2021-03-31 13:44:59,068 - 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: 1.2.5 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: not available MMAction2: 0.12.0+24d1b7e ------------------------------------------------------------ 2021-03-31 13:44:59,069 - mmaction - INFO - Distributed training: True 2021-03-31 13:44:59,069 - mmaction - INFO - Config: /mnt/lustre/linjintao/try/mmaction2/configs/_base_/models/tsm_r50.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNetTSM', pretrained='torchvision://resnet50', depth=50, norm_eval=False, shift_div=8), cls_head=dict( type='TSMHead', num_classes=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.001, is_shift=True), # model training and testing settings train_cfg=None, test_cfg=dict(average_clips='prob')) /mnt/lustre/linjintao/try/mmaction2/configs/_base_/schedules/sgd_tsm_50e.py # optimizer optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), 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=20, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[20, 40]) total_epochs = 50 /mnt/lustre/linjintao/try/mmaction2/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/configs/recognition/tsm/tsm_r50_1x1x16_50e_sthv2_rgb.py _base_ = [ '../../_base_/models/tsm_r50.py', '../../_base_/schedules/sgd_tsm_50e.py', '../../_base_/default_runtime.py' ] # model settings model = dict( backbone=dict(num_segments=16), cls_head=dict(num_classes=174, num_segments=16)) # dataset settings dataset_type = 'RawframeDataset' data_root = 'data/sthv2/rawframes' data_root_val = 'data/sthv2/rawframes' ann_file_train = 'data/sthv2/sthv2_train_list_rawframes.txt' ann_file_val = 'data/sthv2/sthv2_val_list_rawframes.txt' ann_file_test = 'data/sthv2/sthv2_val_list_rawframes.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='SampleFrames', clip_len=1, frame_interval=1, num_clips=16), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=16, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=16, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), 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=6, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline, filename_tmpl='{:06}.jpg'), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline, filename_tmpl='{:06}.jpg'), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline, filename_tmpl='{:06}.jpg')) evaluation = dict( interval=2, metrics=['top_k_accuracy', 'mean_class_accuracy']) # optimizer optimizer = dict( lr=0.0075 * 2, # this lr is used for 8 * 2 gpus weight_decay=0.0005) # runtime settings work_dir = './work_dirs/tsm_r50_1x1x16_50e_sthv2_rgb/' 2021-03-31 13:45:03,853 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-03-31 13:45:06,010 - mmaction - INFO - Start running, host: linjintao@SH-IDC2-172-20-21-221, work_dir: /mnt/lustre/linjintao/try/mmaction2/work_dirs/tsm_r50_1x1x16_50e_sthv2_rgb 2021-03-31 13:45:06,010 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-03-31 13:45:50,561 - mmaction - INFO - Epoch [1][20/1760] lr: 1.500e-02, eta: 2 days, 6:23:17, time: 2.225, data_time: 1.186, memory: 10390, top1_acc: 0.0156, top5_acc: 0.0656, loss_cls: 5.4258, loss: 5.4258, grad_norm: 3.2992 2021-03-31 13:46:06,692 - mmaction - INFO - Epoch [1][40/1760] lr: 1.500e-02, eta: 1 day, 13:03:34, time: 0.808, data_time: 0.006, memory: 10390, top1_acc: 0.0255, top5_acc: 0.0984, loss_cls: 5.3824, loss: 5.3824, grad_norm: 3.2004 2021-03-31 13:46:22,739 - mmaction - INFO - Epoch [1][60/1760] lr: 1.500e-02, eta: 1 day, 7:14:03, time: 0.802, data_time: 0.001, memory: 10390, top1_acc: 0.0266, top5_acc: 0.1021, loss_cls: 5.1086, loss: 5.1086, grad_norm: 2.4116 2021-03-31 13:46:38,826 - mmaction - INFO - Epoch [1][80/1760] lr: 1.500e-02, eta: 1 day, 4:19:36, time: 0.804, data_time: 0.002, memory: 10390, top1_acc: 0.0203, top5_acc: 0.0880, loss_cls: 4.9960, loss: 4.9960, grad_norm: 1.7139 2021-03-31 13:46:54,938 - mmaction - INFO - Epoch [1][100/1760] lr: 1.500e-02, eta: 1 day, 2:35:38, time: 0.806, data_time: 0.002, memory: 10390, top1_acc: 0.0297, top5_acc: 0.1130, loss_cls: 4.9193, loss: 4.9193, grad_norm: 1.8057 2021-03-31 13:47:11,060 - mmaction - INFO - Epoch [1][120/1760] lr: 1.500e-02, eta: 1 day, 1:26:08, time: 0.806, data_time: 0.002, memory: 10390, top1_acc: 0.0286, top5_acc: 0.1052, loss_cls: 4.9350, loss: 4.9350, grad_norm: 2.0014 2021-03-31 13:47:27,242 - mmaction - INFO - Epoch [1][140/1760] lr: 1.500e-02, eta: 1 day, 0:37:04, time: 0.809, data_time: 0.001, memory: 10390, top1_acc: 0.0292, top5_acc: 0.1135, loss_cls: 4.8643, loss: 4.8643, grad_norm: 1.7949 2021-03-31 13:47:43,511 - mmaction - INFO - Epoch [1][160/1760] lr: 1.500e-02, eta: 1 day, 0:00:55, time: 0.813, data_time: 0.002, memory: 10390, top1_acc: 0.0297, top5_acc: 0.1266, loss_cls: 4.8482, loss: 4.8482, grad_norm: 1.6078 2021-03-31 13:47:59,845 - mmaction - INFO - Epoch [1][180/1760] lr: 1.500e-02, eta: 23:33:26, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.0380, top5_acc: 0.1531, loss_cls: 4.7751, loss: 4.7751, grad_norm: 1.7451 2021-03-31 13:48:16,313 - mmaction - INFO - Epoch [1][200/1760] lr: 1.500e-02, eta: 23:12:18, time: 0.823, data_time: 0.002, memory: 10390, top1_acc: 0.0359, top5_acc: 0.1458, loss_cls: 4.7427, loss: 4.7427, grad_norm: 1.8688 2021-03-31 13:48:32,849 - mmaction - INFO - Epoch [1][220/1760] lr: 1.500e-02, eta: 22:55:24, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.0406, top5_acc: 0.1651, loss_cls: 4.7582, loss: 4.7582, grad_norm: 1.9369 2021-03-31 13:48:49,304 - mmaction - INFO - Epoch [1][240/1760] lr: 1.500e-02, eta: 22:40:42, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.0458, top5_acc: 0.1620, loss_cls: 4.7075, loss: 4.7075, grad_norm: 2.0962 2021-03-31 13:49:05,624 - mmaction - INFO - Epoch [1][260/1760] lr: 1.500e-02, eta: 22:27:35, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.0573, top5_acc: 0.1839, loss_cls: 4.6721, loss: 4.6721, grad_norm: 2.1522 2021-03-31 13:49:22,037 - mmaction - INFO - Epoch [1][280/1760] lr: 1.500e-02, eta: 22:16:42, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.0500, top5_acc: 0.1932, loss_cls: 4.6579, loss: 4.6579, grad_norm: 2.1441 2021-03-31 13:49:38,413 - mmaction - INFO - Epoch [1][300/1760] lr: 1.500e-02, eta: 22:07:09, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.0542, top5_acc: 0.1818, loss_cls: 4.6556, loss: 4.6556, grad_norm: 2.1269 2021-03-31 13:49:54,786 - mmaction - INFO - Epoch [1][320/1760] lr: 1.500e-02, eta: 21:58:38, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.0646, top5_acc: 0.1990, loss_cls: 4.6030, loss: 4.6030, grad_norm: 2.3820 2021-03-31 13:50:11,136 - mmaction - INFO - Epoch [1][340/1760] lr: 1.500e-02, eta: 21:51:05, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.0568, top5_acc: 0.1922, loss_cls: 4.5809, loss: 4.5809, grad_norm: 2.3161 2021-03-31 13:50:27,458 - mmaction - INFO - Epoch [1][360/1760] lr: 1.500e-02, eta: 21:44:11, time: 0.816, data_time: 0.000, memory: 10390, top1_acc: 0.0521, top5_acc: 0.2021, loss_cls: 4.5561, loss: 4.5561, grad_norm: 2.5479 2021-03-31 13:50:43,778 - mmaction - INFO - Epoch [1][380/1760] lr: 1.500e-02, eta: 21:37:58, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.0594, top5_acc: 0.2099, loss_cls: 4.5738, loss: 4.5738, grad_norm: 2.4578 2021-03-31 13:51:00,134 - mmaction - INFO - Epoch [1][400/1760] lr: 1.500e-02, eta: 21:32:29, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.0609, top5_acc: 0.2214, loss_cls: 4.5396, loss: 4.5396, grad_norm: 2.5947 2021-03-31 13:51:16,537 - mmaction - INFO - Epoch [1][420/1760] lr: 1.500e-02, eta: 21:27:40, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.0672, top5_acc: 0.2260, loss_cls: 4.5002, loss: 4.5002, grad_norm: 2.5341 2021-03-31 13:51:32,890 - mmaction - INFO - Epoch [1][440/1760] lr: 1.500e-02, eta: 21:23:06, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.0802, top5_acc: 0.2297, loss_cls: 4.4359, loss: 4.4359, grad_norm: 2.6970 2021-03-31 13:51:49,257 - mmaction - INFO - Epoch [1][460/1760] lr: 1.500e-02, eta: 21:18:55, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.0818, top5_acc: 0.2464, loss_cls: 4.3929, loss: 4.3929, grad_norm: 2.7778 2021-03-31 13:52:05,581 - mmaction - INFO - Epoch [1][480/1760] lr: 1.500e-02, eta: 21:14:59, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.0797, top5_acc: 0.2661, loss_cls: 4.3727, loss: 4.3727, grad_norm: 2.9653 2021-03-31 13:52:21,906 - mmaction - INFO - Epoch [1][500/1760] lr: 1.500e-02, eta: 21:11:19, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.0844, top5_acc: 0.2474, loss_cls: 4.4160, loss: 4.4160, grad_norm: 2.8734 2021-03-31 13:52:38,194 - mmaction - INFO - Epoch [1][520/1760] lr: 1.500e-02, eta: 21:07:48, time: 0.814, data_time: 0.000, memory: 10390, top1_acc: 0.0896, top5_acc: 0.2568, loss_cls: 4.3676, loss: 4.3676, grad_norm: 2.9262 2021-03-31 13:52:54,483 - mmaction - INFO - Epoch [1][540/1760] lr: 1.500e-02, eta: 21:04:31, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.0859, top5_acc: 0.2573, loss_cls: 4.3871, loss: 4.3871, grad_norm: 2.9645 2021-03-31 13:53:10,829 - mmaction - INFO - Epoch [1][560/1760] lr: 1.500e-02, eta: 21:01:39, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.0896, top5_acc: 0.2594, loss_cls: 4.3411, loss: 4.3411, grad_norm: 2.9318 2021-03-31 13:53:27,208 - mmaction - INFO - Epoch [1][580/1760] lr: 1.500e-02, eta: 20:58:59, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.0927, top5_acc: 0.2661, loss_cls: 4.3103, loss: 4.3103, grad_norm: 2.8946 2021-03-31 13:53:43,552 - mmaction - INFO - Epoch [1][600/1760] lr: 1.500e-02, eta: 20:56:26, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.0901, top5_acc: 0.2458, loss_cls: 4.3662, loss: 4.3662, grad_norm: 3.0197 2021-03-31 13:53:59,891 - mmaction - INFO - Epoch [1][620/1760] lr: 1.500e-02, eta: 20:54:01, time: 0.817, data_time: 0.000, memory: 10390, top1_acc: 0.1010, top5_acc: 0.2990, loss_cls: 4.2706, loss: 4.2706, grad_norm: 3.0342 2021-03-31 13:54:16,261 - mmaction - INFO - Epoch [1][640/1760] lr: 1.500e-02, eta: 20:51:45, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.0979, top5_acc: 0.2833, loss_cls: 4.2664, loss: 4.2664, grad_norm: 3.2809 2021-03-31 13:54:32,559 - mmaction - INFO - Epoch [1][660/1760] lr: 1.500e-02, eta: 20:49:31, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.1062, top5_acc: 0.2818, loss_cls: 4.2530, loss: 4.2530, grad_norm: 3.1735 2021-03-31 13:54:48,864 - mmaction - INFO - Epoch [1][680/1760] lr: 1.500e-02, eta: 20:47:22, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.1125, top5_acc: 0.3078, loss_cls: 4.2409, loss: 4.2409, grad_norm: 3.2090 2021-03-31 13:55:05,185 - mmaction - INFO - Epoch [1][700/1760] lr: 1.500e-02, eta: 20:45:23, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.1120, top5_acc: 0.3135, loss_cls: 4.1714, loss: 4.1714, grad_norm: 3.1655 2021-03-31 13:55:21,511 - mmaction - INFO - Epoch [1][720/1760] lr: 1.500e-02, eta: 20:43:30, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.1172, top5_acc: 0.3182, loss_cls: 4.1539, loss: 4.1539, grad_norm: 3.3409 2021-03-31 13:55:37,841 - mmaction - INFO - Epoch [1][740/1760] lr: 1.500e-02, eta: 20:41:43, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.1016, top5_acc: 0.3057, loss_cls: 4.1802, loss: 4.1802, grad_norm: 3.1005 2021-03-31 13:55:54,223 - mmaction - INFO - Epoch [1][760/1760] lr: 1.500e-02, eta: 20:40:04, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.1297, top5_acc: 0.3219, loss_cls: 4.1332, loss: 4.1332, grad_norm: 3.3733 2021-03-31 13:56:10,590 - mmaction - INFO - Epoch [1][780/1760] lr: 1.500e-02, eta: 20:38:32, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.1115, top5_acc: 0.3120, loss_cls: 4.1907, loss: 4.1907, grad_norm: 3.2580 2021-03-31 13:56:27,015 - mmaction - INFO - Epoch [1][800/1760] lr: 1.500e-02, eta: 20:37:07, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.1385, top5_acc: 0.3427, loss_cls: 4.0577, loss: 4.0577, grad_norm: 3.3034 2021-03-31 13:56:43,326 - mmaction - INFO - Epoch [1][820/1760] lr: 1.500e-02, eta: 20:35:35, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.1224, top5_acc: 0.3198, loss_cls: 4.0835, loss: 4.0835, grad_norm: 3.3291 2021-03-31 13:56:59,716 - mmaction - INFO - Epoch [1][840/1760] lr: 1.500e-02, eta: 20:34:12, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.1234, top5_acc: 0.3490, loss_cls: 4.0543, loss: 4.0543, grad_norm: 3.2596 2021-03-31 13:57:16,107 - mmaction - INFO - Epoch [1][860/1760] lr: 1.500e-02, eta: 20:32:56, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.1365, top5_acc: 0.3370, loss_cls: 4.0443, loss: 4.0443, grad_norm: 3.5566 2021-03-31 13:57:32,542 - mmaction - INFO - Epoch [1][880/1760] lr: 1.500e-02, eta: 20:31:45, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.1167, top5_acc: 0.3260, loss_cls: 4.0820, loss: 4.0820, grad_norm: 3.2830 2021-03-31 13:57:48,891 - mmaction - INFO - Epoch [1][900/1760] lr: 1.500e-02, eta: 20:30:28, time: 0.817, data_time: 0.000, memory: 10390, top1_acc: 0.1286, top5_acc: 0.3453, loss_cls: 4.0285, loss: 4.0285, grad_norm: 3.5113 2021-03-31 13:58:05,324 - mmaction - INFO - Epoch [1][920/1760] lr: 1.500e-02, eta: 20:29:21, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.1224, top5_acc: 0.3250, loss_cls: 4.0317, loss: 4.0317, grad_norm: 3.2887 2021-03-31 13:58:21,743 - mmaction - INFO - Epoch [1][940/1760] lr: 1.500e-02, eta: 20:28:17, time: 0.822, data_time: 0.001, memory: 10390, top1_acc: 0.1313, top5_acc: 0.3589, loss_cls: 3.9806, loss: 3.9806, grad_norm: 3.5445 2021-03-31 13:58:38,326 - mmaction - INFO - Epoch [1][960/1760] lr: 1.500e-02, eta: 20:27:27, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.1385, top5_acc: 0.3599, loss_cls: 3.9646, loss: 3.9646, grad_norm: 3.5324 2021-03-31 13:58:54,899 - mmaction - INFO - Epoch [1][980/1760] lr: 1.500e-02, eta: 20:26:40, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.1432, top5_acc: 0.3531, loss_cls: 3.9553, loss: 3.9553, grad_norm: 3.4790 2021-03-31 13:59:11,506 - mmaction - INFO - Epoch [1][1000/1760] lr: 1.500e-02, eta: 20:25:55, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.1396, top5_acc: 0.3453, loss_cls: 4.0116, loss: 4.0116, grad_norm: 3.6007 2021-03-31 13:59:28,112 - mmaction - INFO - Epoch [1][1020/1760] lr: 1.500e-02, eta: 20:25:13, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.1422, top5_acc: 0.3443, loss_cls: 4.0327, loss: 4.0327, grad_norm: 3.3471 2021-03-31 13:59:44,695 - mmaction - INFO - Epoch [1][1040/1760] lr: 1.500e-02, eta: 20:24:30, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.1505, top5_acc: 0.3771, loss_cls: 3.8896, loss: 3.8896, grad_norm: 3.5492 2021-03-31 14:00:01,310 - mmaction - INFO - Epoch [1][1060/1760] lr: 1.500e-02, eta: 20:23:49, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.1542, top5_acc: 0.3823, loss_cls: 3.8896, loss: 3.8896, grad_norm: 3.5243 2021-03-31 14:00:17,906 - mmaction - INFO - Epoch [1][1080/1760] lr: 1.500e-02, eta: 20:23:09, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.1594, top5_acc: 0.3766, loss_cls: 3.8633, loss: 3.8633, grad_norm: 3.6672 2021-03-31 14:00:34,487 - mmaction - INFO - Epoch [1][1100/1760] lr: 1.500e-02, eta: 20:22:28, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.1500, top5_acc: 0.3984, loss_cls: 3.8056, loss: 3.8056, grad_norm: 3.6396 2021-03-31 14:00:51,043 - mmaction - INFO - Epoch [1][1120/1760] lr: 1.500e-02, eta: 20:21:46, time: 0.828, data_time: 0.000, memory: 10390, top1_acc: 0.1698, top5_acc: 0.3984, loss_cls: 3.8214, loss: 3.8214, grad_norm: 4.0406 2021-03-31 14:01:07,626 - mmaction - INFO - Epoch [1][1140/1760] lr: 1.500e-02, eta: 20:21:06, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.1609, top5_acc: 0.3781, loss_cls: 3.8988, loss: 3.8988, grad_norm: 3.7820 2021-03-31 14:01:24,234 - mmaction - INFO - Epoch [1][1160/1760] lr: 1.500e-02, eta: 20:20:30, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.1703, top5_acc: 0.4000, loss_cls: 3.8332, loss: 3.8332, grad_norm: 3.7470 2021-03-31 14:01:40,809 - mmaction - INFO - Epoch [1][1180/1760] lr: 1.500e-02, eta: 20:19:52, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.1677, top5_acc: 0.3823, loss_cls: 3.8378, loss: 3.8378, grad_norm: 3.5156 2021-03-31 14:01:57,360 - mmaction - INFO - Epoch [1][1200/1760] lr: 1.500e-02, eta: 20:19:13, time: 0.827, data_time: 0.000, memory: 10390, top1_acc: 0.1672, top5_acc: 0.3823, loss_cls: 3.8646, loss: 3.8646, grad_norm: 3.6629 2021-03-31 14:02:13,966 - mmaction - INFO - Epoch [1][1220/1760] lr: 1.500e-02, eta: 20:18:37, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.1552, top5_acc: 0.3802, loss_cls: 3.8913, loss: 3.8913, grad_norm: 3.5730 2021-03-31 14:02:30,559 - mmaction - INFO - Epoch [1][1240/1760] lr: 1.500e-02, eta: 20:18:03, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.1505, top5_acc: 0.3812, loss_cls: 3.8651, loss: 3.8651, grad_norm: 3.6577 2021-03-31 14:02:47,133 - mmaction - INFO - Epoch [1][1260/1760] lr: 1.500e-02, eta: 20:17:27, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.1641, top5_acc: 0.4010, loss_cls: 3.8208, loss: 3.8208, grad_norm: 3.7684 2021-03-31 14:03:03,729 - mmaction - INFO - Epoch [1][1280/1760] lr: 1.500e-02, eta: 20:16:54, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.1724, top5_acc: 0.4042, loss_cls: 3.7823, loss: 3.7823, grad_norm: 3.6369 2021-03-31 14:03:20,311 - mmaction - INFO - Epoch [1][1300/1760] lr: 1.500e-02, eta: 20:16:19, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.1833, top5_acc: 0.3990, loss_cls: 3.8387, loss: 3.8387, grad_norm: 3.6059 2021-03-31 14:03:36,944 - mmaction - INFO - Epoch [1][1320/1760] lr: 1.500e-02, eta: 20:15:50, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.1630, top5_acc: 0.3927, loss_cls: 3.7978, loss: 3.7978, grad_norm: 3.7127 2021-03-31 14:03:53,533 - mmaction - INFO - Epoch [1][1340/1760] lr: 1.500e-02, eta: 20:15:17, time: 0.829, data_time: 0.000, memory: 10390, top1_acc: 0.1760, top5_acc: 0.3974, loss_cls: 3.7450, loss: 3.7450, grad_norm: 3.5328 2021-03-31 14:04:10,117 - mmaction - INFO - Epoch [1][1360/1760] lr: 1.500e-02, eta: 20:14:44, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.1812, top5_acc: 0.4229, loss_cls: 3.6937, loss: 3.6937, grad_norm: 3.7531 2021-03-31 14:04:26,707 - mmaction - INFO - Epoch [1][1380/1760] lr: 1.500e-02, eta: 20:14:13, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.1948, top5_acc: 0.4380, loss_cls: 3.6514, loss: 3.6514, grad_norm: 3.8496 2021-03-31 14:04:43,315 - mmaction - INFO - Epoch [1][1400/1760] lr: 1.500e-02, eta: 20:13:43, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.1859, top5_acc: 0.4359, loss_cls: 3.6618, loss: 3.6618, grad_norm: 4.0169 2021-03-31 14:04:59,900 - mmaction - INFO - Epoch [1][1420/1760] lr: 1.500e-02, eta: 20:13:12, time: 0.829, data_time: 0.000, memory: 10390, top1_acc: 0.1875, top5_acc: 0.4245, loss_cls: 3.7025, loss: 3.7025, grad_norm: 3.7292 2021-03-31 14:05:16,528 - mmaction - INFO - Epoch [1][1440/1760] lr: 1.500e-02, eta: 20:12:43, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.1865, top5_acc: 0.4177, loss_cls: 3.7081, loss: 3.7081, grad_norm: 3.8405 2021-03-31 14:05:33,127 - mmaction - INFO - Epoch [1][1460/1760] lr: 1.500e-02, eta: 20:12:15, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.1979, top5_acc: 0.4276, loss_cls: 3.6441, loss: 3.6441, grad_norm: 3.9373 2021-03-31 14:05:49,714 - mmaction - INFO - Epoch [1][1480/1760] lr: 1.500e-02, eta: 20:11:44, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.1948, top5_acc: 0.4115, loss_cls: 3.6961, loss: 3.6961, grad_norm: 3.8413 2021-03-31 14:06:06,293 - mmaction - INFO - Epoch [1][1500/1760] lr: 1.500e-02, eta: 20:11:15, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.1823, top5_acc: 0.4219, loss_cls: 3.6879, loss: 3.6879, grad_norm: 3.7502 2021-03-31 14:06:22,896 - mmaction - INFO - Epoch [1][1520/1760] lr: 1.500e-02, eta: 20:10:46, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.1891, top5_acc: 