,469 - mmaction - INFO - Epoch [51][80/235] lr: 2.500e-04, eta: 2:18:50, time: 0.400, data_time: 0.004, memory: 5699, top1_acc: 0.8719, top5_acc: 0.9898, loss_cls: 0.4084, loss: 0.4084, grad_norm: 6.1754 2021-04-26 15:32:12,420 - mmaction - INFO - Epoch [51][100/235] lr: 2.500e-04, eta: 2:18:13, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8930, top5_acc: 0.9852, loss_cls: 0.3788, loss: 0.3788, grad_norm: 5.4989 2021-04-26 15:32:20,505 - mmaction - INFO - Epoch [51][120/235] lr: 2.500e-04, eta: 2:17:36, time: 0.404, data_time: 0.003, memory: 5699, top1_acc: 0.8625, top5_acc: 0.9898, loss_cls: 0.4344, loss: 0.4344, grad_norm: 6.3809 2021-04-26 15:32:28,570 - mmaction - INFO - Epoch [51][140/235] lr: 2.500e-04, eta: 2:16:59, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.8852, top5_acc: 0.9891, loss_cls: 0.4053, loss: 0.4053, grad_norm: 5.9149 2021-04-26 15:32:36,552 - mmaction - INFO - Epoch [51][160/235] lr: 2.500e-04, eta: 2:16:23, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8594, top5_acc: 0.9883, loss_cls: 0.4261, loss: 0.4261, grad_norm: 6.0760 2021-04-26 15:32:44,696 - mmaction - INFO - Epoch [51][180/235] lr: 2.500e-04, eta: 2:15:47, time: 0.407, data_time: 0.002, memory: 5699, top1_acc: 0.8859, top5_acc: 0.9805, loss_cls: 0.4186, loss: 0.4186, grad_norm: 5.8199 2021-04-26 15:32:52,728 - mmaction - INFO - Epoch [51][200/235] lr: 2.500e-04, eta: 2:15:12, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8828, top5_acc: 0.9883, loss_cls: 0.3974, loss: 0.3974, grad_norm: 5.9032 2021-04-26 15:33:00,866 - mmaction - INFO - Epoch [51][220/235] lr: 2.500e-04, eta: 2:14:37, time: 0.407, data_time: 0.003, memory: 5699, top1_acc: 0.8594, top5_acc: 0.9867, loss_cls: 0.4433, loss: 0.4433, grad_norm: 6.5553 2021-04-26 15:33:07,604 - mmaction - INFO - Saving checkpoint at 51 epochs 2021-04-26 15:34:20,296 - mmaction - INFO - Epoch [52][20/235] lr: 2.500e-04, eta: 2:16:56, time: 3.586, data_time: 3.167, memory: 5699, top1_acc: 0.8758, top5_acc: 0.9852, loss_cls: 0.4238, loss: 0.4238, grad_norm: 5.9358 2021-04-26 15:34:28,371 - mmaction - INFO - Epoch [52][40/235] lr: 2.500e-04, eta: 2:16:21, time: 0.404, data_time: 0.005, memory: 5699, top1_acc: 0.8766, top5_acc: 0.9828, loss_cls: 0.4242, loss: 0.4242, grad_norm: 6.0808 2021-04-26 15:34:36,347 - mmaction - INFO - Epoch [52][60/235] lr: 2.500e-04, eta: 2:15:45, time: 0.398, data_time: 0.000, memory: 5699, top1_acc: 0.8836, top5_acc: 0.9898, loss_cls: 0.3988, loss: 0.3988, grad_norm: 6.0060 2021-04-26 15:34:44,395 - mmaction - INFO - Epoch [52][80/235] lr: 2.500e-04, eta: 2:15:10, time: 0.402, data_time: 0.004, memory: 5699, top1_acc: 0.8766, top5_acc: 0.9828, loss_cls: 0.4250, loss: 0.4250, grad_norm: 5.9234 2021-04-26 15:34:52,318 - mmaction - INFO - Epoch [52][100/235] lr: 2.500e-04, eta: 2:14:35, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.8836, top5_acc: 0.9828, loss_cls: 0.3988, loss: 0.3988, grad_norm: 6.0824 2021-04-26 15:35:00,448 - mmaction - INFO - Epoch [52][120/235] lr: 2.500e-04, eta: 2:14:00, time: 0.406, data_time: 0.003, memory: 5699, top1_acc: 0.8672, top5_acc: 0.9852, loss_cls: 0.4608, loss: 0.4608, grad_norm: 6.4261 2021-04-26 15:35:08,441 - mmaction - INFO - Epoch [52][140/235] lr: 2.500e-04, eta: 2:13:26, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8797, top5_acc: 0.9867, loss_cls: 0.4233, loss: 0.4233, grad_norm: 6.3406 2021-04-26 15:35:16,590 - mmaction - INFO - Epoch [52][160/235] lr: 2.500e-04, eta: 2:12:52, time: 0.407, data_time: 0.003, memory: 5699, top1_acc: 0.8797, top5_acc: 0.9875, loss_cls: 0.4374, loss: 0.4374, grad_norm: 6.2959 2021-04-26 15:35:24,687 - mmaction - INFO - Epoch [52][180/235] lr: 2.500e-04, eta: 2:12:19, time: 0.405, data_time: 0.001, memory: 5699, top1_acc: 0.8828, top5_acc: 0.9906, loss_cls: 0.4048, loss: 0.4048, grad_norm: 5.9709 2021-04-26 15:35:32,841 - mmaction - INFO - Epoch [52][200/235] lr: 2.500e-04, eta: 2:11:46, time: 0.407, data_time: 0.003, memory: 5699, top1_acc: 0.8727, top5_acc: 0.9789, loss_cls: 0.4386, loss: 0.4386, grad_norm: 6.4461 2021-04-26 15:35:40,920 - mmaction - INFO - Epoch [52][220/235] lr: 2.500e-04, eta: 2:11:13, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.8859, top5_acc: 0.9859, loss_cls: 0.4082, loss: 0.4082, grad_norm: 5.7215 2021-04-26 15:35:48,421 - mmaction - INFO - Saving checkpoint at 52 epochs 2021-04-26 15:36:59,134 - mmaction - INFO - Epoch [53][20/235] lr: 2.500e-04, eta: 2:13:12, time: 3.485, data_time: 3.076, memory: 5699, top1_acc: 0.8914, top5_acc: 0.9898, loss_cls: 0.3781, loss: 0.3781, grad_norm: 5.7232 2021-04-26 15:37:07,264 - mmaction - INFO - Epoch [53][40/235] lr: 2.500e-04, eta: 2:12:39, time: 0.407, data_time: 0.006, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9906, loss_cls: 0.3914, loss: 0.3914, grad_norm: 6.1264 2021-04-26 15:37:15,166 - mmaction - INFO - Epoch [53][60/235] lr: 2.500e-04, eta: 2:12:05, time: 0.395, data_time: 0.001, memory: 5699, top1_acc: 0.8836, top5_acc: 0.9883, loss_cls: 0.3959, loss: 0.3959, grad_norm: 6.1461 2021-04-26 15:37:23,216 - mmaction - INFO - Epoch [53][80/235] lr: 2.500e-04, eta: 2:11:32, time: 0.403, data_time: 0.004, memory: 5699, top1_acc: 0.8773, top5_acc: 0.9836, loss_cls: 0.4418, loss: 0.4418, grad_norm: 6.0420 2021-04-26 15:37:31,175 - mmaction - INFO - Epoch [53][100/235] lr: 2.500e-04, eta: 2:10:59, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8758, top5_acc: 0.9859, loss_cls: 0.4288, loss: 0.4288, grad_norm: 6.3448 2021-04-26 15:37:39,329 - mmaction - INFO - Epoch [53][120/235] lr: 2.500e-04, eta: 2:10:27, time: 0.408, data_time: 0.003, memory: 5699, top1_acc: 0.8664, top5_acc: 0.9836, loss_cls: 0.4566, loss: 0.4566, grad_norm: 6.5143 2021-04-26 15:37:47,301 - mmaction - INFO - Epoch [53][140/235] lr: 2.500e-04, eta: 2:09:55, time: 0.399, data_time: 0.000, memory: 5699, top1_acc: 0.8680, top5_acc: 0.9859, loss_cls: 0.4412, loss: 0.4412, grad_norm: 6.3105 2021-04-26 15:37:55,429 - mmaction - INFO - Epoch [53][160/235] lr: 2.500e-04, eta: 2:09:23, time: 0.406, data_time: 0.003, memory: 5699, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.4544, loss: 0.4544, grad_norm: 6.2662 2021-04-26 15:38:03,549 - mmaction - INFO - Epoch [53][180/235] lr: 2.500e-04, eta: 2:08:51, time: 0.406, data_time: 0.001, memory: 5699, top1_acc: 0.8844, top5_acc: 0.9891, loss_cls: 0.3821, loss: 0.3821, grad_norm: 5.7310 2021-04-26 15:38:11,668 - mmaction - INFO - Epoch [53][200/235] lr: 2.500e-04, eta: 2:08:20, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.8875, top5_acc: 0.9883, loss_cls: 0.4007, loss: 0.4007, grad_norm: 6.1522 2021-04-26 15:38:19,791 - mmaction - INFO - Epoch [53][220/235] lr: 2.500e-04, eta: 2:07:49, time: 0.407, data_time: 0.001, memory: 5699, top1_acc: 0.8734, top5_acc: 0.9883, loss_cls: 0.3959, loss: 0.3959, grad_norm: 6.1338 2021-04-26 15:38:26,723 - mmaction - INFO - Saving checkpoint at 53 epochs 2021-04-26 15:39:39,513 - mmaction - INFO - Epoch [54][20/235] lr: 2.500e-04, eta: 2:09:45, time: 3.618, data_time: 3.198, memory: 5699, top1_acc: 0.8695, top5_acc: 0.9875, loss_cls: 0.4262, loss: 0.4262, grad_norm: 6.1188 2021-04-26 15:39:47,520 - mmaction - INFO - Epoch [54][40/235] lr: 2.500e-04, eta: 2:09:13, time: 0.400, data_time: 0.003, memory: 5699, top1_acc: 0.8711, top5_acc: 0.9883, loss_cls: 0.4029, loss: 0.4029, grad_norm: 6.0281 2021-04-26 15:39:55,471 - mmaction - INFO - Epoch [54][60/235] lr: 2.500e-04, eta: 2:08:42, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.8859, top5_acc: 0.9945, loss_cls: 0.3798, loss: 0.3798, grad_norm: 5.8670 2021-04-26 15:40:03,507 - mmaction - INFO - Epoch [54][80/235] lr: 2.500e-04, eta: 2:08:10, time: 0.402, data_time: 0.004, memory: 5699, top1_acc: 0.8945, top5_acc: 0.9906, loss_cls: 0.3800, loss: 0.3800, grad_norm: 5.8153 2021-04-26 15:40:11,481 - mmaction - INFO - Epoch [54][100/235] lr: 2.500e-04, eta: 2:07:39, time: 0.399, data_time: 0.000, memory: 5699, top1_acc: 0.8742, top5_acc: 0.9875, loss_cls: 0.4172, loss: 0.4172, grad_norm: 6.1518 2021-04-26 15:40:19,570 - mmaction - INFO - Epoch [54][120/235] lr: 2.500e-04, eta: 2:07:09, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.8938, top5_acc: 0.9930, loss_cls: 0.3450, loss: 0.3450, grad_norm: 5.5448 2021-04-26 15:40:27,531 - mmaction - INFO - Epoch [54][140/235] lr: 2.500e-04, eta: 2:06:38, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8922, top5_acc: 0.9922, loss_cls: 0.3642, loss: 0.3642, grad_norm: 5.7505 2021-04-26 15:40:35,725 - mmaction - INFO - Epoch [54][160/235] lr: 2.500e-04, eta: 2:06:08, time: 0.409, data_time: 0.002, memory: 5699, top1_acc: 0.8969, top5_acc: 0.9891, loss_cls: 0.3606, loss: 0.3606, grad_norm: 5.5290 2021-04-26 15:40:43,738 - mmaction - INFO - Epoch [54][180/235] lr: 2.500e-04, eta: 2:05:38, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8602, top5_acc: 0.9805, loss_cls: 0.4680, loss: 0.4680, grad_norm: 6.5739 2021-04-26 15:40:51,880 - mmaction - INFO - Epoch [54][200/235] lr: 2.500e-04, eta: 2:05:08, time: 0.407, data_time: 0.003, memory: 5699, top1_acc: 0.8758, top5_acc: 0.9828, loss_cls: 0.4183, loss: 0.4183, grad_norm: 6.0666 2021-04-26 15:40:59,906 - mmaction - INFO - Epoch [54][220/235] lr: 2.500e-04, eta: 2:04:39, time: 0.401, data_time: 0.000, memory: 5699, top1_acc: 0.8742, top5_acc: 0.9883, loss_cls: 0.4043, loss: 0.4043, grad_norm: 6.0689 2021-04-26 15:41:08,989 - mmaction - INFO - Saving checkpoint at 54 epochs 2021-04-26 15:43:15,271 - mmaction - INFO - Epoch [55][20/235] lr: 2.500e-04, eta: 2:08:46, time: 6.262, data_time: 5.795, memory: 5699, top1_acc: 0.8703, top5_acc: 0.9836, loss_cls: 0.4364, loss: 0.4364, grad_norm: 6.4096 2021-04-26 15:43:23,331 - mmaction - INFO - Epoch [55][40/235] lr: 2.500e-04, eta: 2:08:15, time: 0.403, data_time: 0.006, memory: 5699, top1_acc: 0.8797, top5_acc: 0.9883, loss_cls: 0.3852, loss: 0.3852, grad_norm: 5.9341 2021-04-26 15:43:31,261 - mmaction - INFO - Epoch [55][60/235] lr: 2.500e-04, eta: 2:07:44, time: 0.396, data_time: 0.001, memory: 5699, top1_acc: 0.8844, top5_acc: 0.9859, loss_cls: 0.4048, loss: 0.4048, grad_norm: 6.2025 2021-04-26 15:43:39,280 - mmaction - INFO - Epoch [55][80/235] lr: 2.500e-04, eta: 2:07:13, time: 0.401, data_time: 0.004, memory: 5699, top1_acc: 0.8742, top5_acc: 0.9891, loss_cls: 0.4227, loss: 0.4227, grad_norm: 6.2275 2021-04-26 15:43:47,213 - mmaction - INFO - Epoch [55][100/235] lr: 2.500e-04, eta: 2:06:42, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.8789, top5_acc: 0.9914, loss_cls: 0.3846, loss: 0.3846, grad_norm: 6.0712 2021-04-26 15:43:55,256 - mmaction - INFO - Epoch [55][120/235] lr: 2.500e-04, eta: 2:06:12, time: 0.402, data_time: 0.004, memory: 5699, top1_acc: 0.8609, top5_acc: 0.9820, loss_cls: 0.4777, loss: 0.4777, grad_norm: 6.8248 2021-04-26 15:44:03,237 - mmaction - INFO - Epoch [55][140/235] lr: 2.500e-04, eta: 2:05:42, time: 0.399, data_time: 0.000, memory: 5699, top1_acc: 0.8773, top5_acc: 0.9914, loss_cls: 0.4053, loss: 0.4053, grad_norm: 6.1115 2021-04-26 15:44:11,472 - mmaction - INFO - Epoch [55][160/235] lr: 2.500e-04, eta: 2:05:13, time: 0.411, data_time: 0.003, memory: 5699, top1_acc: 0.8859, top5_acc: 0.9852, loss_cls: 0.3904, loss: 0.3904, grad_norm: 5.8421 2021-04-26 15:44:19,443 - mmaction - INFO - Epoch [55][180/235] lr: 2.500e-04, eta: 2:04:43, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8773, top5_acc: 0.9883, loss_cls: 0.4058, loss: 0.4058, grad_norm: 6.1223 2021-04-26 15:44:27,624 - mmaction - INFO - Epoch [55][200/235] lr: 2.500e-04, eta: 2:04:14, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.8758, top5_acc: 0.9906, loss_cls: 0.4260, loss: 0.4260, grad_norm: 6.2857 2021-04-26 15:44:35,668 - mmaction - INFO - Epoch [55][220/235] lr: 2.500e-04, eta: 2:03:45, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.8867, top5_acc: 0.9898, loss_cls: 0.3796, loss: 0.3796, grad_norm: 5.8023 2021-04-26 15:44:42,938 - mmaction - INFO - Saving checkpoint at 55 epochs 2021-04-26 15:46:24,638 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 15:46:24,707 - mmaction - INFO - top1_acc 0.7056 top5_acc 0.9558 2021-04-26 15:46:24,707 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 15:46:24,777 - mmaction - INFO - mean_acc 0.5790 2021-04-26 15:46:24,778 - mmaction - INFO - Epoch(val) [55][235] top1_acc: 0.7056, top5_acc: 0.9558, mean_class_accuracy: 0.5790 2021-04-26 15:47:50,288 - mmaction - INFO - Epoch [56][20/235] lr: 2.500e-04, eta: 2:05:52, time: 4.271, data_time: 3.745, memory: 5699, top1_acc: 0.8922, top5_acc: 0.9883, loss_cls: 0.3847, loss: 0.3847, grad_norm: 5.9086 2021-04-26 15:47:58,223 - mmaction - INFO - Epoch [56][40/235] lr: 2.500e-04, eta: 2:05:22, time: 0.401, data_time: 0.005, memory: 5699, top1_acc: 0.8867, top5_acc: 0.9844, loss_cls: 0.3961, loss: 0.3961, grad_norm: 6.0761 2021-04-26 15:48:06,238 - mmaction - INFO - Epoch [56][60/235] lr: 2.500e-04, eta: 2:04:52, time: 0.401, data_time: 0.003, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9883, loss_cls: 0.3893, loss: 0.3893, grad_norm: 5.8497 2021-04-26 15:48:14,199 - mmaction - INFO - Epoch [56][80/235] lr: 2.500e-04, eta: 2:04:23, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8867, top5_acc: 0.9883, loss_cls: 0.4022, loss: 0.4022, grad_norm: 6.2904 2021-04-26 15:48:22,189 - mmaction - INFO - Epoch [56][100/235] lr: 2.500e-04, eta: 2:03:53, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8836, top5_acc: 0.9883, loss_cls: 0.4049, loss: 0.4049, grad_norm: 5.9126 2021-04-26 15:48:30,270 - mmaction - INFO - Epoch [56][120/235] lr: 2.500e-04, eta: 2:03:24, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.8656, top5_acc: 0.9883, loss_cls: 0.4078, loss: 0.4078, grad_norm: 5.9918 2021-04-26 15:48:38,338 - mmaction - INFO - Epoch [56][140/235] lr: 2.500e-04, eta: 2:02:56, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.8773, top5_acc: 0.9867, loss_cls: 0.4031, loss: 0.4031, grad_norm: 6.3114 2021-04-26 15:48:46,366 - mmaction - INFO - Epoch [56][160/235] lr: 2.500e-04, eta: 2:02:27, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9922, loss_cls: 0.3807, loss: 0.3807, grad_norm: 6.1164 2021-04-26 15:48:54,357 - mmaction - INFO - Epoch [56][180/235] lr: 2.500e-04, eta: 2:01:58, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8695, top5_acc: 0.9883, loss_cls: 0.4502, loss: 0.4502, grad_norm: 6.5343 2021-04-26 15:49:02,465 - mmaction - INFO - Epoch [56][200/235] lr: 2.500e-04, eta: 2:01:30, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.8742, top5_acc: 0.9844, loss_cls: 0.4111, loss: 0.4111, grad_norm: 5.9914 2021-04-26 15:49:10,559 - mmaction - INFO - Epoch [56][220/235] lr: 2.500e-04, eta: 2:01:02, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.8812, top5_acc: 0.9859, loss_cls: 0.3994, loss: 0.3994, grad_norm: 6.2054 2021-04-26 15:49:19,042 - mmaction - INFO - Saving checkpoint at 56 epochs 2021-04-26 15:50:26,878 - mmaction - INFO - Epoch [57][20/235] lr: 2.500e-04, eta: 2:02:15, time: 3.334, data_time: 2.933, memory: 5699, top1_acc: 0.8805, top5_acc: 0.9914, loss_cls: 0.3836, loss: 0.3836, grad_norm: 5.9360 2021-04-26 15:50:34,886 - mmaction - INFO - Epoch [57][40/235] lr: 2.500e-04, eta: 2:01:46, time: 0.400, data_time: 0.005, memory: 5699, top1_acc: 0.8836, top5_acc: 0.9867, loss_cls: 0.3927, loss: 0.3927, grad_norm: 5.9390 2021-04-26 15:50:42,869 - mmaction - INFO - Epoch [57][60/235] lr: 2.500e-04, eta: 2:01:18, time: 0.399, data_time: 0.002, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9898, loss_cls: 0.3881, loss: 0.3881, grad_norm: 5.8163 2021-04-26 15:50:50,934 - mmaction - INFO - Epoch [57][80/235] lr: 2.500e-04, eta: 2:00:50, time: 0.403, data_time: 0.002, memory: 5699, top1_acc: 0.8844, top5_acc: 0.9891, loss_cls: 0.4036, loss: 0.4036, grad_norm: 5.9640 2021-04-26 15:50:58,889 - mmaction - INFO - Epoch [57][100/235] lr: 2.500e-04, eta: 2:00:22, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8742, top5_acc: 0.9812, loss_cls: 0.4338, loss: 0.4338, grad_norm: 6.4579 2021-04-26 15:51:06,979 - mmaction - INFO - Epoch [57][120/235] lr: 2.500e-04, eta: 1:59:55, time: 0.404, data_time: 0.003, memory: 5699, top1_acc: 0.8719, top5_acc: 0.9805, loss_cls: 0.4350, loss: 0.4350, grad_norm: 6.0598 2021-04-26 15:51:14,996 - mmaction - INFO - Epoch [57][140/235] lr: 2.500e-04, eta: 1:59:27, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8805, top5_acc: 0.9883, loss_cls: 0.3857, loss: 0.3857, grad_norm: 6.1889 2021-04-26 15:51:23,105 - mmaction - INFO - Epoch [57][160/235] lr: 2.500e-04, eta: 1:59:00, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9844, loss_cls: 0.4039, loss: 0.4039, grad_norm: 5.9919 2021-04-26 15:51:31,121 - mmaction - INFO - Epoch [57][180/235] lr: 2.500e-04, eta: 1:58:33, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8773, top5_acc: 0.9891, loss_cls: 0.4124, loss: 0.4124, grad_norm: 6.1930 2021-04-26 15:51:39,310 - mmaction - INFO - Epoch [57][200/235] lr: 2.500e-04, eta: 1:58:06, time: 0.409, data_time: 0.003, memory: 5699, top1_acc: 0.8711, top5_acc: 0.9906, loss_cls: 0.4230, loss: 0.4230, grad_norm: 6.3815 2021-04-26 15:51:47,363 - mmaction - INFO - Epoch [57][220/235] lr: 2.500e-04, eta: 1:57:39, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 0.3840, loss: 0.3840, grad_norm: 5.7336 2021-04-26 15:51:54,386 - mmaction - INFO - Saving checkpoint at 57 epochs 2021-04-26 15:53:09,394 - mmaction - INFO - Epoch [58][20/235] lr: 2.500e-04, eta: 1:59:00, time: 3.676, data_time: 3.277, memory: 5699, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 0.4227, loss: 0.4227, grad_norm: 6.4129 2021-04-26 15:53:17,440 - mmaction - INFO - Epoch [58][40/235] lr: 2.500e-04, eta: 1:58:33, time: 0.402, data_time: 0.005, memory: 5699, top1_acc: 0.8984, top5_acc: 0.9906, loss_cls: 0.3678, loss: 0.3678, grad_norm: 5.7305 2021-04-26 15:53:25,426 - mmaction - INFO - Epoch [58][60/235] lr: 2.500e-04, eta: 1:58:06, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8836, top5_acc: 0.9852, loss_cls: 0.4070, loss: 0.4070, grad_norm: 6.1438 2021-04-26 15:53:33,447 - mmaction - INFO - Epoch [58][80/235] lr: 2.500e-04, eta: 1:57:39, time: 0.401, data_time: 0.004, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9852, loss_cls: 0.4194, loss: 0.4194, grad_norm: 6.0037 2021-04-26 15:53:41,431 - mmaction - INFO - Epoch [58][100/235] lr: 2.500e-04, eta: 1:57:12, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8797, top5_acc: 0.9883, loss_cls: 0.3945, loss: 0.3945, grad_norm: 6.0558 2021-04-26 15:53:49,577 - mmaction - INFO - Epoch [58][120/235] lr: 2.500e-04, eta: 1:56:46, time: 0.408, data_time: 0.003, memory: 5699, top1_acc: 0.8805, top5_acc: 0.9844, loss_cls: 0.4150, loss: 0.4150, grad_norm: 6.1909 2021-04-26 15:53:57,625 - mmaction - INFO - Epoch [58][140/235] lr: 2.500e-04, eta: 1:56:19, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.8914, top5_acc: 0.9891, loss_cls: 0.3674, loss: 0.3674, grad_norm: 5.8262 2021-04-26 15:54:05,786 - mmaction - INFO - Epoch [58][160/235] lr: 2.500e-04, eta: 1:55:53, time: 0.408, data_time: 0.003, memory: 5699, top1_acc: 0.8680, top5_acc: 0.9891, loss_cls: 0.4100, loss: 0.4100, grad_norm: 6.2271 2021-04-26 15:54:13,798 - mmaction - INFO - Epoch [58][180/235] lr: 2.500e-04, eta: 1:55:27, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8891, top5_acc: 0.9906, loss_cls: 0.3852, loss: 0.3852, grad_norm: 5.9295 2021-04-26 15:54:21,963 - mmaction - INFO - Epoch [58][200/235] lr: 2.500e-04, eta: 1:55:02, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.8758, top5_acc: 0.9883, loss_cls: 0.4278, loss: 0.4278, grad_norm: 6.3046 2021-04-26 15:54:30,002 - mmaction - INFO - Epoch [58][220/235] lr: 2.500e-04, eta: 1:54:36, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8906, top5_acc: 0.9898, loss_cls: 0.3945, loss: 0.3945, grad_norm: 6.0172 2021-04-26 15:54:37,382 - mmaction - INFO - Saving checkpoint at 58 epochs 2021-04-26 15:55:49,721 - mmaction - INFO - Epoch [59][20/235] lr: 2.500e-04, eta: 1:55:45, time: 3.563, data_time: 3.131, memory: 5699, top1_acc: 0.8711, top5_acc: 0.9930, loss_cls: 0.3908, loss: 0.3908, grad_norm: 6.2865 2021-04-26 15:55:57,938 - mmaction - INFO - Epoch [59][40/235] lr: 2.500e-04, eta: 1:55:19, time: 0.411, data_time: 0.015, memory: 5699, top1_acc: 0.8820, top5_acc: 0.9875, loss_cls: 0.4028, loss: 0.4028, grad_norm: 6.3980 2021-04-26 15:56:05,869 - mmaction - INFO - Epoch [59][60/235] lr: 2.500e-04, eta: 1:54:53, time: 0.396, data_time: 0.001, memory: 5699, top1_acc: 0.8836, top5_acc: 0.9859, loss_cls: 0.4124, loss: 0.4124, grad_norm: 6.1620 2021-04-26 15:56:13,952 - mmaction - INFO - Epoch [59][80/235] lr: 2.500e-04, eta: 1:54:27, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.8969, top5_acc: 0.9914, loss_cls: 0.3487, loss: 0.3487, grad_norm: 5.6294 2021-04-26 15:56:21,934 - mmaction - INFO - Epoch [59][100/235] lr: 2.500e-04, eta: 1:54:01, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8945, top5_acc: 0.9859, loss_cls: 0.3705, loss: 0.3705, grad_norm: 5.8567 2021-04-26 15:56:30,091 - mmaction - INFO - Epoch [59][120/235] lr: 2.500e-04, eta: 1:53:36, time: 0.408, data_time: 0.003, memory: 5699, top1_acc: 0.8727, top5_acc: 0.9852, loss_cls: 0.4121, loss: 0.4121, grad_norm: 6.3021 2021-04-26 15:56:38,155 - mmaction - INFO - Epoch [59][140/235] lr: 2.500e-04, eta: 1:53:11, time: 0.403, data_time: 0.000, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9867, loss_cls: 0.3811, loss: 0.3811, grad_norm: 6.0839 2021-04-26 15:56:46,220 - mmaction - INFO - Epoch [59][160/235] lr: 2.500e-04, eta: 1:52:46, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.4271, loss: 0.4271, grad_norm: 6.2340 2021-04-26 15:56:54,279 - mmaction - INFO - Epoch [59][180/235] lr: 2.500e-04, eta: 1:52:20, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.8797, top5_acc: 0.9859, loss_cls: 0.4180, loss: 0.4180, grad_norm: 6.3150 2021-04-26 15:57:02,534 - mmaction - INFO - Epoch [59][200/235] lr: 2.500e-04, eta: 1:51:56, time: 0.413, data_time: 0.003, memory: 5699, top1_acc: 0.8922, top5_acc: 0.9906, loss_cls: 0.3676, loss: 0.3676, grad_norm: 5.8877 2021-04-26 15:57:10,547 - mmaction - INFO - Epoch [59][220/235] lr: 2.500e-04, eta: 1:51:31, time: 0.400, data_time: 0.000, memory: 5699, top1_acc: 0.8906, top5_acc: 0.9898, loss_cls: 0.3771, loss: 0.3771, grad_norm: 6.1518 2021-04-26 15:57:17,409 - mmaction - INFO - Saving checkpoint at 59 epochs 2021-04-26 15:58:38,595 - mmaction - INFO - Epoch [60][20/235] lr: 2.500e-04, eta: 1:52:50, time: 4.011, data_time: 3.462, memory: 5699, top1_acc: 0.8906, top5_acc: 0.9914, loss_cls: 0.3849, loss: 0.3849, grad_norm: 6.0004 2021-04-26 15:58:46,521 - mmaction - INFO - Epoch [60][40/235] lr: 2.500e-04, eta: 1:52:25, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.8875, top5_acc: 0.9914, loss_cls: 0.3962, loss: 0.3962, grad_norm: 6.0318 2021-04-26 15:58:54,430 - mmaction - INFO - Epoch [60][60/235] lr: 2.500e-04, eta: 1:52:00, time: 0.395, data_time: 0.000, memory: 5699, top1_acc: 0.8859, top5_acc: 0.9867, loss_cls: 0.3847, loss: 0.3847, grad_norm: 6.0989 2021-04-26 15:59:02,496 - mmaction - INFO - Epoch [60][80/235] lr: 2.500e-04, eta: 1:51:35, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9891, loss_cls: 0.3695, loss: 0.3695, grad_norm: 6.0135 2021-04-26 15:59:10,438 - mmaction - INFO - Epoch [60][100/235] lr: 2.500e-04, eta: 1:51:10, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.8906, top5_acc: 0.9938, loss_cls: 0.3773, loss: 0.3773, grad_norm: 5.8758 2021-04-26 15:59:18,549 - mmaction - INFO - Epoch [60][120/235] lr: 2.500e-04, eta: 1:50:45, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.8695, top5_acc: 0.9852, loss_cls: 0.4235, loss: 0.4235, grad_norm: 6.2432 2021-04-26 15:59:26,534 - mmaction - INFO - Epoch [60][140/235] lr: 2.500e-04, eta: 1:50:21, time: 0.399, data_time: 0.000, memory: 5699, top1_acc: 0.8797, top5_acc: 0.9867, loss_cls: 0.4115, loss: 0.4115, grad_norm: 5.9153 2021-04-26 15:59:34,689 - mmaction - INFO - Epoch [60][160/235] lr: 2.500e-04, eta: 1:49:56, time: 0.407, data_time: 0.003, memory: 5699, top1_acc: 0.8617, top5_acc: 0.9875, loss_cls: 0.4325, loss: 0.4325, grad_norm: 6.4229 2021-04-26 15:59:42,794 - mmaction - INFO - Epoch [60][180/235] lr: 2.500e-04, eta: 1:49:32, time: 0.406, data_time: 0.001, memory: 5699, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 0.4297, loss: 0.4297, grad_norm: 6.3402 2021-04-26 15:59:50,921 - mmaction - INFO - Epoch [60][200/235] lr: 2.500e-04, eta: 1:49:08, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.8773, top5_acc: 0.9859, loss_cls: 0.4268, loss: 0.4268, grad_norm: 6.5568 2021-04-26 15:59:58,965 - mmaction - INFO - Epoch [60][220/235] lr: 2.500e-04, eta: 1:48:44, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8906, top5_acc: 0.9883, loss_cls: 0.3889, loss: 0.3889, grad_norm: 6.0786 2021-04-26 16:00:06,072 - mmaction - INFO - Saving checkpoint at 60 epochs 2021-04-26 16:01:26,252 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:01:26,326 - mmaction - INFO - top1_acc 0.7046 top5_acc 0.9523 2021-04-26 16:01:26,326 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:01:26,328 - mmaction - INFO - mean_acc 0.5777 2021-04-26 16:01:26,329 - mmaction - INFO - Epoch(val) [60][235] top1_acc: 0.7046, top5_acc: 0.9523, mean_class_accuracy: 0.5777 2021-04-26 16:02:42,029 - mmaction - INFO - Epoch [61][20/235] lr: 2.500e-04, eta: 1:49:49, time: 3.784, data_time: 3.353, memory: 5699, top1_acc: 0.8875, top5_acc: 0.9867, loss_cls: 0.3875, loss: 0.3875, grad_norm: 5.9760 2021-04-26 16:02:50,696 - mmaction - INFO - Epoch [61][40/235] lr: 2.500e-04, eta: 1:49:25, time: 0.433, data_time: 0.037, memory: 5699, top1_acc: 0.8984, top5_acc: 0.9875, loss_cls: 0.3722, loss: 0.3722, grad_norm: 6.2467 2021-04-26 16:02:58,670 - mmaction - INFO - Epoch [61][60/235] lr: 2.500e-04, eta: 1:49:01, time: 0.400, data_time: 0.003, memory: 5699, top1_acc: 0.8758, top5_acc: 0.9898, loss_cls: 0.4135, loss: 0.4135, grad_norm: 6.4660 2021-04-26 16:03:06,611 - mmaction - INFO - Epoch [61][80/235] lr: 2.500e-04, eta: 1:48:37, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.8797, top5_acc: 0.9953, loss_cls: 0.3811, loss: 0.3811, grad_norm: 5.9818 2021-04-26 16:03:14,543 - mmaction - INFO - Epoch [61][100/235] lr: 2.500e-04, eta: 1:48:12, time: 0.396, data_time: 0.001, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9867, loss_cls: 0.3935, loss: 0.3935, grad_norm: 6.0096 2021-04-26 16:03:22,584 - mmaction - INFO - Epoch [61][120/235] lr: 2.500e-04, eta: 1:47:48, time: 0.402, data_time: 0.004, memory: 5699, top1_acc: 0.8672, top5_acc: 0.9883, loss_cls: 0.4209, loss: 0.4209, grad_norm: 6.3425 2021-04-26 16:03:30,586 - mmaction - INFO - Epoch [61][140/235] lr: 2.500e-04, eta: 1:47:25, time: 0.400, data_time: 0.000, memory: 5699, top1_acc: 0.8867, top5_acc: 0.9883, loss_cls: 0.3806, loss: 0.3806, grad_norm: 5.9028 2021-04-26 16:03:38,621 - mmaction - INFO - Epoch [61][160/235] lr: 2.500e-04, eta: 1:47:01, time: 0.402, data_time: 0.003, memory: 5699, top1_acc: 0.8695, top5_acc: 0.9914, loss_cls: 0.4323, loss: 0.4323, grad_norm: 6.3087 2021-04-26 16:03:46,698 - mmaction - INFO - Epoch [61][180/235] lr: 2.500e-04, eta: 1:46:37, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.8938, top5_acc: 0.9930, loss_cls: 0.3609, loss: 0.3609, grad_norm: 6.0677 2021-04-26 16:03:54,817 - mmaction - INFO - Epoch [61][200/235] lr: 2.500e-04, eta: 1:46:14, time: 0.406, data_time: 0.003, memory: 5699, top1_acc: 0.8875, top5_acc: 0.9883, loss_cls: 0.4018, loss: 0.4018, grad_norm: 5.8624 2021-04-26 16:04:02,907 - mmaction - INFO - Epoch [61][220/235] lr: 2.500e-04, eta: 1:45:51, time: 0.404, data_time: 0.000, memory: 5699, top1_acc: 0.8758, top5_acc: 0.9867, loss_cls: 0.4022, loss: 0.4022, grad_norm: 6.3347 2021-04-26 16:04:09,763 - mmaction - INFO - Saving checkpoint at 61 epochs 2021-04-26 16:05:23,513 - mmaction - INFO - Epoch [62][20/235] lr: 2.500e-04, eta: 1:46:46, time: 3.671, data_time: 3.266, memory: 5699, top1_acc: 0.8797, top5_acc: 0.9875, loss_cls: 0.4082, loss: 0.4082, grad_norm: 6.1095 2021-04-26 16:05:31,575 - mmaction - INFO - Epoch [62][40/235] lr: 2.500e-04, eta: 1:46:23, time: 0.403, data_time: 0.006, memory: 5699, top1_acc: 0.8883, top5_acc: 0.9891, loss_cls: 0.3757, loss: 0.3757, grad_norm: 6.0198 2021-04-26 16:05:39,527 - mmaction - INFO - Epoch [62][60/235] lr: 2.500e-04, eta: 1:45:59, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 0.4079, loss: 0.4079, grad_norm: 6.6120 2021-04-26 16:05:47,641 - mmaction - INFO - Epoch [62][80/235] lr: 2.500e-04, eta: 1:45:36, time: 0.406, data_time: 0.005, memory: 5699, top1_acc: 0.9008, top5_acc: 0.9867, loss_cls: 0.3586, loss: 0.3586, grad_norm: 5.7406 2021-04-26 16:05:55,708 - mmaction - INFO - Epoch [62][100/235] lr: 2.500e-04, eta: 1:45:12, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.8906, top5_acc: 0.9930, loss_cls: 0.3646, loss: 0.3646, grad_norm: 6.2966 2021-04-26 16:06:03,729 - mmaction - INFO - Epoch [62][120/235] lr: 2.500e-04, eta: 1:44:49, time: 0.401, data_time: 0.000, memory: 5699, top1_acc: 0.8633, top5_acc: 0.9844, loss_cls: 0.4429, loss: 0.4429, grad_norm: 6.2873 2021-04-26 16:06:11,781 - mmaction - INFO - Epoch [62][140/235] lr: 2.500e-04, eta: 1:44:26, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.8875, top5_acc: 0.9938, loss_cls: 0.3584, loss: 0.3584, grad_norm: 5.9909 2021-04-26 16:06:19,990 - mmaction - INFO - Epoch [62][160/235] lr: 2.500e-04, eta: 1:44:03, time: 0.410, data_time: 0.003, memory: 5699, top1_acc: 0.8781, top5_acc: 0.9867, loss_cls: 0.4091, loss: 0.4091, grad_norm: 6.2634 2021-04-26 16:06:28,125 - mmaction - INFO - Epoch [62][180/235] lr: 2.500e-04, eta: 1:43:41, time: 0.407, data_time: 0.001, memory: 5699, top1_acc: 0.8734, top5_acc: 0.9852, loss_cls: 0.4106, loss: 0.4106, grad_norm: 6.6285 2021-04-26 16:06:36,199 - mmaction - INFO - Epoch [62][200/235] lr: 2.500e-04, eta: 1:43:18, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8953, top5_acc: 0.9875, loss_cls: 0.3778, loss: 0.3778, grad_norm: 5.7287 2021-04-26 16:06:44,337 - mmaction - INFO - Epoch [62][220/235] lr: 2.500e-04, eta: 1:42:55, time: 0.410, data_time: 0.004, memory: 5699, top1_acc: 0.8938, top5_acc: 0.9867, loss_cls: 0.3760, loss: 0.3760, grad_norm: 6.0950 2021-04-26 16:06:51,040 - mmaction - INFO - Saving checkpoint at 62 epochs 2021-04-26 16:08:18,584 - mmaction - INFO - Epoch [63][20/235] lr: 2.500e-04, eta: 1:44:05, time: 4.317, data_time: 3.883, memory: 5699, top1_acc: 0.8734, top5_acc: 0.9891, loss_cls: 0.4337, loss: 0.4337, grad_norm: 6.4793 2021-04-26 16:08:26,539 - mmaction - INFO - Epoch [63][40/235] lr: 2.500e-04, eta: 1:43:42, time: 0.397, data_time: 0.002, memory: 5699, top1_acc: 0.8859, top5_acc: 0.9844, loss_cls: 0.3946, loss: 0.3946, grad_norm: 6.3671 2021-04-26 16:08:34,497 - mmaction - INFO - Epoch [63][60/235] lr: 2.500e-04, eta: 1:43:19, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8875, top5_acc: 0.9930, loss_cls: 0.3587, loss: 0.3587, grad_norm: 6.1250 2021-04-26 16:08:42,572 - mmaction - INFO - Epoch [63][80/235] lr: 2.500e-04, eta: 1:42:56, time: 0.403, data_time: 0.003, memory: 5699, top1_acc: 0.8844, top5_acc: 0.9891, loss_cls: 0.3963, loss: 0.3963, grad_norm: 6.2970 2021-04-26 16:08:50,576 - mmaction - INFO - Epoch [63][100/235] lr: 2.500e-04, eta: 1:42:34, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8828, top5_acc: 0.9891, loss_cls: 0.3868, loss: 0.3868, grad_norm: 6.4274 2021-04-26 16:08:58,625 - mmaction - INFO - Epoch [63][120/235] lr: 2.500e-04, eta: 1:42:11, time: 0.402, data_time: 0.004, memory: 5699, top1_acc: 0.8766, top5_acc: 0.9875, loss_cls: 0.4063, loss: 0.4063, grad_norm: 6.2720 2021-04-26 16:09:06,619 - mmaction - INFO - Epoch [63][140/235] lr: 2.500e-04, eta: 1:41:48, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8844, top5_acc: 0.9914, loss_cls: 0.3786, loss: 0.3786, grad_norm: 6.4181 2021-04-26 16:09:14,707 - mmaction - INFO - Epoch [63][160/235] lr: 2.500e-04, eta: 1:41:26, time: 0.404, data_time: 0.003, memory: 5699, top1_acc: 0.8984, top5_acc: 0.9898, loss_cls: 0.3619, loss: 0.3619, grad_norm: 5.7985 2021-04-26 16:09:22,746 - mmaction - INFO - Epoch [63][180/235] lr: 2.500e-04, eta: 1:41:04, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8758, top5_acc: 0.9883, loss_cls: 0.3995, loss: 0.3995, grad_norm: 