0.4198, loss_cls: 3.7056, loss: 3.7056, grad_norm: 3.6989 2021-03-31 14:06:39,469 - mmaction - INFO - Epoch [1][1540/1760] lr: 1.500e-02, eta: 20:10:17, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.2068, top5_acc: 0.4547, loss_cls: 3.5402, loss: 3.5402, grad_norm: 4.0640 2021-03-31 14:06:56,073 - mmaction - INFO - Epoch [1][1560/1760] lr: 1.500e-02, eta: 20:09:49, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.1922, top5_acc: 0.4266, loss_cls: 3.6511, loss: 3.6511, grad_norm: 3.9546 2021-03-31 14:07:12,645 - mmaction - INFO - Epoch [1][1580/1760] lr: 1.500e-02, eta: 20:09:20, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.2115, top5_acc: 0.4536, loss_cls: 3.5915, loss: 3.5915, grad_norm: 3.7261 2021-03-31 14:07:29,253 - mmaction - INFO - Epoch [1][1600/1760] lr: 1.500e-02, eta: 20:08:53, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.1974, top5_acc: 0.4292, loss_cls: 3.6471, loss: 3.6471, grad_norm: 3.8760 2021-03-31 14:07:45,911 - mmaction - INFO - Epoch [1][1620/1760] lr: 1.500e-02, eta: 20:08:30, time: 0.833, data_time: 0.002, memory: 10390, top1_acc: 0.2068, top5_acc: 0.4406, loss_cls: 3.5861, loss: 3.5861, grad_norm: 3.8718 2021-03-31 14:08:02,466 - mmaction - INFO - Epoch [1][1640/1760] lr: 1.500e-02, eta: 20:08:01, time: 0.828, data_time: 0.000, memory: 10390, top1_acc: 0.2062, top5_acc: 0.4568, loss_cls: 3.5785, loss: 3.5785, grad_norm: 3.7399 2021-03-31 14:08:19,075 - mmaction - INFO - Epoch [1][1660/1760] lr: 1.500e-02, eta: 20:07:34, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.2073, top5_acc: 0.4458, loss_cls: 3.6279, loss: 3.6279, grad_norm: 3.8380 2021-03-31 14:08:35,661 - mmaction - INFO - Epoch [1][1680/1760] lr: 1.500e-02, eta: 20:07:08, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.2089, top5_acc: 0.4505, loss_cls: 3.5651, loss: 3.5651, grad_norm: 4.0460 2021-03-31 14:08:52,332 - mmaction - INFO - Epoch [1][1700/1760] lr: 1.500e-02, eta: 20:06:45, time: 0.833, data_time: 0.002, memory: 10390, top1_acc: 0.2198, top5_acc: 0.4521, loss_cls: 3.5441, loss: 3.5441, grad_norm: 3.9316 2021-03-31 14:09:08,909 - mmaction - INFO - Epoch [1][1720/1760] lr: 1.500e-02, eta: 20:06:18, time: 0.829, data_time: 0.000, memory: 10390, top1_acc: 0.2104, top5_acc: 0.4469, loss_cls: 3.5749, loss: 3.5749, grad_norm: 3.8820 2021-03-31 14:09:25,515 - mmaction - INFO - Epoch [1][1740/1760] lr: 1.500e-02, eta: 20:05:53, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.2198, top5_acc: 0.4469, loss_cls: 3.6016, loss: 3.6016, grad_norm: 3.9091 2021-03-31 14:09:41,862 - mmaction - INFO - Epoch [1][1760/1760] lr: 1.500e-02, eta: 20:05:15, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.1976, top5_acc: 0.4370, loss_cls: 3.5898, loss: 3.5898, grad_norm: 3.9204 2021-03-31 14:09:49,175 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-03-31 14:10:54,154 - mmaction - INFO - Epoch [2][20/1760] lr: 1.500e-02, eta: 20:43:02, time: 3.196, data_time: 2.376, memory: 10390, top1_acc: 0.2323, top5_acc: 0.4917, loss_cls: 3.4124, loss: 3.4124, grad_norm: 4.0015 2021-03-31 14:11:10,327 - mmaction - INFO - Epoch [2][40/1760] lr: 1.500e-02, eta: 20:41:52, time: 0.809, data_time: 0.003, memory: 10390, top1_acc: 0.2234, top5_acc: 0.4870, loss_cls: 3.4242, loss: 3.4242, grad_norm: 3.9995 2021-03-31 14:11:26,732 - mmaction - INFO - Epoch [2][60/1760] lr: 1.500e-02, eta: 20:40:52, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.2146, top5_acc: 0.4802, loss_cls: 3.4430, loss: 3.4430, grad_norm: 3.8633 2021-03-31 14:11:43,095 - mmaction - INFO - Epoch [2][80/1760] lr: 1.500e-02, eta: 20:39:52, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.2411, top5_acc: 0.4948, loss_cls: 3.3759, loss: 3.3759, grad_norm: 4.1326 2021-03-31 14:11:59,501 - mmaction - INFO - Epoch [2][100/1760] lr: 1.500e-02, eta: 20:38:55, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.2120, top5_acc: 0.4802, loss_cls: 3.4991, loss: 3.4991, grad_norm: 4.2027 2021-03-31 14:12:15,880 - mmaction - INFO - Epoch [2][120/1760] lr: 1.500e-02, eta: 20:37:57, time: 0.819, data_time: 0.000, memory: 10390, top1_acc: 0.2432, top5_acc: 0.4922, loss_cls: 3.3970, loss: 3.3970, grad_norm: 4.1740 2021-03-31 14:12:32,264 - mmaction - INFO - Epoch [2][140/1760] lr: 1.500e-02, eta: 20:37:00, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.2208, top5_acc: 0.4922, loss_cls: 3.4512, loss: 3.4512, grad_norm: 4.0194 2021-03-31 14:12:48,645 - mmaction - INFO - Epoch [2][160/1760] lr: 1.500e-02, eta: 20:36:05, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.2224, top5_acc: 0.5016, loss_cls: 3.3926, loss: 3.3926, grad_norm: 4.1619 2021-03-31 14:13:05,035 - mmaction - INFO - Epoch [2][180/1760] lr: 1.500e-02, eta: 20:35:10, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.2625, top5_acc: 0.5156, loss_cls: 3.2916, loss: 3.2916, grad_norm: 4.0978 2021-03-31 14:13:21,406 - mmaction - INFO - Epoch [2][200/1760] lr: 1.500e-02, eta: 20:34:16, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.2370, top5_acc: 0.4719, loss_cls: 3.4073, loss: 3.4073, grad_norm: 4.0475 2021-03-31 14:13:37,825 - mmaction - INFO - Epoch [2][220/1760] lr: 1.500e-02, eta: 20:33:24, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.2354, top5_acc: 0.4995, loss_cls: 3.3881, loss: 3.3881, grad_norm: 4.0271 2021-03-31 14:13:54,183 - mmaction - INFO - Epoch [2][240/1760] lr: 1.500e-02, eta: 20:32:30, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.2531, top5_acc: 0.4943, loss_cls: 3.3353, loss: 3.3353, grad_norm: 4.0925 2021-03-31 14:14:10,586 - mmaction - INFO - Epoch [2][260/1760] lr: 1.500e-02, eta: 20:31:39, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.2437, top5_acc: 0.5052, loss_cls: 3.3799, loss: 3.3799, grad_norm: 4.0437 2021-03-31 14:14:26,945 - mmaction - INFO - Epoch [2][280/1760] lr: 1.500e-02, eta: 20:30:47, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.2427, top5_acc: 0.5042, loss_cls: 3.3182, loss: 3.3182, grad_norm: 4.0565 2021-03-31 14:14:43,350 - mmaction - INFO - Epoch [2][300/1760] lr: 1.500e-02, eta: 20:29:57, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.2391, top5_acc: 0.4917, loss_cls: 3.3628, loss: 3.3628, grad_norm: 4.1177 2021-03-31 14:14:59,740 - mmaction - INFO - Epoch [2][320/1760] lr: 1.500e-02, eta: 20:29:08, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.2198, top5_acc: 0.4953, loss_cls: 3.3897, loss: 3.3897, grad_norm: 3.9960 2021-03-31 14:15:16,097 - mmaction - INFO - Epoch [2][340/1760] lr: 1.500e-02, eta: 20:28:18, time: 0.818, data_time: 0.000, memory: 10390, top1_acc: 0.2552, top5_acc: 0.5172, loss_cls: 3.2753, loss: 3.2753, grad_norm: 4.1464 2021-03-31 14:15:32,495 - mmaction - INFO - Epoch [2][360/1760] lr: 1.500e-02, eta: 20:27:29, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.2406, top5_acc: 0.4943, loss_cls: 3.3861, loss: 3.3861, grad_norm: 4.1965 2021-03-31 14:15:48,886 - mmaction - INFO - Epoch [2][380/1760] lr: 1.500e-02, eta: 20:26:42, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.2620, top5_acc: 0.5219, loss_cls: 3.2611, loss: 3.2611, grad_norm: 4.1331 2021-03-31 14:16:05,240 - mmaction - INFO - Epoch [2][400/1760] lr: 1.500e-02, eta: 20:25:54, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.2443, top5_acc: 0.4974, loss_cls: 3.3551, loss: 3.3551, grad_norm: 4.0539 2021-03-31 14:16:21,616 - mmaction - INFO - Epoch [2][420/1760] lr: 1.500e-02, eta: 20:25:06, time: 0.819, data_time: 0.000, memory: 10390, top1_acc: 0.2401, top5_acc: 0.5224, loss_cls: 3.2936, loss: 3.2936, grad_norm: 4.0754 2021-03-31 14:16:38,015 - mmaction - INFO - Epoch [2][440/1760] lr: 1.500e-02, eta: 20:24:20, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.2609, top5_acc: 0.5234, loss_cls: 3.2541, loss: 3.2541, grad_norm: 4.1947 2021-03-31 14:16:54,396 - mmaction - INFO - Epoch [2][460/1760] lr: 1.500e-02, eta: 20:23:35, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.2724, top5_acc: 0.5250, loss_cls: 3.2658, loss: 3.2658, grad_norm: 4.2084 2021-03-31 14:17:10,729 - mmaction - INFO - Epoch [2][480/1760] lr: 1.500e-02, eta: 20:22:48, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.2417, top5_acc: 0.5073, loss_cls: 3.3266, loss: 3.3266, grad_norm: 4.0486 2021-03-31 14:17:27,081 - mmaction - INFO - Epoch [2][500/1760] lr: 1.500e-02, eta: 20:22:02, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.2542, top5_acc: 0.5328, loss_cls: 3.2398, loss: 3.2398, grad_norm: 4.2356 2021-03-31 14:17:43,436 - mmaction - INFO - Epoch [2][520/1760] lr: 1.500e-02, eta: 20:21:16, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.2604, top5_acc: 0.5312, loss_cls: 3.2196, loss: 3.2196, grad_norm: 4.2184 2021-03-31 14:17:59,798 - mmaction - INFO - Epoch [2][540/1760] lr: 1.500e-02, eta: 20:20:32, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.2464, top5_acc: 0.5000, loss_cls: 3.3352, loss: 3.3352, grad_norm: 4.0030 2021-03-31 14:18:16,145 - mmaction - INFO - Epoch [2][560/1760] lr: 1.500e-02, eta: 20:19:47, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.2354, top5_acc: 0.4932, loss_cls: 3.3934, loss: 3.3934, grad_norm: 4.2186 2021-03-31 14:18:32,531 - mmaction - INFO - Epoch [2][580/1760] lr: 1.500e-02, eta: 20:19:05, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.2708, top5_acc: 0.5411, loss_cls: 3.2446, loss: 3.2446, grad_norm: 4.2936 2021-03-31 14:18:48,845 - mmaction - INFO - Epoch [2][600/1760] lr: 1.500e-02, eta: 20:18:20, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.2542, top5_acc: 0.5146, loss_cls: 3.3228, loss: 3.3228, grad_norm: 4.3878 2021-03-31 14:19:05,269 - mmaction - INFO - Epoch [2][620/1760] lr: 1.500e-02, eta: 20:17:39, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.2661, top5_acc: 0.5354, loss_cls: 3.2365, loss: 3.2365, grad_norm: 4.1484 2021-03-31 14:19:21,620 - mmaction - INFO - Epoch [2][640/1760] lr: 1.500e-02, eta: 20:16:57, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.2812, top5_acc: 0.5417, loss_cls: 3.1631, loss: 3.1631, grad_norm: 4.4165 2021-03-31 14:19:38,071 - mmaction - INFO - Epoch [2][660/1760] lr: 1.500e-02, eta: 20:16:18, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.2417, top5_acc: 0.5292, loss_cls: 3.2959, loss: 3.2959, grad_norm: 4.0674 2021-03-31 14:19:54,411 - mmaction - INFO - Epoch [2][680/1760] lr: 1.500e-02, eta: 20:15:37, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.2651, top5_acc: 0.5344, loss_cls: 3.2143, loss: 3.2143, grad_norm: 4.2142 2021-03-31 14:20:10,818 - mmaction - INFO - Epoch [2][700/1760] lr: 1.500e-02, eta: 20:14:57, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.2849, top5_acc: 0.5505, loss_cls: 3.1475, loss: 3.1475, grad_norm: 4.1745 2021-03-31 14:20:27,143 - mmaction - INFO - Epoch [2][720/1760] lr: 1.500e-02, eta: 20:14:15, time: 0.816, data_time: 0.000, memory: 10390, top1_acc: 0.2714, top5_acc: 0.5328, loss_cls: 3.2451, loss: 3.2451, grad_norm: 4.2364 2021-03-31 14:20:43,499 - mmaction - INFO - Epoch [2][740/1760] lr: 1.500e-02, eta: 20:13:35, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.2745, top5_acc: 0.5333, loss_cls: 3.1605, loss: 3.1605, grad_norm: 4.2001 2021-03-31 14:20:59,865 - mmaction - INFO - Epoch [2][760/1760] lr: 1.500e-02, eta: 20:12:55, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.2818, top5_acc: 0.5401, loss_cls: 3.1812, loss: 3.1812, grad_norm: 4.2610 2021-03-31 14:21:16,215 - mmaction - INFO - Epoch [2][780/1760] lr: 1.500e-02, eta: 20:12:15, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.2812, top5_acc: 0.5490, loss_cls: 3.1440, loss: 3.1440, grad_norm: 4.1774 2021-03-31 14:21:32,553 - mmaction - INFO - Epoch [2][800/1760] lr: 1.500e-02, eta: 20:11:35, time: 0.817, data_time: 0.000, memory: 10390, top1_acc: 0.2979, top5_acc: 0.5281, loss_cls: 3.1675, loss: 3.1675, grad_norm: 4.2052 2021-03-31 14:21:48,913 - mmaction - INFO - Epoch [2][820/1760] lr: 1.500e-02, eta: 20:10:56, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.2708, top5_acc: 0.5359, loss_cls: 3.2099, loss: 3.2099, grad_norm: 4.2300 2021-03-31 14:22:05,286 - mmaction - INFO - Epoch [2][840/1760] lr: 1.500e-02, eta: 20:10:19, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.2745, top5_acc: 0.5443, loss_cls: 3.1733, loss: 3.1733, grad_norm: 4.0967 2021-03-31 14:22:21,679 - mmaction - INFO - Epoch [2][860/1760] lr: 1.500e-02, eta: 20:09:42, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.2786, top5_acc: 0.5568, loss_cls: 3.1767, loss: 3.1767, grad_norm: 4.1840 2021-03-31 14:22:38,034 - mmaction - INFO - Epoch [2][880/1760] lr: 1.500e-02, eta: 20:09:04, time: 0.818, data_time: 0.000, memory: 10390, top1_acc: 0.2875, top5_acc: 0.5563, loss_cls: 3.1479, loss: 3.1479, grad_norm: 4.2563 2021-03-31 14:22:54,406 - mmaction - INFO - Epoch [2][900/1760] lr: 1.500e-02, eta: 20:08:26, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.2797, top5_acc: 0.5443, loss_cls: 3.1258, loss: 3.1258, grad_norm: 4.3461 2021-03-31 14:23:10,742 - mmaction - INFO - Epoch [2][920/1760] lr: 1.500e-02, eta: 20:07:49, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.2885, top5_acc: 0.5609, loss_cls: 3.1261, loss: 3.1261, grad_norm: 4.2011 2021-03-31 14:23:27,091 - mmaction - INFO - Epoch [2][940/1760] lr: 1.500e-02, eta: 20:07:11, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.3021, top5_acc: 0.5875, loss_cls: 2.9896, loss: 2.9896, grad_norm: 4.3258 2021-03-31 14:23:43,434 - mmaction - INFO - Epoch [2][960/1760] lr: 1.500e-02, eta: 20:06:35, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.2760, top5_acc: 0.5458, loss_cls: 3.1737, loss: 3.1737, grad_norm: 4.2985 2021-03-31 14:23:59,775 - mmaction - INFO - Epoch [2][980/1760] lr: 1.500e-02, eta: 20:05:58, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.2661, top5_acc: 0.5505, loss_cls: 3.1646, loss: 3.1646, grad_norm: 4.2963 2021-03-31 14:24:16,191 - mmaction - INFO - Epoch [2][1000/1760] lr: 1.500e-02, eta: 20:05:24, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.2964, top5_acc: 0.5536, loss_cls: 3.1471, loss: 3.1471, grad_norm: 4.3008 2021-03-31 14:24:32,539 - mmaction - INFO - Epoch [2][1020/1760] lr: 1.500e-02, eta: 20:04:48, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.2734, top5_acc: 0.5458, loss_cls: 3.1342, loss: 3.1342, grad_norm: 4.2337 2021-03-31 14:24:48,928 - mmaction - INFO - Epoch [2][1040/1760] lr: 1.500e-02, eta: 20:04:13, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.2823, top5_acc: 0.5422, loss_cls: 3.1166, loss: 3.1166, grad_norm: 4.3970 2021-03-31 14:25:05,301 - mmaction - INFO - Epoch [2][1060/1760] lr: 1.500e-02, eta: 20:03:38, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.2979, top5_acc: 0.5573, loss_cls: 3.0596, loss: 3.0596, grad_norm: 4.4054 2021-03-31 14:25:21,691 - mmaction - INFO - Epoch [2][1080/1760] lr: 1.500e-02, eta: 20:03:04, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.2984, top5_acc: 0.5563, loss_cls: 3.1671, loss: 3.1671, grad_norm: 4.3208 2021-03-31 14:25:38,060 - mmaction - INFO - Epoch [2][1100/1760] lr: 1.500e-02, eta: 20:02:30, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.2896, top5_acc: 0.5687, loss_cls: 3.0887, loss: 3.0887, grad_norm: 4.1412 2021-03-31 14:25:54,459 - mmaction - INFO - Epoch [2][1120/1760] lr: 1.500e-02, eta: 20:01:57, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.2771, top5_acc: 0.5500, loss_cls: 3.1254, loss: 3.1254, grad_norm: 4.3505 2021-03-31 14:26:10,871 - mmaction - INFO - Epoch [2][1140/1760] lr: 1.500e-02, eta: 20:01:24, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.2906, top5_acc: 0.5693, loss_cls: 3.0608, loss: 3.0608, grad_norm: 4.3089 2021-03-31 14:26:27,206 - mmaction - INFO - Epoch [2][1160/1760] lr: 1.500e-02, eta: 20:00:50, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.3073, top5_acc: 0.5698, loss_cls: 3.0755, loss: 3.0755, grad_norm: 4.2902 2021-03-31 14:26:43,605 - mmaction - INFO - Epoch [2][1180/1760] lr: 1.500e-02, eta: 20:00:17, time: 0.820, data_time: 0.000, memory: 10390, top1_acc: 0.2938, top5_acc: 0.5672, loss_cls: 3.0702, loss: 3.0702, grad_norm: 4.2576 2021-03-31 14:26:59,978 - mmaction - INFO - Epoch [2][1200/1760] lr: 1.500e-02, eta: 19:59:44, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.2995, top5_acc: 0.5687, loss_cls: 3.0619, loss: 3.0619, grad_norm: 4.4611 2021-03-31 14:27:16,375 - mmaction - INFO - Epoch [2][1220/1760] lr: 1.500e-02, eta: 19:59:12, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.2948, top5_acc: 0.5609, loss_cls: 3.0910, loss: 3.0910, grad_norm: 4.3162 2021-03-31 14:27:32,763 - mmaction - INFO - Epoch [2][1240/1760] lr: 1.500e-02, eta: 19:58:40, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.2802, top5_acc: 0.5510, loss_cls: 3.1421, loss: 3.1421, grad_norm: 4.3913 2021-03-31 14:27:49,105 - mmaction - INFO - Epoch [2][1260/1760] lr: 1.500e-02, eta: 19:58:07, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.3099, top5_acc: 0.5828, loss_cls: 3.0139, loss: 3.0139, grad_norm: 4.3545 2021-03-31 14:28:05,539 - mmaction - INFO - Epoch [2][1280/1760] lr: 1.500e-02, eta: 19:57:36, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.2891, top5_acc: 0.5677, loss_cls: 3.1107, loss: 3.1107, grad_norm: 4.3118 2021-03-31 14:28:21,914 - mmaction - INFO - Epoch [2][1300/1760] lr: 1.500e-02, eta: 19:57:04, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.2812, top5_acc: 0.5750, loss_cls: 3.0788, loss: 3.0788, grad_norm: 4.3030 2021-03-31 14:28:38,285 - mmaction - INFO - Epoch [2][1320/1760] lr: 1.500e-02, eta: 19:56:32, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.3104, top5_acc: 0.5880, loss_cls: 2.9799, loss: 2.9799, grad_norm: 4.3196 2021-03-31 14:28:54,673 - mmaction - INFO - Epoch [2][1340/1760] lr: 1.500e-02, eta: 19:56:01, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.3016, top5_acc: 0.5667, loss_cls: 3.0437, loss: 3.0437, grad_norm: 4.4111 2021-03-31 14:29:11,074 - mmaction - INFO - Epoch [2][1360/1760] lr: 1.500e-02, eta: 19:55:30, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3021, top5_acc: 0.5771, loss_cls: 3.0098, loss: 3.0098, grad_norm: 4.3801 2021-03-31 14:29:27,471 - mmaction - INFO - Epoch [2][1380/1760] lr: 1.500e-02, eta: 19:55:00, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.3281, top5_acc: 0.5891, loss_cls: 2.9664, loss: 2.9664, grad_norm: 4.2344 2021-03-31 14:29:43,808 - mmaction - INFO - Epoch [2][1400/1760] lr: 1.500e-02, eta: 19:54:28, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.2938, top5_acc: 0.5667, loss_cls: 3.0478, loss: 3.0478, grad_norm: 4.4766 2021-03-31 14:30:00,236 - mmaction - INFO - Epoch [2][1420/1760] lr: 1.500e-02, eta: 19:53:58, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.3125, top5_acc: 0.5807, loss_cls: 3.0357, loss: 3.0357, grad_norm: 4.2579 2021-03-31 14:30:16,605 - mmaction - INFO - Epoch [2][1440/1760] lr: 1.500e-02, eta: 19:53:28, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.2974, top5_acc: 0.5708, loss_cls: 3.0454, loss: 3.0454, grad_norm: 4.1740 2021-03-31 14:30:32,995 - mmaction - INFO - Epoch [2][1460/1760] lr: 1.500e-02, eta: 19:52:58, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.3172, top5_acc: 0.5875, loss_cls: 2.9750, loss: 2.9750, grad_norm: 4.3330 2021-03-31 14:30:49,368 - mmaction - INFO - Epoch [2][1480/1760] lr: 1.500e-02, eta: 19:52:28, time: 0.819, data_time: 0.000, memory: 10390, top1_acc: 0.3109, top5_acc: 0.5849, loss_cls: 2.9308, loss: 2.9308, grad_norm: 4.4400 2021-03-31 14:31:05,764 - mmaction - INFO - Epoch [2][1500/1760] lr: 1.500e-02, eta: 19:51:58, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3250, top5_acc: 0.5833, loss_cls: 3.0158, loss: 3.0158, grad_norm: 4.3372 2021-03-31 14:31:22,135 - mmaction - INFO - Epoch [2][1520/1760] lr: 1.500e-02, eta: 19:51:28, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.2984, top5_acc: 0.5635, loss_cls: 3.0679, loss: 3.0679, grad_norm: 4.3278 2021-03-31 14:31:38,452 - mmaction - INFO - Epoch [2][1540/1760] lr: 1.500e-02, eta: 