6.5176 2021-04-26 16:09:30,907 - mmaction - INFO - Epoch [63][200/235] lr: 2.500e-04, eta: 1:40:42, time: 0.408, data_time: 0.003, memory: 5699, top1_acc: 0.8773, top5_acc: 0.9844, loss_cls: 0.4098, loss: 0.4098, grad_norm: 6.3327 2021-04-26 16:09:38,925 - mmaction - INFO - Epoch [63][220/235] lr: 2.500e-04, eta: 1:40:20, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8836, top5_acc: 0.9914, loss_cls: 0.3567, loss: 0.3567, grad_norm: 5.9476 2021-04-26 16:09:46,609 - mmaction - INFO - Saving checkpoint at 63 epochs 2021-04-26 16:11:02,823 - mmaction - INFO - Epoch [64][20/235] lr: 2.500e-04, eta: 1:41:08, time: 3.771, data_time: 3.361, memory: 5699, top1_acc: 0.8859, top5_acc: 0.9883, loss_cls: 0.3660, loss: 0.3660, grad_norm: 5.9189 2021-04-26 16:11:10,791 - mmaction - INFO - Epoch [64][40/235] lr: 2.500e-04, eta: 1:40:45, time: 0.401, data_time: 0.006, memory: 5699, top1_acc: 0.8805, top5_acc: 0.9844, loss_cls: 0.4235, loss: 0.4235, grad_norm: 6.2494 2021-04-26 16:11:18,750 - mmaction - INFO - Epoch [64][60/235] lr: 2.500e-04, eta: 1:40:23, time: 0.398, data_time: 0.002, memory: 5699, top1_acc: 0.8836, top5_acc: 0.9898, loss_cls: 0.3768, loss: 0.3768, grad_norm: 6.0853 2021-04-26 16:11:26,741 - mmaction - INFO - Epoch [64][80/235] lr: 2.500e-04, eta: 1:40:01, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8891, top5_acc: 0.9891, loss_cls: 0.3757, loss: 0.3757, grad_norm: 6.0208 2021-04-26 16:11:34,681 - mmaction - INFO - Epoch [64][100/235] lr: 2.500e-04, eta: 1:39:39, time: 0.397, data_time: 0.000, memory: 5699, top1_acc: 0.8992, top5_acc: 0.9938, loss_cls: 0.3417, loss: 0.3417, grad_norm: 5.8082 2021-04-26 16:11:42,807 - mmaction - INFO - Epoch [64][120/235] lr: 2.500e-04, eta: 1:39:17, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.8883, top5_acc: 0.9875, loss_cls: 0.3882, loss: 0.3882, grad_norm: 6.3955 2021-04-26 16:11:50,813 - mmaction - INFO - Epoch [64][140/235] lr: 2.500e-04, eta: 1:38:55, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8742, top5_acc: 0.9844, loss_cls: 0.3961, loss: 0.3961, grad_norm: 6.2466 2021-04-26 16:11:58,953 - mmaction - INFO - Epoch [64][160/235] lr: 2.500e-04, eta: 1:38:33, time: 0.407, data_time: 0.003, memory: 5699, top1_acc: 0.8906, top5_acc: 0.9867, loss_cls: 0.3852, loss: 0.3852, grad_norm: 6.1970 2021-04-26 16:12:07,002 - mmaction - INFO - Epoch [64][180/235] lr: 2.500e-04, eta: 1:38:11, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8859, top5_acc: 0.9906, loss_cls: 0.3666, loss: 0.3666, grad_norm: 6.0359 2021-04-26 16:12:15,199 - mmaction - INFO - Epoch [64][200/235] lr: 2.500e-04, eta: 1:37:50, time: 0.410, data_time: 0.003, memory: 5699, top1_acc: 0.8875, top5_acc: 0.9898, loss_cls: 0.3809, loss: 0.3809, grad_norm: 5.9997 2021-04-26 16:12:23,278 - mmaction - INFO - Epoch [64][220/235] lr: 2.500e-04, eta: 1:37:28, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.8758, top5_acc: 0.9867, loss_cls: 0.4177, loss: 0.4177, grad_norm: 6.3787 2021-04-26 16:12:30,604 - mmaction - INFO - Saving checkpoint at 64 epochs 2021-04-26 16:13:43,644 - mmaction - INFO - Epoch [65][20/235] lr: 2.500e-04, eta: 1:38:08, time: 3.596, data_time: 3.193, memory: 5699, top1_acc: 0.8750, top5_acc: 0.9867, loss_cls: 0.3941, loss: 0.3941, grad_norm: 6.2191 2021-04-26 16:13:51,677 - mmaction - INFO - Epoch [65][40/235] lr: 2.500e-04, eta: 1:37:46, time: 0.401, data_time: 0.005, memory: 5699, top1_acc: 0.9000, top5_acc: 0.9883, loss_cls: 0.3546, loss: 0.3546, grad_norm: 5.5965 2021-04-26 16:13:59,695 - mmaction - INFO - Epoch [65][60/235] lr: 2.500e-04, eta: 1:37:24, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8922, top5_acc: 0.9875, loss_cls: 0.3804, loss: 0.3804, grad_norm: 5.8684 2021-04-26 16:14:07,768 - mmaction - INFO - Epoch [65][80/235] lr: 2.500e-04, eta: 1:37:03, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.8906, top5_acc: 0.9891, loss_cls: 0.3820, loss: 0.3820, grad_norm: 6.0005 2021-04-26 16:14:15,781 - mmaction - INFO - Epoch [65][100/235] lr: 2.500e-04, eta: 1:36:41, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8930, top5_acc: 0.9898, loss_cls: 0.3621, loss: 0.3621, grad_norm: 5.9772 2021-04-26 16:14:23,893 - mmaction - INFO - Epoch [65][120/235] lr: 2.500e-04, eta: 1:36:20, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.8953, top5_acc: 0.9875, loss_cls: 0.3781, loss: 0.3781, grad_norm: 6.0563 2021-04-26 16:14:31,927 - mmaction - INFO - Epoch [65][140/235] lr: 2.500e-04, eta: 1:35:58, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8883, top5_acc: 0.9883, loss_cls: 0.3911, loss: 0.3911, grad_norm: 6.2766 2021-04-26 16:14:40,083 - mmaction - INFO - Epoch [65][160/235] lr: 2.500e-04, eta: 1:35:37, time: 0.408, data_time: 0.003, memory: 5699, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 0.3958, loss: 0.3958, grad_norm: 6.2214 2021-04-26 16:14:48,123 - mmaction - INFO - Epoch [65][180/235] lr: 2.500e-04, eta: 1:35:16, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8727, top5_acc: 0.9836, loss_cls: 0.4383, loss: 0.4383, grad_norm: 6.4881 2021-04-26 16:14:56,210 - mmaction - INFO - Epoch [65][200/235] lr: 2.500e-04, eta: 1:34:55, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 0.3797, loss: 0.3797, grad_norm: 5.9446 2021-04-26 16:15:04,280 - mmaction - INFO - Epoch [65][220/235] lr: 2.500e-04, eta: 1:34:34, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.8742, top5_acc: 0.9836, loss_cls: 0.4121, loss: 0.4121, grad_norm: 6.1501 2021-04-26 16:15:11,979 - mmaction - INFO - Saving checkpoint at 65 epochs 2021-04-26 16:16:26,546 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:16:26,624 - mmaction - INFO - top1_acc 0.6888 top5_acc 0.9574 2021-04-26 16:16:26,624 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:16:26,627 - mmaction - INFO - mean_acc 0.5501 2021-04-26 16:16:26,628 - mmaction - INFO - Epoch(val) [65][235] top1_acc: 0.6888, top5_acc: 0.9574, mean_class_accuracy: 0.5501 2021-04-26 16:17:44,099 - mmaction - INFO - Epoch [66][20/235] lr: 2.500e-04, eta: 1:35:16, time: 3.873, data_time: 3.468, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9922, loss_cls: 0.3660, loss: 0.3660, grad_norm: 6.1357 2021-04-26 16:17:52,104 - mmaction - INFO - Epoch [66][40/235] lr: 2.500e-04, eta: 1:34:55, time: 0.400, data_time: 0.003, memory: 5699, top1_acc: 0.8703, top5_acc: 0.9891, loss_cls: 0.4161, loss: 0.4161, grad_norm: 6.4001 2021-04-26 16:18:00,023 - mmaction - INFO - Epoch [66][60/235] lr: 2.500e-04, eta: 1:34:34, time: 0.396, data_time: 0.002, memory: 5699, top1_acc: 0.8953, top5_acc: 0.9883, loss_cls: 0.3570, loss: 0.3570, grad_norm: 5.8221 2021-04-26 16:18:07,994 - mmaction - INFO - Epoch [66][80/235] lr: 2.500e-04, eta: 1:34:13, time: 0.398, data_time: 0.003, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9859, loss_cls: 0.3640, loss: 0.3640, grad_norm: 5.9976 2021-04-26 16:18:15,977 - mmaction - INFO - Epoch [66][100/235] lr: 2.500e-04, eta: 1:33:52, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8938, top5_acc: 0.9922, loss_cls: 0.3635, loss: 0.3635, grad_norm: 5.8391 2021-04-26 16:18:24,058 - mmaction - INFO - Epoch [66][120/235] lr: 2.500e-04, eta: 1:33:31, time: 0.404, data_time: 0.003, memory: 5699, top1_acc: 0.8867, top5_acc: 0.9797, loss_cls: 0.4177, loss: 0.4177, grad_norm: 6.5583 2021-04-26 16:18:31,991 - mmaction - INFO - Epoch [66][140/235] lr: 2.500e-04, eta: 1:33:10, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.8695, top5_acc: 0.9891, loss_cls: 0.4104, loss: 0.4104, grad_norm: 6.6937 2021-04-26 16:18:40,079 - mmaction - INFO - Epoch [66][160/235] lr: 2.500e-04, eta: 1:32:49, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.8750, top5_acc: 0.9859, loss_cls: 0.3924, loss: 0.3924, grad_norm: 6.3712 2021-04-26 16:18:48,099 - mmaction - INFO - Epoch [66][180/235] lr: 2.500e-04, eta: 1:32:28, time: 0.401, data_time: 0.000, memory: 5699, top1_acc: 0.8852, top5_acc: 0.9906, loss_cls: 0.3651, loss: 0.3651, grad_norm: 6.1257 2021-04-26 16:18:56,198 - mmaction - INFO - Epoch [66][200/235] lr: 2.500e-04, eta: 1:32:08, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.8945, top5_acc: 0.9938, loss_cls: 0.3475, loss: 0.3475, grad_norm: 5.6837 2021-04-26 16:19:04,212 - mmaction - INFO - Epoch [66][220/235] lr: 2.500e-04, eta: 1:31:47, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8703, top5_acc: 0.9852, loss_cls: 0.4176, loss: 0.4176, grad_norm: 6.5347 2021-04-26 16:19:11,061 - mmaction - INFO - Saving checkpoint at 66 epochs 2021-04-26 16:20:29,151 - mmaction - INFO - Epoch [67][20/235] lr: 2.500e-04, eta: 1:32:25, time: 3.870, data_time: 3.460, memory: 5699, top1_acc: 0.8984, top5_acc: 0.9867, loss_cls: 0.3566, loss: 0.3566, grad_norm: 5.6942 2021-04-26 16:20:37,186 - mmaction - INFO - Epoch [67][40/235] lr: 2.500e-04, eta: 1:32:05, time: 0.404, data_time: 0.007, memory: 5699, top1_acc: 0.8695, top5_acc: 0.9906, loss_cls: 0.4103, loss: 0.4103, grad_norm: 6.3715 2021-04-26 16:20:45,199 - mmaction - INFO - Epoch [67][60/235] lr: 2.500e-04, eta: 1:31:44, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8922, top5_acc: 0.9922, loss_cls: 0.3676, loss: 0.3676, grad_norm: 5.9184 2021-04-26 16:20:53,125 - mmaction - INFO - Epoch [67][80/235] lr: 2.500e-04, eta: 1:31:23, time: 0.396, data_time: 0.000, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9859, loss_cls: 0.3844, loss: 0.3844, grad_norm: 6.2476 2021-04-26 16:21:01,193 - mmaction - INFO - Epoch [67][100/235] lr: 2.500e-04, eta: 1:31:03, time: 0.403, data_time: 0.003, memory: 5699, top1_acc: 0.8906, top5_acc: 0.9883, loss_cls: 0.3928, loss: 0.3928, grad_norm: 6.1012 2021-04-26 16:21:09,219 - mmaction - INFO - Epoch [67][120/235] lr: 2.500e-04, eta: 1:30:42, time: 0.401, data_time: 0.000, memory: 5699, top1_acc: 0.9031, top5_acc: 0.9914, loss_cls: 0.3580, loss: 0.3580, grad_norm: 5.8493 2021-04-26 16:21:17,296 - mmaction - INFO - Epoch [67][140/235] lr: 2.500e-04, eta: 1:30:22, time: 0.404, data_time: 0.003, memory: 5699, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.3756, loss: 0.3756, grad_norm: 6.0616 2021-04-26 16:21:25,422 - mmaction - INFO - Epoch [67][160/235] lr: 2.500e-04, eta: 1:30:02, time: 0.406, data_time: 0.001, memory: 5699, top1_acc: 0.8805, top5_acc: 0.9852, loss_cls: 0.4273, loss: 0.4273, grad_norm: 6.5039 2021-04-26 16:21:33,502 - mmaction - INFO - Epoch [67][180/235] lr: 2.500e-04, eta: 1:29:42, time: 0.401, data_time: 0.000, memory: 5699, top1_acc: 0.8875, top5_acc: 0.9914, loss_cls: 0.3869, loss: 0.3869, grad_norm: 6.4400 2021-04-26 16:21:41,614 - mmaction - INFO - Epoch [67][200/235] lr: 2.500e-04, eta: 1:29:22, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.8945, top5_acc: 0.9906, loss_cls: 0.3875, loss: 0.3875, grad_norm: 6.1626 2021-04-26 16:21:49,707 - mmaction - INFO - Epoch [67][220/235] lr: 2.500e-04, eta: 1:29:02, time: 0.404, data_time: 0.000, memory: 5699, top1_acc: 0.8914, top5_acc: 0.9891, loss_cls: 0.3684, loss: 0.3684, grad_norm: 5.9843 2021-04-26 16:21:56,691 - mmaction - INFO - Saving checkpoint at 67 epochs 2021-04-26 16:23:13,073 - mmaction - INFO - Epoch [68][20/235] lr: 2.500e-04, eta: 1:29:33, time: 3.758, data_time: 3.354, memory: 5699, top1_acc: 0.8766, top5_acc: 0.9859, loss_cls: 0.4140, loss: 0.4140, grad_norm: 6.7850 2021-04-26 16:23:21,180 - mmaction - INFO - Epoch [68][40/235] lr: 2.500e-04, eta: 1:29:13, time: 0.406, data_time: 0.005, memory: 5699, top1_acc: 0.8914, top5_acc: 0.9938, loss_cls: 0.3723, loss: 0.3723, grad_norm: 6.3229 2021-04-26 16:23:29,114 - mmaction - INFO - Epoch [68][60/235] lr: 2.500e-04, eta: 1:28:53, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.8711, top5_acc: 0.9828, loss_cls: 0.4130, loss: 0.4130, grad_norm: 6.5896 2021-04-26 16:23:37,196 - mmaction - INFO - Epoch [68][80/235] lr: 2.500e-04, eta: 1:28:33, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.8773, top5_acc: 0.9844, loss_cls: 0.4092, loss: 0.4092, grad_norm: 6.3296 2021-04-26 16:23:45,177 - mmaction - INFO - Epoch [68][100/235] lr: 2.500e-04, eta: 1:28:13, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8859, top5_acc: 0.9883, loss_cls: 0.3776, loss: 0.3776, grad_norm: 6.0655 2021-04-26 16:23:53,263 - mmaction - INFO - Epoch [68][120/235] lr: 2.500e-04, eta: 1:27:53, time: 0.404, data_time: 0.003, memory: 5699, top1_acc: 0.8922, top5_acc: 0.9867, loss_cls: 0.3766, loss: 0.3766, grad_norm: 6.1355 2021-04-26 16:24:01,300 - mmaction - INFO - Epoch [68][140/235] lr: 2.500e-04, eta: 1:27:33, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.9055, top5_acc: 0.9852, loss_cls: 0.3422, loss: 0.3422, grad_norm: 5.7394 2021-04-26 16:24:09,479 - mmaction - INFO - Epoch [68][160/235] lr: 2.500e-04, eta: 1:27:13, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.3614, loss: 0.3614, grad_norm: 5.9491 2021-04-26 16:24:17,540 - mmaction - INFO - Epoch [68][180/235] lr: 2.500e-04, eta: 1:26:53, time: 0.403, data_time: 0.000, memory: 5699, top1_acc: 0.8695, top5_acc: 0.9922, loss_cls: 0.4258, loss: 0.4258, grad_norm: 6.4931 2021-04-26 16:24:25,717 - mmaction - INFO - Epoch [68][200/235] lr: 2.500e-04, eta: 1:26:34, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9844, loss_cls: 0.4002, loss: 0.4002, grad_norm: 6.1568 2021-04-26 16:24:33,800 - mmaction - INFO - Epoch [68][220/235] lr: 2.500e-04, eta: 1:26:14, time: 0.404, data_time: 0.000, memory: 5699, top1_acc: 0.8867, top5_acc: 0.9891, loss_cls: 0.3800, loss: 0.3800, grad_norm: 6.2408 2021-04-26 16:24:40,585 - mmaction - INFO - Saving checkpoint at 68 epochs 2021-04-26 16:25:55,586 - mmaction - INFO - Epoch [69][20/235] lr: 2.500e-04, eta: 1:26:41, time: 3.681, data_time: 3.281, memory: 5699, top1_acc: 0.8773, top5_acc: 0.9828, loss_cls: 0.4053, loss: 0.4053, grad_norm: 6.3089 2021-04-26 16:26:03,678 - mmaction - INFO - Epoch [69][40/235] lr: 2.500e-04, eta: 1:26:21, time: 0.405, data_time: 0.005, memory: 5699, top1_acc: 0.8961, top5_acc: 0.9875, loss_cls: 0.3746, loss: 0.3746, grad_norm: 6.0306 2021-04-26 16:26:11,637 - mmaction - INFO - Epoch [69][60/235] lr: 2.500e-04, eta: 1:26:01, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8797, top5_acc: 0.9898, loss_cls: 0.3834, loss: 0.3834, grad_norm: 6.2499 2021-04-26 16:26:19,742 - mmaction - INFO - Epoch [69][80/235] lr: 2.500e-04, eta: 1:25:42, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.8945, top5_acc: 0.9906, loss_cls: 0.3674, loss: 0.3674, grad_norm: 6.2576 2021-04-26 16:26:27,710 - mmaction - INFO - Epoch [69][100/235] lr: 2.500e-04, eta: 1:25:22, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8789, top5_acc: 0.9867, loss_cls: 0.3925, loss: 0.3925, grad_norm: 6.5789 2021-04-26 16:26:35,853 - mmaction - INFO - Epoch [69][120/235] lr: 2.500e-04, eta: 1:25:03, time: 0.407, data_time: 0.003, memory: 5699, top1_acc: 0.8883, top5_acc: 0.9898, loss_cls: 0.3645, loss: 0.3645, grad_norm: 6.0163 2021-04-26 16:26:43,856 - mmaction - INFO - Epoch [69][140/235] lr: 2.500e-04, eta: 1:24:43, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9898, loss_cls: 0.3737, loss: 0.3737, grad_norm: 5.8691 2021-04-26 16:26:52,102 - mmaction - INFO - Epoch [69][160/235] lr: 2.500e-04, eta: 1:24:24, time: 0.412, data_time: 0.003, memory: 5699, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.3776, loss: 0.3776, grad_norm: 6.1329 2021-04-26 16:27:00,310 - mmaction - INFO - Epoch [69][180/235] lr: 2.500e-04, eta: 1:24:05, time: 0.411, data_time: 0.001, memory: 5699, top1_acc: 0.8891, top5_acc: 0.9914, loss_cls: 0.3610, loss: 0.3610, grad_norm: 6.0050 2021-04-26 16:27:08,572 - mmaction - INFO - Epoch [69][200/235] lr: 2.500e-04, eta: 1:23:45, time: 0.413, data_time: 0.003, memory: 5699, top1_acc: 0.8797, top5_acc: 0.9844, loss_cls: 0.3972, loss: 0.3972, grad_norm: 6.3456 2021-04-26 16:27:16,865 - mmaction - INFO - Epoch [69][220/235] lr: 2.500e-04, eta: 1:23:26, time: 0.415, data_time: 0.000, memory: 5699, top1_acc: 0.8867, top5_acc: 0.9898, loss_cls: 0.3867, loss: 0.3867, grad_norm: 6.2660 2021-04-26 16:27:25,129 - mmaction - INFO - Saving checkpoint at 69 epochs 2021-04-26 16:28:38,382 - mmaction - INFO - Epoch [70][20/235] lr: 2.500e-04, eta: 1:23:50, time: 3.647, data_time: 3.229, memory: 5699, top1_acc: 0.8922, top5_acc: 0.9891, loss_cls: 0.3645, loss: 0.3645, grad_norm: 6.5489 2021-04-26 16:28:46,502 - mmaction - INFO - Epoch [70][40/235] lr: 2.500e-04, eta: 1:23:30, time: 0.406, data_time: 0.006, memory: 5699, top1_acc: 0.8734, top5_acc: 0.9844, loss_cls: 0.4034, loss: 0.4034, grad_norm: 6.6164 2021-04-26 16:28:54,467 - mmaction - INFO - Epoch [70][60/235] lr: 2.500e-04, eta: 1:23:11, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8852, top5_acc: 0.9875, loss_cls: 0.3733, loss: 0.3733, grad_norm: 6.1440 2021-04-26 16:29:02,601 - mmaction - INFO - Epoch [70][80/235] lr: 2.500e-04, eta: 1:22:52, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.8938, top5_acc: 0.9891, loss_cls: 0.3722, loss: 0.3722, grad_norm: 5.9765 2021-04-26 16:29:10,612 - mmaction - INFO - Epoch [70][100/235] lr: 2.500e-04, eta: 1:22:32, time: 0.400, data_time: 0.000, memory: 5699, top1_acc: 0.8922, top5_acc: 0.9922, loss_cls: 0.3578, loss: 0.3578, grad_norm: 5.9657 2021-04-26 16:29:18,735 - mmaction - INFO - Epoch [70][120/235] lr: 2.500e-04, eta: 1:22:13, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.8766, top5_acc: 0.9891, loss_cls: 0.3994, loss: 0.3994, grad_norm: 6.5623 2021-04-26 16:29:26,729 - mmaction - INFO - Epoch [70][140/235] lr: 2.500e-04, eta: 1:21:54, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8852, top5_acc: 0.9930, loss_cls: 0.3551, loss: 0.3551, grad_norm: 6.2760 2021-04-26 16:29:34,905 - mmaction - INFO - Epoch [70][160/235] lr: 2.500e-04, eta: 1:21:35, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.8875, top5_acc: 0.9938, loss_cls: 0.3762, loss: 0.3762, grad_norm: 6.1799 2021-04-26 16:29:43,052 - mmaction - INFO - Epoch [70][180/235] lr: 2.500e-04, eta: 1:21:16, time: 0.407, data_time: 0.000, memory: 5699, top1_acc: 0.8883, top5_acc: 0.9883, loss_cls: 0.3724, loss: 0.3724, grad_norm: 6.0970 2021-04-26 16:29:51,079 - mmaction - INFO - Epoch [70][200/235] lr: 2.500e-04, eta: 1:20:57, time: 0.401, data_time: 0.000, memory: 5699, top1_acc: 0.8867, top5_acc: 0.9898, loss_cls: 0.3816, loss: 0.3816, grad_norm: 6.1834 2021-04-26 16:29:59,243 - mmaction - INFO - Epoch [70][220/235] lr: 2.500e-04, eta: 1:20:38, time: 0.407, data_time: 0.001, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9883, loss_cls: 0.3459, loss: 0.3459, grad_norm: 5.9769 2021-04-26 16:30:07,145 - mmaction - INFO - Saving checkpoint at 70 epochs 2021-04-26 16:31:21,104 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:31:21,179 - mmaction - INFO - top1_acc 0.6990 top5_acc 0.9584 2021-04-26 16:31:21,179 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:31:21,182 - mmaction - INFO - mean_acc 0.5576 2021-04-26 16:31:21,182 - mmaction - INFO - Epoch(val) [70][235] top1_acc: 0.6990, top5_acc: 0.9584, mean_class_accuracy: 0.5576 2021-04-26 16:32:40,012 - mmaction - INFO - Epoch [71][20/235] lr: 2.500e-04, eta: 1:21:04, time: 3.938, data_time: 3.498, memory: 5699, top1_acc: 0.8992, top5_acc: 0.9867, loss_cls: 0.3675, loss: 0.3675, grad_norm: 6.2246 2021-04-26 16:32:48,005 - mmaction - INFO - Epoch [71][40/235] lr: 2.500e-04, eta: 1:20:45, time: 0.402, data_time: 0.008, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9867, loss_cls: 0.3717, loss: 0.3717, grad_norm: 5.9072 2021-04-26 16:32:55,935 - mmaction - INFO - Epoch [71][60/235] lr: 2.500e-04, eta: 1:20:26, time: 0.396, data_time: 0.000, memory: 5699, top1_acc: 0.8906, top5_acc: 0.9859, loss_cls: 0.3626, loss: 0.3626, grad_norm: 5.7764 2021-04-26 16:33:03,957 - mmaction - INFO - Epoch [71][80/235] lr: 2.500e-04, eta: 1:20:07, time: 0.401, data_time: 0.004, memory: 5699, top1_acc: 0.8797, top5_acc: 0.9914, loss_cls: 0.3728, loss: 0.3728, grad_norm: 6.3587 2021-04-26 16:33:11,925 - mmaction - INFO - Epoch [71][100/235] lr: 2.500e-04, eta: 1:19:48, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8859, top5_acc: 0.9859, loss_cls: 0.3872, loss: 0.3872, grad_norm: 6.4247 2021-04-26 16:33:19,982 - mmaction - INFO - Epoch [71][120/235] lr: 2.500e-04, eta: 1:19:29, time: 0.402, data_time: 0.003, memory: 5699, top1_acc: 0.8727, top5_acc: 0.9852, loss_cls: 0.4123, loss: 0.4123, grad_norm: 6.5836 2021-04-26 16:33:27,969 - mmaction - INFO - Epoch [71][140/235] lr: 2.500e-04, eta: 1:19:10, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8820, top5_acc: 0.9891, loss_cls: 0.3846, loss: 0.3846, grad_norm: 6.2200 2021-04-26 16:33:36,056 - mmaction - INFO - Epoch [71][160/235] lr: 2.500e-04, eta: 1:18:52, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.8945, top5_acc: 0.9859, loss_cls: 0.3823, loss: 0.3823, grad_norm: 5.9965 2021-04-26 16:33:44,101 - mmaction - INFO - Epoch [71][180/235] lr: 2.500e-04, eta: 1:18:33, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.8953, top5_acc: 0.9898, loss_cls: 0.3668, loss: 0.3668, grad_norm: 6.1425 2021-04-26 16:33:52,234 - mmaction - INFO - Epoch [71][200/235] lr: 2.500e-04, eta: 1:18:14, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.8891, top5_acc: 0.9891, loss_cls: 0.3494, loss: 0.3494, grad_norm: 6.0060 2021-04-26 16:34:00,256 - mmaction - INFO - Epoch [71][220/235] lr: 2.500e-04, eta: 1:17:56, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.9055, top5_acc: 0.9922, loss_cls: 0.3406, loss: 0.3406, grad_norm: 5.6966 2021-04-26 16:34:07,971 - mmaction - INFO - Saving checkpoint at 71 epochs 2021-04-26 16:35:21,372 - mmaction - INFO - Epoch [72][20/235] lr: 2.500e-04, eta: 1:18:14, time: 3.654, data_time: 3.226, memory: 5699, top1_acc: 0.9000, top5_acc: 0.9898, loss_cls: 0.3489, loss: 0.3489, grad_norm: 6.0575 2021-04-26 16:35:29,421 - mmaction - INFO - Epoch [72][40/235] lr: 2.500e-04, eta: 1:17:55, time: 0.402, data_time: 0.005, memory: 5699, top1_acc: 0.8906, top5_acc: 0.9883, loss_cls: 0.3626, loss: 0.3626, grad_norm: 6.3748 2021-04-26 16:35:37,367 - mmaction - INFO - Epoch [72][60/235] lr: 2.500e-04, eta: 1:17:36, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8820, top5_acc: 0.9852, loss_cls: 0.3971, loss: 0.3971, grad_norm: 6.4483 2021-04-26 16:35:45,466 - mmaction - INFO - Epoch [72][80/235] lr: 2.500e-04, eta: 1:17:18, time: 0.405, data_time: 0.005, memory: 5699, top1_acc: 0.8852, top5_acc: 0.9883, loss_cls: 0.3849, loss: 0.3849, grad_norm: 6.3595 2021-04-26 16:35:53,401 - mmaction - INFO - Epoch [72][100/235] lr: 2.500e-04, eta: 1:16:59, time: 0.396, data_time: 0.000, memory: 5699, top1_acc: 0.8820, top5_acc: 0.9844, loss_cls: 0.4202, loss: 0.4202, grad_norm: 6.7054 2021-04-26 16:36:01,573 - mmaction - INFO - Epoch [72][120/235] lr: 2.500e-04, eta: 1:16:41, time: 0.409, data_time: 0.003, memory: 5699, top1_acc: 0.8914, top5_acc: 0.9867, loss_cls: 0.3828, loss: 0.3828, grad_norm: 6.1653 2021-04-26 16:36:09,614 - mmaction - INFO - Epoch [72][140/235] lr: 2.500e-04, eta: 1:16:22, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.8867, top5_acc: 0.9922, loss_cls: 0.3796, loss: 0.3796, grad_norm: 6.2544 2021-04-26 16:36:17,726 - mmaction - INFO - Epoch [72][160/235] lr: 2.500e-04, eta: 1:16:04, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.8758, top5_acc: 0.9914, loss_cls: 0.4038, loss: 0.4038, grad_norm: 6.3982 2021-04-26 16:36:25,798 - mmaction - INFO - Epoch [72][180/235] lr: 2.500e-04, eta: 1:15:46, time: 0.403, data_time: 0.000, memory: 5699, top1_acc: 0.8883, top5_acc: 0.9898, loss_cls: 0.3800, loss: 0.3800, grad_norm: 6.1885 2021-04-26 16:36:33,903 - mmaction - INFO - Epoch [72][200/235] lr: 2.500e-04, eta: 1:15:27, time: 0.406, data_time: 0.001, memory: 5699, top1_acc: 0.9008, top5_acc: 0.9938, loss_cls: 0.3330, loss: 0.3330, grad_norm: 5.8677 2021-04-26 16:36:41,954 - mmaction - INFO - Epoch [72][220/235] lr: 2.500e-04, eta: 1:15:09, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.8961, top5_acc: 0.9906, loss_cls: 0.3760, loss: 0.3760, grad_norm: 6.1889 2021-04-26 16:36:49,194 - mmaction - INFO - Saving checkpoint at 72 epochs 2021-04-26 16:37:59,924 - mmaction - INFO - Epoch [73][20/235] lr: 2.500e-04, eta: 1:15:22, time: 3.518, data_time: 3.118, memory: 5699, top1_acc: 0.9000, top5_acc: 0.9930, loss_cls: 0.3510, loss: 0.3510, grad_norm: 5.8067 2021-04-26 16:38:07,943 - mmaction - INFO - Epoch [73][40/235] lr: 2.500e-04, eta: 1:15:04, time: 0.401, data_time: 0.004, memory: 5699, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 0.3793, loss: 0.3793, grad_norm: 6.2358 2021-04-26 16:38:15,948 - mmaction - INFO - Epoch [73][60/235] lr: 2.500e-04, eta: 1:14:45, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.9008, top5_acc: 0.9898, loss_cls: 0.3372, loss: 0.3372, grad_norm: 5.8719 2021-04-26 16:38:23,875 - mmaction - INFO - Epoch [73][80/235] lr: 2.500e-04, eta: 1:14:27, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.9047, top5_acc: 0.9906, loss_cls: 0.3469, loss: 0.3469, grad_norm: 6.1067 2021-04-26 16:38:31,913 - mmaction - INFO - Epoch [73][100/235] lr: 2.500e-04, eta: 1:14:09, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8641, top5_acc: 0.9758, loss_cls: 0.4487, loss: 0.4487, grad_norm: 6.9023 2021-04-26 16:38:39,967 - mmaction - INFO - Epoch [73][120/235] lr: 2.500e-04, eta: 1:13:51, time: 0.403, data_time: 0.002, memory: 5699, top1_acc: 0.9078, top5_acc: 0.9875, loss_cls: 0.3744, loss: 0.3744, grad_norm: 6.1858 2021-04-26 16:38:47,970 - mmaction - INFO - Epoch [73][140/235] lr: 2.500e-04, eta: 1:13:33, time: 0.401, data_time: 0.002, memory: 5699, top1_acc: 0.8922, top5_acc: 0.9930, loss_cls: 0.3657, loss: 0.3657, grad_norm: 6.0377 2021-04-26 16:38:56,135 - mmaction - INFO - Epoch [73][160/235] lr: 2.500e-04, eta: 1:13:15, time: 0.408, data_time: 0.003, memory: 5699, top1_acc: 0.8922, top5_acc: 0.9930, loss_cls: 0.3694, loss: 0.3694, grad_norm: 6.3171 2021-04-26 16:39:04,264 - mmaction - INFO - Epoch [73][180/235] lr: 2.500e-04, eta: 1:12:57, time: 0.407, data_time: 0.001, memory: 5699, top1_acc: 0.8969, top5_acc: 0.9859, loss_cls: 0.3730, loss: 0.3730, grad_norm: 6.0970 2021-04-26 16:39:12,449 - mmaction - INFO - Epoch [73][200/235] lr: 2.500e-04, eta: 1:12:39, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.8836, top5_acc: 0.9875, loss_cls: 0.3705, loss: 0.3705, grad_norm: 6.1623 2021-04-26 16:39:20,516 - mmaction - INFO - Epoch [73][220/235] lr: 2.500e-04, eta: 1:12:21, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.8961, top5_acc: 0.9883, loss_cls: 0.3628, loss: 0.3628, grad_norm: 6.0624 2021-04-26 16:39:27,439 - mmaction - INFO - Saving checkpoint at 73 epochs 2021-04-26 16:40:41,534 - mmaction - INFO - Epoch [74][20/235] lr: 2.500e-04, eta: 1:12:34, time: 3.659, data_time: 3.221, memory: 5699, top1_acc: 0.8992, top5_acc: 0.9914, loss_cls: 0.3549, loss: 0.3549, grad_norm: 5.9053 2021-04-26 16:40:49,595 - mmaction - INFO - Epoch [74][40/235] lr: 2.500e-04, eta: 1:12:16, time: 0.402, data_time: 0.005, memory: 5699, top1_acc: 0.8953, top5_acc: 0.9898, loss_cls: 0.3594, loss: 0.3594, grad_norm: 6.1422 2021-04-26 16:40:57,554 - mmaction - INFO - Epoch [74][60/235] lr: 2.500e-04, eta: 1:11:58, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8711, top5_acc: 0.9883, loss_cls: 0.3976, loss: 0.3976, grad_norm: 6.7198 2021-04-26 16:41:05,624 - mmaction - INFO - Epoch [74][80/235] lr: 2.500e-04, eta: 1:11:40, time: 0.403, data_time: 0.004, memory: 5699, top1_acc: 0.8812, top5_acc: 0.9953, loss_cls: 0.3612, loss: 0.3612, grad_norm: 6.0478 2021-04-26 16:41:13,600 - mmaction - INFO - Epoch [74][100/235] lr: 2.500e-04, eta: 1:11:22, time: 0.398, data_time: 0.000, memory: 5699, top1_acc: 0.8930, top5_acc: 0.9898, loss_cls: 0.3727, loss: 0.3727, grad_norm: 6.3664 2021-04-26 16:41:21,774 - mmaction - INFO - Epoch [74][120/235] lr: 2.500e-04, eta: 1:11:04, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.8875, top5_acc: 0.9898, loss_cls: 0.3794, loss: 0.3794, grad_norm: 6.3334 2021-04-26 16:41:29,866 - mmaction - INFO - Epoch [74][140/235] lr: 2.500e-04, eta: 1:10:47, time: 0.405, data_time: 0.001, memory: 5699, top1_acc: 0.8969, top5_acc: 0.9922, loss_cls: 0.3442, loss: 0.3442, grad_norm: 5.8735 2021-04-26 16:41:37,995 - mmaction - INFO - Epoch [74][160/235] lr: 2.500e-04, eta: 1:10:29, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.8820, top5_acc: 0.9883, loss_cls: 0.3804, loss: 0.3804, grad_norm: 6.4056 2021-04-26 16:41:46,006 - mmaction - INFO - Epoch [74][180/235] lr: 2.500e-04, eta: 1:10:11, time: 0.400, data_time: 0.000, memory: 5699, top1_acc: 0.8883, top5_acc: 0.9883, loss_cls: 0.3868, loss: 0.3868, grad_norm: 6.3364 2021-04-26 16:41:54,117 - mmaction - INFO - Epoch [74][200/235] lr: 2.500e-04, eta: 1:09:54, time: 0.406, data_time: 0.003, memory: 5699, top1_acc: 0.8852, top5_acc: 0.9898, loss_cls: 0.3950, loss: 0.3950, grad_norm: 6.4954 2021-04-26 16:42:02,228 - mmaction - INFO - Epoch [74][220/235] lr: 2.500e-04, eta: 1:09:36, time: 0.406, data_time: 0.001, memory: 5699, top1_acc: 0.8914, top5_acc: 0.9875, loss_cls: 0.3653, loss: 0.3653, grad_norm: 6.1458 2021-04-26 16:42:09,234 - mmaction - INFO - Saving checkpoint at 74 epochs 2021-04-26 16:43:23,773 - mmaction - INFO - Epoch [75][20/235] lr: 2.500e-04, eta: 1:09:47, time: 3.687, data_time: 3.279, memory: 5699, top1_acc: 0.9023, top5_acc: 0.9875, loss_cls: 0.3514, loss: 0.3514, grad_norm: 5.9714 2021-04-26 16:43:31,892 - mmaction - INFO - Epoch [75][40/235] lr: 2.500e-04, eta: 1:09:29, time: 0.406, data_time: 0.005, memory: 5699, top1_acc: 0.8945, top5_acc: 0.9859, loss_cls: 0.3650, loss: 0.3650, grad_norm: 6.1408 2021-04-26 16:43:39,867 - mmaction - INFO - Epoch [75][60/235] lr: 2.500e-04, eta: 1:09:12, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.9078, top5_acc: 0.9891, loss_cls: 0.3430, loss: 0.3430, grad_norm: 5.8479 2021-04-26 16:43:47,956 - mmaction - INFO - Epoch [75][80/235] lr: 2.500e-04, eta: 1:08:54, time: 0.404, data_time: 0.003, memory: 5699, top1_acc: 0.9070, top5_acc: 0.9898, loss_cls: 0.3358, loss: 0.3358, grad_norm: 5.7411 2021-04-26 16:43:55,919 - mmaction - INFO - Epoch [75][100/235] lr: 2.500e-04, eta: 1:08:36, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8734, top5_acc: 0.9914, loss_cls: 0.4203, loss: 0.4203, grad_norm: 6.7225 2021-04-26 16:44:04,036 - mmaction - INFO - Epoch [75][120/235] lr: 2.500e-04, eta: 1:08:19, time: 0.406, data_time: 0.003, memory: 5699, top1_acc: 0.8891, top5_acc: 0.9953, loss_cls: 0.3488, loss: 0.3488, grad_norm: 6.1609 2021-04-26 16:44:12,119 - mmaction - INFO - Epoch [75][140/235] lr: 2.500e-04, eta: 1:08:01, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.8820, top5_acc: 0.9898, loss_cls: 0.3759, loss: 0.3759, grad_norm: 6.3030 2021-04-26 16:44:20,245 - mmaction - INFO - Epoch [75][160/235] lr: 2.500e-04, eta: 1:07:44, time: 0.406, data_time: 0.003, memory: 5699, top1_acc: 0.8828, top5_acc: 0.9828, loss_cls: 0.4148, loss: 0.4148, grad_norm: 6.8671 2021-04-26 16:44:28,263 - mmaction - INFO - Epoch [75][180/235] lr: 2.500e-04, eta: 1:07:27, time: 0.401, data_time: 0.000, memory: 5699, top1_acc: 0.8883, top5_acc: 0.9914, loss_cls: 0.3837, loss: 0.3837, grad_norm: 6.5021 2021-04-26 16:44:36,480 - mmaction - INFO - Epoch [75][200/235] lr: 2.500e-04, eta: 1:07:09, time: 0.411, data_time: 0.004, memory: 5699, top1_acc: 0.9016, top5_acc: 0.9914, loss_cls: 0.3540, loss: 0.3540, grad_norm: 6.1526 2021-04-26 16:44:44,637 - mmaction - INFO - Epoch [75][220/235] lr: 2.500e-04, eta: 1:06:52, time: 0.408, data_time: 0.001, memory: 5699, top1_acc: 0.8945, top5_acc: 0.9867, loss_cls: 0.3877, loss: 0.3877, grad_norm: 6.4446 2021-04-26 16:44:51,474 - mmaction - INFO - Saving checkpoint at 75 epochs 2021-04-26 16:46:03,540 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 16:46:03,610 - mmaction - INFO - top1_acc 0.7051 top5_acc 0.9563 2021-04-26 16:46:03,611 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 16:46:03,613 - mmaction - INFO - mean_acc 0.5985 2021-04-26 16:46:03,614 - mmaction - INFO - Epoch(val) [75][235] top1_acc: 0.7051, top5_acc: 0.9563, mean_class_accuracy: 0.5985 2021-04-26 16:47:18,821 - mmaction - INFO - Epoch [76][20/235] lr: 2.500e-04, eta: 1:07:02, time: 3.760, data_time: 3.362, memory: 5699, top1_acc: 0.8953, top5_acc: 0.9891, loss_cls: 0.3513, loss: 0.3513, grad_norm: 6.2854 2021-04-26 16:47:26,996 - mmaction - INFO - Epoch [76][40/235] lr: 2.500e-04, eta: 1:06:45, time: 0.409, data_time: 