19:50:57, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.2964, top5_acc: 0.5766, loss_cls: 3.0011, loss: 3.0011, grad_norm: 4.4963 2021-03-31 14:31:54,796 - mmaction - INFO - Epoch [2][1560/1760] lr: 1.500e-02, eta: 19:50:26, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.3208, top5_acc: 0.5880, loss_cls: 2.9579, loss: 2.9579, grad_norm: 4.4736 2021-03-31 14:32:11,145 - mmaction - INFO - Epoch [2][1580/1760] lr: 1.500e-02, eta: 19:49:56, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.3130, top5_acc: 0.5833, loss_cls: 3.0139, loss: 3.0139, grad_norm: 4.4733 2021-03-31 14:32:27,482 - mmaction - INFO - Epoch [2][1600/1760] lr: 1.500e-02, eta: 19:49:26, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.2943, top5_acc: 0.5797, loss_cls: 3.0240, loss: 3.0240, grad_norm: 4.3595 2021-03-31 14:32:43,867 - mmaction - INFO - Epoch [2][1620/1760] lr: 1.500e-02, eta: 19:48:57, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.2932, top5_acc: 0.5839, loss_cls: 3.0560, loss: 3.0560, grad_norm: 4.3596 2021-03-31 14:33:00,239 - mmaction - INFO - Epoch [2][1640/1760] lr: 1.500e-02, eta: 19:48:28, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.2854, top5_acc: 0.5760, loss_cls: 3.0483, loss: 3.0483, grad_norm: 4.2187 2021-03-31 14:33:16,835 - mmaction - INFO - Epoch [2][1660/1760] lr: 1.500e-02, eta: 19:48:05, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.3005, top5_acc: 0.5807, loss_cls: 3.0068, loss: 3.0068, grad_norm: 4.4612 2021-03-31 14:33:33,434 - mmaction - INFO - Epoch [2][1680/1760] lr: 1.500e-02, eta: 19:47:42, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.3109, top5_acc: 0.5844, loss_cls: 3.0075, loss: 3.0075, grad_norm: 4.3385 2021-03-31 14:33:50,050 - mmaction - INFO - Epoch [2][1700/1760] lr: 1.500e-02, eta: 19:47:19, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.3229, top5_acc: 0.5813, loss_cls: 2.9740, loss: 2.9740, grad_norm: 4.2525 2021-03-31 14:34:06,694 - mmaction - INFO - Epoch [2][1720/1760] lr: 1.500e-02, eta: 19:46:57, time: 0.833, data_time: 0.001, memory: 10390, top1_acc: 0.3161, top5_acc: 0.5859, loss_cls: 2.9653, loss: 2.9653, grad_norm: 4.5745 2021-03-31 14:34:23,301 - mmaction - INFO - Epoch [2][1740/1760] lr: 1.500e-02, eta: 19:46:34, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.3005, top5_acc: 0.5781, loss_cls: 3.0060, loss: 3.0060, grad_norm: 4.0961 2021-03-31 14:34:39,676 - mmaction - INFO - Epoch [2][1760/1760] lr: 1.500e-02, eta: 19:46:06, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.3130, top5_acc: 0.5710, loss_cls: 2.9689, loss: 2.9689, grad_norm: 4.4779 2021-03-31 14:34:44,039 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-03-31 14:36:17,199 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-31 14:36:17,527 - mmaction - INFO - top1_acc 0.3113 top5_acc 0.5951 2021-03-31 14:36:17,528 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-31 14:36:17,594 - mmaction - INFO - mean_acc 0.2376 2021-03-31 14:36:17,861 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-03-31 14:36:17,861 - mmaction - INFO - Best top1_acc is 0.3113 at 2 epoch. 2021-03-31 14:36:17,879 - mmaction - INFO - Epoch(val) [2][1760] top1_acc: 0.3113, top5_acc: 0.5951, mean_class_accuracy: 0.2376 2021-03-31 14:36:58,212 - mmaction - INFO - Epoch [3][20/1760] lr: 1.500e-02, eta: 19:55:09, time: 2.016, data_time: 1.168, memory: 10390, top1_acc: 0.3198, top5_acc: 0.6130, loss_cls: 2.8567, loss: 2.8567, grad_norm: 4.3797 2021-03-31 14:37:14,599 - mmaction - INFO - Epoch [3][40/1760] lr: 1.500e-02, eta: 19:54:38, time: 0.820, data_time: 0.003, memory: 10390, top1_acc: 0.3193, top5_acc: 0.5984, loss_cls: 2.9290, loss: 2.9290, grad_norm: 4.4408 2021-03-31 14:37:31,003 - mmaction - INFO - Epoch [3][60/1760] lr: 1.500e-02, eta: 19:54:08, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3187, top5_acc: 0.6141, loss_cls: 2.8762, loss: 2.8762, grad_norm: 4.5547 2021-03-31 14:37:47,379 - mmaction - INFO - Epoch [3][80/1760] lr: 1.500e-02, eta: 19:53:37, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.3266, top5_acc: 0.6052, loss_cls: 2.9011, loss: 2.9011, grad_norm: 4.3520 2021-03-31 14:38:03,761 - mmaction - INFO - Epoch [3][100/1760] lr: 1.500e-02, eta: 19:53:06, time: 0.819, data_time: 0.000, memory: 10390, top1_acc: 0.3333, top5_acc: 0.6214, loss_cls: 2.8526, loss: 2.8526, grad_norm: 4.6643 2021-03-31 14:38:20,428 - mmaction - INFO - Epoch [3][120/1760] lr: 1.500e-02, eta: 19:52:42, time: 0.833, data_time: 0.019, memory: 10390, top1_acc: 0.3349, top5_acc: 0.6010, loss_cls: 2.9272, loss: 2.9272, grad_norm: 4.2056 2021-03-31 14:38:36,775 - mmaction - INFO - Epoch [3][140/1760] lr: 1.500e-02, eta: 19:52:11, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.3203, top5_acc: 0.5781, loss_cls: 2.9877, loss: 2.9877, grad_norm: 4.5248 2021-03-31 14:38:53,113 - mmaction - INFO - Epoch [3][160/1760] lr: 1.500e-02, eta: 19:51:40, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.3281, top5_acc: 0.6135, loss_cls: 2.8253, loss: 2.8253, grad_norm: 4.4672 2021-03-31 14:39:09,487 - mmaction - INFO - Epoch [3][180/1760] lr: 1.500e-02, eta: 19:51:09, time: 0.819, data_time: 0.000, memory: 10390, top1_acc: 0.3130, top5_acc: 0.5943, loss_cls: 2.9600, loss: 2.9600, grad_norm: 4.4267 2021-03-31 14:39:25,859 - mmaction - INFO - Epoch [3][200/1760] lr: 1.500e-02, eta: 19:50:39, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.3260, top5_acc: 0.5948, loss_cls: 2.9018, loss: 2.9018, grad_norm: 4.3249 2021-03-31 14:39:42,255 - mmaction - INFO - Epoch [3][220/1760] lr: 1.500e-02, eta: 19:50:10, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.3328, top5_acc: 0.6141, loss_cls: 2.8440, loss: 2.8440, grad_norm: 4.3396 2021-03-31 14:39:58,616 - mmaction - INFO - Epoch [3][240/1760] lr: 1.500e-02, eta: 19:49:39, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.3510, top5_acc: 0.6276, loss_cls: 2.7826, loss: 2.7826, grad_norm: 4.4408 2021-03-31 14:40:16,569 - mmaction - INFO - Epoch [3][260/1760] lr: 1.500e-02, eta: 19:49:42, time: 0.892, data_time: 0.001, memory: 10390, top1_acc: 0.3323, top5_acc: 0.6115, loss_cls: 2.8447, loss: 2.8447, grad_norm: 4.4739 2021-03-31 14:40:32,959 - mmaction - INFO - Epoch [3][280/1760] lr: 1.500e-02, eta: 19:49:15, time: 0.825, data_time: 0.007, memory: 10390, top1_acc: 0.3375, top5_acc: 0.6172, loss_cls: 2.8590, loss: 2.8590, grad_norm: 4.4595 2021-03-31 14:40:49,261 - mmaction - INFO - Epoch [3][300/1760] lr: 1.500e-02, eta: 19:48:44, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.3182, top5_acc: 0.6104, loss_cls: 2.9301, loss: 2.9301, grad_norm: 4.6038 2021-03-31 14:41:05,599 - mmaction - INFO - Epoch [3][320/1760] lr: 1.500e-02, eta: 19:48:14, time: 0.817, data_time: 0.000, memory: 10390, top1_acc: 0.3302, top5_acc: 0.6135, loss_cls: 2.8595, loss: 2.8595, grad_norm: 4.5634 2021-03-31 14:41:21,969 - mmaction - INFO - Epoch [3][340/1760] lr: 1.500e-02, eta: 19:47:45, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.3281, top5_acc: 0.5927, loss_cls: 2.9221, loss: 2.9221, grad_norm: 4.3862 2021-03-31 14:41:38,291 - mmaction - INFO - Epoch [3][360/1760] lr: 1.500e-02, eta: 19:47:14, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.3448, top5_acc: 0.6281, loss_cls: 2.8031, loss: 2.8031, grad_norm: 4.4530 2021-03-31 14:41:54,597 - mmaction - INFO - Epoch [3][380/1760] lr: 1.500e-02, eta: 19:46:44, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.3266, top5_acc: 0.6036, loss_cls: 2.8991, loss: 2.8991, grad_norm: 4.5134 2021-03-31 14:42:10,946 - mmaction - INFO - Epoch [3][400/1760] lr: 1.500e-02, eta: 19:46:14, time: 0.817, data_time: 0.000, memory: 10390, top1_acc: 0.3500, top5_acc: 0.6219, loss_cls: 2.7775, loss: 2.7775, grad_norm: 4.6381 2021-03-31 14:42:27,347 - mmaction - INFO - Epoch [3][420/1760] lr: 1.500e-02, eta: 19:45:46, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3130, top5_acc: 0.5969, loss_cls: 2.9300, loss: 2.9300, grad_norm: 4.3877 2021-03-31 14:42:43,713 - mmaction - INFO - Epoch [3][440/1760] lr: 1.500e-02, eta: 19:45:17, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3312, top5_acc: 0.6182, loss_cls: 2.8713, loss: 2.8713, grad_norm: 4.4929 2021-03-31 14:43:00,086 - mmaction - INFO - Epoch [3][460/1760] lr: 1.500e-02, eta: 19:44:49, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3417, top5_acc: 0.6365, loss_cls: 2.7907, loss: 2.7907, grad_norm: 4.5679 2021-03-31 14:43:16,479 - mmaction - INFO - Epoch [3][480/1760] lr: 1.500e-02, eta: 19:44:21, time: 0.820, data_time: 0.000, memory: 10390, top1_acc: 0.3339, top5_acc: 0.5922, loss_cls: 2.9311, loss: 2.9311, grad_norm: 4.3251 2021-03-31 14:43:32,838 - mmaction - INFO - Epoch [3][500/1760] lr: 1.500e-02, eta: 19:43:52, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.3182, top5_acc: 0.5901, loss_cls: 2.9295, loss: 2.9295, grad_norm: 4.4770 2021-03-31 14:43:49,189 - mmaction - INFO - Epoch [3][520/1760] lr: 1.500e-02, eta: 19:43:23, time: 0.818, data_time: 0.005, memory: 10390, top1_acc: 0.3375, top5_acc: 0.6255, loss_cls: 2.8090, loss: 2.8090, grad_norm: 4.4217 2021-03-31 14:44:05,643 - mmaction - INFO - Epoch [3][540/1760] lr: 1.500e-02, eta: 19:42:57, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.3490, top5_acc: 0.6286, loss_cls: 2.8029, loss: 2.8029, grad_norm: 4.4877 2021-03-31 14:44:21,930 - mmaction - INFO - Epoch [3][560/1760] lr: 1.500e-02, eta: 19:42:27, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.3365, top5_acc: 0.6115, loss_cls: 2.8692, loss: 2.8692, grad_norm: 4.3817 2021-03-31 14:44:38,261 - mmaction - INFO - Epoch [3][580/1760] lr: 1.500e-02, eta: 19:41:58, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.3380, top5_acc: 0.6297, loss_cls: 2.8246, loss: 2.8246, grad_norm: 4.4979 2021-03-31 14:44:54,603 - mmaction - INFO - Epoch [3][600/1760] lr: 1.500e-02, eta: 19:41:30, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.3401, top5_acc: 0.6271, loss_cls: 2.7970, loss: 2.7970, grad_norm: 4.6456 2021-03-31 14:45:10,989 - mmaction - INFO - Epoch [3][620/1760] lr: 1.500e-02, eta: 19:41:03, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3542, top5_acc: 0.6292, loss_cls: 2.7956, loss: 2.7956, grad_norm: 4.4744 2021-03-31 14:45:27,344 - mmaction - INFO - Epoch [3][640/1760] lr: 1.500e-02, eta: 19:40:35, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.3349, top5_acc: 0.6203, loss_cls: 2.8446, loss: 2.8446, grad_norm: 4.6963 2021-03-31 14:45:43,738 - mmaction - INFO - Epoch [3][660/1760] lr: 1.500e-02, eta: 19:40:08, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3255, top5_acc: 0.6000, loss_cls: 2.9047, loss: 2.9047, grad_norm: 4.4034 2021-03-31 14:46:00,083 - mmaction - INFO - Epoch [3][680/1760] lr: 1.500e-02, eta: 19:39:40, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.3375, top5_acc: 0.6286, loss_cls: 2.8349, loss: 2.8349, grad_norm: 4.5353 2021-03-31 14:46:16,428 - mmaction - INFO - Epoch [3][700/1760] lr: 1.500e-02, eta: 19:39:12, time: 0.817, data_time: 0.000, memory: 10390, top1_acc: 0.3432, top5_acc: 0.6323, loss_cls: 2.7766, loss: 2.7766, grad_norm: 4.6478 2021-03-31 14:46:32,763 - mmaction - INFO - Epoch [3][720/1760] lr: 1.500e-02, eta: 19:38:44, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.3193, top5_acc: 0.6089, loss_cls: 2.8626, loss: 2.8626, grad_norm: 4.4044 2021-03-31 14:46:49,158 - mmaction - INFO - Epoch [3][740/1760] lr: 1.500e-02, eta: 19:38:18, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.3198, top5_acc: 0.6115, loss_cls: 2.8689, loss: 2.8689, grad_norm: 4.2791 2021-03-31 14:47:05,447 - mmaction - INFO - Epoch [3][760/1760] lr: 1.500e-02, eta: 19:37:49, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.3490, top5_acc: 0.6245, loss_cls: 2.8135, loss: 2.8135, grad_norm: 4.5777 2021-03-31 14:47:21,832 - mmaction - INFO - Epoch [3][780/1760] lr: 1.500e-02, eta: 19:37:23, time: 0.819, data_time: 0.000, memory: 10390, top1_acc: 0.3536, top5_acc: 0.6276, loss_cls: 2.7874, loss: 2.7874, grad_norm: 4.3503 2021-03-31 14:47:38,224 - mmaction - INFO - Epoch [3][800/1760] lr: 1.500e-02, eta: 19:36:56, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3432, top5_acc: 0.6266, loss_cls: 2.8009, loss: 2.8009, grad_norm: 4.5098 2021-03-31 14:47:54,569 - mmaction - INFO - Epoch [3][820/1760] lr: 1.500e-02, eta: 19:36:29, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.3542, top5_acc: 0.6297, loss_cls: 2.7619, loss: 2.7619, grad_norm: 4.4865 2021-03-31 14:48:10,986 - mmaction - INFO - Epoch [3][840/1760] lr: 1.500e-02, eta: 19:36:03, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.3510, top5_acc: 0.6089, loss_cls: 2.8609, loss: 2.8609, grad_norm: 4.3980 2021-03-31 14:48:27,377 - mmaction - INFO - Epoch [3][860/1760] lr: 1.500e-02, eta: 19:35:37, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.3167, top5_acc: 0.6109, loss_cls: 2.8604, loss: 2.8604, grad_norm: 4.4571 2021-03-31 14:48:43,760 - mmaction - INFO - Epoch [3][880/1760] lr: 1.500e-02, eta: 19:35:11, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3380, top5_acc: 0.6172, loss_cls: 2.8138, loss: 2.8138, grad_norm: 4.5561 2021-03-31 14:49:00,138 - mmaction - INFO - Epoch [3][900/1760] lr: 1.500e-02, eta: 19:34:45, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.3443, top5_acc: 0.6359, loss_cls: 2.7705, loss: 2.7705, grad_norm: 4.4594 2021-03-31 14:49:16,534 - mmaction - INFO - Epoch [3][920/1760] lr: 1.500e-02, eta: 19:34:19, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3385, top5_acc: 0.6323, loss_cls: 2.7952, loss: 2.7952, grad_norm: 4.4657 2021-03-31 14:49:32,905 - mmaction - INFO - Epoch [3][940/1760] lr: 1.500e-02, eta: 19:33:53, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.3505, top5_acc: 0.6292, loss_cls: 2.7813, loss: 2.7813, grad_norm: 4.3975 2021-03-31 14:49:49,313 - mmaction - INFO - Epoch [3][960/1760] lr: 1.500e-02, eta: 19:33:28, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.3411, top5_acc: 0.6089, loss_cls: 2.8020, loss: 2.8020, grad_norm: 4.5507 2021-03-31 14:50:05,687 - mmaction - INFO - Epoch [3][980/1760] lr: 1.500e-02, eta: 19:33:02, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3380, top5_acc: 0.6245, loss_cls: 2.7820, loss: 2.7820, grad_norm: 4.5364 2021-03-31 14:50:22,062 - mmaction - INFO - Epoch [3][1000/1760] lr: 1.500e-02, eta: 19:32:36, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3443, top5_acc: 0.6312, loss_cls: 2.7888, loss: 2.7888, grad_norm: 4.3830 2021-03-31 14:50:38,441 - mmaction - INFO - Epoch [3][1020/1760] lr: 1.500e-02, eta: 19:32:11, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.3604, top5_acc: 0.6443, loss_cls: 2.6663, loss: 2.6663, grad_norm: 4.4588 2021-03-31 14:50:54,837 - mmaction - INFO - Epoch [3][1040/1760] lr: 1.500e-02, eta: 19:31:45, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3521, top5_acc: 0.6422, loss_cls: 2.7191, loss: 2.7191, grad_norm: 4.4645 2021-03-31 14:51:11,216 - mmaction - INFO - Epoch [3][1060/1760] lr: 1.500e-02, eta: 19:31:20, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.3547, top5_acc: 0.6438, loss_cls: 2.7259, loss: 2.7259, grad_norm: 4.4931 2021-03-31 14:51:27,505 - mmaction - INFO - Epoch [3][1080/1760] lr: 1.500e-02, eta: 19:30:53, time: 0.814, data_time: 0.000, memory: 10390, top1_acc: 0.3521, top5_acc: 0.6260, loss_cls: 2.7476, loss: 2.7476, grad_norm: 4.4848 2021-03-31 14:51:43,850 - mmaction - INFO - Epoch [3][1100/1760] lr: 1.500e-02, eta: 19:30:27, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.3542, top5_acc: 0.6292, loss_cls: 2.7590, loss: 2.7590, grad_norm: 4.5668 2021-03-31 14:52:00,162 - mmaction - INFO - Epoch [3][1120/1760] lr: 1.500e-02, eta: 19:30:01, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.3411, top5_acc: 0.6115, loss_cls: 2.8163, loss: 2.8163, grad_norm: 4.2537 2021-03-31 14:52:16,543 - mmaction - INFO - Epoch [3][1140/1760] lr: 1.500e-02, eta: 19:29:36, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3510, top5_acc: 0.6292, loss_cls: 2.7210, loss: 2.7210, grad_norm: 4.4251 2021-03-31 14:52:32,918 - mmaction - INFO - Epoch [3][1160/1760] lr: 1.500e-02, eta: 19:29:10, time: 0.819, data_time: 0.000, memory: 10390, top1_acc: 0.3542, top5_acc: 0.6411, loss_cls: 2.7555, loss: 2.7555, grad_norm: 4.7313 2021-03-31 14:52:49,318 - mmaction - INFO - Epoch [3][1180/1760] lr: 1.500e-02, eta: 19:28:46, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3292, top5_acc: 0.6260, loss_cls: 2.8123, loss: 2.8123, grad_norm: 4.4667 2021-03-31 14:53:05,675 - mmaction - INFO - Epoch [3][1200/1760] lr: 1.500e-02, eta: 19:28:20, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.3604, top5_acc: 0.6344, loss_cls: 2.7396, loss: 2.7396, grad_norm: 4.4640 2021-03-31 14:53:22,081 - mmaction - INFO - Epoch [3][1220/1760] lr: 1.500e-02, eta: 19:27:56, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.3583, top5_acc: 0.6500, loss_cls: 2.7458, loss: 2.7458, grad_norm: 4.4127 2021-03-31 14:53:38,424 - mmaction - INFO - Epoch [3][1240/1760] lr: 1.500e-02, eta: 19:27:31, time: 0.817, data_time: 0.000, memory: 10390, top1_acc: 0.3615, top5_acc: 0.6302, loss_cls: 2.7627, loss: 2.7627, grad_norm: 4.5829 2021-03-31 14:53:54,757 - mmaction - INFO - Epoch [3][1260/1760] lr: 1.500e-02, eta: 19:27:05, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.3422, top5_acc: 0.6078, loss_cls: 2.8589, loss: 2.8589, grad_norm: 4.4548 2021-03-31 14:54:11,109 - mmaction - INFO - Epoch [3][1280/1760] lr: 1.500e-02, eta: 19:26:40, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.3667, top5_acc: 0.6385, loss_cls: 2.7033, loss: 2.7033, grad_norm: 4.4251 2021-03-31 14:54:27,513 - mmaction - INFO - Epoch [3][1300/1760] lr: 1.500e-02, eta: 19:26:16, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.3766, top5_acc: 0.6516, loss_cls: 2.6765, loss: 2.6765, grad_norm: 4.6199 2021-03-31 14:54:43,877 - mmaction - INFO - Epoch [3][1320/1760] lr: 1.500e-02, eta: 19:25:51, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.3505, top5_acc: 0.6349, loss_cls: 2.7672, loss: 2.7672, grad_norm: 4.5712 2021-03-31 14:55:00,197 - mmaction - INFO - Epoch [3][1340/1760] lr: 1.500e-02, eta: 19:25:26, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.3359, top5_acc: 0.6234, loss_cls: 2.7873, loss: 2.7873, grad_norm: 4.4882 2021-03-31 14:55:16,569 - mmaction - INFO - Epoch [3][1360/1760] lr: 1.500e-02, eta: 19:25:01, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.3484, top5_acc: 0.6255, loss_cls: 2.7751, loss: 2.7751, grad_norm: 4.6255 2021-03-31 14:55:32,945 - mmaction - INFO - Epoch [3][1380/1760] lr: 1.500e-02, eta: 19:24:37, time: 0.819, data_time: 0.000, memory: 10390, top1_acc: 0.3500, top5_acc: 0.6359, loss_cls: 2.7813, loss: 2.7813, grad_norm: 4.5156 2021-03-31 14:55:49,329 - mmaction - INFO - Epoch [3][1400/1760] lr: 1.500e-02, eta: 19:24:13, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3578, top5_acc: 0.6214, loss_cls: 2.7577, loss: 2.7577, grad_norm: 4.3975 2021-03-31 14:56:05,656 - mmaction - INFO - Epoch [3][1420/1760] lr: 1.500e-02, eta: 19:23:48, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.3766, top5_acc: 0.6714, loss_cls: 2.6098, loss: 2.6098, grad_norm: 4.5309 2021-03-31 14:56:22,099 - mmaction - INFO - Epoch [3][1440/1760] lr: 1.500e-02, eta: 19:23:25, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.3604, top5_acc: 0.6500, loss_cls: 2.6986, loss: 2.6986, grad_norm: 4.5401 2021-03-31 14:56:38,471 - mmaction - INFO - Epoch [3][1460/1760] lr: 1.500e-02, eta: 19:23:01, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.3547, top5_acc: 0.6401, loss_cls: 2.7181, loss: 2.7181, grad_norm: 4.5985 2021-03-31 14:56:54,845 - mmaction - INFO - Epoch [3][1480/1760] lr: 1.500e-02, eta: 19:22:36, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.3573, top5_acc: 0.6438, loss_cls: 2.7226, loss: 2.7226, grad_norm: 4.4387 2021-03-31 14:57:11,164 - mmaction - INFO - Epoch [3][1500/1760] lr: 1.500e-02, eta: 19:22:12, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.3490, top5_acc: 