0.008, memory: 5699, top1_acc: 0.9094, top5_acc: 0.9930, loss_cls: 0.3300, loss: 0.3300, grad_norm: 6.0709 2021-04-26 16:47:34,927 - mmaction - INFO - Epoch [76][60/235] lr: 2.500e-04, eta: 1:06:27, time: 0.396, data_time: 0.001, memory: 5699, top1_acc: 0.8852, top5_acc: 0.9906, loss_cls: 0.3860, loss: 0.3860, grad_norm: 6.6176 2021-04-26 16:47:42,960 - mmaction - INFO - Epoch [76][80/235] lr: 2.500e-04, eta: 1:06:10, time: 0.402, data_time: 0.004, memory: 5699, top1_acc: 0.8883, top5_acc: 0.9859, loss_cls: 0.3912, loss: 0.3912, grad_norm: 6.3072 2021-04-26 16:47:50,919 - mmaction - INFO - Epoch [76][100/235] lr: 2.500e-04, eta: 1:05:52, time: 0.398, data_time: 0.000, memory: 5699, top1_acc: 0.8828, top5_acc: 0.9891, loss_cls: 0.3837, loss: 0.3837, grad_norm: 6.5059 2021-04-26 16:47:59,030 - mmaction - INFO - Epoch [76][120/235] lr: 2.500e-04, eta: 1:05:35, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.8820, top5_acc: 0.9859, loss_cls: 0.4040, loss: 0.4040, grad_norm: 6.7322 2021-04-26 16:48:06,984 - mmaction - INFO - Epoch [76][140/235] lr: 2.500e-04, eta: 1:05:18, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.9047, top5_acc: 0.9906, loss_cls: 0.3491, loss: 0.3491, grad_norm: 6.1011 2021-04-26 16:48:15,080 - mmaction - INFO - Epoch [76][160/235] lr: 2.500e-04, eta: 1:05:01, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.8922, top5_acc: 0.9891, loss_cls: 0.3512, loss: 0.3512, grad_norm: 6.0105 2021-04-26 16:48:23,195 - mmaction - INFO - Epoch [76][180/235] lr: 2.500e-04, eta: 1:04:43, time: 0.405, data_time: 0.001, memory: 5699, top1_acc: 0.8930, top5_acc: 0.9922, loss_cls: 0.3614, loss: 0.3614, grad_norm: 6.3904 2021-04-26 16:48:31,321 - mmaction - INFO - Epoch [76][200/235] lr: 2.500e-04, eta: 1:04:26, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.9031, top5_acc: 0.9898, loss_cls: 0.3493, loss: 0.3493, grad_norm: 6.0155 2021-04-26 16:48:39,339 - mmaction - INFO - Epoch [76][220/235] lr: 2.500e-04, eta: 1:04:09, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.9000, top5_acc: 0.9852, loss_cls: 0.3648, loss: 0.3648, grad_norm: 6.2179 2021-04-26 16:48:46,600 - mmaction - INFO - Saving checkpoint at 76 epochs 2021-04-26 16:50:50,243 - mmaction - INFO - Epoch [77][20/235] lr: 2.500e-04, eta: 1:04:46, time: 6.114, data_time: 5.636, memory: 5699, top1_acc: 0.8945, top5_acc: 0.9875, loss_cls: 0.3529, loss: 0.3529, grad_norm: 6.2065 2021-04-26 16:50:58,244 - mmaction - INFO - Epoch [77][40/235] lr: 2.500e-04, eta: 1:04:28, time: 0.404, data_time: 0.009, memory: 5699, top1_acc: 0.9016, top5_acc: 0.9906, loss_cls: 0.3235, loss: 0.3235, grad_norm: 6.2542 2021-04-26 16:51:06,154 - mmaction - INFO - Epoch [77][60/235] lr: 2.500e-04, eta: 1:04:11, time: 0.395, data_time: 0.000, memory: 5699, top1_acc: 0.8969, top5_acc: 0.9891, loss_cls: 0.3587, loss: 0.3587, grad_norm: 6.0558 2021-04-26 16:51:14,151 - mmaction - INFO - Epoch [77][80/235] lr: 2.500e-04, eta: 1:03:54, time: 0.400, data_time: 0.003, memory: 5699, top1_acc: 0.8930, top5_acc: 0.9867, loss_cls: 0.3852, loss: 0.3852, grad_norm: 6.6230 2021-04-26 16:51:22,152 - mmaction - INFO - Epoch [77][100/235] lr: 2.500e-04, eta: 1:03:36, time: 0.400, data_time: 0.000, memory: 5699, top1_acc: 0.8922, top5_acc: 0.9883, loss_cls: 0.3770, loss: 0.3770, grad_norm: 6.3227 2021-04-26 16:51:30,130 - mmaction - INFO - Epoch [77][120/235] lr: 2.500e-04, eta: 1:03:19, time: 0.399, data_time: 0.004, memory: 5699, top1_acc: 0.8914, top5_acc: 0.9867, loss_cls: 0.3687, loss: 0.3687, grad_norm: 6.2227 2021-04-26 16:51:38,120 - mmaction - INFO - Epoch [77][140/235] lr: 2.500e-04, eta: 1:03:02, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8984, top5_acc: 0.9914, loss_cls: 0.3480, loss: 0.3480, grad_norm: 6.0006 2021-04-26 16:51:46,235 - mmaction - INFO - Epoch [77][160/235] lr: 2.500e-04, eta: 1:02:45, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.8883, top5_acc: 0.9891, loss_cls: 0.3834, loss: 0.3834, grad_norm: 6.1340 2021-04-26 16:51:54,243 - mmaction - INFO - Epoch [77][180/235] lr: 2.500e-04, eta: 1:02:28, time: 0.400, data_time: 0.000, memory: 5699, top1_acc: 0.8922, top5_acc: 0.9914, loss_cls: 0.3634, loss: 0.3634, grad_norm: 6.4693 2021-04-26 16:52:02,395 - mmaction - INFO - Epoch [77][200/235] lr: 2.500e-04, eta: 1:02:11, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.8961, top5_acc: 0.9906, loss_cls: 0.3560, loss: 0.3560, grad_norm: 6.1791 2021-04-26 16:52:10,497 - mmaction - INFO - Epoch [77][220/235] lr: 2.500e-04, eta: 1:01:54, time: 0.405, data_time: 0.001, memory: 5699, top1_acc: 0.9117, top5_acc: 0.9938, loss_cls: 0.3261, loss: 0.3261, grad_norm: 5.5845 2021-04-26 16:52:17,982 - mmaction - INFO - Saving checkpoint at 77 epochs 2021-04-26 16:53:48,470 - mmaction - INFO - Epoch [78][20/235] lr: 2.500e-04, eta: 1:02:07, time: 4.481, data_time: 4.022, memory: 5699, top1_acc: 0.8969, top5_acc: 0.9883, loss_cls: 0.3461, loss: 0.3461, grad_norm: 6.1492 2021-04-26 16:53:56,525 - mmaction - INFO - Epoch [78][40/235] lr: 2.500e-04, eta: 1:01:50, time: 0.403, data_time: 0.005, memory: 5699, top1_acc: 0.8914, top5_acc: 0.9875, loss_cls: 0.3877, loss: 0.3877, grad_norm: 6.5278 2021-04-26 16:54:04,440 - mmaction - INFO - Epoch [78][60/235] lr: 2.500e-04, eta: 1:01:33, time: 0.396, data_time: 0.001, memory: 5699, top1_acc: 0.8992, top5_acc: 0.9914, loss_cls: 0.3581, loss: 0.3581, grad_norm: 6.3806 2021-04-26 16:54:12,551 - mmaction - INFO - Epoch [78][80/235] lr: 2.500e-04, eta: 1:01:16, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.3507, loss: 0.3507, grad_norm: 6.6126 2021-04-26 16:54:20,545 - mmaction - INFO - Epoch [78][100/235] lr: 2.500e-04, eta: 1:00:59, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9852, loss_cls: 0.3687, loss: 0.3687, grad_norm: 6.0674 2021-04-26 16:54:28,659 - mmaction - INFO - Epoch [78][120/235] lr: 2.500e-04, eta: 1:00:42, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9898, loss_cls: 0.3694, loss: 0.3694, grad_norm: 6.2325 2021-04-26 16:54:36,735 - mmaction - INFO - Epoch [78][140/235] lr: 2.500e-04, eta: 1:00:25, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.9047, top5_acc: 0.9945, loss_cls: 0.3197, loss: 0.3197, grad_norm: 5.7347 2021-04-26 16:54:44,820 - mmaction - INFO - Epoch [78][160/235] lr: 2.500e-04, eta: 1:00:08, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.8719, top5_acc: 0.9883, loss_cls: 0.3854, loss: 0.3854, grad_norm: 6.3714 2021-04-26 16:54:52,880 - mmaction - INFO - Epoch [78][180/235] lr: 2.500e-04, eta: 0:59:51, time: 0.403, data_time: 0.000, memory: 5699, top1_acc: 0.8867, top5_acc: 0.9883, loss_cls: 0.3663, loss: 0.3663, grad_norm: 6.3748 2021-04-26 16:55:01,028 - mmaction - INFO - Epoch [78][200/235] lr: 2.500e-04, eta: 0:59:35, time: 0.407, data_time: 0.003, memory: 5699, top1_acc: 0.8859, top5_acc: 0.9867, loss_cls: 0.3522, loss: 0.3522, grad_norm: 6.2793 2021-04-26 16:55:09,112 - mmaction - INFO - Epoch [78][220/235] lr: 2.500e-04, eta: 0:59:18, time: 0.405, data_time: 0.001, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9828, loss_cls: 0.3841, loss: 0.3841, grad_norm: 6.3817 2021-04-26 16:55:18,132 - mmaction - INFO - Saving checkpoint at 78 epochs 2021-04-26 16:56:34,753 - mmaction - INFO - Epoch [79][20/235] lr: 2.500e-04, eta: 0:59:21, time: 3.790, data_time: 3.378, memory: 5699, top1_acc: 0.8914, top5_acc: 0.9922, loss_cls: 0.3387, loss: 0.3387, grad_norm: 6.1776 2021-04-26 16:56:42,764 - mmaction - INFO - Epoch [79][40/235] lr: 2.500e-04, eta: 0:59:05, time: 0.400, data_time: 0.004, memory: 5699, top1_acc: 0.9227, top5_acc: 0.9945, loss_cls: 0.2991, loss: 0.2991, grad_norm: 5.6421 2021-04-26 16:56:50,760 - mmaction - INFO - Epoch [79][60/235] lr: 2.500e-04, eta: 0:58:48, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8992, top5_acc: 0.9914, loss_cls: 0.3506, loss: 0.3506, grad_norm: 6.1293 2021-04-26 16:56:58,885 - mmaction - INFO - Epoch [79][80/235] lr: 2.500e-04, eta: 0:58:31, time: 0.406, data_time: 0.005, memory: 5699, top1_acc: 0.8922, top5_acc: 0.9867, loss_cls: 0.3818, loss: 0.3818, grad_norm: 6.6761 2021-04-26 16:57:06,891 - mmaction - INFO - Epoch [79][100/235] lr: 2.500e-04, eta: 0:58:14, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8906, top5_acc: 0.9898, loss_cls: 0.3775, loss: 0.3775, grad_norm: 6.7342 2021-04-26 16:57:14,962 - mmaction - INFO - Epoch [79][120/235] lr: 2.500e-04, eta: 0:57:57, time: 0.404, data_time: 0.002, memory: 5699, top1_acc: 0.9047, top5_acc: 0.9891, loss_cls: 0.3355, loss: 0.3355, grad_norm: 5.8262 2021-04-26 16:57:22,951 - mmaction - INFO - Epoch [79][140/235] lr: 2.500e-04, eta: 0:57:41, time: 0.399, data_time: 0.000, memory: 5699, top1_acc: 0.8883, top5_acc: 0.9828, loss_cls: 0.4114, loss: 0.4114, grad_norm: 6.7035 2021-04-26 16:57:31,104 - mmaction - INFO - Epoch [79][160/235] lr: 2.500e-04, eta: 0:57:24, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.8867, top5_acc: 0.9891, loss_cls: 0.3743, loss: 0.3743, grad_norm: 6.1491 2021-04-26 16:57:39,215 - mmaction - INFO - Epoch [79][180/235] lr: 2.500e-04, eta: 0:57:07, time: 0.406, data_time: 0.001, memory: 5699, top1_acc: 0.8938, top5_acc: 0.9891, loss_cls: 0.3682, loss: 0.3682, grad_norm: 6.2092 2021-04-26 16:57:47,259 - mmaction - INFO - Epoch [79][200/235] lr: 2.500e-04, eta: 0:56:51, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.3913, loss: 0.3913, grad_norm: 6.6668 2021-04-26 16:57:55,297 - mmaction - INFO - Epoch [79][220/235] lr: 2.500e-04, eta: 0:56:34, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.9008, top5_acc: 0.9883, loss_cls: 0.3532, loss: 0.3532, grad_norm: 6.0588 2021-04-26 16:58:02,667 - mmaction - INFO - Saving checkpoint at 79 epochs 2021-04-26 16:59:21,365 - mmaction - INFO - Epoch [80][20/235] lr: 2.500e-04, eta: 0:56:37, time: 3.891, data_time: 3.421, memory: 5699, top1_acc: 0.8969, top5_acc: 0.9891, loss_cls: 0.3656, loss: 0.3656, grad_norm: 6.4196 2021-04-26 16:59:29,384 - mmaction - INFO - Epoch [80][40/235] lr: 2.500e-04, eta: 0:56:20, time: 0.403, data_time: 0.006, memory: 5699, top1_acc: 0.8961, top5_acc: 0.9891, loss_cls: 0.3818, loss: 0.3818, grad_norm: 6.3498 2021-04-26 16:59:37,365 - mmaction - INFO - Epoch [80][60/235] lr: 2.500e-04, eta: 0:56:03, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8914, top5_acc: 0.9906, loss_cls: 0.3637, loss: 0.3637, grad_norm: 6.4190 2021-04-26 16:59:45,433 - mmaction - INFO - Epoch [80][80/235] lr: 2.500e-04, eta: 0:55:47, time: 0.403, data_time: 0.003, memory: 5699, top1_acc: 0.8930, top5_acc: 0.9922, loss_cls: 0.3468, loss: 0.3468, grad_norm: 6.2104 2021-04-26 16:59:53,434 - mmaction - INFO - Epoch [80][100/235] lr: 2.500e-04, eta: 0:55:30, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.9039, top5_acc: 0.9891, loss_cls: 0.3475, loss: 0.3475, grad_norm: 6.0864 2021-04-26 17:00:01,594 - mmaction - INFO - Epoch [80][120/235] lr: 2.500e-04, eta: 0:55:14, time: 0.408, data_time: 0.003, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9891, loss_cls: 0.3633, loss: 0.3633, grad_norm: 6.3440 2021-04-26 17:00:09,571 - mmaction - INFO - Epoch [80][140/235] lr: 2.500e-04, eta: 0:54:57, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8750, top5_acc: 0.9898, loss_cls: 0.3932, loss: 0.3932, grad_norm: 6.7518 2021-04-26 17:00:17,783 - mmaction - INFO - Epoch [80][160/235] lr: 2.500e-04, eta: 0:54:41, time: 0.411, data_time: 0.004, memory: 5699, top1_acc: 0.8625, top5_acc: 0.9914, loss_cls: 0.4153, loss: 0.4153, grad_norm: 6.7116 2021-04-26 17:00:25,899 - mmaction - INFO - Epoch [80][180/235] lr: 2.500e-04, eta: 0:54:24, time: 0.406, data_time: 0.000, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9898, loss_cls: 0.3683, loss: 0.3683, grad_norm: 6.5710 2021-04-26 17:00:34,045 - mmaction - INFO - Epoch [80][200/235] lr: 2.500e-04, eta: 0:54:08, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.8883, top5_acc: 0.9906, loss_cls: 0.3675, loss: 0.3675, grad_norm: 6.2418 2021-04-26 17:00:42,163 - mmaction - INFO - Epoch [80][220/235] lr: 2.500e-04, eta: 0:53:52, time: 0.406, data_time: 0.001, memory: 5699, top1_acc: 0.8859, top5_acc: 0.9875, loss_cls: 0.3792, loss: 0.3792, grad_norm: 6.7093 2021-04-26 17:00:50,655 - mmaction - INFO - Saving checkpoint at 80 epochs 2021-04-26 17:02:10,131 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 17:02:10,206 - mmaction - INFO - top1_acc 0.7015 top5_acc 0.9579 2021-04-26 17:02:10,206 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 17:02:10,238 - mmaction - INFO - mean_acc 0.5747 2021-04-26 17:02:10,239 - mmaction - INFO - Epoch(val) [80][235] top1_acc: 0.7015, top5_acc: 0.9579, mean_class_accuracy: 0.5747 2021-04-26 17:03:34,211 - mmaction - INFO - Epoch [81][20/235] lr: 2.500e-05, eta: 0:53:55, time: 4.196, data_time: 3.750, memory: 5699, top1_acc: 0.8883, top5_acc: 0.9875, loss_cls: 0.3713, loss: 0.3713, grad_norm: 6.2296 2021-04-26 17:03:42,199 - mmaction - INFO - Epoch [81][40/235] lr: 2.500e-05, eta: 0:53:39, time: 0.402, data_time: 0.004, memory: 5699, top1_acc: 0.8992, top5_acc: 0.9945, loss_cls: 0.3314, loss: 0.3314, grad_norm: 6.2950 2021-04-26 17:03:50,097 - mmaction - INFO - Epoch [81][60/235] lr: 2.500e-05, eta: 0:53:22, time: 0.395, data_time: 0.000, memory: 5699, top1_acc: 0.9016, top5_acc: 0.9906, loss_cls: 0.3336, loss: 0.3336, grad_norm: 6.3126 2021-04-26 17:03:58,105 - mmaction - INFO - Epoch [81][80/235] lr: 2.500e-05, eta: 0:53:06, time: 0.401, data_time: 0.003, memory: 5699, top1_acc: 0.8984, top5_acc: 0.9859, loss_cls: 0.3599, loss: 0.3599, grad_norm: 6.2330 2021-04-26 17:04:06,013 - mmaction - INFO - Epoch [81][100/235] lr: 2.500e-05, eta: 0:52:50, time: 0.395, data_time: 0.001, memory: 5699, top1_acc: 0.8859, top5_acc: 0.9891, loss_cls: 0.3748, loss: 0.3748, grad_norm: 6.6982 2021-04-26 17:04:14,075 - mmaction - INFO - Epoch [81][120/235] lr: 2.500e-05, eta: 0:52:33, time: 0.403, data_time: 0.003, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9922, loss_cls: 0.3603, loss: 0.3603, grad_norm: 6.1497 2021-04-26 17:04:22,045 - mmaction - INFO - Epoch [81][140/235] lr: 2.500e-05, eta: 0:52:17, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9883, loss_cls: 0.3868, loss: 0.3868, grad_norm: 6.1457 2021-04-26 17:04:30,124 - mmaction - INFO - Epoch [81][160/235] lr: 2.500e-05, eta: 0:52:01, time: 0.404, data_time: 0.003, memory: 5699, top1_acc: 0.8781, top5_acc: 0.9859, loss_cls: 0.3838, loss: 0.3838, grad_norm: 6.5334 2021-04-26 17:04:38,121 - mmaction - INFO - Epoch [81][180/235] lr: 2.500e-05, eta: 0:51:44, time: 0.400, data_time: 0.000, memory: 5699, top1_acc: 0.8969, top5_acc: 0.9922, loss_cls: 0.3570, loss: 0.3570, grad_norm: 6.3500 2021-04-26 17:04:46,267 - mmaction - INFO - Epoch [81][200/235] lr: 2.500e-05, eta: 0:51:28, time: 0.408, data_time: 0.003, memory: 5699, top1_acc: 0.8953, top5_acc: 0.9883, loss_cls: 0.3426, loss: 0.3426, grad_norm: 6.2107 2021-04-26 17:04:54,259 - mmaction - INFO - Epoch [81][220/235] lr: 2.500e-05, eta: 0:51:12, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8969, top5_acc: 0.9922, loss_cls: 0.3553, loss: 0.3553, grad_norm: 6.3862 2021-04-26 17:05:02,618 - mmaction - INFO - Saving checkpoint at 81 epochs 2021-04-26 17:06:29,316 - mmaction - INFO - Epoch [82][20/235] lr: 2.500e-05, eta: 0:51:14, time: 4.292, data_time: 3.826, memory: 5699, top1_acc: 0.8945, top5_acc: 0.9914, loss_cls: 0.3497, loss: 0.3497, grad_norm: 6.2704 2021-04-26 17:06:37,352 - mmaction - INFO - Epoch [82][40/235] lr: 2.500e-05, eta: 0:50:58, time: 0.405, data_time: 0.008, memory: 5699, top1_acc: 0.9070, top5_acc: 0.9898, loss_cls: 0.3301, loss: 0.3301, grad_norm: 5.8837 2021-04-26 17:06:45,312 - mmaction - INFO - Epoch [82][60/235] lr: 2.500e-05, eta: 0:50:42, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8945, top5_acc: 0.9875, loss_cls: 0.3775, loss: 0.3775, grad_norm: 6.3814 2021-04-26 17:06:53,335 - mmaction - INFO - Epoch [82][80/235] lr: 2.500e-05, eta: 0:50:26, time: 0.401, data_time: 0.003, memory: 5699, top1_acc: 0.9039, top5_acc: 0.9906, loss_cls: 0.3341, loss: 0.3341, grad_norm: 6.1816 2021-04-26 17:07:01,271 - mmaction - INFO - Epoch [82][100/235] lr: 2.500e-05, eta: 0:50:09, time: 0.397, data_time: 0.000, memory: 