0.6156, loss_cls: 2.7858, loss: 2.7858, grad_norm: 4.6876 2021-03-31 14:57:27,534 - mmaction - INFO - Epoch [3][1520/1760] lr: 1.500e-02, eta: 19:21:48, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.3391, top5_acc: 0.6354, loss_cls: 2.7682, loss: 2.7682, grad_norm: 4.5486 2021-03-31 14:57:43,820 - mmaction - INFO - Epoch [3][1540/1760] lr: 1.500e-02, eta: 19:21:22, time: 0.814, data_time: 0.000, memory: 10390, top1_acc: 0.3807, top5_acc: 0.6594, loss_cls: 2.6487, loss: 2.6487, grad_norm: 4.4770 2021-03-31 14:58:00,208 - mmaction - INFO - Epoch [3][1560/1760] lr: 1.500e-02, eta: 19:20:59, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3672, top5_acc: 0.6453, loss_cls: 2.7006, loss: 2.7006, grad_norm: 4.5601 2021-03-31 14:58:16,583 - mmaction - INFO - Epoch [3][1580/1760] lr: 1.500e-02, eta: 19:20:35, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.3781, top5_acc: 0.6568, loss_cls: 2.6210, loss: 2.6210, grad_norm: 4.5229 2021-03-31 14:58:32,930 - mmaction - INFO - Epoch [3][1600/1760] lr: 1.500e-02, eta: 19:20:11, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.3536, top5_acc: 0.6260, loss_cls: 2.7590, loss: 2.7590, grad_norm: 4.6327 2021-03-31 14:58:49,260 - mmaction - INFO - Epoch [3][1620/1760] lr: 1.500e-02, eta: 19:19:47, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.3563, top5_acc: 0.6490, loss_cls: 2.6939, loss: 2.6939, grad_norm: 4.6177 2021-03-31 14:59:05,590 - mmaction - INFO - Epoch [3][1640/1760] lr: 1.500e-02, eta: 19:19:22, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.3594, top5_acc: 0.6349, loss_cls: 2.7228, loss: 2.7228, grad_norm: 4.6285 2021-03-31 14:59:21,932 - mmaction - INFO - Epoch [3][1660/1760] lr: 1.500e-02, eta: 19:18:58, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.3531, top5_acc: 0.6375, loss_cls: 2.7693, loss: 2.7693, grad_norm: 4.5532 2021-03-31 14:59:38,302 - mmaction - INFO - Epoch [3][1680/1760] lr: 1.500e-02, eta: 19:18:35, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.3589, top5_acc: 0.6385, loss_cls: 2.7299, loss: 2.7299, grad_norm: 4.4231 2021-03-31 14:59:54,672 - mmaction - INFO - Epoch [3][1700/1760] lr: 1.500e-02, eta: 19:18:11, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.3469, top5_acc: 0.6417, loss_cls: 2.7429, loss: 2.7429, grad_norm: 4.5234 2021-03-31 15:00:11,067 - mmaction - INFO - Epoch [3][1720/1760] lr: 1.500e-02, eta: 19:17:48, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3688, top5_acc: 0.6521, loss_cls: 2.6574, loss: 2.6574, grad_norm: 4.5736 2021-03-31 15:00:27,449 - mmaction - INFO - Epoch [3][1740/1760] lr: 1.500e-02, eta: 19:17:25, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.3786, top5_acc: 0.6469, loss_cls: 2.6329, loss: 2.6329, grad_norm: 4.4296 2021-03-31 15:00:43,538 - mmaction - INFO - Epoch [3][1760/1760] lr: 1.500e-02, eta: 19:16:57, time: 0.805, data_time: 0.000, memory: 10390, top1_acc: 0.3549, top5_acc: 0.6377, loss_cls: 2.7445, loss: 2.7445, grad_norm: 4.4993 2021-03-31 15:00:49,631 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-03-31 15:04:37,735 - mmaction - INFO - Epoch [4][20/1760] lr: 1.500e-02, eta: 20:11:25, time: 11.362, data_time: 10.553, memory: 10390, top1_acc: 0.3781, top5_acc: 0.6536, loss_cls: 2.5851, loss: 2.5851, grad_norm: 4.5682 2021-03-31 15:04:53,856 - mmaction - INFO - Epoch [4][40/1760] lr: 1.500e-02, eta: 20:10:44, time: 0.806, data_time: 0.003, memory: 10390, top1_acc: 0.3656, top5_acc: 0.6547, loss_cls: 2.6485, loss: 2.6485, grad_norm: 4.4843 2021-03-31 15:05:10,038 - mmaction - INFO - Epoch [4][60/1760] lr: 1.500e-02, eta: 20:10:05, time: 0.807, data_time: 0.002, memory: 10390, top1_acc: 0.3922, top5_acc: 0.6557, loss_cls: 2.5898, loss: 2.5898, grad_norm: 4.5038 2021-03-31 15:05:26,200 - mmaction - INFO - Epoch [4][80/1760] lr: 1.500e-02, eta: 20:09:26, time: 0.810, data_time: 0.003, memory: 10390, top1_acc: 0.3745, top5_acc: 0.6641, loss_cls: 2.6065, loss: 2.6065, grad_norm: 4.3788 2021-03-31 15:05:42,432 - mmaction - INFO - Epoch [4][100/1760] lr: 1.500e-02, eta: 20:08:48, time: 0.812, data_time: 0.002, memory: 10390, top1_acc: 0.3661, top5_acc: 0.6536, loss_cls: 2.6686, loss: 2.6686, grad_norm: 4.5356 2021-03-31 15:05:58,808 - mmaction - INFO - Epoch [4][120/1760] lr: 1.500e-02, eta: 20:08:12, time: 0.819, data_time: 0.000, memory: 10390, top1_acc: 0.3979, top5_acc: 0.6745, loss_cls: 2.5805, loss: 2.5805, grad_norm: 4.4674 2021-03-31 15:06:15,215 - mmaction - INFO - Epoch [4][140/1760] lr: 1.500e-02, eta: 20:07:37, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.3677, top5_acc: 0.6568, loss_cls: 2.6453, loss: 2.6453, grad_norm: 4.6072 2021-03-31 15:06:31,594 - mmaction - INFO - Epoch [4][160/1760] lr: 1.500e-02, eta: 20:07:02, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.3729, top5_acc: 0.6552, loss_cls: 2.6381, loss: 2.6381, grad_norm: 4.5404 2021-03-31 15:06:47,981 - mmaction - INFO - Epoch [4][180/1760] lr: 1.500e-02, eta: 20:06:27, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3896, top5_acc: 0.6573, loss_cls: 2.6224, loss: 2.6224, grad_norm: 4.6742 2021-03-31 15:07:04,333 - mmaction - INFO - Epoch [4][200/1760] lr: 1.500e-02, eta: 20:05:52, time: 0.818, data_time: 0.000, memory: 10390, top1_acc: 0.3734, top5_acc: 0.6516, loss_cls: 2.6622, loss: 2.6622, grad_norm: 4.8844 2021-03-31 15:07:20,741 - mmaction - INFO - Epoch [4][220/1760] lr: 1.500e-02, eta: 20:05:17, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.3740, top5_acc: 0.6469, loss_cls: 2.6436, loss: 2.6436, grad_norm: 4.5650 2021-03-31 15:07:37,137 - mmaction - INFO - Epoch [4][240/1760] lr: 1.500e-02, eta: 20:04:43, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.3865, top5_acc: 0.6604, loss_cls: 2.6127, loss: 2.6127, grad_norm: 4.5506 2021-03-31 15:07:53,514 - mmaction - INFO - Epoch [4][260/1760] lr: 1.500e-02, eta: 20:04:08, time: 0.819, data_time: 0.000, memory: 10390, top1_acc: 0.3911, top5_acc: 0.6740, loss_cls: 2.5566, loss: 2.5566, grad_norm: 4.5016 2021-03-31 15:08:09,904 - mmaction - INFO - Epoch [4][280/1760] lr: 1.500e-02, eta: 20:03:33, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.3901, top5_acc: 0.6677, loss_cls: 2.6401, loss: 2.6401, grad_norm: 4.5952 2021-03-31 15:08:26,364 - mmaction - INFO - Epoch [4][300/1760] lr: 1.500e-02, eta: 20:03:00, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.3766, top5_acc: 0.6547, loss_cls: 2.6406, loss: 2.6406, grad_norm: 4.5443 2021-03-31 15:08:42,914 - mmaction - INFO - Epoch [4][320/1760] lr: 1.500e-02, eta: 20:02:29, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.3854, top5_acc: 0.6562, loss_cls: 2.6199, loss: 2.6199, grad_norm: 4.5939 2021-03-31 15:08:59,405 - mmaction - INFO - Epoch [4][340/1760] lr: 1.500e-02, eta: 20:01:56, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.3807, top5_acc: 0.6583, loss_cls: 2.6095, loss: 2.6095, grad_norm: 4.5149 2021-03-31 15:09:15,953 - mmaction - INFO - Epoch [4][360/1760] lr: 1.500e-02, eta: 20:01:25, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.3786, top5_acc: 0.6490, loss_cls: 2.6596, loss: 2.6596, grad_norm: 4.5438 2021-03-31 15:09:32,477 - mmaction - INFO - Epoch [4][380/1760] lr: 1.500e-02, eta: 20:00:53, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.3885, top5_acc: 0.6500, loss_cls: 2.5982, loss: 2.5982, grad_norm: 4.4445 2021-03-31 15:09:49,010 - mmaction - INFO - Epoch [4][400/1760] lr: 1.500e-02, eta: 20:00:21, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.4010, top5_acc: 0.6828, loss_cls: 2.5176, loss: 2.5176, grad_norm: 4.5650 2021-03-31 15:10:05,471 - mmaction - INFO - Epoch [4][420/1760] lr: 1.500e-02, eta: 19:59:49, time: 0.823, data_time: 0.000, memory: 10390, top1_acc: 0.3677, top5_acc: 0.6562, loss_cls: 2.6632, loss: 2.6632, grad_norm: 4.5002 2021-03-31 15:10:22,000 - mmaction - INFO - Epoch [4][440/1760] lr: 1.500e-02, eta: 19:59:17, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.3812, top5_acc: 0.6495, loss_cls: 2.6738, loss: 2.6738, grad_norm: 4.3374 2021-03-31 15:10:38,505 - mmaction - INFO - Epoch [4][460/1760] lr: 1.500e-02, eta: 19:58:46, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.3797, top5_acc: 0.6594, loss_cls: 2.6181, loss: 2.6181, grad_norm: 4.6296 2021-03-31 15:10:55,008 - mmaction - INFO - Epoch [4][480/1760] lr: 1.500e-02, eta: 19:58:14, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.3589, top5_acc: 0.6609, loss_cls: 2.6599, loss: 2.6599, grad_norm: 4.5494 2021-03-31 15:11:11,518 - mmaction - INFO - Epoch [4][500/1760] lr: 1.500e-02, eta: 19:57:43, time: 0.825, data_time: 0.000, memory: 10390, top1_acc: 0.3896, top5_acc: 0.6698, loss_cls: 2.5834, loss: 2.5834, grad_norm: 4.5059 2021-03-31 15:11:28,012 - mmaction - INFO - Epoch [4][520/1760] lr: 1.500e-02, eta: 19:57:11, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.3453, top5_acc: 0.6500, loss_cls: 2.6926, loss: 2.6926, grad_norm: 4.8387 2021-03-31 15:11:44,560 - mmaction - INFO - Epoch [4][540/1760] lr: 1.500e-02, eta: 19:56:41, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.3714, top5_acc: 0.6609, loss_cls: 2.5934, loss: 2.5934, grad_norm: 4.5234 2021-03-31 15:12:01,054 - mmaction - INFO - Epoch [4][560/1760] lr: 1.500e-02, eta: 19:56:10, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.3635, top5_acc: 0.6552, loss_cls: 2.6619, loss: 2.6619, grad_norm: 4.5853 2021-03-31 15:12:17,555 - mmaction - INFO - Epoch [4][580/1760] lr: 1.500e-02, eta: 19:55:39, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.3927, top5_acc: 0.6609, loss_cls: 2.5764, loss: 2.5764, grad_norm: 4.4194 2021-03-31 15:12:34,096 - mmaction - INFO - Epoch [4][600/1760] lr: 1.500e-02, eta: 19:55:08, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.3609, top5_acc: 0.6641, loss_cls: 2.6090, loss: 2.6090, grad_norm: 4.6989 2021-03-31 15:12:50,624 - mmaction - INFO - Epoch [4][620/1760] lr: 1.500e-02, eta: 19:54:38, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.3641, top5_acc: 0.6500, loss_cls: 2.6678, loss: 2.6678, grad_norm: 4.6019 2021-03-31 15:13:07,103 - mmaction - INFO - Epoch [4][640/1760] lr: 1.500e-02, eta: 19:54:07, time: 0.824, data_time: 0.001, memory: 10390, top1_acc: 0.3708, top5_acc: 0.6495, loss_cls: 2.6334, loss: 2.6334, grad_norm: 4.5370 2021-03-31 15:13:23,652 - mmaction - INFO - Epoch [4][660/1760] lr: 1.500e-02, eta: 19:53:37, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.3688, top5_acc: 0.6385, loss_cls: 2.6763, loss: 2.6763, grad_norm: 4.4733 2021-03-31 15:13:40,134 - mmaction - INFO - Epoch [4][680/1760] lr: 1.500e-02, eta: 19:53:06, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.3922, top5_acc: 0.6589, loss_cls: 2.5852, loss: 2.5852, grad_norm: 4.3987 2021-03-31 15:13:56,684 - mmaction - INFO - Epoch [4][700/1760] lr: 1.500e-02, eta: 19:52:36, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.3932, top5_acc: 0.6698, loss_cls: 2.5582, loss: 2.5582, grad_norm: 4.5708 2021-03-31 15:14:13,157 - mmaction - INFO - Epoch [4][720/1760] lr: 1.500e-02, eta: 19:52:05, time: 0.824, data_time: 0.001, memory: 10390, top1_acc: 0.3464, top5_acc: 0.6557, loss_cls: 2.6621, loss: 2.6621, grad_norm: 4.6030 2021-03-31 15:14:29,663 - mmaction - INFO - Epoch [4][740/1760] lr: 1.500e-02, eta: 19:51:35, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.3708, top5_acc: 0.6547, loss_cls: 2.6421, loss: 2.6421, grad_norm: 4.5160 2021-03-31 15:14:46,184 - mmaction - INFO - Epoch [4][760/1760] lr: 1.500e-02, eta: 19:51:05, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.3719, top5_acc: 0.6552, loss_cls: 2.6500, loss: 2.6500, grad_norm: 4.4742 2021-03-31 15:15:02,697 - mmaction - INFO - Epoch [4][780/1760] lr: 1.500e-02, eta: 19:50:35, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.3656, top5_acc: 0.6516, loss_cls: 2.6391, loss: 2.6391, grad_norm: 4.4511 2021-03-31 15:15:19,191 - mmaction - INFO - Epoch [4][800/1760] lr: 1.500e-02, eta: 19:50:05, time: 0.825, data_time: 0.000, memory: 10390, top1_acc: 0.3885, top5_acc: 0.6615, loss_cls: 2.5661, loss: 2.5661, grad_norm: 4.5655 2021-03-31 15:15:35,732 - mmaction - INFO - Epoch [4][820/1760] lr: 1.500e-02, eta: 19:49:35, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.3630, top5_acc: 0.6615, loss_cls: 2.6536, loss: 2.6536, grad_norm: 4.5362 2021-03-31 15:15:52,323 - mmaction - INFO - Epoch [4][840/1760] lr: 1.500e-02, eta: 19:49:07, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.3807, top5_acc: 0.6750, loss_cls: 2.5713, loss: 2.5713, grad_norm: 4.6289 2021-03-31 15:16:08,797 - mmaction - INFO - Epoch [4][860/1760] lr: 1.500e-02, eta: 19:48:37, time: 0.824, data_time: 0.001, memory: 10390, top1_acc: 0.3766, top5_acc: 0.6714, loss_cls: 2.5984, loss: 2.5984, grad_norm: 4.7547 2021-03-31 15:16:25,344 - mmaction - INFO - Epoch [4][880/1760] lr: 1.500e-02, eta: 19:48:08, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.3812, top5_acc: 0.6682, loss_cls: 2.5669, loss: 2.5669, grad_norm: 4.5892 2021-03-31 15:16:41,847 - mmaction - INFO - Epoch [4][900/1760] lr: 1.500e-02, eta: 19:47:38, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.3891, top5_acc: 0.6599, loss_cls: 2.5763, loss: 2.5763, grad_norm: 4.6073 2021-03-31 15:16:58,399 - mmaction - INFO - Epoch [4][920/1760] lr: 1.500e-02, eta: 19:47:09, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.3833, top5_acc: 0.6776, loss_cls: 2.5645, loss: 2.5645, grad_norm: 4.6119 2021-03-31 15:17:14,901 - mmaction - INFO - Epoch [4][940/1760] lr: 1.500e-02, eta: 19:46:40, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.3812, top5_acc: 0.6672, loss_cls: 2.5758, loss: 2.5758, grad_norm: 4.8409 2021-03-31 15:17:31,423 - mmaction - INFO - Epoch [4][960/1760] lr: 1.500e-02, eta: 19:46:11, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.3771, top5_acc: 0.6573, loss_cls: 2.6249, loss: 2.6249, grad_norm: 4.7035 2021-03-31 15:17:47,919 - mmaction - INFO - Epoch [4][980/1760] lr: 1.500e-02, eta: 19:45:41, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.3708, top5_acc: 0.6531, loss_cls: 2.6134, loss: 2.6134, grad_norm: 4.5541 2021-03-31 15:18:04,474 - mmaction - INFO - Epoch [4][1000/1760] lr: 1.500e-02, eta: 19:45:13, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.4099, top5_acc: 0.6828, loss_cls: 2.4910, loss: 2.4910, grad_norm: 4.4254 2021-03-31 15:18:20,971 - mmaction - INFO - Epoch [4][1020/1760] lr: 1.500e-02, eta: 19:44:44, time: 0.825, data_time: 0.000, memory: 10390, top1_acc: 0.3885, top5_acc: 0.6625, loss_cls: 2.5864, loss: 2.5864, grad_norm: 4.5535 2021-03-31 15:18:37,507 - mmaction - INFO - Epoch [4][1040/1760] lr: 1.500e-02, eta: 19:44:15, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.3875, top5_acc: 0.6568, loss_cls: 2.5687, loss: 2.5687, grad_norm: 4.5549 2021-03-31 15:18:54,068 - mmaction - INFO - Epoch [4][1060/1760] lr: 1.500e-02, eta: 19:43:47, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.3896, top5_acc: 0.6615, loss_cls: 2.5852, loss: 2.5852, grad_norm: 4.6932 2021-03-31 15:19:10,613 - mmaction - INFO - Epoch [4][1080/1760] lr: 1.500e-02, eta: 19:43:19, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.3943, top5_acc: 0.6708, loss_cls: 2.5805, loss: 2.5805, grad_norm: 4.5144 2021-03-31 15:19:27,087 - mmaction - INFO - Epoch [4][1100/1760] lr: 1.500e-02, eta: 19:42:49, time: 0.824, data_time: 0.001, memory: 10390, top1_acc: 0.3766, top5_acc: 0.6547, loss_cls: 2.6056, loss: 2.6056, grad_norm: 4.6462 2021-03-31 15:19:43,633 - mmaction - INFO - Epoch [4][1120/1760] lr: 1.500e-02, eta: 19:42:21, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.3745, top5_acc: 0.6443, loss_cls: 2.6480, loss: 2.6480, grad_norm: 4.5763 2021-03-31 15:20:00,186 - mmaction - INFO - Epoch [4][1140/1760] lr: 1.500e-02, eta: 19:41:53, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.3797, top5_acc: 0.6568, loss_cls: 2.6170, loss: 2.6170, grad_norm: 4.7798 2021-03-31 15:20:16,741 - mmaction - INFO - Epoch [4][1160/1760] lr: 1.500e-02, eta: 19:41:25, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.3552, top5_acc: 0.6594, loss_cls: 2.6028, loss: 2.6028, grad_norm: 4.5858 2021-03-31 15:20:33,221 - mmaction - INFO - Epoch [4][1180/1760] lr: 1.500e-02, eta: 19:40:57, time: 0.824, data_time: 0.001, memory: 10390, top1_acc: 0.4016, top5_acc: 0.6792, loss_cls: 2.4939, loss: 2.4939, grad_norm: 4.4641 2021-03-31 15:20:49,768 - mmaction - INFO - Epoch [4][1200/1760] lr: 1.500e-02, eta: 19:40:29, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.3948, top5_acc: 0.6651, loss_cls: 2.5786, loss: 2.5786, grad_norm: 4.4200 2021-03-31 15:21:06,319 - mmaction - INFO - Epoch [4][1220/1760] lr: 1.500e-02, eta: 19:40:01, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.3865, top5_acc: 0.6672, loss_cls: 2.5756, loss: 2.5756, grad_norm: 4.5492 2021-03-31 15:21:22,798 - mmaction - INFO - Epoch [4][1240/1760] lr: 1.500e-02, eta: 19:39:32, time: 0.824, data_time: 0.001, memory: 10390, top1_acc: 0.4099, top5_acc: 0.6698, loss_cls: 2.5027, loss: 2.5027, grad_norm: 4.5231 2021-03-31 15:21:39,350 - mmaction - INFO - Epoch [4][1260/1760] lr: 1.500e-02, eta: 19:39:05, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.4109, top5_acc: 0.6807, loss_cls: 2.4993, loss: 2.4993, grad_norm: 4.6227 2021-03-31 15:21:55,913 - mmaction - INFO - Epoch [4][1280/1760] lr: 1.500e-02, eta: 19:38:37, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.3792, top5_acc: 0.6755, loss_cls: 2.5305, loss: 2.5305, grad_norm: 4.6354 2021-03-31 15:22:12,476 - mmaction - INFO - Epoch [4][1300/1760] lr: 1.500e-02, eta: 19:38:10, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.3943, top5_acc: 0.6656, loss_cls: 2.5694, loss: 2.5694, grad_norm: 4.7335 2021-03-31 15:22:28,954 - mmaction - INFO - Epoch [4][1320/1760] lr: 1.500e-02, eta: 19:37:42, time: 0.824, data_time: 0.000, memory: 10390, top1_acc: 0.3755, top5_acc: 0.6625, loss_cls: 2.5776, loss: 2.5776, grad_norm: 4.6501 2021-03-31 15:22:45,503 - mmaction - INFO - Epoch [4][1340/1760] lr: 1.500e-02, eta: 19:37:14, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.3771, top5_acc: 0.6719, loss_cls: 2.5611, loss: 2.5611, grad_norm: 4.6524 2021-03-31 15:23:02,030 - mmaction - INFO - Epoch [4][1360/1760] lr: 1.500e-02, eta: 19:36:47, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.3984, top5_acc: 0.6672, loss_cls: 2.5464, loss: 2.5464, grad_norm: 4.5367 2021-03-31 15:23:18,592 - mmaction - INFO - Epoch [4][1380/1760] lr: 1.500e-02, eta: 19:36:20, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.3964, top5_acc: 0.6667, loss_cls: 2.5334, loss: 2.5334, grad_norm: 4.6334 2021-03-31 15:23:35,050 - mmaction - INFO - Epoch [4][1400/1760] lr: 1.500e-02, eta: 19:35:52, time: 0.823, data_time: 0.000, memory: 10390, top1_acc: 0.3953, top5_acc: 0.6766, loss_cls: 2.5405, loss: 2.5405, grad_norm: 4.4809 2021-03-31 15:23:51,595 - mmaction - INFO - Epoch [4][1420/1760] lr: 1.500e-02, eta: 19:35:24, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.3865, top5_acc: 0.6792, loss_cls: 2.5389, loss: 2.5389, grad_norm: 4.6474 2021-03-31 15:24:08,179 - mmaction - INFO - Epoch [4][1440/1760] lr: 1.500e-02, eta: 19:34:58, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.3833, top5_acc: 0.6698, loss_cls: 2.5997, loss: 2.5997, grad_norm: 4.6674 2021-03-31 15:24:24,670 - mmaction - INFO - Epoch [4][1460/1760] lr: 1.500e-02, eta: 19:34:30, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.3917, top5_acc: 0.6615, loss_cls: 2.5231, loss: 2.5231, grad_norm: 4.5652 2021-03-31 15:24:41,162 - mmaction - INFO - Epoch [4][1480/1760] lr: 1.500e-02, eta: 19:34:03, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.4156, top5_acc: 0.6823, loss_cls: 2.5057, loss: 2.5057, grad_norm: 4.3987 2021-03-31 15:24:57,716 - mmaction - INFO - Epoch [4][1500/1760] lr: 1.500e-02, eta: 19:33:36, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.3880, top5_acc: 0.6708, loss_cls: 2.5676, loss: 2.5676, grad_norm: 4.7595 2021-03-31 15:25:14,204 - mmaction - INFO - Epoch [4][1520/1760] lr: 1.500e-02, eta: 19:33:08, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.3734, top5_acc: 0.6708, loss_cls: 2.5977, loss: 2.5977, grad_norm: 4.4611 2021-03-31 15:25:30,730 - mmaction - INFO - Epoch [4][1540/1760] lr: 1.500e-02, eta: 19:32:41, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.3974, top5_acc: 0.6880, loss_cls: 2.4803, loss: 2.4803, grad_norm: 4.5789 2021-03-31 15:25:47,250 - mmaction - INFO - Epoch [4][1560/1760] lr: 1.500e-02, eta: 19:32:14, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.3922, top5_acc: 0.6797, loss_cls: 2.5050, loss: 2.5050, grad_norm: 4.6616 2021-03-31 15:26:03,777 - mmaction - INFO - Epoch [4][1580/1760] lr: 1.500e-02, eta: 19:31:47, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.3823, top5_acc: 0.6646, loss_cls: 2.5616, loss: 2.5616, grad_norm: 4.7246 2021-03-31 15:26:20,284 - mmaction - INFO - Epoch [4][1600/1760] lr: 1.500e-02, eta: 19:31:20, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.3641, top5_acc: 0.6635, loss_cls: 2.6320, loss: 2.6320, grad_norm: 4.6552 2021-03-31 15:26:36,776 - mmaction - INFO - Epoch [4][1620/1760] lr: 1.500e-02, eta: 19:30:53, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.3875, top5_acc: 0.6917, loss_cls: 2.5277, loss: 2.5277, grad_norm: 4.5682 2021-03-31 15:26:53,324 - mmaction - INFO - Epoch [4][1640/1760] lr: 1.500e-02, eta: 19:30:27, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.3906, top5_acc: 0.6781, loss_cls: 2.5624, loss: 2.5624, grad_norm: 4.5046 2021-03-31 15:27:09,869 - mmaction - INFO - Epoch [4][1660/1760] lr: 1.500e-02, eta: 19:30:00, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.3807, top5_acc: 0.6687, loss_cls: 2.5703, loss: 2.5703, grad_norm: 4.4933 2021-03-31 15:27:26,417 - mmaction - INFO - Epoch [4][1680/1760] lr: 1.500e-02, eta: 19:29:34, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.3776, top5_acc: 0.6656, loss_cls: 2.6005, loss: 2.6005, grad_norm: 4.4447 2021-03-31 15:27:42,883 - mmaction - INFO - Epoch [4][1700/1760] lr: 1.500e-02, eta: 19:29:07, time: 0.823, data_time: 0.001, memory: 10390, top1_acc: 0.3859, top5_acc: 0.6396, loss_cls: 2.6324, loss: 2.6324, grad_norm: 4.5014 2021-03-31 15:27:59,420 - mmaction - INFO - Epoch [4][1720/1760] lr: 1.500e-02, eta: 19:28:40, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.4026, top5_acc: 0.6719, loss_cls: 2.5294, loss: 2.5294, grad_norm: 4.5391 2021-03-31 15:28:15,958 - mmaction - INFO - Epoch [4][1740/1760] lr: 1.500e-02, eta: 19:28:14, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.4104, top5_acc: 0.6766, loss_cls: 2.5139, loss: 2.5139, grad_norm: 4.6707 2021-03-31 15:28:32,167 - mmaction - INFO - Epoch [4][1760/1760] lr: 1.500e-02, eta: 19:27:44, time: 0.810, data_time: 0.002, memory: 10390, top1_acc: 0.3581, top5_acc: 0.6478, loss_cls: 2.6795, loss: 2.6795, grad_norm: 4.6259 2021-03-31 15:28:37,547 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-03-31 15:30:12,098 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-31 15:30:12,455 - mmaction - INFO - top1_acc 0.3716 top5_acc 0.6759 2021-03-31 15:30:12,455 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-31 15:30:12,479 - mmaction - INFO - mean_acc 0.3015 2021-03-31 15:30:12,757 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2021-03-31 15:30:12,758 - mmaction - INFO - Best top1_acc is 0.3716 at 4 epoch. 2021-03-31 15:30:12,774 - mmaction - INFO - Epoch(val) [4][1760] top1_acc: 0.3716, top5_acc: 0.6759, mean_class_accuracy: 0.3015 2021-03-31 15:31:05,117 - mmaction - INFO - Epoch [5][20/1760] lr: 1.500e-02, eta: 19:34:08, time: 2.616, data_time: 1.795, memory: 10390, top1_acc: 0.4052, top5_acc: 0.6870, loss_cls: 2.4557, loss: 2.4557, grad_norm: 4.5557 2021-03-31 15:31:21,323 - mmaction - INFO - Epoch [5][40/1760] lr: 1.500e-02, eta: 19:33:37, time: 0.811, data_time: 0.004, memory: 10390, top1_acc: 0.4089, top5_acc: 0.6714, loss_cls: 2.4843, loss: 2.4843, grad_norm: 4.5384 2021-03-31 15:31:37,685 - mmaction - INFO - Epoch [5][60/1760] lr: 1.500e-02, eta: 19:33:08, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4042, top5_acc: 0.6901, loss_cls: 2.4458, loss: 2.4458, grad_norm: 4.6415 2021-03-31 15:31:54,091 - mmaction - INFO - Epoch [5][80/1760] lr: 1.500e-02, eta: 19:32:39, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.4073, top5_acc: 0.6922, loss_cls: 2.4463, loss: 2.4463, grad_norm: 4.6666 2021-03-31 15:32:10,464 - mmaction - INFO - Epoch [5][100/1760] lr: 1.500e-02, eta: 19:32:10, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.3880, top5_acc: 0.6781, loss_cls: 2.5543, loss: 2.5543, grad_norm: 4.6667 2021-03-31 15:32:26,833 - mmaction - INFO - Epoch [5][120/1760] lr: 1.500e-02, eta: 19:31:41, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.3911, top5_acc: 0.6740, loss_cls: 2.5196, loss: 2.5196, grad_norm: 4.6391 2021-03-31 15:32:43,237 - mmaction - INFO - Epoch [5][140/1760] lr: 1.500e-02, eta: 19:31:13, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4062, top5_acc: 0.6911, loss_cls: 2.4569, loss: 2.4569, grad_norm: 4.6456 2021-03-31 15:32:59,613 - mmaction - INFO - Epoch [5][160/1760] lr: 1.500e-02, eta: 19:30:44, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4068, top5_acc: 0.6615, loss_cls: 2.5192, loss: 2.5192, grad_norm: 4.5688 2021-03-31 15:33:15,986 - mmaction - INFO - Epoch [5][180/1760] lr: 1.500e-02, eta: 19:30:15, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4010, top5_acc: 0.6911, loss_cls: 2.4794, loss: 2.4794, grad_norm: 4.6182 2021-03-31 15:33:32,390 - mmaction - INFO - Epoch [5][200/1760] lr: 1.500e-02, eta: 19:29:47, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.3891, top5_acc: 0.6734, loss_cls: 2.5530, loss: 2.5530, grad_norm: 4.6401 2021-03-31 15:33:48,756 - mmaction - INFO - Epoch [5][220/1760] lr: 1.500e-02, eta: 19:29:18, time: 0.818, data_time: 0.000, memory: 10390, top1_acc: 0.3974, top5_acc: 0.6687, loss_cls: 2.5207, loss: 2.5207, grad_norm: 4.7838 2021-03-31 15:34:05,134 - mmaction - INFO - Epoch [5][240/1760] lr: 1.500e-02, eta: 19:28:50, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.3958, top5_acc: 0.6802, loss_cls: 2.5018, loss: 2.5018, grad_norm: 4.6862 2021-03-31 15:34:21,524 - mmaction - INFO - Epoch [5][260/1760] lr: 1.500e-02, eta: 19:28:21, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.3927, top5_acc: 0.6917, loss_cls: 2.4746, loss: 2.4746, grad_norm: 4.5344 2021-03-31 15:34:37,915 - mmaction - INFO - Epoch [5][280/1760] lr: 1.500e-02, eta: 19:27:53, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4151, top5_acc: 0.6948, loss_cls: 2.4423, loss: 2.4423, grad_norm: 4.7067 2021-03-31 15:34:54,222 - mmaction - INFO - Epoch [5][300/1760] lr: 1.500e-02, eta: 19:27:24, time: 0.815, data_time: 0.000, memory: 10390, top1_acc: 0.3932, top5_acc: 0.6870, loss_cls: 2.5040, loss: 2.5040, grad_norm: 4.6621 2021-03-31 15:35:12,388 - mmaction - INFO - Epoch [5][320/1760] lr: 1.500e-02, eta: 19:27:15, time: 0.905, data_time: 0.002, memory: 10390, top1_acc: 0.3995, top5_acc: 0.6875, loss_cls: 2.4420, loss: 2.4420, grad_norm: 4.5875 2021-03-31 15:35:28,753 - mmaction - INFO - Epoch [5][340/1760] lr: 1.500e-02, eta: 19:26:47, time: 0.821, data_time: 0.004, memory: 10390, top1_acc: 0.4021, top5_acc: 0.6818, loss_cls: 2.4942, loss: 2.4942, grad_norm: 4.7284 2021-03-31 15:35:45,088 - mmaction - INFO - Epoch [5][360/1760] lr: 1.500e-02, eta: 19:26:19, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4068, top5_acc: 0.6875, loss_cls: 2.4719, loss: 2.4719, grad_norm: 4.6826 2021-03-31 15:36:01,453 - mmaction - INFO - Epoch [5][380/1760] lr: 1.500e-02, eta: 19:25:51, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4198, top5_acc: 0.6885, loss_cls: 2.4415, loss: 2.4415, grad_norm: 4.3088 2021-03-31 15:36:17,778 - mmaction - INFO - Epoch [5][400/1760] lr: 1.500e-02, eta: 19:25:22, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.3766, top5_acc: 0.6651, loss_cls: 2.5351, loss: 2.5351, grad_norm: 4.6357 2021-03-31 15:36:34,075 - mmaction - INFO - Epoch [5][420/1760] lr: 1.500e-02, eta: 19:24:53, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.3901, top5_acc: 0.6964, loss_cls: 2.4518, loss: 2.4518, grad_norm: 4.6702 2021-03-31 15:36:50,419 - mmaction - INFO - Epoch [5][440/1760] lr: 1.500e-02, eta: 19:24:25, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4000, top5_acc: 0.6844, loss_cls: 2.4764, loss: 2.4764, grad_norm: 4.6096 2021-03-31 15:37:06,734 - mmaction - INFO - Epoch [5][460/1760] lr: 1.500e-02, eta: 19:23:56, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.3927, top5_acc: 0.6792, loss_cls: 2.5061, loss: 2.5061, grad_norm: 4.6915 2021-03-31 15:37:23,077 - mmaction - INFO - Epoch [5][480/1760] lr: 1.500e-02, eta: 19:23:28, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.3932, top5_acc: 0.6833, loss_cls: 2.5303, loss: 2.5303, grad_norm: 4.5787 2021-03-31 15:37:39,382 - mmaction - INFO - Epoch [5][500/1760] lr: 1.500e-02, eta: 19:23:00, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4141, top5_acc: 0.7052, loss_cls: 2.4378, loss: 2.4378, grad_norm: 4.7739 2021-03-31 15:37:55,737 - mmaction - INFO - Epoch [5][520/1760] lr: 1.500e-02, eta: 19:22:32, time: 0.818, data_time: 0.000, memory: 10390, top1_acc: 0.4193, top5_acc: 0.6974, loss_cls: 2.4374, loss: 2.4374, grad_norm: 4.7645 2021-03-31 15:38:12,123 - mmaction - INFO - Epoch [5][540/1760] lr: 1.500e-02, eta: 19:22:04, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3828, top5_acc: 0.6672, loss_cls: 2.5582, loss: 2.5582, grad_norm: 4.6052 2021-03-31 15:38:28,472 - mmaction - INFO - Epoch [5][560/1760] lr: 1.500e-02, eta: 19:21:37, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4177, top5_acc: 0.6917, loss_cls: 2.4121, loss: 2.4121, grad_norm: 4.4893 2021-03-31 15:38:44,787 - mmaction - INFO - Epoch [5][580/1760] lr: 1.500e-02, eta: 19:21:08, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4193, top5_acc: 0.6953, loss_cls: 2.4471, loss: 2.4471, grad_norm: 4.7642 2021-03-31 15:39:01,067 - mmaction - INFO - Epoch [5][600/1760] lr: 1.500e-02, eta: 19:20:40, time: 0.814, data_time: 0.000, memory: 10390, top1_acc: 0.3875, top5_acc: 0.6823, loss_cls: 2.4804, loss: 2.4804, grad_norm: 4.6955 2021-03-31 15:39:17,423 - mmaction - INFO - Epoch [5][620/1760] lr: 1.500e-02, eta: 19:20:12, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4297, top5_acc: 0.6911, loss_cls: 2.3992, loss: 2.3992, grad_norm: 4.6659 2021-03-31 15:39:33,756 - mmaction - INFO - Epoch [5][640/1760] lr: 1.500e-02, eta: 19:19:45, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4062, top5_acc: 0.6906, loss_cls: 2.4877, loss: 2.4877, grad_norm: 4.7491 2021-03-31 15:39:50,069 - mmaction - INFO - Epoch [5][660/1760] lr: 1.500e-02, eta: 19:19:17, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.3953, top5_acc: 0.6755, loss_cls: 2.5066, loss: 2.5066, grad_norm: 4.5438 2021-03-31 15:40:06,418 - mmaction - INFO - Epoch [5][680/1760] lr: 1.500e-02, eta: 19:18:49, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.3901, top5_acc: 0.6802, loss_cls: 2.5297, loss: 2.5297, grad_norm: 4.5819 2021-03-31 15:40:22,791 - mmaction - INFO - Epoch [5][700/1760] lr: 1.500e-02, eta: 19:18:22, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.3911, top5_acc: 0.6589, loss_cls: 2.5474, loss: 2.5474, grad_norm: 4.4799 2021-03-31 15:40:39,175 - mmaction - INFO - Epoch [5][720/1760] lr: 1.500e-02, eta: 19:17:55, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4245, top5_acc: 0.7172, loss_cls: 2.3399, loss: 2.3399, grad_norm: 4.6542 2021-03-31 15:40:55,547 - mmaction - INFO - Epoch [5][740/1760] lr: 1.500e-02, eta: 19:17:28, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.3990, top5_acc: 0.6823, loss_cls: 2.5069, loss: 2.5069, grad_norm: 4.6421 2021-03-31 15:41:11,832 - mmaction - INFO - Epoch [5][760/1760] lr: 1.500e-02, eta: 19:17:00, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.4125, top5_acc: 0.6859, loss_cls: 2.4678, loss: 2.4678, grad_norm: 4.6513 2021-03-31 15:41:28,352 - mmaction - INFO - Epoch [5][780/1760] lr: 1.500e-02, eta: 19:16:35, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.4115, top5_acc: 0.7005, loss_cls: 2.4286, loss: 2.4286, grad_norm: 4.6692 2021-03-31 15:41:44,823 - mmaction - INFO - Epoch [5][800/1760] lr: 1.500e-02, eta: 19:16:09, time: 0.824, data_time: 0.001, memory: 10390, top1_acc: 0.3875, top5_acc: 0.6714, loss_cls: 2.5592, loss: 2.5592, grad_norm: 4.7576 2021-03-31 15:42:01,160 - mmaction - INFO - Epoch [5][820/1760] lr: 1.500e-02, eta: 19:15:42, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4161, top5_acc: 0.7057, loss_cls: 2.3770, loss: 2.3770, grad_norm: 4.8054 2021-03-31 15:42:17,479 - mmaction - INFO - Epoch [5][840/1760] lr: 1.500e-02, eta: 19:15:14, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4068, top5_acc: 0.6974, loss_cls: 2.4237, loss: 2.4237, grad_norm: 4.6149 2021-03-31 15:42:33,863 - mmaction - INFO - Epoch [5][860/1760] lr: 1.500e-02, eta: 19:14:48, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4099, top5_acc: 0.6885, loss_cls: 2.4763, loss: 2.4763, grad_norm: 4.6507 2021-03-31 15:42:50,260 - mmaction - INFO - Epoch [5][880/1760] lr: 1.500e-02, eta: 19:14:21, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4010, top5_acc: 0.6755, loss_cls: 2.5140, loss: 2.5140, grad_norm: 4.5428 2021-03-31 15:43:06,611 - mmaction - INFO - Epoch [5][900/1760] lr: 1.500e-02, eta: 19:13:54, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.3995, top5_acc: 0.6760, loss_cls: 2.5201, loss: 2.5201, grad_norm: 4.6469 2021-03-31 15:43:23,003 - mmaction - INFO - Epoch [5][920/1760] lr: 1.500e-02, eta: 19:13:28, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4042, top5_acc: 0.7115, loss_cls: 2.3976, loss: 2.3976, grad_norm: 4.6679 2021-03-31 15:43:39,306 - mmaction - INFO - Epoch [5][940/1760] lr: 1.500e-02, eta: 19:13:01, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4010, top5_acc: 0.6937, loss_cls: 2.4667, loss: 2.4667, grad_norm: 4.6205 2021-03-31 15:43:55,615 - mmaction - INFO - Epoch [5][960/1760] lr: 1.500e-02, eta: 19:12:34, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4062, top5_acc: 0.6833, loss_cls: 2.4447, loss: 2.4447, grad_norm: 4.6236 2021-03-31 15:44:11,935 - mmaction - INFO - Epoch [5][980/1760] lr: 1.500e-02, eta: 19:12:07, time: 0.816, data_time: 0.000, memory: 10390, top1_acc: 0.4188, top5_acc: 0.6750, loss_cls: 2.5045, loss: 2.5045, grad_norm: 4.6696 2021-03-31 15:44:28,357 - mmaction - INFO - Epoch [5][1000/1760] lr: 1.500e-02, eta: 19:11:41, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.4234, top5_acc: 0.7005, loss_cls: 2.3858, loss: 2.3858, grad_norm: 4.6356 2021-03-31 15:44:44,693 - mmaction - INFO - Epoch [5][1020/1760] lr: 1.500e-02, eta: 19:11:14, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4214, top5_acc: 0.6995, loss_cls: 2.3971, loss: 2.3971, grad_norm: 4.5641 2021-03-31 15:45:01,037 - mmaction - INFO - Epoch [5][1040/1760] lr: 1.500e-02, eta: 19:10:48, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.3974, top5_acc: 0.6833, loss_cls: 2.4903, loss: 2.4903, grad_norm: 4.8116 2021-03-31 15:45:17,312 - mmaction - INFO - Epoch [5][1060/1760] lr: 1.500e-02, eta: 19:10:20, time: 0.814, data_time: 0.001, memory: 10390, top1_acc: 0.4146, top5_acc: 0.7005, loss_cls: 2.3943, loss: 2.3943, grad_norm: 4.6919 2021-03-31 15:45:33,716 - mmaction - INFO - Epoch [5][1080/1760] lr: 1.500e-02, eta: 19:09:54, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4083, top5_acc: 0.6849, loss_cls: 2.4547, loss: 2.4547, grad_norm: 4.7268 2021-03-31 15:45:50,069 - mmaction - INFO - Epoch [5][1100/1760] lr: 1.500e-02, eta: 19:09:28, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4135, top5_acc: 0.6891, loss_cls: 2.5036, loss: 2.5036, grad_norm: 4.6952 2021-03-31 15:46:06,396 - mmaction - INFO - Epoch [5][1120/1760] lr: 1.500e-02, eta: 19:09:02, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4052, top5_acc: 0.6776, loss_cls: 2.4861, loss: 2.4861, grad_norm: 4.5939 2021-03-31 15:46:22,836 - mmaction - INFO - Epoch [5][1140/1760] lr: 1.500e-02, eta: 19:08:36, time: 0.822, data_time: 0.001, memory: 10390, top1_acc: 0.3885, top5_acc: 0.6745, loss_cls: 2.4950, loss: 2.4950, grad_norm: 4.6098 2021-03-31 15:46:39,207 - mmaction - INFO - Epoch [5][1160/1760] lr: 1.500e-02, eta: 19:08:10, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4229, top5_acc: 0.7089, loss_cls: 2.4070, loss: 2.4070, grad_norm: 4.6528 2021-03-31 15:46:55,517 - mmaction - INFO - Epoch [5][1180/1760] lr: 1.500e-02, eta: 19:07:44, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.4135, top5_acc: 0.7068, loss_cls: 2.4029, loss: 2.4029, grad_norm: 4.5246 2021-03-31 15:47:11,827 - mmaction - INFO - Epoch [5][1200/1760] lr: 1.500e-02, eta: 19:07:17, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4281, top5_acc: 0.6922, loss_cls: 2.4209, loss: 2.4209, grad_norm: 4.6479 2021-03-31 15:47:28,136 - mmaction - INFO - Epoch [5][1220/1760] lr: 1.500e-02, eta: 19:06:51, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4115, top5_acc: 0.6953, loss_cls: 2.4347, loss: 2.4347, grad_norm: 4.6454 2021-03-31 15:47:44,469 - mmaction - INFO - Epoch [5][1240/1760] lr: 1.500e-02, eta: 19:06:25, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4068, top5_acc: 0.7026, loss_cls: 2.3989, loss: 2.3989, grad_norm: 4.9062 2021-03-31 15:48:00,864 - mmaction - INFO - Epoch [5][1260/1760] lr: 1.500e-02, eta: 19:05:59, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4151, top5_acc: 0.6807, loss_cls: 2.4937, loss: 2.4937, grad_norm: 4.5744 2021-03-31 15:48:17,204 - mmaction - INFO - Epoch [5][1280/1760] lr: 1.500e-02, eta: 19:05:33, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4021, top5_acc: 0.6880, loss_cls: 2.5034, loss: 2.5034, grad_norm: 4.5697 2021-03-31 15:48:33,513 - mmaction - INFO - Epoch [5][1300/1760] lr: 1.500e-02, eta: 19:05:07, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4161, top5_acc: 0.6932, loss_cls: 2.4336, loss: 2.4336, grad_norm: 4.4946 2021-03-31 15:48:49,819 - mmaction - INFO - Epoch [5][1320/1760] lr: 1.500e-02, eta: 19:04:41, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4073, top5_acc: 0.6859, loss_cls: 2.4557, loss: 2.4557, grad_norm: 4.5069 2021-03-31 15:49:06,193 - mmaction - INFO - Epoch [5][1340/1760] lr: 1.500e-02, eta: 19:04:15, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4042, top5_acc: 0.6937, loss_cls: 2.4310, loss: 2.4310, grad_norm: 4.6033 2021-03-31 15:49:22,556 - mmaction - INFO - Epoch [5][1360/1760] lr: 1.500e-02, eta: 19:03:49, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4141, top5_acc: 0.7052, loss_cls: 2.3840, loss: 2.3840, grad_norm: 4.6342 2021-03-31 15:49:38,943 - mmaction - INFO - Epoch [5][1380/1760] lr: 1.500e-02, eta: 19:03:24, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4359, top5_acc: 0.7042, loss_cls: 2.3792, loss: 2.3792, grad_norm: 4.7820 2021-03-31 15:49:55,273 - mmaction - INFO - Epoch [5][1400/1760] lr: 1.500e-02, eta: 19:02:58, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4010, top5_acc: 0.6719, loss_cls: 2.4869, loss: 2.4869, grad_norm: 4.7747 2021-03-31 15:50:11,560 - mmaction - INFO - Epoch [5][1420/1760] lr: 1.500e-02, eta: 19:02:32, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.4177, top5_acc: 0.7120, loss_cls: 2.3743, loss: 2.3743, grad_norm: 4.5800 2021-03-31 15:50:27,910 - mmaction - INFO - Epoch [5][1440/1760] lr: 1.500e-02, eta: 19:02:06, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.3964, top5_acc: 0.6880, loss_cls: 2.4825, loss: 2.4825, grad_norm: 4.5908 2021-03-31 15:50:44,298 - mmaction - INFO - Epoch [5][1460/1760] lr: 1.500e-02, eta: 19:01:41, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4250, top5_acc: 0.6807, loss_cls: 2.4616, loss: 2.4616, grad_norm: 4.7328 2021-03-31 15:51:00,613 - mmaction - INFO - Epoch [5][1480/1760] lr: 1.500e-02, eta: 19:01:16, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.3995, top5_acc: 0.6948, loss_cls: 2.4255, loss: 