5699, top1_acc: 0.8930, top5_acc: 0.9859, loss_cls: 0.3699, loss: 0.3699, grad_norm: 6.3834 2021-04-26 17:07:09,363 - mmaction - INFO - Epoch [82][120/235] lr: 2.500e-05, eta: 0:49:53, time: 0.404, data_time: 0.003, memory: 5699, top1_acc: 0.8938, top5_acc: 0.9867, loss_cls: 0.3657, loss: 0.3657, grad_norm: 6.1157 2021-04-26 17:07:17,392 - mmaction - INFO - Epoch [82][140/235] lr: 2.500e-05, eta: 0:49:37, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9859, loss_cls: 0.3737, loss: 0.3737, grad_norm: 6.4414 2021-04-26 17:07:25,543 - mmaction - INFO - Epoch [82][160/235] lr: 2.500e-05, eta: 0:49:21, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.9078, top5_acc: 0.9945, loss_cls: 0.3041, loss: 0.3041, grad_norm: 5.8777 2021-04-26 17:07:33,554 - mmaction - INFO - Epoch [82][180/235] lr: 2.500e-05, eta: 0:49:05, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8875, top5_acc: 0.9922, loss_cls: 0.3407, loss: 0.3407, grad_norm: 6.1868 2021-04-26 17:07:41,718 - mmaction - INFO - Epoch [82][200/235] lr: 2.500e-05, eta: 0:48:49, time: 0.408, data_time: 0.003, memory: 5699, top1_acc: 0.9039, top5_acc: 0.9938, loss_cls: 0.3252, loss: 0.3252, grad_norm: 5.9677 2021-04-26 17:07:49,727 - mmaction - INFO - Epoch [82][220/235] lr: 2.500e-05, eta: 0:48:33, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8789, top5_acc: 0.9836, loss_cls: 0.4223, loss: 0.4223, grad_norm: 6.8407 2021-04-26 17:07:57,110 - mmaction - INFO - Saving checkpoint at 82 epochs 2021-04-26 17:09:15,531 - mmaction - INFO - Epoch [83][20/235] lr: 2.500e-05, eta: 0:48:30, time: 3.891, data_time: 3.436, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9875, loss_cls: 0.3636, loss: 0.3636, grad_norm: 6.1112 2021-04-26 17:09:23,601 - mmaction - INFO - Epoch [83][40/235] lr: 2.500e-05, eta: 0:48:14, time: 0.405, data_time: 0.007, memory: 5699, top1_acc: 0.9008, top5_acc: 0.9930, loss_cls: 0.3391, loss: 0.3391, grad_norm: 6.1211 2021-04-26 17:09:31,550 - mmaction - INFO - Epoch [83][60/235] lr: 2.500e-05, eta: 0:47:58, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8930, top5_acc: 0.9844, loss_cls: 0.3748, loss: 0.3748, grad_norm: 6.2100 2021-04-26 17:09:39,677 - mmaction - INFO - Epoch [83][80/235] lr: 2.500e-05, eta: 0:47:42, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.8992, top5_acc: 0.9906, loss_cls: 0.3392, loss: 0.3392, grad_norm: 6.2366 2021-04-26 17:09:47,632 - mmaction - INFO - Epoch [83][100/235] lr: 2.500e-05, eta: 0:47:26, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9914, loss_cls: 0.3480, loss: 0.3480, grad_norm: 6.1327 2021-04-26 17:09:55,759 - mmaction - INFO - Epoch [83][120/235] lr: 2.500e-05, eta: 0:47:10, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9922, loss_cls: 0.3731, loss: 0.3731, grad_norm: 6.3023 2021-04-26 17:10:03,871 - mmaction - INFO - Epoch [83][140/235] lr: 2.500e-05, eta: 0:46:54, time: 0.406, data_time: 0.001, memory: 5699, top1_acc: 0.8883, top5_acc: 0.9906, loss_cls: 0.3748, loss: 0.3748, grad_norm: 6.3453 2021-04-26 17:10:11,994 - mmaction - INFO - Epoch [83][160/235] lr: 2.500e-05, eta: 0:46:38, time: 0.406, data_time: 0.003, memory: 5699, top1_acc: 0.8828, top5_acc: 0.9906, loss_cls: 0.3862, loss: 0.3862, grad_norm: 6.5510 2021-04-26 17:10:20,258 - mmaction - INFO - Epoch [83][180/235] lr: 2.500e-05, eta: 0:46:22, time: 0.413, data_time: 0.009, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9914, loss_cls: 0.3723, loss: 0.3723, grad_norm: 6.2589 2021-04-26 17:10:28,366 - mmaction - INFO - Epoch [83][200/235] lr: 2.500e-05, eta: 0:46:06, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9883, loss_cls: 0.3703, loss: 0.3703, grad_norm: 6.3585 2021-04-26 17:10:36,409 - mmaction - INFO - Epoch [83][220/235] lr: 2.500e-05, eta: 0:45:51, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8852, top5_acc: 0.9875, loss_cls: 0.3595, loss: 0.3595, grad_norm: 6.2257 2021-04-26 17:10:44,666 - mmaction - INFO - Saving checkpoint at 83 epochs 2021-04-26 17:12:26,525 - mmaction - INFO - Epoch [84][20/235] lr: 2.500e-05, eta: 0:45:55, time: 5.069, data_time: 4.600, memory: 5699, top1_acc: 0.9016, top5_acc: 0.9859, loss_cls: 0.3520, loss: 0.3520, grad_norm: 6.0988 2021-04-26 17:12:34,461 - mmaction - INFO - Epoch [84][40/235] lr: 2.500e-05, eta: 0:45:39, time: 0.401, data_time: 0.008, memory: 5699, top1_acc: 0.8945, top5_acc: 0.9891, loss_cls: 0.3634, loss: 0.3634, grad_norm: 6.4776 2021-04-26 17:12:42,495 - mmaction - INFO - Epoch [84][60/235] lr: 2.500e-05, eta: 0:45:23, time: 0.401, data_time: 0.003, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9883, loss_cls: 0.3591, loss: 0.3591, grad_norm: 6.3295 2021-04-26 17:12:50,446 - mmaction - INFO - Epoch [84][80/235] lr: 2.500e-05, eta: 0:45:07, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8852, top5_acc: 0.9898, loss_cls: 0.3724, loss: 0.3724, grad_norm: 6.3820 2021-04-26 17:12:58,392 - mmaction - INFO - Epoch [84][100/235] lr: 2.500e-05, eta: 0:44:51, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.8938, top5_acc: 0.9898, loss_cls: 0.3376, loss: 0.3376, grad_norm: 6.0311 2021-04-26 17:13:06,498 - mmaction - INFO - Epoch [84][120/235] lr: 2.500e-05, eta: 0:44:35, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.8992, top5_acc: 0.9906, loss_cls: 0.3391, loss: 0.3391, grad_norm: 6.0901 2021-04-26 17:13:14,516 - mmaction - INFO - Epoch [84][140/235] lr: 2.500e-05, eta: 0:44:19, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.9016, top5_acc: 0.9961, loss_cls: 0.3140, loss: 0.3140, grad_norm: 5.5092 2021-04-26 17:13:22,641 - mmaction - INFO - Epoch [84][160/235] lr: 2.500e-05, eta: 0:44:04, time: 0.406, data_time: 0.003, memory: 5699, top1_acc: 0.9000, top5_acc: 0.9891, loss_cls: 0.3554, loss: 0.3554, grad_norm: 6.1117 2021-04-26 17:13:30,697 - mmaction - INFO - Epoch [84][180/235] lr: 2.500e-05, eta: 0:43:48, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.9133, top5_acc: 0.9891, loss_cls: 0.3235, loss: 0.3235, grad_norm: 5.6980 2021-04-26 17:13:38,832 - mmaction - INFO - Epoch [84][200/235] lr: 2.500e-05, eta: 0:43:32, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.8812, top5_acc: 0.9898, loss_cls: 0.3868, loss: 0.3868, grad_norm: 6.3720 2021-04-26 17:13:46,951 - mmaction - INFO - Epoch [84][220/235] lr: 2.500e-05, eta: 0:43:16, time: 0.406, data_time: 0.000, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9852, loss_cls: 0.3645, loss: 0.3645, grad_norm: 6.3767 2021-04-26 17:13:54,070 - mmaction - INFO - Saving checkpoint at 84 epochs 2021-04-26 17:15:07,176 - mmaction - INFO - Epoch [85][20/235] lr: 2.500e-05, eta: 0:43:09, time: 3.638, data_time: 3.238, memory: 5699, top1_acc: 0.8992, top5_acc: 0.9914, loss_cls: 0.3269, loss: 0.3269, grad_norm: 6.1855 2021-04-26 17:15:15,194 - mmaction - INFO - Epoch [85][40/235] lr: 2.500e-05, eta: 0:42:53, time: 0.401, data_time: 0.004, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9938, loss_cls: 0.3400, loss: 0.3400, grad_norm: 5.9944 2021-04-26 17:15:23,168 - mmaction - INFO - Epoch [85][60/235] lr: 2.500e-05, eta: 0:42:37, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.9008, top5_acc: 0.9914, loss_cls: 0.3332, loss: 0.3332, grad_norm: 6.0120 2021-04-26 17:15:31,263 - mmaction - INFO - Epoch [85][80/235] lr: 2.500e-05, eta: 0:42:22, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.8969, top5_acc: 0.9891, loss_cls: 0.3309, loss: 0.3309, grad_norm: 6.1853 2021-04-26 17:15:39,304 - mmaction - INFO - Epoch [85][100/235] lr: 2.500e-05, eta: 0:42:06, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8781, top5_acc: 0.9867, loss_cls: 0.3953, loss: 0.3953, grad_norm: 6.7312 2021-04-26 17:15:47,386 - mmaction - INFO - Epoch [85][120/235] lr: 2.500e-05, eta: 0:41:50, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.8891, top5_acc: 0.9891, loss_cls: 0.3716, loss: 0.3716, grad_norm: 6.1847 2021-04-26 17:15:55,387 - mmaction - INFO - Epoch [85][140/235] lr: 2.500e-05, eta: 0:41:34, time: 0.401, data_time: 0.002, memory: 5699, top1_acc: 0.8938, top5_acc: 0.9914, loss_cls: 0.3500, loss: 0.3500, grad_norm: 6.0646 2021-04-26 17:16:03,500 - mmaction - INFO - Epoch [85][160/235] lr: 2.500e-05, eta: 0:41:19, time: 0.406, data_time: 0.002, memory: 5699, top1_acc: 0.8891, top5_acc: 0.9852, loss_cls: 0.3935, loss: 0.3935, grad_norm: 6.7175 2021-04-26 17:16:11,564 - mmaction - INFO - Epoch [85][180/235] lr: 2.500e-05, eta: 0:41:03, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 0.3496, loss: 0.3496, grad_norm: 6.2296 2021-04-26 17:16:19,763 - mmaction - INFO - Epoch [85][200/235] lr: 2.500e-05, eta: 0:40:48, time: 0.409, data_time: 0.003, memory: 5699, top1_acc: 0.9039, top5_acc: 0.9875, loss_cls: 0.3342, loss: 0.3342, grad_norm: 5.8367 2021-04-26 17:16:27,841 - mmaction - INFO - Epoch [85][220/235] lr: 2.500e-05, eta: 0:40:32, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.9094, top5_acc: 0.9961, loss_cls: 0.3351, loss: 0.3351, grad_norm: 6.0661 2021-04-26 17:16:39,716 - mmaction - INFO - Saving checkpoint at 85 epochs 2021-04-26 17:20:01,579 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 17:20:01,649 - mmaction - INFO - top1_acc 0.7020 top5_acc 0.9589 2021-04-26 17:20:01,649 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 17:20:01,675 - mmaction - INFO - mean_acc 0.5683 2021-04-26 17:20:01,675 - mmaction - INFO - Epoch(val) [85][235] top1_acc: 0.7020, top5_acc: 0.9589, mean_class_accuracy: 0.5683 2021-04-26 17:21:26,224 - mmaction - INFO - Epoch [86][20/235] lr: 2.500e-05, eta: 0:40:27, time: 4.226, data_time: 3.735, memory: 5699, top1_acc: 0.9070, top5_acc: 0.9930, loss_cls: 0.3137, loss: 0.3137, grad_norm: 5.9612 2021-04-26 17:21:34,149 - mmaction - INFO - Epoch [86][40/235] lr: 2.500e-05, eta: 0:40:11, time: 0.397, data_time: 0.002, memory: 5699, top1_acc: 0.9039, top5_acc: 0.9945, loss_cls: 0.3161, loss: 0.3161, grad_norm: 5.9025 2021-04-26 17:21:42,225 - mmaction - INFO - Epoch [86][60/235] lr: 2.500e-05, eta: 0:39:56, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.8945, top5_acc: 0.9844, loss_cls: 0.3864, loss: 0.3864, grad_norm: 6.3326 2021-04-26 17:21:50,229 - mmaction - INFO - Epoch [86][80/235] lr: 2.500e-05, eta: 0:39:40, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9906, loss_cls: 0.3561, loss: 0.3561, grad_norm: 6.2367 2021-04-26 17:21:58,191 - mmaction - INFO - Epoch [86][100/235] lr: 2.500e-05, eta: 0:39:24, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8953, top5_acc: 0.9922, loss_cls: 0.3589, loss: 0.3589, grad_norm: 6.4064 2021-04-26 17:22:06,214 - mmaction - INFO - Epoch [86][120/235] lr: 2.500e-05, eta: 0:39:09, time: 0.401, data_time: 0.004, memory: 5699, top1_acc: 0.8883, top5_acc: 0.9906, loss_cls: 0.3699, loss: 0.3699, grad_norm: 6.4694 2021-04-26 17:22:14,160 - mmaction - INFO - Epoch [86][140/235] lr: 2.500e-05, eta: 0:38:53, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.8961, top5_acc: 0.9898, loss_cls: 0.3634, loss: 0.3634, grad_norm: 6.0953 2021-04-26 17:22:22,218 - mmaction - INFO - Epoch [86][160/235] lr: 2.500e-05, eta: 0:38:38, time: 0.403, data_time: 0.004, memory: 5699, top1_acc: 0.8938, top5_acc: 0.9898, loss_cls: 0.3655, loss: 0.3655, grad_norm: 6.3642 2021-04-26 17:22:30,184 - mmaction - INFO - Epoch [86][180/235] lr: 2.500e-05, eta: 0:38:22, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8828, top5_acc: 0.9836, loss_cls: 0.3893, loss: 0.3893, grad_norm: 6.4302 2021-04-26 17:22:38,273 - mmaction - INFO - Epoch [86][200/235] lr: 2.500e-05, eta: 0:38:07, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 0.2982, loss: 0.2982, grad_norm: 5.8497 2021-04-26 17:22:46,268 - mmaction - INFO - Epoch [86][220/235] lr: 2.500e-05, eta: 0:37:52, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8945, top5_acc: 0.9852, loss_cls: 0.3965, loss: 0.3965, grad_norm: 6.6713 2021-04-26 17:22:54,758 - mmaction - INFO - Saving checkpoint at 86 epochs 2021-04-26 17:24:51,800 - mmaction - INFO - Epoch [87][20/235] lr: 2.500e-05, eta: 0:37:54, time: 5.824, data_time: 5.398, memory: 5699, top1_acc: 0.9117, top5_acc: 0.9930, loss_cls: 0.3142, loss: 0.3142, grad_norm: 5.8307 2021-04-26 17:24:59,824 - mmaction - INFO - Epoch [87][40/235] lr: 2.500e-05, eta: 0:37:38, time: 0.401, data_time: 0.005, memory: 5699, top1_acc: 0.9047, top5_acc: 0.9906, loss_cls: 0.3273, loss: 0.3273, grad_norm: 6.1149 2021-04-26 17:25:07,801 - mmaction - INFO - Epoch [87][60/235] lr: 2.500e-05, eta: 0:37:23, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8883, top5_acc: 0.9930, loss_cls: 0.3772, loss: 0.3772, grad_norm: 6.5976 2021-04-26 17:25:15,771 - mmaction - INFO - Epoch [87][80/235] lr: 2.500e-05, eta: 0:37:07, time: 0.399, data_time: 0.002, memory: 5699, top1_acc: 0.9039, top5_acc: 0.9906, loss_cls: 0.3414, loss: 0.3414, grad_norm: 6.2378 2021-04-26 17:25:23,706 - mmaction - INFO - Epoch [87][100/235] lr: 2.500e-05, eta: 0:36:52, time: 0.396, data_time: 0.001, memory: 5699, top1_acc: 0.8938, top5_acc: 0.9867, loss_cls: 0.3612, loss: 0.3612, grad_norm: 6.2047 2021-04-26 17:25:31,695 - mmaction - INFO - Epoch [87][120/235] lr: 2.500e-05, eta: 0:36:36, time: 0.400, data_time: 0.003, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9930, loss_cls: 0.3583, loss: 0.3583, grad_norm: 6.2668 2021-04-26 17:25:39,649 - mmaction - INFO - Epoch [87][140/235] lr: 2.500e-05, eta: 0:36:21, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8953, top5_acc: 0.9867, loss_cls: 0.3527, loss: 0.3527, grad_norm: 6.1969 2021-04-26 17:25:47,767 - mmaction - INFO - Epoch [87][160/235] lr: 2.500e-05, eta: 0:36:05, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.9086, top5_acc: 0.9930, loss_cls: 0.3150, loss: 0.3150, grad_norm: 5.8740 2021-04-26 17:25:55,790 - mmaction - INFO - Epoch [87][180/235] lr: 2.500e-05, eta: 0:35:50, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.9062, top5_acc: 0.9922, loss_cls: 0.3130, loss: 0.3130, grad_norm: 5.7489 2021-04-26 17:26:03,957 - mmaction - INFO - Epoch [87][200/235] lr: 2.500e-05, eta: 0:35:35, time: 0.409, data_time: 0.004, memory: 5699, top1_acc: 0.8984, top5_acc: 0.9883, loss_cls: 0.3614, loss: 0.3614, grad_norm: 6.1400 2021-04-26 17:26:12,034 - mmaction - INFO - Epoch [87][220/235] lr: 2.500e-05, eta: 0:35:19, time: 0.404, data_time: 0.000, memory: 5699, top1_acc: 0.9148, top5_acc: 0.9883, loss_cls: 0.3157, loss: 0.3157, grad_norm: 5.5833 2021-04-26 17:26:20,617 - mmaction - INFO - Saving checkpoint at 87 epochs 2021-04-26 17:28:32,356 - mmaction - INFO - Epoch [88][20/235] lr: 2.500e-05, eta: 0:35:23, time: 6.542, data_time: 6.100, memory: 5699, top1_acc: 0.8820, top5_acc: 0.9906, loss_cls: 0.3645, loss: 0.3645, grad_norm: 6.2855 2021-04-26 17:28:40,354 - mmaction - INFO - Epoch [88][40/235] lr: 2.500e-05, eta: 0:35:07, time: 0.405, data_time: 0.008, memory: 5699, top1_acc: 0.8938, top5_acc: 0.9859, loss_cls: 0.3911, loss: 0.3911, grad_norm: 6.4677 2021-04-26 17:28:48,335 - mmaction - INFO - Epoch [88][60/235] lr: 2.500e-05, eta: 0:34:52, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8930, top5_acc: 0.9930, loss_cls: 0.3280, loss: 0.3280, grad_norm: 6.2145 2021-04-26 17:28:56,368 - mmaction - INFO - Epoch [88][80/235] lr: 2.500e-05, eta: 0:34:36, time: 0.402, data_time: 0.003, memory: 5699, top1_acc: 0.9078, top5_acc: 0.9914, loss_cls: 0.3412, loss: 0.3412, grad_norm: 6.2684 2021-04-26 17:29:04,298 - mmaction - INFO - Epoch [88][100/235] lr: 2.500e-05, eta: 0:34:21, time: 0.396, data_time: 0.000, memory: 5699, top1_acc: 0.9031, top5_acc: 0.9852, loss_cls: 0.3525, loss: 0.3525, grad_norm: 6.4431 2021-04-26 17:29:12,331 - mmaction - INFO - Epoch [88][120/235] lr: 2.500e-05, eta: 0:34:05, time: 0.402, data_time: 0.004, memory: 5699, top1_acc: 0.8758, top5_acc: 0.9883, loss_cls: 0.4183, loss: 0.4183, grad_norm: 6.8263 2021-04-26 17:29:20,277 - mmaction - INFO - Epoch [88][140/235] lr: 2.500e-05, eta: 0:33:50, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.9023, top5_acc: 0.9883, loss_cls: 0.3452, loss: 0.3452, grad_norm: 6.2228 2021-04-26 17:29:28,362 - mmaction - INFO - Epoch [88][160/235] lr: 2.500e-05, eta: 0:33:34, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.8914, top5_acc: 0.9922, loss_cls: 0.3498, loss: 0.3498, grad_norm: 