2.4255, grad_norm: 4.5716 2021-03-31 15:51:16,916 - mmaction - INFO - Epoch [5][1500/1760] lr: 1.500e-02, eta: 19:00:50, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4115, top5_acc: 0.6958, loss_cls: 2.4477, loss: 2.4477, grad_norm: 4.7845 2021-03-31 15:51:33,255 - mmaction - INFO - Epoch [5][1520/1760] lr: 1.500e-02, eta: 19:00:24, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4146, top5_acc: 0.6958, loss_cls: 2.4523, loss: 2.4523, grad_norm: 4.5513 2021-03-31 15:51:49,635 - mmaction - INFO - Epoch [5][1540/1760] lr: 1.500e-02, eta: 18:59:59, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4240, top5_acc: 0.6911, loss_cls: 2.4199, loss: 2.4199, grad_norm: 4.6437 2021-03-31 15:52:05,992 - mmaction - INFO - Epoch [5][1560/1760] lr: 1.500e-02, eta: 18:59:34, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4109, top5_acc: 0.6854, loss_cls: 2.4710, loss: 2.4710, grad_norm: 4.4469 2021-03-31 15:52:22,395 - mmaction - INFO - Epoch [5][1580/1760] lr: 1.500e-02, eta: 18:59:09, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4062, top5_acc: 0.6750, loss_cls: 2.4932, loss: 2.4932, grad_norm: 4.6314 2021-03-31 15:52:38,702 - mmaction - INFO - Epoch [5][1600/1760] lr: 1.500e-02, eta: 18:58:44, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4073, top5_acc: 0.7010, loss_cls: 2.3875, loss: 2.3875, grad_norm: 4.6323 2021-03-31 15:52:55,043 - mmaction - INFO - Epoch [5][1620/1760] lr: 1.500e-02, eta: 18:58:18, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4005, top5_acc: 0.6969, loss_cls: 2.4567, loss: 2.4567, grad_norm: 4.6956 2021-03-31 15:53:11,393 - mmaction - INFO - Epoch [5][1640/1760] lr: 1.500e-02, eta: 18:57:53, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4010, top5_acc: 0.7010, loss_cls: 2.4367, loss: 2.4367, grad_norm: 4.6181 2021-03-31 15:53:27,681 - mmaction - INFO - Epoch [5][1660/1760] lr: 1.500e-02, eta: 18:57:27, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.4021, top5_acc: 0.6927, loss_cls: 2.4699, loss: 2.4699, grad_norm: 4.5955 2021-03-31 15:53:43,993 - mmaction - INFO - Epoch [5][1680/1760] lr: 1.500e-02, eta: 18:57:02, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4104, top5_acc: 0.6932, loss_cls: 2.4282, loss: 2.4282, grad_norm: 4.7701 2021-03-31 15:54:00,350 - mmaction - INFO - Epoch [5][1700/1760] lr: 1.500e-02, eta: 18:56:37, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4156, top5_acc: 0.6958, loss_cls: 2.4054, loss: 2.4054, grad_norm: 4.5034 2021-03-31 15:54:16,692 - mmaction - INFO - Epoch [5][1720/1760] lr: 1.500e-02, eta: 18:56:12, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4115, top5_acc: 0.7026, loss_cls: 2.4240, loss: 2.4240, grad_norm: 4.4863 2021-03-31 15:54:32,970 - mmaction - INFO - Epoch [5][1740/1760] lr: 1.500e-02, eta: 18:55:46, time: 0.814, data_time: 0.000, memory: 10390, top1_acc: 0.4198, top5_acc: 0.7042, loss_cls: 2.3986, loss: 2.3986, grad_norm: 4.6727 2021-03-31 15:54:49,077 - mmaction - INFO - Epoch [5][1760/1760] lr: 1.500e-02, eta: 18:55:19, time: 0.805, data_time: 0.002, memory: 10390, top1_acc: 0.3994, top5_acc: 0.6896, loss_cls: 2.4782, loss: 2.4782, grad_norm: 4.5323 2021-03-31 15:54:55,693 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-03-31 15:55:58,682 - mmaction - INFO - Epoch [6][20/1760] lr: 1.500e-02, eta: 19:01:50, time: 3.133, data_time: 2.311, memory: 10390, top1_acc: 0.4021, top5_acc: 0.6828, loss_cls: 2.5103, loss: 2.5103, grad_norm: 4.6705 2021-03-31 15:56:14,948 - mmaction - INFO - Epoch [6][40/1760] lr: 1.500e-02, eta: 19:01:23, time: 0.813, data_time: 0.004, memory: 10390, top1_acc: 0.4292, top5_acc: 0.7120, loss_cls: 2.3160, loss: 2.3160, grad_norm: 4.5390 2021-03-31 15:56:31,319 - mmaction - INFO - Epoch [6][60/1760] lr: 1.500e-02, eta: 19:00:58, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4297, top5_acc: 0.7135, loss_cls: 2.3132, loss: 2.3132, grad_norm: 4.7066 2021-03-31 15:56:47,712 - mmaction - INFO - Epoch [6][80/1760] lr: 1.500e-02, eta: 19:00:32, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.3953, top5_acc: 0.6755, loss_cls: 2.4879, loss: 2.4879, grad_norm: 4.5914 2021-03-31 15:57:04,077 - mmaction - INFO - Epoch [6][100/1760] lr: 1.500e-02, eta: 19:00:07, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4406, top5_acc: 0.7115, loss_cls: 2.3354, loss: 2.3354, grad_norm: 4.6658 2021-03-31 15:57:20,445 - mmaction - INFO - Epoch [6][120/1760] lr: 1.500e-02, eta: 18:59:41, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4271, top5_acc: 0.7135, loss_cls: 2.3105, loss: 2.3105, grad_norm: 4.5108 2021-03-31 15:57:36,827 - mmaction - INFO - Epoch [6][140/1760] lr: 1.500e-02, eta: 18:59:16, time: 0.819, data_time: 0.000, memory: 10390, top1_acc: 0.4057, top5_acc: 0.7000, loss_cls: 2.4044, loss: 2.4044, grad_norm: 4.9440 2021-03-31 15:57:53,209 - mmaction - INFO - Epoch [6][160/1760] lr: 1.500e-02, eta: 18:58:51, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4135, top5_acc: 0.7016, loss_cls: 2.4169, loss: 2.4169, grad_norm: 4.7683 2021-03-31 15:58:09,543 - mmaction - INFO - Epoch [6][180/1760] lr: 1.500e-02, eta: 18:58:25, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4208, top5_acc: 0.6974, loss_cls: 2.4144, loss: 2.4144, grad_norm: 4.5237 2021-03-31 15:58:25,888 - mmaction - INFO - Epoch [6][200/1760] lr: 1.500e-02, eta: 18:57:59, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4359, top5_acc: 0.7240, loss_cls: 2.3095, loss: 2.3095, grad_norm: 4.6559 2021-03-31 15:58:42,188 - mmaction - INFO - Epoch [6][220/1760] lr: 1.500e-02, eta: 18:57:34, time: 0.815, data_time: 0.000, memory: 10390, top1_acc: 0.4208, top5_acc: 0.7026, loss_cls: 2.3698, loss: 2.3698, grad_norm: 4.8587 2021-03-31 15:58:58,626 - mmaction - INFO - Epoch [6][240/1760] lr: 1.500e-02, eta: 18:57:09, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.4245, top5_acc: 0.7026, loss_cls: 2.3827, loss: 2.3827, grad_norm: 4.6421 2021-03-31 15:59:14,951 - mmaction - INFO - Epoch [6][260/1760] lr: 1.500e-02, eta: 18:56:43, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4229, top5_acc: 0.7021, loss_cls: 2.3980, loss: 2.3980, grad_norm: 4.6625 2021-03-31 15:59:31,327 - mmaction - INFO - Epoch [6][280/1760] lr: 1.500e-02, eta: 18:56:18, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4255, top5_acc: 0.6943, loss_cls: 2.4142, loss: 2.4142, grad_norm: 4.6144 2021-03-31 15:59:47,695 - mmaction - INFO - Epoch [6][300/1760] lr: 1.500e-02, eta: 18:55:53, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4214, top5_acc: 0.7016, loss_cls: 2.3676, loss: 2.3676, grad_norm: 4.7725 2021-03-31 16:00:05,174 - mmaction - INFO - Epoch [6][320/1760] lr: 1.500e-02, eta: 18:55:37, time: 0.870, data_time: 0.002, memory: 10390, top1_acc: 0.4188, top5_acc: 0.7130, loss_cls: 2.3848, loss: 2.3848, grad_norm: 4.7424 2021-03-31 16:00:21,501 - mmaction - INFO - Epoch [6][340/1760] lr: 1.500e-02, eta: 18:55:12, time: 0.820, data_time: 0.005, memory: 10390, top1_acc: 0.4099, top5_acc: 0.6974, loss_cls: 2.4301, loss: 2.4301, grad_norm: 4.7066 2021-03-31 16:00:37,838 - mmaction - INFO - Epoch [6][360/1760] lr: 1.500e-02, eta: 18:54:47, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4219, top5_acc: 0.7120, loss_cls: 2.3063, loss: 2.3063, grad_norm: 4.6550 2021-03-31 16:00:54,273 - mmaction - INFO - Epoch [6][380/1760] lr: 1.500e-02, eta: 18:54:22, time: 0.822, data_time: 0.001, memory: 10390, top1_acc: 0.4255, top5_acc: 0.6932, loss_cls: 2.4393, loss: 2.4393, grad_norm: 4.6869 2021-03-31 16:01:10,740 - mmaction - INFO - Epoch [6][400/1760] lr: 1.500e-02, eta: 18:53:58, time: 0.823, data_time: 0.002, memory: 10390, top1_acc: 0.4193, top5_acc: 0.6995, loss_cls: 2.4058, loss: 2.4058, grad_norm: 4.5506 2021-03-31 16:01:27,158 - mmaction - INFO - Epoch [6][420/1760] lr: 1.500e-02, eta: 18:53:33, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.4208, top5_acc: 0.7151, loss_cls: 2.3705, loss: 2.3705, grad_norm: 4.8969 2021-03-31 16:01:43,543 - mmaction - INFO - Epoch [6][440/1760] lr: 1.500e-02, eta: 18:53:09, time: 0.819, data_time: 0.000, memory: 10390, top1_acc: 0.4255, top5_acc: 0.7063, loss_cls: 2.3498, loss: 2.3498, grad_norm: 4.8985 2021-03-31 16:01:59,937 - mmaction - INFO - Epoch [6][460/1760] lr: 1.500e-02, eta: 18:52:44, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4130, top5_acc: 0.6781, loss_cls: 2.4424, loss: 2.4424, grad_norm: 4.5982 2021-03-31 16:02:16,324 - mmaction - INFO - Epoch [6][480/1760] lr: 1.500e-02, eta: 18:52:19, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4151, top5_acc: 0.6995, loss_cls: 2.4389, loss: 2.4389, grad_norm: 4.8461 2021-03-31 16:02:32,708 - mmaction - INFO - Epoch [6][500/1760] lr: 1.500e-02, eta: 18:51:55, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4182, top5_acc: 0.7000, loss_cls: 2.3973, loss: 2.3973, grad_norm: 4.5359 2021-03-31 16:02:49,005 - mmaction - INFO - Epoch [6][520/1760] lr: 1.500e-02, eta: 18:51:29, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.4266, top5_acc: 0.7016, loss_cls: 2.3705, loss: 2.3705, grad_norm: 4.5006 2021-03-31 16:03:05,374 - mmaction - INFO - Epoch [6][540/1760] lr: 1.500e-02, eta: 18:51:04, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4427, top5_acc: 0.7151, loss_cls: 2.3046, loss: 2.3046, grad_norm: 4.6298 2021-03-31 16:03:21,751 - mmaction - INFO - Epoch [6][560/1760] lr: 1.500e-02, eta: 18:50:40, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4094, top5_acc: 0.6854, loss_cls: 2.4334, loss: 2.4334, grad_norm: 4.7764 2021-03-31 16:03:38,124 - mmaction - INFO - Epoch [6][580/1760] lr: 1.500e-02, eta: 18:50:15, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4073, top5_acc: 0.6854, loss_cls: 2.4436, loss: 2.4436, grad_norm: 4.6649 2021-03-31 16:03:54,472 - mmaction - INFO - Epoch [6][600/1760] lr: 1.500e-02, eta: 18:49:50, time: 0.817, data_time: 0.000, memory: 10390, top1_acc: 0.4052, top5_acc: 0.6995, loss_cls: 2.4378, loss: 2.4378, grad_norm: 4.8619 2021-03-31 16:04:10,820 - mmaction - INFO - Epoch [6][620/1760] lr: 1.500e-02, eta: 18:49:26, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4292, top5_acc: 0.6984, loss_cls: 2.4023, loss: 2.4023, grad_norm: 4.7198 2021-03-31 16:04:27,176 - mmaction - INFO - Epoch [6][640/1760] lr: 1.500e-02, eta: 18:49:01, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4052, top5_acc: 0.7052, loss_cls: 2.4224, loss: 2.4224, grad_norm: 4.5322 2021-03-31 16:04:43,572 - mmaction - INFO - Epoch [6][660/1760] lr: 1.500e-02, eta: 18:48:37, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4229, top5_acc: 0.7000, loss_cls: 2.3845, loss: 2.3845, grad_norm: 4.6691 2021-03-31 16:04:59,896 - mmaction - INFO - Epoch [6][680/1760] lr: 1.500e-02, eta: 18:48:12, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4094, top5_acc: 0.7141, loss_cls: 2.3544, loss: 2.3544, grad_norm: 4.6271 2021-03-31 16:05:16,233 - mmaction - INFO - Epoch [6][700/1760] lr: 1.500e-02, eta: 18:47:47, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4307, top5_acc: 0.7099, loss_cls: 2.3188, loss: 2.3188, grad_norm: 4.7836 2021-03-31 16:05:32,613 - mmaction - INFO - Epoch [6][720/1760] lr: 1.500e-02, eta: 18:47:23, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4198, top5_acc: 0.7083, loss_cls: 2.3718, loss: 2.3718, grad_norm: 4.6369 2021-03-31 16:05:48,935 - mmaction - INFO - Epoch [6][740/1760] lr: 1.500e-02, eta: 18:46:58, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4292, top5_acc: 0.6964, loss_cls: 2.3925, loss: 2.3925, grad_norm: 4.6082 2021-03-31 16:06:05,371 - mmaction - INFO - Epoch [6][760/1760] lr: 1.500e-02, eta: 18:46:34, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.4354, top5_acc: 0.7036, loss_cls: 2.3963, loss: 2.3963, grad_norm: 4.7310 2021-03-31 16:06:21,701 - mmaction - INFO - Epoch [6][780/1760] lr: 1.500e-02, eta: 18:46:10, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4375, top5_acc: 0.7266, loss_cls: 2.2808, loss: 2.2808, grad_norm: 4.7482 2021-03-31 16:06:38,028 - mmaction - INFO - Epoch [6][800/1760] lr: 1.500e-02, eta: 18:45:45, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4344, top5_acc: 0.7125, loss_cls: 2.3726, loss: 2.3726, grad_norm: 4.7412 2021-03-31 16:06:54,433 - mmaction - INFO - Epoch [6][820/1760] lr: 1.500e-02, eta: 18:45:21, time: 0.820, data_time: 0.000, memory: 10390, top1_acc: 0.4229, top5_acc: 0.6984, loss_cls: 2.3919, loss: 2.3919, grad_norm: 4.6573 2021-03-31 16:07:10,799 - mmaction - INFO - Epoch [6][840/1760] lr: 1.500e-02, eta: 18:44:57, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4057, top5_acc: 0.7099, loss_cls: 2.3769, loss: 2.3769, grad_norm: 4.8429 2021-03-31 16:07:27,136 - mmaction - INFO - Epoch [6][860/1760] lr: 1.500e-02, eta: 18:44:32, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4026, top5_acc: 0.6922, loss_cls: 2.4467, loss: 2.4467, grad_norm: 4.6341 2021-03-31 16:07:43,477 - mmaction - INFO - Epoch [6][880/1760] lr: 1.500e-02, eta: 18:44:08, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4297, top5_acc: 0.7161, loss_cls: 2.3296, loss: 2.3296, grad_norm: 4.6574 2021-03-31 16:07:59,790 - mmaction - INFO - Epoch [6][900/1760] lr: 1.500e-02, eta: 18:43:43, time: 0.816, data_time: 0.000, memory: 10390, top1_acc: 0.4198, top5_acc: 0.7036, loss_cls: 2.3890, loss: 2.3890, grad_norm: 4.7973 2021-03-31 16:08:16,163 - mmaction - INFO - Epoch [6][920/1760] lr: 1.500e-02, eta: 18:43:19, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4010, top5_acc: 0.6792, loss_cls: 2.4584, loss: 2.4584, grad_norm: 4.9384 2021-03-31 16:08:32,511 - mmaction - INFO - Epoch [6][940/1760] lr: 1.500e-02, eta: 18:42:55, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4146, top5_acc: 0.7005, loss_cls: 2.3812, loss: 2.3812, grad_norm: 4.5765 2021-03-31 16:08:48,915 - mmaction - INFO - Epoch [6][960/1760] lr: 1.500e-02, eta: 18:42:31, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4365, top5_acc: 0.7156, loss_cls: 2.3718, loss: 2.3718, grad_norm: 4.6813 2021-03-31 16:09:05,278 - mmaction - INFO - Epoch [6][980/1760] lr: 1.500e-02, eta: 18:42:07, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4266, top5_acc: 0.7109, loss_cls: 2.3388, loss: 2.3388, grad_norm: 4.6647 2021-03-31 16:09:21,656 - mmaction - INFO - Epoch [6][1000/1760] lr: 1.500e-02, eta: 18:41:43, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4010, top5_acc: 0.6891, loss_cls: 2.4697, loss: 2.4697, grad_norm: 4.7690 2021-03-31 16:09:38,018 - mmaction - INFO - Epoch [6][1020/1760] lr: 1.500e-02, eta: 18:41:19, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4464, top5_acc: 0.7188, loss_cls: 2.3032, loss: 2.3032, grad_norm: 4.5328 2021-03-31 16:09:54,325 - mmaction - INFO - Epoch [6][1040/1760] lr: 1.500e-02, eta: 18:40:55, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4208, top5_acc: 0.6953, loss_cls: 2.3834, loss: 2.3834, grad_norm: 4.7758 2021-03-31 16:10:10,706 - mmaction - INFO - Epoch [6][1060/1760] lr: 1.500e-02, eta: 18:40:31, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4375, top5_acc: 0.7047, loss_cls: 2.3807, loss: 2.3807, grad_norm: 4.5996 2021-03-31 16:10:27,072 - mmaction - INFO - Epoch [6][1080/1760] lr: 1.500e-02, eta: 18:40:07, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4203, top5_acc: 0.7031, loss_cls: 2.4033, loss: 2.4033, grad_norm: 4.7016 2021-03-31 16:10:43,473 - mmaction - INFO - Epoch [6][1100/1760] lr: 1.500e-02, eta: 18:39:44, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.4302, top5_acc: 0.7182, loss_cls: 2.3390, loss: 2.3390, grad_norm: 4.5881 2021-03-31 16:10:59,853 - mmaction - INFO - Epoch [6][1120/1760] lr: 1.500e-02, eta: 18:39:20, time: 0.819, data_time: 0.000, memory: 10390, top1_acc: 0.4542, top5_acc: 0.7214, loss_cls: 2.2432, loss: 2.2432, grad_norm: 4.4452 2021-03-31 16:11:16,225 - mmaction - INFO - Epoch [6][1140/1760] lr: 1.500e-02, eta: 18:38:56, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4401, top5_acc: 0.7146, loss_cls: 2.3213, loss: 2.3213, grad_norm: 4.6547 2021-03-31 16:11:32,620 - mmaction - INFO - Epoch [6][1160/1760] lr: 1.500e-02, eta: 18:38:33, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4318, top5_acc: 0.6990, loss_cls: 2.3802, loss: 2.3802, grad_norm: 4.6074 2021-03-31 16:11:48,996 - mmaction - INFO - Epoch [6][1180/1760] lr: 1.500e-02, eta: 18:38:09, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4255, top5_acc: 0.7141, loss_cls: 2.3339, loss: 2.3339, grad_norm: 4.7246 2021-03-31 16:12:05,305 - mmaction - INFO - Epoch [6][1200/1760] lr: 1.500e-02, eta: 18:37:45, time: 0.815, data_time: 0.000, memory: 10390, top1_acc: 0.4469, top5_acc: 0.7109, loss_cls: 2.2980, loss: 2.2980, grad_norm: 4.7663 2021-03-31 16:12:21,703 - mmaction - INFO - Epoch [6][1220/1760] lr: 1.500e-02, eta: 18:37:22, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4135, top5_acc: 0.6969, loss_cls: 2.4204, loss: 2.4204, grad_norm: 4.9652 2021-03-31 16:12:38,095 - mmaction - INFO - Epoch [6][1240/1760] lr: 1.500e-02, eta: 18:36:58, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4115, top5_acc: 0.6974, loss_cls: 2.4182, loss: 2.4182, grad_norm: 4.6669 2021-03-31 16:12:54,465 - mmaction - INFO - Epoch [6][1260/1760] lr: 1.500e-02, eta: 18:36:35, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4266, top5_acc: 0.7005, loss_cls: 2.3821, loss: 2.3821, grad_norm: 4.5014 2021-03-31 16:13:10,857 - mmaction - INFO - Epoch [6][1280/1760] lr: 1.500e-02, eta: 18:36:11, time: 0.820, data_time: 0.000, memory: 10390, top1_acc: 0.4281, top5_acc: 0.7094, loss_cls: 2.3433, loss: 2.3433, grad_norm: 4.6188 2021-03-31 16:13:27,255 - mmaction - INFO - Epoch [6][1300/1760] lr: 1.500e-02, eta: 18:35:48, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4161, top5_acc: 0.6984, loss_cls: 2.3853, loss: 2.3853, grad_norm: 4.6102 2021-03-31 16:13:43,602 - mmaction - INFO - Epoch [6][1320/1760] lr: 1.500e-02, eta: 18:35:24, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4260, top5_acc: 0.7141, loss_cls: 2.3383, loss: 2.3383, grad_norm: 4.7354 2021-03-31 16:14:00,007 - mmaction - INFO - Epoch [6][1340/1760] lr: 1.500e-02, eta: 18:35:01, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4224, top5_acc: 0.6974, loss_cls: 2.4083, loss: 2.4083, grad_norm: 4.5692 2021-03-31 16:14:16,361 - mmaction - INFO - Epoch [6][1360/1760] lr: 1.500e-02, eta: 18:34:38, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4245, top5_acc: 0.7078, loss_cls: 2.3878, loss: 2.3878, grad_norm: 4.7590 2021-03-31 16:14:32,740 - mmaction - INFO - Epoch [6][1380/1760] lr: 1.500e-02, eta: 18:34:14, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4219, top5_acc: 0.6964, loss_cls: 2.4070, loss: 2.4070, grad_norm: 4.5921 2021-03-31 16:14:49,096 - mmaction - INFO - Epoch [6][1400/1760] lr: 1.500e-02, eta: 18:33:51, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4417, top5_acc: 0.7094, loss_cls: 2.2974, loss: 2.2974, grad_norm: 4.6267 2021-03-31 16:15:05,435 - mmaction - INFO - Epoch [6][1420/1760] lr: 1.500e-02, eta: 18:33:27, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4255, top5_acc: 0.6953, loss_cls: 2.4002, loss: 2.4002, grad_norm: 4.6435 2021-03-31 16:15:21,794 - mmaction - INFO - Epoch [6][1440/1760] lr: 1.500e-02, eta: 18:33:04, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4198, top5_acc: 0.7010, loss_cls: 2.3762, loss: 2.3762, grad_norm: 4.7551 2021-03-31 16:15:38,168 - mmaction - INFO - Epoch [6][1460/1760] lr: 1.500e-02, eta: 18:32:40, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4286, top5_acc: 0.7172, loss_cls: 2.3043, loss: 2.3043, grad_norm: 4.6862 2021-03-31 16:15:54,558 - mmaction - INFO - Epoch [6][1480/1760] lr: 1.500e-02, eta: 18:32:17, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4229, top5_acc: 0.7172, loss_cls: 2.3523, loss: 2.3523, grad_norm: 4.8493 2021-03-31 16:16:10,869 - mmaction - INFO - Epoch [6][1500/1760] lr: 1.500e-02, eta: 18:31:54, time: 0.816, data_time: 0.000, memory: 10390, top1_acc: 0.4052, top5_acc: 0.7026, loss_cls: 2.4298, loss: 2.4298, grad_norm: 4.8984 2021-03-31 16:16:27,271 - mmaction - INFO - Epoch [6][1520/1760] lr: 1.500e-02, eta: 18:31:31, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4214, top5_acc: 0.6932, loss_cls: 2.4249, loss: 2.4249, grad_norm: 4.7919 2021-03-31 16:16:43,643 - mmaction - INFO - Epoch [6][1540/1760] lr: 1.500e-02, eta: 18:31:08, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4188, top5_acc: 0.7000, loss_cls: 2.4066, loss: 2.4066, grad_norm: 4.6105 2021-03-31 16:17:00,015 - mmaction - INFO - Epoch [6][1560/1760] lr: 1.500e-02, eta: 18:30:44, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4224, top5_acc: 0.6948, loss_cls: 2.4015, loss: 2.4015, grad_norm: 4.5951 2021-03-31 16:17:16,398 - mmaction - INFO - Epoch [6][1580/1760] lr: 1.500e-02, eta: 18:30:21, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4286, top5_acc: 0.7005, loss_cls: 2.3824, loss: 2.3824, grad_norm: 4.6368 2021-03-31 16:17:32,795 - mmaction - INFO - Epoch [6][1600/1760] lr: 1.500e-02, eta: 18:29:58, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4219, top5_acc: 0.7120, loss_cls: 2.3661, loss: 2.3661, grad_norm: 4.7181 2021-03-31 16:17:49,174 - mmaction - INFO - Epoch [6][1620/1760] lr: 1.500e-02, eta: 18:29:35, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4120, top5_acc: 0.7094, loss_cls: 2.4163, loss: 2.4163, grad_norm: 4.7064 2021-03-31 16:18:05,522 - mmaction - INFO - Epoch [6][1640/1760] lr: 1.500e-02, eta: 18:29:12, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4182, top5_acc: 0.7036, loss_cls: 2.3860, loss: 2.3860, grad_norm: 4.6251 2021-03-31 16:18:21,824 - mmaction - INFO - Epoch [6][1660/1760] lr: 1.500e-02, eta: 18:28:49, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.4370, top5_acc: 0.7146, loss_cls: 2.3533, loss: 2.3533, grad_norm: 4.6268 2021-03-31 16:18:38,205 - mmaction - INFO - Epoch [6][1680/1760] lr: 1.500e-02, eta: 18:28:26, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4068, top5_acc: 0.6948, loss_cls: 2.4682, loss: 2.4682, grad_norm: 4.7034 2021-03-31 16:18:54,580 - mmaction - INFO - Epoch [6][1700/1760] lr: 1.500e-02, eta: 18:28:03, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4380, top5_acc: 0.7224, loss_cls: 2.3344, loss: 2.3344, grad_norm: 4.5056 2021-03-31 16:19:10,950 - mmaction - INFO - Epoch [6][1720/1760] lr: 1.500e-02, eta: 18:27:40, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4146, top5_acc: 0.7016, loss_cls: 2.3408, loss: 2.3408, grad_norm: 4.6150 2021-03-31 16:19:27,336 - mmaction - INFO - Epoch [6][1740/1760] lr: 1.500e-02, eta: 18:27:17, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4391, top5_acc: 0.7193, loss_cls: 2.2797, loss: 2.2797, grad_norm: 4.6427 2021-03-31 16:19:43,449 - mmaction - INFO - Epoch [6][1760/1760] lr: 1.500e-02, eta: 18:26:52, time: 0.805, data_time: 0.002, memory: 10390, top1_acc: 0.4529, top5_acc: 0.7129, loss_cls: 2.2881, loss: 2.2881, grad_norm: 4.7039 2021-03-31 16:19:47,109 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-03-31 16:21:12,192 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-31 16:21:12,517 - mmaction - INFO - top1_acc 0.3922 top5_acc 0.6966 2021-03-31 16:21:12,517 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-31 16:21:12,540 - mmaction - INFO - mean_acc 0.3359 2021-03-31 16:21:13,160 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-03-31 16:21:13,161 - mmaction - INFO - Best top1_acc is 0.3922 at 6 epoch. 2021-03-31 16:21:13,170 - mmaction - INFO - Epoch(val) [6][1760] top1_acc: 0.3922, top5_acc: 0.6966, mean_class_accuracy: 0.3359 2021-03-31 16:22:06,218 - mmaction - INFO - Epoch [7][20/1760] lr: 1.500e-02, eta: 18:30:58, time: 2.651, data_time: 1.839, memory: 10390, top1_acc: 0.4302, top5_acc: 0.7151, loss_cls: 2.3160, loss: 2.3160, grad_norm: 4.7296 2021-03-31 16:22:22,436 - mmaction - INFO - Epoch [7][40/1760] lr: 1.500e-02, eta: 18:30:33, time: 0.812, data_time: 0.003, memory: 10390, top1_acc: 0.4411, top5_acc: 0.7203, loss_cls: 2.2981, loss: 2.2981, grad_norm: 4.7795 2021-03-31 16:22:38,749 - mmaction - INFO - Epoch [7][60/1760] lr: 1.500e-02, eta: 18:30:09, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4307, top5_acc: 0.7146, loss_cls: 2.3107, loss: 2.3107, grad_norm: 4.7823 2021-03-31 16:22:55,096 - mmaction - INFO - Epoch [7][80/1760] lr: 1.500e-02, eta: 18:29:46, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4453, top5_acc: 0.7167, loss_cls: 2.2812, loss: 2.2812, grad_norm: 4.8229 2021-03-31 16:23:11,437 - mmaction - INFO - Epoch [7][100/1760] lr: 1.500e-02, eta: 18:29:22, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4344, top5_acc: 0.7234, loss_cls: 2.2869, loss: 2.2869, grad_norm: 4.7855 2021-03-31 16:23:27,784 - mmaction - INFO - Epoch [7][120/1760] lr: 1.500e-02, eta: 18:28:59, time: 0.817, data_time: 0.000, memory: 10390, top1_acc: 0.4240, top5_acc: 0.7052, loss_cls: 2.3759, loss: 2.3759, grad_norm: 4.7149 2021-03-31 16:23:44,125 - mmaction - INFO - Epoch [7][140/1760] lr: 1.500e-02, eta: 18:28:35, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4401, top5_acc: 0.7323, loss_cls: 2.2307, loss: 2.2307, grad_norm: 4.8195 2021-03-31 16:24:00,377 - mmaction - INFO - Epoch [7][160/1760] lr: 1.500e-02, eta: 18:28:11, time: 0.813, data_time: 0.001, memory: 10390, top1_acc: 0.4521, top5_acc: 0.7219, loss_cls: 2.2585, loss: 2.2585, grad_norm: 4.7315 2021-03-31 16:24:16,731 - mmaction - INFO - Epoch [7][180/1760] lr: 1.500e-02, eta: 18:27:48, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4625, top5_acc: 0.7255, loss_cls: 2.2695, loss: 2.2695, grad_norm: 4.6257 2021-03-31 16:24:33,168 - mmaction - INFO - Epoch [7][200/1760] lr: 1.500e-02, eta: 18:27:25, time: 0.822, data_time: 0.001, memory: 10390, top1_acc: 0.4365, top5_acc: 0.7089, loss_cls: 2.3106, loss: 2.3106, grad_norm: 4.8274 2021-03-31 16:24:49,780 - mmaction - INFO - Epoch [7][220/1760] lr: 1.500e-02, eta: 18:27:04, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4182, top5_acc: 0.6964, loss_cls: 2.3768, loss: 2.3768, grad_norm: 4.7481 2021-03-31 16:25:09,366 - mmaction - INFO - Epoch [7][240/1760] lr: 1.500e-02, eta: 18:27:02, time: 0.967, data_time: 0.001, memory: 10390, top1_acc: 0.4464, top5_acc: 0.7125, loss_cls: 2.3305, loss: 2.3305, grad_norm: 4.7384 2021-03-31 16:25:25,811 - mmaction - INFO - Epoch [7][260/1760] lr: 1.500e-02, eta: 18:26:41, time: 0.834, data_time: 0.014, memory: 10390, top1_acc: 0.4443, top5_acc: 0.7094, loss_cls: 2.3253, loss: 2.3253, grad_norm: 4.7776 2021-03-31 16:25:42,085 - mmaction - INFO - Epoch [7][280/1760] lr: 1.500e-02, eta: 18:26:17, time: 0.814, data_time: 0.001, memory: 10390, top1_acc: 0.4219, top5_acc: 0.7000, loss_cls: 2.3692, loss: 2.3692, grad_norm: 4.6167 2021-03-31 16:25:58,461 - mmaction - INFO - Epoch [7][300/1760] lr: 1.500e-02, eta: 18:25:54, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4443, top5_acc: 0.7198, loss_cls: 2.3049, loss: 2.3049, grad_norm: 4.6150 2021-03-31 16:26:14,777 - mmaction - INFO - Epoch [7][320/1760] lr: 1.500e-02, eta: 18:25:30, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4573, top5_acc: 0.7323, loss_cls: 2.2072, loss: 2.2072, grad_norm: 4.7064 2021-03-31 16:26:31,106 - mmaction - INFO - Epoch [7][340/1760] lr: 1.500e-02, eta: 18:25:07, time: 0.816, data_time: 0.000, memory: 10390, top1_acc: 0.4313, top5_acc: 0.7083, loss_cls: 2.3298, loss: 2.3298, grad_norm: 4.7062 2021-03-31 16:26:47,478 - mmaction - INFO - Epoch [7][360/1760] lr: 1.500e-02, eta: 18:24:44, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4307, top5_acc: 0.7198, loss_cls: 2.3006, loss: 2.3006, grad_norm: 4.7612 2021-03-31 16:27:03,836 - mmaction - INFO - Epoch [7][380/1760] lr: 1.500e-02, eta: 18:24:21, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4151, top5_acc: 0.7203, loss_cls: 2.3472, loss: 2.3472, grad_norm: 4.6519 2021-03-31 16:27:20,232 - mmaction - INFO - Epoch [7][400/1760] lr: 1.500e-02, eta: 18:23:58, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4458, top5_acc: 0.7297, loss_cls: 2.2490, loss: 2.2490, grad_norm: 4.9704 2021-03-31 16:27:36,586 - mmaction - INFO - Epoch [7][420/1760] lr: 1.500e-02, eta: 18:23:35, time: 0.817, data_time: 0.000, memory: 10390, top1_acc: 0.4568, top5_acc: 0.7406, loss_cls: 2.2052, loss: 2.2052, grad_norm: 4.7589 2021-03-31 16:27:52,926 - mmaction - INFO - Epoch [7][440/1760] lr: 1.500e-02, eta: 18:23:12, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4443, top5_acc: 0.7073, loss_cls: 2.3542, loss: 2.3542, grad_norm: 4.8541 2021-03-31 16:28:09,319 - mmaction - INFO - Epoch [7][460/1760] lr: 1.500e-02, eta: 18:22:49, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4349, top5_acc: 0.7146, loss_cls: 2.2953, loss: 2.2953, grad_norm: 4.6082 2021-03-31 16:28:25,682 - mmaction - INFO - Epoch [7][480/1760] lr: 1.500e-02, eta: 18:22:26, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4521, top5_acc: 0.7219, loss_cls: 2.2775, loss: 2.2775, grad_norm: 4.6978 2021-03-31 16:28:41,982 - mmaction - INFO - Epoch [7][500/1760] lr: 1.500e-02, eta: 18:22:03, time: 0.815, data_time: 0.000, memory: 10390, top1_acc: 0.4365, top5_acc: 0.7078, loss_cls: 2.3350, loss: 2.3350, grad_norm: 4.9003 2021-03-31 16:28:58,337 - mmaction - INFO - Epoch [7][520/1760] lr: 1.500e-02, eta: 18:21:39, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4344, top5_acc: 0.7068, loss_cls: 2.3483, loss: 2.3483, grad_norm: 4.8259 2021-03-31 16:29:14,707 - mmaction - INFO - Epoch [7][540/1760] lr: 1.500e-02, eta: 18:21:17, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4422, top5_acc: 0.7219, loss_cls: 2.2476, loss: 2.2476, grad_norm: 4.6731 2021-03-31 16:29:31,025 - mmaction - INFO - Epoch [7][560/1760] lr: 1.500e-02, eta: 18:20:53, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4422, top5_acc: 0.6969, loss_cls: 2.3648, loss: 2.3648, grad_norm: 4.7416 2021-03-31 16:29:47,343 - mmaction - INFO - Epoch [7][580/1760] lr: 1.500e-02, eta: 18:20:30, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4344, top5_acc: 0.7078, loss_cls: 2.3672, loss: 2.3672, grad_norm: 4.6918 2021-03-31 16:30:03,717 - mmaction - INFO - Epoch [7][600/1760] lr: 1.500e-02, eta: 18:20:08, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4333, top5_acc: 0.7104, loss_cls: 2.3200, loss: 2.3200, grad_norm: 4.7168 2021-03-31 16:30:20,041 - mmaction - INFO - Epoch [7][620/1760] lr: 1.500e-02, eta: 18:19:45, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4302, top5_acc: 0.7198, loss_cls: 2.3116, loss: 2.3116, grad_norm: 4.7621 2021-03-31 16:30:36,441 - mmaction - INFO - Epoch [7][640/1760] lr: 1.500e-02, eta: 18:19:22, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4370, top5_acc: 0.7245, loss_cls: 2.2818, loss: 2.2818, grad_norm: 4.6059 2021-03-31 16:30:52,803 - mmaction - INFO - Epoch [7][660/1760] lr: 1.500e-02, eta: 18:18:59, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4307, top5_acc: 0.7240, loss_cls: 2.2819, loss: 2.2819, grad_norm: 4.7253 2021-03-31 16:31:09,136 - mmaction - INFO - Epoch [7][680/1760] lr: 1.500e-02, eta: 18:18:36, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4437, top5_acc: 0.7297, loss_cls: 2.2525, loss: 2.2525, grad_norm: 4.7383 2021-03-31 16:31:25,451 - mmaction - INFO - Epoch [7][700/1760] lr: 1.500e-02, eta: 18:18:13, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4464, top5_acc: 0.7151, loss_cls: 2.2778, loss: 2.2778, grad_norm: 4.6308 2021-03-31 16:31:41,788 - mmaction - INFO - Epoch [7][720/1760] lr: 1.500e-02, eta: 18:17:50, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4531, top5_acc: 0.7141, loss_cls: 2.2714, loss: 2.2714, grad_norm: 4.8544 2021-03-31 16:31:58,161 - mmaction - INFO - Epoch [7][740/1760] lr: 1.500e-02, eta: 18:17:28, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4484, top5_acc: 0.7182, loss_cls: 2.2685, loss: 2.2685, grad_norm: 4.6276 2021-03-31 16:32:14,550 - mmaction - INFO - Epoch [7][760/1760] lr: 1.500e-02, eta: 18:17:05, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4339, top5_acc: 0.7083, loss_cls: 2.3695, loss: 2.3695, grad_norm: 4.7356 2021-03-31 16:32:30,920 - mmaction - INFO - Epoch [7][780/1760] lr: 1.500e-02, eta: 18:16:43, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4385, top5_acc: 0.7083, loss_cls: 2.2868, loss: 2.2868, grad_norm: 4.7844 2021-03-31 16:32:47,301 - mmaction - INFO - Epoch [7][800/1760] lr: 1.500e-02, eta: 18:16:20, time: 0.819, data_time: 0.000, memory: 10390, top1_acc: 0.4391, top5_acc: 0.7120, loss_cls: 2.2930, loss: 2.2930, grad_norm: 4.5977 2021-03-31 16:33:03,611 - mmaction - INFO - Epoch [7][820/1760] lr: 1.500e-02, eta: 18:15:57, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4292, top5_acc: 0.7099, loss_cls: 2.3515, loss: 2.3515, grad_norm: 4.6128 2021-03-31 16:33:19,921 - mmaction - INFO - Epoch [7][840/1760] lr: 1.500e-02, eta: 18:15:35, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4406, top5_acc: 0.7370, loss_cls: 2.2409, loss: 2.2409, grad_norm: 4.7153 2021-03-31 16:33:36,296 - mmaction - INFO - Epoch [7][860/1760] lr: 1.500e-02, eta: 18:15:12, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4469, top5_acc: 0.7292, loss_cls: 2.2525, loss: 2.2525, grad_norm: 4.7479 2021-03-31 16:33:52,643 - mmaction - INFO - Epoch [7][880/1760] lr: 1.500e-02, eta: 18:14:49, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4380, top5_acc: 0.7260, loss_cls: 2.3124, loss: 2.3124, grad_norm: 4.8380 2021-03-31 16:34:09,042 - mmaction - INFO - Epoch [7][900/1760] lr: 1.500e-02, eta: 18:14:27, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4302, top5_acc: 0.7078, loss_cls: 2.3492, loss: 2.3492, grad_norm: 4.6970 2021-03-31 16:34:25,400 - mmaction - INFO - Epoch [7][920/1760] lr: 1.500e-02, eta: 18:14:05, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4307, top5_acc: 0.7182, loss_cls: 2.3105, loss: 2.3105, grad_norm: 4.8143 2021-03-31 16:34:41,809 - mmaction - INFO - Epoch [7][940/1760] lr: 1.500e-02, eta: 18:13:43, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4448, top5_acc: 0.7224, loss_cls: 2.2731, loss: 2.2731, grad_norm: 4.6751 2021-03-31 16:34:58,163 - mmaction - INFO - Epoch [7][960/1760] lr: 1.500e-02, eta: 18:13:20, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4411, top5_acc: 0.7234, loss_cls: 2.2900, loss: 2.2900, grad_norm: 4.6910 2021-03-31 16:35:14,574 - mmaction - INFO - Epoch [7][980/1760] lr: 1.500e-02, eta: 18:12:58, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4469, top5_acc: 0.7188, loss_cls: 2.3133, loss: 2.3133, grad_norm: 4.6997 2021-03-31 16:35:30,885 - mmaction - INFO - Epoch [7][1000/1760] lr: 1.500e-02, eta: 18:12:35, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4354, top5_acc: 0.7177, loss_cls: 2.3352, loss: 2.3352, grad_norm: 4.5168 2021-03-31 16:35:47,245 - mmaction - INFO - Epoch [7][1020/1760] lr: 1.500e-02, eta: 18:12:13, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4286, top5_acc: 0.7156, loss_cls: 2.3378, loss: 2.3378, grad_norm: 4.6573 2021-03-31 16:36:03,568 - mmaction - INFO - Epoch [7][1040/1760] lr: 1.500e-02, eta: 18:11:50, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4651, top5_acc: 0.7391, loss_cls: 2.2004, loss: 2.2004, grad_norm: 4.6006 2021-03-31 16:36:20,129 - mmaction - INFO - Epoch [7][1060/1760] lr: 1.500e-02, eta: 18:11:29, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.4531, top5_acc: 0.7271, loss_cls: 2.2576, loss: 2.2576, grad_norm: 4.6578 2021-03-31 16:36:36,716 - mmaction - INFO - Epoch [7][1080/1760] lr: 1.500e-02, eta: 18:11:08, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4448, top5_acc: 0.7193, loss_cls: 2.3339, loss: 2.3339, grad_norm: 4.6522 2021-03-31 16:36:53,281 - mmaction - INFO - Epoch [7][1100/1760] lr: 1.500e-02, eta: 18:10:47, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.4349, top5_acc: 0.7120, loss_cls: 2.3096, loss: 2.3096, grad_norm: 4.7833 2021-03-31 16:37:09,849 - mmaction - INFO - Epoch [7][1120/1760] lr: 1.500e-02, eta: 18:10:26, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.4401, top5_acc: 0.7099, loss_cls: 2.3107, loss: 2.3107, grad_norm: 4.4555 2021-03-31 16:37:26,441 - mmaction - INFO - Epoch [7][1140/1760] lr: 1.500e-02, eta: 18:10:06, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4276, top5_acc: 0.7250, loss_cls: 2.3131, loss: 2.3131, grad_norm: 4.7454 2021-03-31 16:37:43,036 - mmaction - INFO - Epoch [7][1160/1760] lr: 1.500e-02, eta: 18:09:45, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4245, top5_acc: 0.7073, loss_cls: 2.3311, loss: 2.3311, grad_norm: 4.7871 2021-03-31 16:37:59,624 - mmaction - INFO - Epoch [7][1180/1760] lr: 1.500e-02, eta: 18:09:24, time: 0.829, data_time: 0.000, memory: 10390, top1_acc: 0.4380, top5_acc: 0.7245, loss_cls: 2.2552, loss: 2.2552, grad_norm: 4.7507 2021-03-31 16:38:16,213 - mmaction - INFO - Epoch [7][1200/1760] lr: 1.500e-02, eta: 18:09:04, time: 0.829, data_time: 0.000, memory: 10390, top1_acc: 0.4427, top5_acc: 0.7198, loss_cls: 2.2937, loss: 2.2937, grad_norm: 4.7332 2021-03-31 16:38:32,812 - mmaction - INFO - Epoch [7][1220/1760] lr: 1.500e-02, eta: 18:08:43, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4344, top5_acc: 0.7094, loss_cls: 2.3197, loss: 2.3197, grad_norm: 4.7509 2021-03-31 16:38:49,429 - mmaction - INFO - Epoch [7][1240/1760] lr: 1.500e-02, eta: 18:08:22, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.4474, top5_acc: 0.7401, loss_cls: 2.2904, loss: 2.2904, grad_norm: 4.7103 2021-03-31 16:39:06,017 - mmaction - INFO - Epoch [7][1260/1760] lr: 1.500e-02, eta: 18:08:02, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.4203, top5_acc: 0.7146, loss_cls: 2.3423, loss: 2.3423, grad_norm: 4.7521 2021-03-31 16:39:22,607 - mmaction - INFO - Epoch [7][1280/1760] lr: 1.500e-02, eta: 18:07:41, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4375, top5_acc: 0.7083, loss_cls: 2.3256, loss: 2.3256, grad_norm: 4.6945 2021-03-31 16:39:39,390 - mmaction - INFO - Epoch [7][1300/1760] lr: 1.500e-02, eta: 18:07:21, time: 0.837, data_time: 0.002, memory: 10390, top1_acc: 0.4620, top5_acc: 0.7354, loss_cls: 2.1980, loss: 2.1980, grad_norm: 4.8029 2021-03-31 16:39:56,024 - mmaction - INFO - Epoch [7][1320/1760] lr: 1.500e-02, eta: 18:07:01, time: 0.833, data_time: 0.003, memory: 10390, top1_acc: 0.4385, top5_acc: 0.7260, loss_cls: 2.2684, loss: 2.2684, grad_norm: 4.6517 2021-03-31 16:40:12,624 - mmaction - INFO - Epoch [7][1340/1760] lr: 1.500e-02, eta: 18:06:41, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4437, top5_acc: 0.7052, loss_cls: 2.2984, loss: 2.2984, grad_norm: 4.6041 2021-03-31 16:40:29,228 - mmaction - INFO - Epoch [7][1360/1760] lr: 1.500e-02, eta: 18:06:20, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4479, top5_acc: 0.7151, loss_cls: 2.2923, loss: 2.2923, grad_norm: 4.7588 2021-03-31 16:40:45,819 - mmaction - INFO - Epoch [7][1380/1760] lr: 1.500e-02, eta: 18:06:00, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4453, top5_acc: 0.7245, loss_cls: 2.2629, loss: 2.2629, grad_norm: 4.6737 2021-03-31 16:41:02,413 - mmaction - INFO - Epoch [7][1400/1760] lr: 1.500e-02, eta: 18:05:39, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4417, top5_acc: 0.7115, loss_cls: 2.3479, loss: 2.3479, grad_norm: 4.7273 2021-03-31 16:41:19,005 - mmaction - INFO - Epoch [7][1420/1760] lr: 1.500e-02, eta: 18:05:18, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4349, top5_acc: 0.7073, loss_cls: 2.3365, loss: 2.3365, grad_norm: 4.7346 2021-03-31 16:41:35,593 - mmaction - INFO - Epoch [7][1440/1760] lr: 1.500e-02, eta: 18:04:58, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4359, top5_acc: 0.7146, loss_cls: 2.3289, loss: 2.3289, grad_norm: 4.6878 2021-03-31 16:41:52,189 - mmaction - INFO - Epoch [7][1460/1760] lr: 1.500e-02, eta: 18:04:37, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4323, top5_acc: 0.7307, loss_cls: 2.2471, loss: 2.2471, grad_norm: 4.7770 2021-03-31 16:42:08,806 - mmaction - INFO - Epoch [7][1480/1760] lr: 1.500e-02, eta: 