6.3843 2021-04-26 17:29:36,402 - mmaction - INFO - Epoch [88][180/235] lr: 2.500e-05, eta: 0:33:19, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8961, top5_acc: 0.9930, loss_cls: 0.3300, loss: 0.3300, grad_norm: 6.1077 2021-04-26 17:29:44,601 - mmaction - INFO - Epoch [88][200/235] lr: 2.500e-05, eta: 0:33:04, time: 0.410, data_time: 0.004, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9891, loss_cls: 0.3528, loss: 0.3528, grad_norm: 6.1798 2021-04-26 17:29:52,627 - mmaction - INFO - Epoch [88][220/235] lr: 2.500e-05, eta: 0:32:49, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9859, loss_cls: 0.3556, loss: 0.3556, grad_norm: 5.9314 2021-04-26 17:30:02,229 - mmaction - INFO - Saving checkpoint at 88 epochs 2021-04-26 17:31:27,395 - mmaction - INFO - Epoch [89][20/235] lr: 2.500e-05, eta: 0:32:38, time: 4.198, data_time: 3.608, memory: 5699, top1_acc: 0.9102, top5_acc: 0.9930, loss_cls: 0.3327, loss: 0.3327, grad_norm: 6.1049 2021-04-26 17:31:35,452 - mmaction - INFO - Epoch [89][40/235] lr: 2.500e-05, eta: 0:32:23, time: 0.403, data_time: 0.005, memory: 5699, top1_acc: 0.8969, top5_acc: 0.9891, loss_cls: 0.3474, loss: 0.3474, grad_norm: 6.1161 2021-04-26 17:31:43,384 - mmaction - INFO - Epoch [89][60/235] lr: 2.500e-05, eta: 0:32:07, time: 0.396, data_time: 0.001, memory: 5699, top1_acc: 0.8703, top5_acc: 0.9859, loss_cls: 0.4279, loss: 0.4279, grad_norm: 6.7879 2021-04-26 17:31:51,428 - mmaction - INFO - Epoch [89][80/235] lr: 2.500e-05, eta: 0:31:52, time: 0.402, data_time: 0.004, memory: 5699, top1_acc: 0.9047, top5_acc: 0.9867, loss_cls: 0.3495, loss: 0.3495, grad_norm: 6.2275 2021-04-26 17:31:59,392 - mmaction - INFO - Epoch [89][100/235] lr: 2.500e-05, eta: 0:31:37, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8984, top5_acc: 0.9906, loss_cls: 0.3524, loss: 0.3524, grad_norm: 6.4015 2021-04-26 17:32:07,490 - mmaction - INFO - Epoch [89][120/235] lr: 2.500e-05, eta: 0:31:22, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.8992, top5_acc: 0.9922, loss_cls: 0.3437, loss: 0.3437, grad_norm: 6.1987 2021-04-26 17:32:15,536 - mmaction - INFO - Epoch [89][140/235] lr: 2.500e-05, eta: 0:31:06, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8945, top5_acc: 0.9883, loss_cls: 0.3486, loss: 0.3486, grad_norm: 6.2114 2021-04-26 17:32:23,694 - mmaction - INFO - Epoch [89][160/235] lr: 2.500e-05, eta: 0:30:51, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.9078, top5_acc: 0.9906, loss_cls: 0.3328, loss: 0.3328, grad_norm: 6.0972 2021-04-26 17:32:31,806 - mmaction - INFO - Epoch [89][180/235] lr: 2.500e-05, eta: 0:30:36, time: 0.406, data_time: 0.001, memory: 5699, top1_acc: 0.8961, top5_acc: 0.9891, loss_cls: 0.3653, loss: 0.3653, grad_norm: 6.4626 2021-04-26 17:32:39,858 - mmaction - INFO - Epoch [89][200/235] lr: 2.500e-05, eta: 0:30:21, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.8930, top5_acc: 0.9930, loss_cls: 0.3715, loss: 0.3715, grad_norm: 6.4349 2021-04-26 17:32:47,974 - mmaction - INFO - Epoch [89][220/235] lr: 2.500e-05, eta: 0:30:06, time: 0.405, data_time: 0.000, memory: 5699, top1_acc: 0.8891, top5_acc: 0.9930, loss_cls: 0.3671, loss: 0.3671, grad_norm: 6.2104 2021-04-26 17:32:55,198 - mmaction - INFO - Saving checkpoint at 89 epochs 2021-04-26 17:34:19,147 - mmaction - INFO - Epoch [90][20/235] lr: 2.500e-05, eta: 0:29:54, time: 4.167, data_time: 3.745, memory: 5699, top1_acc: 0.9023, top5_acc: 0.9945, loss_cls: 0.3372, loss: 0.3372, grad_norm: 6.0963 2021-04-26 17:34:27,138 - mmaction - INFO - Epoch [90][40/235] lr: 2.500e-05, eta: 0:29:38, time: 0.400, data_time: 0.002, memory: 5699, top1_acc: 0.8938, top5_acc: 0.9891, loss_cls: 0.3677, loss: 0.3677, grad_norm: 6.1955 2021-04-26 17:34:35,178 - mmaction - INFO - Epoch [90][60/235] lr: 2.500e-05, eta: 0:29:23, time: 0.402, data_time: 0.003, memory: 5699, top1_acc: 0.8930, top5_acc: 0.9852, loss_cls: 0.3937, loss: 0.3937, grad_norm: 6.6590 2021-04-26 17:34:43,140 - mmaction - INFO - Epoch [90][80/235] lr: 2.500e-05, eta: 0:29:08, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8922, top5_acc: 0.9875, loss_cls: 0.3637, loss: 0.3637, grad_norm: 6.5782 2021-04-26 17:34:51,071 - mmaction - INFO - Epoch [90][100/235] lr: 2.500e-05, eta: 0:28:53, time: 0.396, data_time: 0.000, memory: 5699, top1_acc: 0.8945, top5_acc: 0.9898, loss_cls: 0.3624, loss: 0.3624, grad_norm: 6.2571 2021-04-26 17:34:59,136 - mmaction - INFO - Epoch [90][120/235] lr: 2.500e-05, eta: 0:28:38, time: 0.403, data_time: 0.004, memory: 5699, top1_acc: 0.9117, top5_acc: 0.9906, loss_cls: 0.3213, loss: 0.3213, grad_norm: 5.7305 2021-04-26 17:35:07,243 - mmaction - INFO - Epoch [90][140/235] lr: 2.500e-05, eta: 0:28:23, time: 0.405, data_time: 0.002, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9891, loss_cls: 0.3345, loss: 0.3345, grad_norm: 5.9823 2021-04-26 17:35:15,348 - mmaction - INFO - Epoch [90][160/235] lr: 2.500e-05, eta: 0:28:08, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.8914, top5_acc: 0.9844, loss_cls: 0.3708, loss: 0.3708, grad_norm: 6.1474 2021-04-26 17:35:23,473 - mmaction - INFO - Epoch [90][180/235] lr: 2.500e-05, eta: 0:27:53, time: 0.406, data_time: 0.001, memory: 5699, top1_acc: 0.8906, top5_acc: 0.9891, loss_cls: 0.3586, loss: 0.3586, grad_norm: 6.2325 2021-04-26 17:35:31,690 - mmaction - INFO - Epoch [90][200/235] lr: 2.500e-05, eta: 0:27:38, time: 0.411, data_time: 0.003, memory: 5699, top1_acc: 0.8891, top5_acc: 0.9883, loss_cls: 0.3655, loss: 0.3655, grad_norm: 6.5815 2021-04-26 17:35:39,721 - mmaction - INFO - Epoch [90][220/235] lr: 2.500e-05, eta: 0:27:23, time: 0.401, data_time: 0.000, memory: 5699, top1_acc: 0.9016, top5_acc: 0.9961, loss_cls: 0.3332, loss: 0.3332, grad_norm: 6.1926 2021-04-26 17:35:47,984 - mmaction - INFO - Saving checkpoint at 90 epochs 2021-04-26 17:37:17,027 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 17:37:17,104 - mmaction - INFO - top1_acc 0.7066 top5_acc 0.9558 2021-04-26 17:37:17,105 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 17:37:17,145 - mmaction - INFO - mean_acc 0.5871 2021-04-26 17:37:17,146 - mmaction - INFO - Epoch(val) [90][235] top1_acc: 0.7066, top5_acc: 0.9558, mean_class_accuracy: 0.5871 2021-04-26 17:38:32,345 - mmaction - INFO - Epoch [91][20/235] lr: 2.500e-05, eta: 0:27:08, time: 3.760, data_time: 3.359, memory: 5699, top1_acc: 0.8922, top5_acc: 0.9891, loss_cls: 0.3852, loss: 0.3852, grad_norm: 6.3230 2021-04-26 17:38:40,319 - mmaction - INFO - Epoch [91][40/235] lr: 2.500e-05, eta: 0:26:53, time: 0.399, data_time: 0.004, memory: 5699, top1_acc: 0.9000, top5_acc: 0.9922, loss_cls: 0.3219, loss: 0.3219, grad_norm: 6.0785 2021-04-26 17:38:48,232 - mmaction - INFO - Epoch [91][60/235] lr: 2.500e-05, eta: 0:26:38, time: 0.395, data_time: 0.001, memory: 5699, top1_acc: 0.8914, top5_acc: 0.9891, loss_cls: 0.3708, loss: 0.3708, grad_norm: 6.1313 2021-04-26 17:38:56,213 - mmaction - INFO - Epoch [91][80/235] lr: 2.500e-05, eta: 0:26:22, time: 0.399, data_time: 0.004, memory: 5699, top1_acc: 0.8891, top5_acc: 0.9859, loss_cls: 0.3867, loss: 0.3867, grad_norm: 6.8482 2021-04-26 17:39:04,164 - mmaction - INFO - Epoch [91][100/235] lr: 2.500e-05, eta: 0:26:07, time: 0.398, data_time: 0.000, memory: 5699, top1_acc: 0.9047, top5_acc: 0.9906, loss_cls: 0.3337, loss: 0.3337, grad_norm: 6.0942 2021-04-26 17:39:12,221 - mmaction - INFO - Epoch [91][120/235] lr: 2.500e-05, eta: 0:25:52, time: 0.403, data_time: 0.004, memory: 5699, top1_acc: 0.9055, top5_acc: 0.9914, loss_cls: 0.3264, loss: 0.3264, grad_norm: 5.9750 2021-04-26 17:39:20,164 - mmaction - INFO - Epoch [91][140/235] lr: 2.500e-05, eta: 0:25:38, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.9039, top5_acc: 0.9891, loss_cls: 0.3225, loss: 0.3225, grad_norm: 5.7933 2021-04-26 17:39:28,191 - mmaction - INFO - Epoch [91][160/235] lr: 2.500e-05, eta: 0:25:23, time: 0.402, data_time: 0.004, memory: 5699, top1_acc: 0.8992, top5_acc: 0.9883, loss_cls: 0.3577, loss: 0.3577, grad_norm: 6.2238 2021-04-26 17:39:36,219 - mmaction - INFO - Epoch [91][180/235] lr: 2.500e-05, eta: 0:25:08, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8758, top5_acc: 0.9891, loss_cls: 0.3705, loss: 0.3705, grad_norm: 6.5100 2021-04-26 17:39:44,365 - mmaction - INFO - Epoch [91][200/235] lr: 2.500e-05, eta: 0:24:53, time: 0.408, data_time: 0.003, memory: 5699, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 0.3810, loss: 0.3810, grad_norm: 6.6440 2021-04-26 17:39:52,372 - mmaction - INFO - Epoch [91][220/235] lr: 2.500e-05, eta: 0:24:38, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8953, top5_acc: 0.9883, loss_cls: 0.3598, loss: 0.3598, grad_norm: 6.4325 2021-04-26 17:39:59,561 - mmaction - INFO - Saving checkpoint at 91 epochs 2021-04-26 17:41:17,708 - mmaction - INFO - Epoch [92][20/235] lr: 2.500e-05, eta: 0:24:22, time: 3.892, data_time: 3.488, memory: 5699, top1_acc: 0.8930, top5_acc: 0.9812, loss_cls: 0.3796, loss: 0.3796, grad_norm: 6.2727 2021-04-26 17:41:25,758 - mmaction - INFO - Epoch [92][40/235] lr: 2.500e-05, eta: 0:24:07, time: 0.402, data_time: 0.003, memory: 5699, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.3400, loss: 0.3400, grad_norm: 6.1519 2021-04-26 17:41:33,661 - mmaction - INFO - Epoch [92][60/235] lr: 2.500e-05, eta: 0:23:53, time: 0.395, data_time: 0.001, memory: 5699, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.3590, loss: 0.3590, grad_norm: 6.1573 2021-04-26 17:41:41,718 - mmaction - INFO - Epoch [92][80/235] lr: 2.500e-05, eta: 0:23:38, time: 0.403, data_time: 0.003, memory: 5699, top1_acc: 0.8992, top5_acc: 0.9898, loss_cls: 0.3491, loss: 0.3491, grad_norm: 6.1576 2021-04-26 17:41:49,718 - mmaction - INFO - Epoch [92][100/235] lr: 2.500e-05, eta: 0:23:23, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8961, top5_acc: 0.9922, loss_cls: 0.3423, loss: 0.3423, grad_norm: 6.1740 2021-04-26 17:41:57,776 - mmaction - INFO - Epoch [92][120/235] lr: 2.500e-05, eta: 0:23:08, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8930, top5_acc: 0.9938, loss_cls: 0.3614, loss: 0.3614, grad_norm: 6.3021 2021-04-26 17:42:05,822 - mmaction - INFO - Epoch [92][140/235] lr: 2.500e-05, eta: 0:22:53, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.8891, top5_acc: 0.9922, loss_cls: 0.3654, loss: 0.3654, grad_norm: 6.4165 2021-04-26 17:42:13,865 - mmaction - INFO - Epoch [92][160/235] lr: 2.500e-05, eta: 0:22:38, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9906, loss_cls: 0.3401, loss: 0.3401, grad_norm: 5.9718 2021-04-26 17:42:21,887 - mmaction - INFO - Epoch [92][180/235] lr: 2.500e-05, eta: 0:22:24, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9898, loss_cls: 0.3727, loss: 0.3727, grad_norm: 6.4938 2021-04-26 17:42:30,007 - mmaction - INFO - Epoch [92][200/235] lr: 2.500e-05, eta: 0:22:09, time: 0.406, data_time: 0.002, memory: 5699, top1_acc: 0.8875, top5_acc: 0.9867, loss_cls: 0.3846, loss: 0.3846, grad_norm: 6.2056 2021-04-26 17:42:38,067 - mmaction - INFO - Epoch [92][220/235] lr: 2.500e-05, eta: 0:21:54, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.8930, top5_acc: 0.9914, loss_cls: 0.3596, loss: 0.3596, grad_norm: 6.5388 2021-04-26 17:42:45,125 - mmaction - INFO - Saving checkpoint at 92 epochs 2021-04-26 17:44:14,682 - mmaction - INFO - Epoch [93][20/235] lr: 2.500e-05, eta: 0:21:39, time: 4.457, data_time: 4.035, memory: 5699, top1_acc: 0.8969, top5_acc: 0.9914, loss_cls: 0.3310, loss: 0.3310, grad_norm: 6.0503 2021-04-26 17:44:22,709 - mmaction - INFO - Epoch [93][40/235] lr: 2.500e-05, eta: 0:21:24, time: 0.401, data_time: 0.005, memory: 5699, top1_acc: 0.8766, top5_acc: 0.9922, loss_cls: 0.3823, loss: 0.3823, grad_norm: 6.4859 2021-04-26 17:44:30,655 - mmaction - INFO - Epoch [93][60/235] lr: 2.500e-05, eta: 0:21:09, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.8953, top5_acc: 0.9906, loss_cls: 0.3353, loss: 0.3353, grad_norm: 6.0696 2021-04-26 17:44:38,695 - mmaction - INFO - Epoch [93][80/235] lr: 2.500e-05, eta: 0:20:55, time: 0.402, data_time: 0.003, memory: 5699, top1_acc: 0.8852, top5_acc: 0.9914, loss_cls: 0.3793, loss: 0.3793, grad_norm: 6.7060 2021-04-26 17:44:46,621 - mmaction - INFO - Epoch [93][100/235] lr: 2.500e-05, eta: 0:20:40, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.8930, top5_acc: 0.9938, loss_cls: 0.3561, loss: 0.3561, grad_norm: 6.2328 2021-04-26 17:44:54,682 - mmaction - INFO - Epoch [93][120/235] lr: 2.500e-05, eta: 0:20:25, time: 0.403, data_time: 0.002, memory: 5699, top1_acc: 0.8969, top5_acc: 0.9859, loss_cls: 0.3516, loss: 0.3516, grad_norm: 6.2927 2021-04-26 17:45:02,710 - mmaction - INFO - Epoch [93][140/235] lr: 2.500e-05, eta: 0:20:10, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9914, loss_cls: 0.3742, loss: 0.3742, grad_norm: 6.3398 2021-04-26 17:45:10,693 - mmaction - INFO - Epoch [93][160/235] lr: 2.500e-05, eta: 0:19:56, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.9023, top5_acc: 0.9898, loss_cls: 0.3411, loss: 0.3411, grad_norm: 6.0117 2021-04-26 17:45:18,787 - mmaction - INFO - Epoch [93][180/235] lr: 2.500e-05, eta: 0:19:41, time: 0.403, data_time: 0.000, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9914, loss_cls: 0.3349, loss: 0.3349, grad_norm: 6.3287 2021-04-26 17:45:26,867 - mmaction - INFO - Epoch [93][200/235] lr: 2.500e-05, eta: 0:19:26, time: 0.406, data_time: 0.003, memory: 5699, top1_acc: 0.8867, top5_acc: 0.9922, loss_cls: 0.3665, loss: 0.3665, grad_norm: 6.7485 2021-04-26 17:45:34,904 - mmaction - INFO - Epoch [93][220/235] lr: 2.500e-05, eta: 0:19:12, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8875, top5_acc: 0.9852, loss_cls: 0.3674, loss: 0.3674, grad_norm: 6.2619 2021-04-26 17:45:42,452 - mmaction - INFO - Saving checkpoint at 93 epochs 2021-04-26 17:46:58,967 - mmaction - INFO - Epoch [94][20/235] lr: 2.500e-05, eta: 0:18:54, time: 3.793, data_time: 3.379, memory: 5699, top1_acc: 0.9070, top5_acc: 0.9961, loss_cls: 0.3073, loss: 0.3073, grad_norm: 5.8933 2021-04-26 17:47:06,997 - mmaction - INFO - Epoch [94][40/235] lr: 2.500e-05, eta: 0:18:39, time: 0.402, data_time: 0.005, memory: 5699, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 0.3246, loss: 0.3246, grad_norm: 5.7513 2021-04-26 17:47:14,924 - mmaction - INFO - Epoch [94][60/235] lr: 2.500e-05, eta: 0:18:25, time: 0.396, data_time: 0.001, memory: 5699, top1_acc: 0.8906, top5_acc: 0.9922, loss_cls: 0.3707, loss: 0.3707, grad_norm: 6.3928 2021-04-26 17:47:23,061 - mmaction - INFO - Epoch [94][80/235] lr: 2.500e-05, eta: 0:18:10, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.9016, top5_acc: 0.9914, loss_cls: 0.3478, loss: 0.3478, grad_norm: 6.2776 2021-04-26 17:47:31,083 - mmaction - INFO - Epoch [94][100/235] lr: 2.500e-05, eta: 0:17:55, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8789, top5_acc: 0.9836, loss_cls: 0.3958, loss: 0.3958, grad_norm: 6.5190 2021-04-26 17:47:39,185 - mmaction - INFO - Epoch [94][120/235] lr: 2.500e-05, eta: 0:17:41, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.8930, top5_acc: 0.9922, loss_cls: 0.3512, loss: 0.3512, grad_norm: 6.2880 2021-04-26 17:47:47,191 - mmaction - INFO - Epoch [94][140/235] lr: 2.500e-05, eta: 0:17:26, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8953, top5_acc: 0.9875, loss_cls: 0.3455, loss: 0.3455, grad_norm: 6.1186 2021-04-26 17:47:55,348 - mmaction - INFO - Epoch [94][160/235] lr: 2.500e-05, eta: 0:17:12, time: 0.408, data_time: 0.004, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9914, loss_cls: 0.3802, loss: 0.3802, grad_norm: 6.4264 2021-04-26 17:48:03,468 - mmaction - INFO - Epoch [94][180/235] lr: 2.500e-05, eta: 0:16:57, time: 0.406, data_time: 0.001, memory: 5699, top1_acc: 0.8953, top5_acc: 0.9906, loss_cls: 0.3554, loss: 0.3554, grad_norm: 6.3377 2021-04-26 17:48:11,605 - mmaction - INFO - Epoch [94][200/235] lr: 2.500e-05, eta: 0:16:43, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9922, loss_cls: 0.3391, loss: 0.3391, grad_norm: 6.2051 2021-04-26 17:48:19,640 - mmaction - INFO - Epoch [94][220/235] lr: 2.500e-05, eta: 0:16:28, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8891, top5_acc: 0.9922, loss_cls: 0.3721, loss: 0.3721, grad_norm: 6.1268 2021-04-26 17:48:29,570 - mmaction - INFO - Saving checkpoint at 94 epochs 2021-04-26 17:50:39,615 - mmaction - INFO - Epoch [95][20/235] lr: 2.500e-05, eta: 0:16:15, time: 6.460, data_time: 6.059, memory: 5699, top1_acc: 0.8969, top5_acc: 0.9914, loss_cls: 0.3606, loss: 0.3606, grad_norm: 6.3220 2021-04-26 17:50:47,680 - mmaction - INFO - Epoch [95][40/235] lr: 2.500e-05, eta: 0:16:00, time: 0.404, data_time: 0.005, memory: 5699, top1_acc: 0.9125, top5_acc: 0.9930, loss_cls: 0.3148, loss: 0.3148, grad_norm: 5.8518 2021-04-26 17:50:55,682 - mmaction - INFO - Epoch [95][60/235] lr: 2.500e-05, eta: 0:15:45, time: 0.400, data_time: 0.002, memory: 5699, top1_acc: 0.8891, top5_acc: 0.9883, loss_cls: 0.3795, loss: 0.3795, grad_norm: 6.5559 2021-04-26 17:51:03,700 - mmaction - INFO - Epoch [95][80/235] lr: 2.500e-05, eta: 0:15:31, time: 0.401, data_time: 0.002, memory: 5699, top1_acc: 0.8930, top5_acc: 0.9906, loss_cls: 0.3544, loss: 0.3544, grad_norm: 6.3178 2021-04-26 17:51:11,621 - mmaction - INFO - Epoch [95][100/235] lr: 2.500e-05, eta: 0:15:16, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.8969, top5_acc: 0.9945, loss_cls: 0.3459, loss: 0.3459, grad_norm: 6.6547 2021-04-26 17:51:19,725 - mmaction - INFO - Epoch [95][120/235] lr: 2.500e-05, eta: 0:15:02, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9883, loss_cls: 0.3736, loss: 0.3736, grad_norm: 6.3954 2021-04-26 17:51:27,726 - mmaction - INFO - Epoch [95][140/235] lr: 2.500e-05, eta: 0:14:47, time: 0.400, data_time: 0.000, memory: 5699, top1_acc: 0.8875, top5_acc: 0.9914, loss_cls: 0.3529, loss: 0.3529, grad_norm: 6.2491 2021-04-26 17:51:35,883 - mmaction - INFO - Epoch [95][160/235] lr: 2.500e-05, eta: 0:14:33, time: 0.408, data_time: 0.003, memory: 5699, top1_acc: 0.9047, top5_acc: 0.9930, loss_cls: 0.3321, loss: 0.3321, grad_norm: 6.1140 2021-04-26 17:51:43,924 - mmaction - INFO - Epoch [95][180/235] lr: 2.500e-05, eta: 0:14:18, time: 0.401, data_time: 0.001, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9883, loss_cls: 0.3836, loss: 0.3836, grad_norm: 6.2965 2021-04-26 17:51:52,055 - mmaction - INFO - Epoch [95][200/235] lr: 2.500e-05, eta: 0:14:04, time: 0.407, data_time: 0.004, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9914, loss_cls: 0.3626, loss: 0.3626, grad_norm: 6.5275 2021-04-26 17:52:00,069 - mmaction - INFO - Epoch [95][220/235] lr: 2.500e-05, eta: 0:13:49, time: 0.401, data_time: 0.000, memory: 5699, top1_acc: 0.9008, top5_acc: 0.9875, loss_cls: 0.3591, loss: 0.3591, grad_norm: 6.3697 2021-04-26 17:52:07,811 - mmaction - INFO - Saving checkpoint at 95 epochs 2021-04-26 17:53:44,077 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 17:53:44,148 - mmaction - INFO - top1_acc 0.6964 top5_acc 0.9548 2021-04-26 17:53:44,148 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 17:53:44,190 - mmaction - INFO - mean_acc 0.5699 2021-04-26 17:53:44,191 - mmaction - INFO - Epoch(val) [95][235] top1_acc: 0.6964, top5_acc: 0.9548, mean_class_accuracy: 0.5699 2021-04-26 17:55:07,426 - mmaction - INFO - Epoch [96][20/235] lr: 2.500e-05, eta: 0:13:30, time: 4.160, data_time: 3.688, memory: 5699, top1_acc: 0.8938, top5_acc: 0.9883, loss_cls: 0.3689, loss: 0.3689, grad_norm: 6.6464 2021-04-26 17:55:15,487 - mmaction - INFO - Epoch [96][40/235] lr: 2.500e-05, eta: 0:13:15, time: 0.405, data_time: 0.008, memory: 5699, top1_acc: 0.8984, top5_acc: 0.9914, loss_cls: 0.3356, loss: 0.3356, grad_norm: 6.3009 2021-04-26 17:55:23,427 - mmaction - INFO - Epoch [96][60/235] lr: 2.500e-05, eta: 0:13:01, time: 0.397, data_time: 0.000, memory: 5699, top1_acc: 0.9039, top5_acc: 0.9883, loss_cls: 0.3444, loss: 0.3444, grad_norm: 5.9524 2021-04-26 17:55:31,459 - mmaction - INFO - Epoch [96][80/235] lr: 2.500e-05, eta: 0:12:46, time: 0.402, data_time: 0.003, memory: 5699, top1_acc: 0.8859, top5_acc: 0.9930, loss_cls: 0.3749, loss: 0.3749, grad_norm: 6.4192 2021-04-26 17:55:39,415 - mmaction - INFO - Epoch [96][100/235] lr: 2.500e-05, eta: 0:12:32, time: 0.398, data_time: 0.001, memory: 5699, top1_acc: 0.9062, top5_acc: 0.9883, loss_cls: 0.3406, loss: 0.3406, grad_norm: 5.8863 2021-04-26 17:55:47,433 - mmaction - INFO - Epoch [96][120/235] lr: 2.500e-05, eta: 0:12:17, time: 0.400, data_time: 0.004, memory: 5699, top1_acc: 0.9039, top5_acc: 0.9906, loss_cls: 0.3374, loss: 0.3374, grad_norm: 6.2597 2021-04-26 17:55:55,424 - mmaction - INFO - Epoch [96][140/235] lr: 2.500e-05, eta: 0:12:03, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9891, loss_cls: 0.3641, loss: 0.3641, grad_norm: 6.2879 2021-04-26 17:56:03,480 - mmaction - INFO - Epoch [96][160/235] lr: 2.500e-05, eta: 0:11:48, time: 0.403, data_time: 0.004, memory: 5699, top1_acc: 0.8930, top5_acc: 0.9859, loss_cls: 0.3694, loss: 0.3694, grad_norm: 6.4184 2021-04-26 17:56:11,446 - mmaction - INFO - Epoch [96][180/235] lr: 2.500e-05, eta: 0:11:34, time: 0.399, data_time: 0.001, memory: 5699, top1_acc: 0.8953, top5_acc: 0.9898, loss_cls: 0.3475, loss: 0.3475, grad_norm: 6.0977 2021-04-26 17:56:19,598 - mmaction - INFO - Epoch [96][200/235] lr: 2.500e-05, eta: 0:11:20, time: 0.407, data_time: 0.003, memory: 5699, top1_acc: 0.9102, top5_acc: 0.9930, loss_cls: 0.3096, loss: 0.3096, grad_norm: 5.4861 2021-04-26 17:56:27,733 - mmaction - INFO - Epoch [96][220/235] lr: 2.500e-05, eta: 0:11:05, time: 0.407, data_time: 0.001, memory: 5699, top1_acc: 0.8969, top5_acc: 0.9930, loss_cls: 0.3128, loss: 0.3128, grad_norm: 5.8181 2021-04-26 17:56:39,873 - mmaction - INFO - Saving checkpoint at 96 epochs 2021-04-26 18:00:06,295 - mmaction - INFO - Epoch [97][20/235] lr: 2.500e-05, eta: 0:10:53, time: 10.279, data_time: 9.550, memory: 5699, top1_acc: 0.8984, top5_acc: 0.9945, loss_cls: 0.3468, loss: 0.3468, grad_norm: 6.3977 2021-04-26 18:00:40,190 - mmaction - INFO - Epoch [97][40/235] lr: 2.500e-05, eta: 0:10:40, time: 1.714, data_time: 1.320, memory: 5699, top1_acc: 0.9023, top5_acc: 0.9922, loss_cls: 0.3499, loss: 0.3499, grad_norm: 5.9822 2021-04-26 18:00:48,163 - mmaction - INFO - Epoch [97][60/235] lr: 2.500e-05, eta: 0:10:25, time: 0.399, data_time: 0.004, memory: 5699, top1_acc: 0.9070, top5_acc: 0.9883, loss_cls: 0.3316, loss: 0.3316, grad_norm: 5.8044 2021-04-26 18:00:56,143 - mmaction - INFO - Epoch [97][80/235] lr: 2.500e-05, eta: 0:10:11, time: 0.399, data_time: 0.000, memory: 5699, top1_acc: 0.9000, top5_acc: 0.9953, loss_cls: 0.3309, loss: 0.3309, grad_norm: 6.0603 2021-04-26 18:01:04,183 - mmaction - INFO - Epoch [97][100/235] lr: 2.500e-05, eta: 0:09:56, time: 0.402, data_time: 0.003, memory: 5699, top1_acc: 0.9000, top5_acc: 0.9898, loss_cls: 0.3496, loss: 0.3496, grad_norm: 6.0411 2021-04-26 18:01:12,172 - mmaction - INFO - Epoch [97][120/235] lr: 2.500e-05, eta: 0:09:42, time: 0.399, data_time: 0.000, memory: 5699, top1_acc: 0.9078, top5_acc: 0.9906, loss_cls: 0.3397, loss: 0.3397, grad_norm: 6.0279 2021-04-26 18:01:20,288 - mmaction - INFO - Epoch [97][140/235] lr: 2.500e-05, eta: 0:09:27, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.8953, top5_acc: 0.9930, loss_cls: 0.3650, loss: 0.3650, grad_norm: 6.5445 2021-04-26 18:01:28,369 - mmaction - INFO - Epoch [97][160/235] lr: 2.500e-05, eta: 0:09:12, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.8961, top5_acc: 0.9961, loss_cls: 0.3202, loss: 0.3202, grad_norm: 6.2213 2021-04-26 18:01:36,523 - mmaction - INFO - Epoch [97][180/235] lr: 2.500e-05, eta: 0:08:58, time: 0.408, data_time: 0.003, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9875, loss_cls: 0.3404, loss: 0.3404, grad_norm: 6.1291 2021-04-26 18:01:44,573 - mmaction - INFO - Epoch [97][200/235] lr: 2.500e-05, eta: 0:08:43, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.8875, top5_acc: 0.9898, loss_cls: 0.3799, loss: 0.3799, grad_norm: 6.4389 2021-04-26 18:01:52,774 - mmaction - INFO - Epoch [97][220/235] lr: 2.500e-05, eta: 0:08:29, time: 0.410, data_time: 0.004, memory: 5699, top1_acc: 0.8914, top5_acc: 0.9930, loss_cls: 0.3415, loss: 0.3415, grad_norm: 6.0582 2021-04-26 18:02:04,398 - mmaction - INFO - Saving checkpoint at 97 epochs 2021-04-26 18:03:28,152 - mmaction - INFO - Epoch [98][20/235] lr: 2.500e-05, eta: 0:08:07, time: 4.119, data_time: 3.661, memory: 5699, top1_acc: 0.9000, top5_acc: 0.9898, loss_cls: 0.3519, loss: 0.3519, grad_norm: 6.2338 2021-04-26 18:03:36,270 - mmaction - INFO - Epoch [98][40/235] lr: 2.500e-05, eta: 0:07:53, time: 0.406, data_time: 0.004, memory: 5699, top1_acc: 0.8875, top5_acc: 0.9891, loss_cls: 0.3852, loss: 0.3852, grad_norm: 6.5694 2021-04-26 18:03:44,196 - mmaction - INFO - Epoch [98][60/235] lr: 2.500e-05, eta: 0:07:38, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.8914, top5_acc: 0.9883, loss_cls: 0.3462, loss: 0.3462, grad_norm: 6.0930 2021-04-26 18:03:52,251 - mmaction - INFO - Epoch [98][80/235] lr: 2.500e-05, eta: 0:07:24, time: 0.403, data_time: 0.004, memory: 5699, top1_acc: 0.8922, top5_acc: 0.9922, loss_cls: 0.3461, loss: 0.3461, grad_norm: 6.4618 2021-04-26 18:04:00,198 - mmaction - INFO - Epoch [98][100/235] lr: 2.500e-05, eta: 0:07:09, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.9062, top5_acc: 0.9898, loss_cls: 0.3230, loss: 0.3230, grad_norm: 5.7272 2021-04-26 18:04:08,391 - mmaction - INFO - Epoch [98][120/235] lr: 2.500e-05, eta: 0:06:55, time: 0.410, data_time: 0.002, memory: 5699, top1_acc: 0.9016, top5_acc: 0.9914, loss_cls: 0.3413, loss: 0.3413, grad_norm: 6.2167 2021-04-26 18:04:16,441 - mmaction - INFO - Epoch [98][140/235] lr: 2.500e-05, eta: 0:06:40, time: 0.402, data_time: 0.000, memory: 5699, top1_acc: 0.8898, top5_acc: 0.9891, loss_cls: 0.3665, loss: 0.3665, grad_norm: 6.4474 2021-04-26 18:04:24,668 - mmaction - INFO - Epoch [98][160/235] lr: 2.500e-05, eta: 0:06:26, time: 0.411, data_time: 0.003, memory: 5699, top1_acc: 0.9039, top5_acc: 0.9891, loss_cls: 0.3287, loss: 0.3287, grad_norm: 5.8961 2021-04-26 18:04:32,779 - mmaction - INFO - Epoch [98][180/235] lr: 2.500e-05, eta: 0:06:11, time: 0.405, data_time: 0.001, memory: 5699, top1_acc: 0.8836, top5_acc: 0.9938, loss_cls: 0.3709, loss: 0.3709, grad_norm: 6.6152 2021-04-26 18:04:40,938 - mmaction - INFO - Epoch [98][200/235] lr: 2.500e-05, eta: 0:05:57, time: 0.408, data_time: 0.003, memory: 5699, top1_acc: 0.8977, top5_acc: 0.9906, loss_cls: 0.3496, loss: 0.3496, grad_norm: 6.2099 2021-04-26 18:04:49,026 - mmaction - INFO - Epoch [98][220/235] lr: 2.500e-05, eta: 0:05:43, time: 0.405, data_time: 0.001, memory: 5699, top1_acc: 0.8859, top5_acc: 0.9883, loss_cls: 0.3767, loss: 0.3767, grad_norm: 6.4508 2021-04-26 18:05:04,156 - mmaction - INFO - Saving checkpoint at 98 epochs 2021-04-26 18:07:57,273 - mmaction - INFO - Epoch [99][20/235] lr: 2.500e-05, eta: 0:05:22, time: 8.615, data_time: 8.158, memory: 5699, top1_acc: 0.9047, top5_acc: 0.9914, loss_cls: 0.3285, loss: 0.3285, grad_norm: 5.9571 2021-04-26 18:08:05,248 - mmaction - INFO - Epoch [99][40/235] lr: 2.500e-05, eta: 0:05:08, time: 0.398, data_time: 0.005, memory: 5699, top1_acc: 0.8992, top5_acc: 0.9891, loss_cls: 0.3303, loss: 0.3303, grad_norm: 6.1081 2021-04-26 18:08:13,153 - mmaction - INFO - Epoch [99][60/235] lr: 2.500e-05, eta: 0:04:53, time: 0.396, data_time: 0.001, memory: 5699, top1_acc: 0.8883, top5_acc: 0.9898, loss_cls: 0.3708, loss: 0.3708, grad_norm: 6.5402 2021-04-26 18:08:21,255 - mmaction - INFO - Epoch [99][80/235] lr: 2.500e-05, eta: 0:04:39, time: 0.405, data_time: 0.003, memory: 5699, top1_acc: 0.9070, top5_acc: 0.9922, loss_cls: 0.3162, loss: 0.3162, grad_norm: 5.7417 2021-04-26 18:08:29,167 - mmaction - INFO - Epoch [99][100/235] lr: 2.500e-05, eta: 0:04:24, time: 0.396, data_time: 0.001, memory: 5699, top1_acc: 0.9031, top5_acc: 0.9945, loss_cls: 0.3287, loss: 0.3287, grad_norm: 5.7250 2021-04-26 18:08:37,244 - mmaction - INFO - Epoch [99][120/235] lr: 2.500e-05, eta: 0:04:10, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.8867, top5_acc: 0.9883, loss_cls: 0.3738, loss: 0.3738, grad_norm: 6.4651 2021-04-26 18:08:45,190 - mmaction - INFO - Epoch [99][140/235] lr: 2.500e-05, eta: 0:03:55, time: 0.397, data_time: 0.000, memory: 5699, top1_acc: 0.9023, top5_acc: 0.9922, loss_cls: 0.3343, loss: 0.3343, grad_norm: 6.1193 2021-04-26 18:08:53,250 - mmaction - INFO - Epoch [99][160/235] lr: 2.500e-05, eta: 0:03:41, time: 0.403, data_time: 0.003, memory: 5699, top1_acc: 0.9078, top5_acc: 0.9898, loss_cls: 0.3265, loss: 0.3265, grad_norm: 5.8188 2021-04-26 18:09:01,313 - mmaction - INFO - Epoch [99][180/235] lr: 2.500e-05, eta: 0:03:27, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.8945, top5_acc: 0.9875, loss_cls: 0.3649, loss: 0.3649, grad_norm: 6.2874 2021-04-26 18:09:09,389 - mmaction - INFO - Epoch [99][200/235] lr: 2.500e-05, eta: 0:03:12, time: 0.404, data_time: 0.003, memory: 5699, top1_acc: 0.8820, top5_acc: 0.9867, loss_cls: 0.3843, loss: 0.3843, grad_norm: 6.5571 2021-04-26 18:09:17,453 - mmaction - INFO - Epoch [99][220/235] lr: 2.500e-05, eta: 0:02:58, time: 0.403, data_time: 0.001, memory: 5699, top1_acc: 0.8984, top5_acc: 0.9875, loss_cls: 0.3662, loss: 0.3662, grad_norm: 6.2961 2021-04-26 18:09:24,948 - mmaction - INFO - Saving checkpoint at 99 epochs 2021-04-26 18:10:40,665 - mmaction - INFO - Epoch [100][20/235] lr: 2.500e-05, eta: 0:02:34, time: 3.747, data_time: 3.338, memory: 5699, top1_acc: 0.9062, top5_acc: 0.9898, loss_cls: 0.3309, loss: 0.3309, grad_norm: 5.9222 2021-04-26 18:10:48,765 - mmaction - INFO - Epoch [100][40/235] lr: 2.500e-05, eta: 0:02:19, time: 0.405, data_time: 0.006, memory: 5699, top1_acc: 0.8938, top5_acc: 0.9883, loss_cls: 0.3670, loss: 0.3670, grad_norm: 6.1873 2021-04-26 18:10:56,710 - mmaction - INFO - Epoch [100][60/235] lr: 2.500e-05, eta: 0:02:05, time: 0.397, data_time: 0.001, memory: 5699, top1_acc: 0.8828, top5_acc: 0.9883, loss_cls: 0.3698, loss: 0.3698, grad_norm: 6.4888 2021-04-26 18:11:04,822 - mmaction - INFO - Epoch [100][80/235] lr: 2.500e-05, eta: 0:01:50, time: 0.405, data_time: 0.004, memory: 5699, top1_acc: 0.8992, top5_acc: 0.9906, loss_cls: 0.3702, loss: 0.3702, grad_norm: 6.1239 2021-04-26 18:11:12,806 - mmaction - INFO - Epoch [100][100/235] lr: 2.500e-05, eta: 0:01:36, time: 0.400, data_time: 0.001, memory: 5699, top1_acc: 0.8984, top5_acc: 0.9820, loss_cls: 0.3817, loss: 0.3817, grad_norm: 6.5028 2021-04-26 18:11:20,876 - mmaction - INFO - Epoch [100][120/235] lr: 2.500e-05, eta: 0:01:22, time: 0.404, data_time: 0.004, memory: 5699, top1_acc: 0.9008, top5_acc: 0.9875, loss_cls: 0.3515, loss: 0.3515, grad_norm: 6.3149 2021-04-26 18:11:28,963 - mmaction - INFO - Epoch [100][140/235] lr: 2.500e-05, eta: 0:01:07, time: 0.404, data_time: 0.001, memory: 5699, top1_acc: 0.8906, top5_acc: 0.9914, loss_cls: 0.3445, loss: 0.3445, grad_norm: 6.3083 2021-04-26 18:11:37,142 - mmaction - INFO - Epoch [100][160/235] lr: 2.500e-05, eta: 0:00:53, time: 0.409, data_time: 0.003, memory: 5699, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.3292, loss: 0.3292, grad_norm: 6.1521 2021-04-26 18:11:45,184 - mmaction - INFO - Epoch [100][180/235] lr: 2.500e-05, eta: 0:00:39, time: 0.402, data_time: 0.001, memory: 5699, top1_acc: 0.8953, top5_acc: 0.9945, loss_cls: 0.3321, loss: 0.3321, grad_norm: 6.2547 2021-04-26 18:11:53,359 - mmaction - INFO - Epoch [100][200/235] lr: 2.500e-05, eta: 0:00:24, time: 0.409, data_time: 0.003, memory: 5699, top1_acc: 0.9055, top5_acc: 0.9945, loss_cls: 0.3163, loss: 0.3163, grad_norm: 6.0659 2021-04-26 18:12:01,416 - mmaction - INFO - Epoch [100][220/235] lr: 2.500e-05, eta: 0:00:10, time: 0.403, data_time: 0.000, memory: 5699, top1_acc: 0.8906, top5_acc: 0.9922, loss_cls: 0.3423, loss: 0.3423, grad_norm: 6.3017 2021-04-26 18:12:08,360 - mmaction - INFO - Saving checkpoint at 100 epochs 2021-04-26 18:13:12,215 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-26 18:13:12,290 - mmaction - INFO - top1_acc 0.7096 top5_acc 0.9589 2021-04-26 18:13:12,290 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-26 18:13:12,312 - mmaction - INFO - mean_acc 0.5841 2021-04-26 18:13:12,313 - mmaction - INFO - Epoch(val) [100][235] top1_acc: 0.7096, top5_acc: 0.9589, mean_class_accuracy: 0.5841