18:04:17, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4479, top5_acc: 0.7125, loss_cls: 2.2825, loss: 2.2825, grad_norm: 4.6678 2021-03-31 16:42:25,396 - mmaction - INFO - Epoch [7][1500/1760] lr: 1.500e-02, eta: 18:03:56, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4422, top5_acc: 0.7255, loss_cls: 2.2863, loss: 2.2863, grad_norm: 4.6927 2021-03-31 16:42:42,014 - mmaction - INFO - Epoch [7][1520/1760] lr: 1.500e-02, eta: 18:03:36, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4370, top5_acc: 0.7083, loss_cls: 2.3618, loss: 2.3618, grad_norm: 4.6659 2021-03-31 16:42:58,622 - mmaction - INFO - Epoch [7][1540/1760] lr: 1.500e-02, eta: 18:03:16, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.4422, top5_acc: 0.7208, loss_cls: 2.2616, loss: 2.2616, grad_norm: 4.7453 2021-03-31 16:43:15,259 - mmaction - INFO - Epoch [7][1560/1760] lr: 1.500e-02, eta: 18:02:55, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.4193, top5_acc: 0.7078, loss_cls: 2.3698, loss: 2.3698, grad_norm: 4.5974 2021-03-31 16:43:31,866 - mmaction - INFO - Epoch [7][1580/1760] lr: 1.500e-02, eta: 18:02:35, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4234, top5_acc: 0.7438, loss_cls: 2.2632, loss: 2.2632, grad_norm: 4.7873 2021-03-31 16:43:48,477 - mmaction - INFO - Epoch [7][1600/1760] lr: 1.500e-02, eta: 18:02:15, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4422, top5_acc: 0.7104, loss_cls: 2.3146, loss: 2.3146, grad_norm: 4.4984 2021-03-31 16:44:05,097 - mmaction - INFO - Epoch [7][1620/1760] lr: 1.500e-02, eta: 18:01:55, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.4250, top5_acc: 0.7104, loss_cls: 2.3738, loss: 2.3738, grad_norm: 4.6002 2021-03-31 16:44:21,691 - mmaction - INFO - Epoch [7][1640/1760] lr: 1.500e-02, eta: 18:01:34, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4411, top5_acc: 0.7167, loss_cls: 2.2685, loss: 2.2685, grad_norm: 4.6456 2021-03-31 16:44:38,318 - mmaction - INFO - Epoch [7][1660/1760] lr: 1.500e-02, eta: 18:01:14, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.4526, top5_acc: 0.7302, loss_cls: 2.2590, loss: 2.2590, grad_norm: 4.8714 2021-03-31 16:44:54,906 - mmaction - INFO - Epoch [7][1680/1760] lr: 1.500e-02, eta: 18:00:53, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4724, top5_acc: 0.7380, loss_cls: 2.2165, loss: 2.2165, grad_norm: 4.6648 2021-03-31 16:45:11,504 - mmaction - INFO - Epoch [7][1700/1760] lr: 1.500e-02, eta: 18:00:33, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4542, top5_acc: 0.7156, loss_cls: 2.2647, loss: 2.2647, grad_norm: 4.6804 2021-03-31 16:45:28,127 - mmaction - INFO - Epoch [7][1720/1760] lr: 1.500e-02, eta: 18:00:13, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.4500, top5_acc: 0.7182, loss_cls: 2.2755, loss: 2.2755, grad_norm: 4.6804 2021-03-31 16:45:44,731 - mmaction - INFO - Epoch [7][1740/1760] lr: 1.500e-02, eta: 17:59:53, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4469, top5_acc: 0.7203, loss_cls: 2.2864, loss: 2.2864, grad_norm: 4.5418 2021-03-31 16:46:01,061 - mmaction - INFO - Epoch [7][1760/1760] lr: 1.500e-02, eta: 17:59:31, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4465, top5_acc: 0.7182, loss_cls: 2.3164, loss: 2.3164, grad_norm: 4.5644 2021-03-31 16:46:04,977 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-03-31 16:46:47,116 - mmaction - INFO - Epoch [8][20/1760] lr: 1.500e-02, eta: 18:01:45, time: 2.089, data_time: 1.279, memory: 10390, top1_acc: 0.4391, top5_acc: 0.7193, loss_cls: 2.2719, loss: 2.2719, grad_norm: 4.7486 2021-03-31 16:47:03,367 - mmaction - INFO - Epoch [8][40/1760] lr: 1.500e-02, eta: 18:01:22, time: 0.813, data_time: 0.002, memory: 10390, top1_acc: 0.4797, top5_acc: 0.7406, loss_cls: 2.1603, loss: 2.1603, grad_norm: 4.6446 2021-03-31 16:47:19,671 - mmaction - INFO - Epoch [8][60/1760] lr: 1.500e-02, eta: 18:01:00, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4604, top5_acc: 0.7339, loss_cls: 2.2111, loss: 2.2111, grad_norm: 4.7436 2021-03-31 16:47:36,060 - mmaction - INFO - Epoch [8][80/1760] lr: 1.500e-02, eta: 18:00:38, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4510, top5_acc: 0.7198, loss_cls: 2.2672, loss: 2.2672, grad_norm: 4.6453 2021-03-31 16:47:52,432 - mmaction - INFO - Epoch [8][100/1760] lr: 1.500e-02, eta: 18:00:16, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4562, top5_acc: 0.7406, loss_cls: 2.1868, loss: 2.1868, grad_norm: 4.6489 2021-03-31 16:48:08,833 - mmaction - INFO - Epoch [8][120/1760] lr: 1.500e-02, eta: 17:59:54, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4323, top5_acc: 0.7219, loss_cls: 2.2814, loss: 2.2814, grad_norm: 4.6538 2021-03-31 16:48:25,200 - mmaction - INFO - Epoch [8][140/1760] lr: 1.500e-02, eta: 17:59:32, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4615, top5_acc: 0.7427, loss_cls: 2.2232, loss: 2.2232, grad_norm: 4.8151 2021-03-31 16:48:41,616 - mmaction - INFO - Epoch [8][160/1760] lr: 1.500e-02, eta: 17:59:11, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4484, top5_acc: 0.7229, loss_cls: 2.2529, loss: 2.2529, grad_norm: 4.9742 2021-03-31 16:48:57,981 - mmaction - INFO - Epoch [8][180/1760] lr: 1.500e-02, eta: 17:58:49, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4417, top5_acc: 0.7260, loss_cls: 2.2913, loss: 2.2913, grad_norm: 4.9077 2021-03-31 16:49:14,379 - mmaction - INFO - Epoch [8][200/1760] lr: 1.500e-02, eta: 17:58:27, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4474, top5_acc: 0.7365, loss_cls: 2.2270, loss: 2.2270, grad_norm: 4.8402 2021-03-31 16:49:30,730 - mmaction - INFO - Epoch [8][220/1760] lr: 1.500e-02, eta: 17:58:05, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4594, top5_acc: 0.7349, loss_cls: 2.2058, loss: 2.2058, grad_norm: 4.6604 2021-03-31 16:49:47,130 - mmaction - INFO - Epoch [8][240/1760] lr: 1.500e-02, eta: 17:57:44, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4474, top5_acc: 0.7245, loss_cls: 2.2704, loss: 2.2704, grad_norm: 4.6752 2021-03-31 16:50:03,562 - mmaction - INFO - Epoch [8][260/1760] lr: 1.500e-02, eta: 17:57:22, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.4385, top5_acc: 0.7266, loss_cls: 2.2601, loss: 2.2601, grad_norm: 4.6762 2021-03-31 16:50:20,001 - mmaction - INFO - Epoch [8][280/1760] lr: 1.500e-02, eta: 17:57:01, time: 0.823, data_time: 0.004, memory: 10390, top1_acc: 0.4615, top5_acc: 0.7307, loss_cls: 2.2365, loss: 2.2365, grad_norm: 4.8118 2021-03-31 16:50:36,394 - mmaction - INFO - Epoch [8][300/1760] lr: 1.500e-02, eta: 17:56:39, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4411, top5_acc: 0.7323, loss_cls: 2.2646, loss: 2.2646, grad_norm: 4.7800 2021-03-31 16:50:52,771 - mmaction - INFO - Epoch [8][320/1760] lr: 1.500e-02, eta: 17:56:18, time: 0.819, data_time: 0.000, memory: 10390, top1_acc: 0.4375, top5_acc: 0.7094, loss_cls: 2.3478, loss: 2.3478, grad_norm: 4.8629 2021-03-31 16:51:09,142 - mmaction - INFO - Epoch [8][340/1760] lr: 1.500e-02, eta: 17:55:56, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4359, top5_acc: 0.7276, loss_cls: 2.2891, loss: 2.2891, grad_norm: 4.8117 2021-03-31 16:51:25,519 - mmaction - INFO - Epoch [8][360/1760] lr: 1.500e-02, eta: 17:55:34, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4635, top5_acc: 0.7318, loss_cls: 2.2266, loss: 2.2266, grad_norm: 4.6113 2021-03-31 16:51:41,908 - mmaction - INFO - Epoch [8][380/1760] lr: 1.500e-02, eta: 17:55:13, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4443, top5_acc: 0.7328, loss_cls: 2.2613, loss: 2.2613, grad_norm: 4.6625 2021-03-31 16:51:58,277 - mmaction - INFO - Epoch [8][400/1760] lr: 1.500e-02, eta: 17:54:51, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4557, top5_acc: 0.7333, loss_cls: 2.2566, loss: 2.2566, grad_norm: 4.8548 2021-03-31 16:52:14,684 - mmaction - INFO - Epoch [8][420/1760] lr: 1.500e-02, eta: 17:54:29, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4573, top5_acc: 0.7333, loss_cls: 2.2087, loss: 2.2087, grad_norm: 4.7643 2021-03-31 16:52:31,050 - mmaction - INFO - Epoch [8][440/1760] lr: 1.500e-02, eta: 17:54:08, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4536, top5_acc: 0.7448, loss_cls: 2.1976, loss: 2.1976, grad_norm: 4.8066 2021-03-31 16:52:47,447 - mmaction - INFO - Epoch [8][460/1760] lr: 1.500e-02, eta: 17:53:46, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4677, top5_acc: 0.7307, loss_cls: 2.2058, loss: 2.2058, grad_norm: 4.6959 2021-03-31 16:53:03,811 - mmaction - INFO - Epoch [8][480/1760] lr: 1.500e-02, eta: 17:53:25, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4521, top5_acc: 0.7474, loss_cls: 2.1873, loss: 2.1873, grad_norm: 4.9495 2021-03-31 16:53:20,316 - mmaction - INFO - Epoch [8][500/1760] lr: 1.500e-02, eta: 17:53:04, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.4344, top5_acc: 0.7375, loss_cls: 2.2672, loss: 2.2672, grad_norm: 4.7540 2021-03-31 16:53:36,892 - mmaction - INFO - Epoch [8][520/1760] lr: 1.500e-02, eta: 17:52:44, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.4516, top5_acc: 0.7333, loss_cls: 2.2885, loss: 2.2885, grad_norm: 4.9057 2021-03-31 16:53:53,503 - mmaction - INFO - Epoch [8][540/1760] lr: 1.500e-02, eta: 17:52:23, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4458, top5_acc: 0.7109, loss_cls: 2.2994, loss: 2.2994, grad_norm: 4.9435 2021-03-31 16:54:10,105 - mmaction - INFO - Epoch [8][560/1760] lr: 1.500e-02, eta: 17:52:03, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4437, top5_acc: 0.7224, loss_cls: 2.2879, loss: 2.2879, grad_norm: 4.9025 2021-03-31 16:54:26,688 - mmaction - INFO - Epoch [8][580/1760] lr: 1.500e-02, eta: 17:51:43, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4297, top5_acc: 0.7146, loss_cls: 2.3045, loss: 2.3045, grad_norm: 4.7074 2021-03-31 16:54:43,246 - mmaction - INFO - Epoch [8][600/1760] lr: 1.500e-02, eta: 17:51:23, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.4536, top5_acc: 0.7328, loss_cls: 2.2279, loss: 2.2279, grad_norm: 4.7915 2021-03-31 16:54:59,861 - mmaction - INFO - Epoch [8][620/1760] lr: 1.500e-02, eta: 17:51:02, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4578, top5_acc: 0.7359, loss_cls: 2.2268, loss: 2.2268, grad_norm: 4.8653 2021-03-31 16:55:16,472 - mmaction - INFO - Epoch [8][640/1760] lr: 1.500e-02, eta: 17:50:42, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4552, top5_acc: 0.7333, loss_cls: 2.2317, loss: 2.2317, grad_norm: 4.6480 2021-03-31 16:55:33,044 - mmaction - INFO - Epoch [8][660/1760] lr: 1.500e-02, eta: 17:50:22, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.4385, top5_acc: 0.7219, loss_cls: 2.2810, loss: 2.2810, grad_norm: 4.5961 2021-03-31 16:55:49,626 - mmaction - INFO - Epoch [8][680/1760] lr: 1.500e-02, eta: 17:50:02, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4594, top5_acc: 0.7427, loss_cls: 2.2156, loss: 2.2156, grad_norm: 4.7359 2021-03-31 16:56:06,246 - mmaction - INFO - Epoch [8][700/1760] lr: 1.500e-02, eta: 17:49:42, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4578, top5_acc: 0.7422, loss_cls: 2.2253, loss: 2.2253, grad_norm: 4.6546 2021-03-31 16:56:22,855 - mmaction - INFO - Epoch [8][720/1760] lr: 1.500e-02, eta: 17:49:22, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4620, top5_acc: 0.7286, loss_cls: 2.2067, loss: 2.2067, grad_norm: 4.8569 2021-03-31 16:56:39,438 - mmaction - INFO - Epoch [8][740/1760] lr: 1.500e-02, eta: 17:49:02, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4495, top5_acc: 0.7214, loss_cls: 2.2192, loss: 2.2192, grad_norm: 4.7712 2021-03-31 16:56:56,028 - mmaction - INFO - Epoch [8][760/1760] lr: 1.500e-02, eta: 17:48:42, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4469, top5_acc: 0.7354, loss_cls: 2.2298, loss: 2.2298, grad_norm: 4.7553 2021-03-31 16:57:12,640 - mmaction - INFO - Epoch [8][780/1760] lr: 1.500e-02, eta: 17:48:21, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4302, top5_acc: 0.7115, loss_cls: 2.3161, loss: 2.3161, grad_norm: 4.8136 2021-03-31 16:57:29,235 - mmaction - INFO - Epoch [8][800/1760] lr: 1.500e-02, eta: 17:48:01, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4328, top5_acc: 0.7172, loss_cls: 2.3060, loss: 2.3060, grad_norm: 4.7830 2021-03-31 16:57:45,839 - mmaction - INFO - Epoch [8][820/1760] lr: 1.500e-02, eta: 17:47:41, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4594, top5_acc: 0.7328, loss_cls: 2.2160, loss: 2.2160, grad_norm: 4.6226 2021-03-31 16:58:02,430 - mmaction - INFO - Epoch [8][840/1760] lr: 1.500e-02, eta: 17:47:21, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4500, top5_acc: 0.7276, loss_cls: 2.2737, loss: 2.2737, grad_norm: 4.6527 2021-03-31 16:58:19,045 - mmaction - INFO - Epoch [8][860/1760] lr: 1.500e-02, eta: 17:47:01, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4641, top5_acc: 0.7359, loss_cls: 2.2109, loss: 2.2109, grad_norm: 4.5498 2021-03-31 16:58:35,654 - mmaction - INFO - Epoch [8][880/1760] lr: 1.500e-02, eta: 17:46:41, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4391, top5_acc: 0.7411, loss_cls: 2.2208, loss: 2.2208, grad_norm: 4.7894 2021-03-31 16:58:52,232 - mmaction - INFO - Epoch [8][900/1760] lr: 1.500e-02, eta: 17:46:21, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.4484, top5_acc: 0.7469, loss_cls: 2.2120, loss: 2.2120, grad_norm: 4.8563 2021-03-31 16:59:08,819 - mmaction - INFO - Epoch [8][920/1760] lr: 1.500e-02, eta: 17:46:01, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4474, top5_acc: 0.7297, loss_cls: 2.2666, loss: 2.2666, grad_norm: 4.7756 2021-03-31 16:59:25,416 - mmaction - INFO - Epoch [8][940/1760] lr: 1.500e-02, eta: 17:45:41, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4536, top5_acc: 0.7333, loss_cls: 2.2342, loss: 2.2342, grad_norm: 4.8074 2021-03-31 16:59:42,014 - mmaction - INFO - Epoch [8][960/1760] lr: 1.500e-02, eta: 17:45:21, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4464, top5_acc: 0.7328, loss_cls: 2.2308, loss: 2.2308, grad_norm: 4.6345 2021-03-31 16:59:58,598 - mmaction - INFO - Epoch [8][980/1760] lr: 1.500e-02, eta: 17:45:01, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4453, top5_acc: 0.7182, loss_cls: 2.2706, loss: 2.2706, grad_norm: 4.8072 2021-03-31 17:00:15,264 - mmaction - INFO - Epoch [8][1000/1760] lr: 1.500e-02, eta: 17:44:41, time: 0.833, data_time: 0.001, memory: 10390, top1_acc: 0.4391, top5_acc: 0.7250, loss_cls: 2.2682, loss: 2.2682, grad_norm: 4.8297 2021-03-31 17:00:31,907 - mmaction - INFO - Epoch [8][1020/1760] lr: 1.500e-02, eta: 17:44:22, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.4417, top5_acc: 0.7255, loss_cls: 2.2804, loss: 2.2804, grad_norm: 4.7789 2021-03-31 17:00:48,532 - mmaction - INFO - Epoch [8][1040/1760] lr: 1.500e-02, eta: 17:44:02, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.4677, top5_acc: 0.7318, loss_cls: 2.2075, loss: 2.2075, grad_norm: 4.6065 2021-03-31 17:01:05,147 - mmaction - INFO - Epoch [8][1060/1760] lr: 1.500e-02, eta: 17:43:42, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4396, top5_acc: 0.7229, loss_cls: 2.2873, loss: 2.2873, grad_norm: 4.8387 2021-03-31 17:01:21,752 - mmaction - INFO - Epoch [8][1080/1760] lr: 1.500e-02, eta: 17:43:22, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4516, top5_acc: 0.7370, loss_cls: 2.2525, loss: 2.2525, grad_norm: 4.7483 2021-03-31 17:01:38,345 - mmaction - INFO - Epoch [8][1100/1760] lr: 1.500e-02, eta: 17:43:02, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4641, top5_acc: 0.7484, loss_cls: 2.1514, loss: 2.1514, grad_norm: 4.7545 2021-03-31 17:01:54,978 - mmaction - INFO - Epoch [8][1120/1760] lr: 1.500e-02, eta: 17:42:43, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.4526, top5_acc: 0.7365, loss_cls: 2.2506, loss: 2.2506, grad_norm: 4.6276 2021-03-31 17:02:11,583 - mmaction - INFO - Epoch [8][1140/1760] lr: 1.500e-02, eta: 17:42:23, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4813, top5_acc: 0.7516, loss_cls: 2.1416, loss: 2.1416, grad_norm: 4.6179 2021-03-31 17:02:28,188 - mmaction - INFO - Epoch [8][1160/1760] lr: 1.500e-02, eta: 17:42:03, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4531, top5_acc: 0.7266, loss_cls: 2.2314, loss: 2.2314, grad_norm: 4.7093 2021-03-31 17:02:44,773 - mmaction - INFO - Epoch [8][1180/1760] lr: 1.500e-02, eta: 17:41:43, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4500, top5_acc: 0.7255, loss_cls: 2.2462, loss: 2.2462, grad_norm: 4.5546 2021-03-31 17:03:01,356 - mmaction - INFO - Epoch [8][1200/1760] lr: 1.500e-02, eta: 17:41:23, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4536, top5_acc: 0.7245, loss_cls: 2.2298, loss: 2.2298, grad_norm: 4.7238 2021-03-31 17:03:17,957 - mmaction - INFO - Epoch [8][1220/1760] lr: 1.500e-02, eta: 17:41:03, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4443, top5_acc: 0.7531, loss_cls: 2.2097, loss: 2.2097, grad_norm: 4.6504 2021-03-31 17:03:34,574 - mmaction - INFO - Epoch [8][1240/1760] lr: 1.500e-02, eta: 17:40:43, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4776, top5_acc: 0.7500, loss_cls: 2.1275, loss: 2.1275, grad_norm: 4.6906 2021-03-31 17:03:51,162 - mmaction - INFO - Epoch [8][1260/1760] lr: 1.500e-02, eta: 17:40:23, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4443, top5_acc: 0.7359, loss_cls: 2.1841, loss: 2.1841, grad_norm: 4.5993 2021-03-31 17:04:07,743 - mmaction - INFO - Epoch [8][1280/1760] lr: 1.500e-02, eta: 17:40:03, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.4526, top5_acc: 0.7370, loss_cls: 2.2054, loss: 2.2054, grad_norm: 4.7765 2021-03-31 17:04:24,352 - mmaction - INFO - Epoch [8][1300/1760] lr: 1.500e-02, eta: 17:39:44, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4365, top5_acc: 0.7266, loss_cls: 2.2894, loss: 2.2894, grad_norm: 4.7676 2021-03-31 17:04:40,941 - mmaction - INFO - Epoch [8][1320/1760] lr: 1.500e-02, eta: 17:39:24, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4453, top5_acc: 0.7203, loss_cls: 2.2906, loss: 2.2906, grad_norm: 4.7519 2021-03-31 17:04:57,566 - mmaction - INFO - Epoch [8][1340/1760] lr: 1.500e-02, eta: 17:39:04, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.4698, top5_acc: 0.7380, loss_cls: 2.1525, loss: 2.1525, grad_norm: 4.7628 2021-03-31 17:05:14,176 - mmaction - INFO - Epoch [8][1360/1760] lr: 1.500e-02, eta: 17:38:44, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4698, top5_acc: 0.7349, loss_cls: 2.1883, loss: 2.1883, grad_norm: 4.9097 2021-03-31 17:05:30,787 - mmaction - INFO - Epoch [8][1380/1760] lr: 1.500e-02, eta: 17:38:25, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4583, top5_acc: 0.7276, loss_cls: 2.2608, loss: 2.2608, grad_norm: 4.8388 2021-03-31 17:05:47,375 - mmaction - INFO - Epoch [8][1400/1760] lr: 1.500e-02, eta: 17:38:05, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4354, top5_acc: 0.7276, loss_cls: 2.2880, loss: 2.2880, grad_norm: 4.9403 2021-03-31 17:06:03,975 - mmaction - INFO - Epoch [8][1420/1760] lr: 1.500e-02, eta: 17:37:45, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4536, top5_acc: 0.7271, loss_cls: 2.2578, loss: 2.2578, grad_norm: 4.8745 2021-03-31 17:06:20,584 - mmaction - INFO - Epoch [8][1440/1760] lr: 1.500e-02, eta: 17:37:25, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4219, top5_acc: 0.6984, loss_cls: 2.3632, loss: 2.3632, grad_norm: 4.9187 2021-03-31 17:06:37,177 - mmaction - INFO - Epoch [8][1460/1760] lr: 1.500e-02, eta: 17:37:06, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4495, top5_acc: 0.7333, loss_cls: 2.2556, loss: 2.2556, grad_norm: 4.7157 2021-03-31 17:06:53,773 - mmaction - INFO - Epoch [8][1480/1760] lr: 1.500e-02, eta: 17:36:46, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4542, top5_acc: 0.7167, loss_cls: 2.2516, loss: 2.2516, grad_norm: 4.6427 2021-03-31 17:07:10,370 - mmaction - INFO - Epoch [8][1500/1760] lr: 1.500e-02, eta: 17:36:26, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4391, top5_acc: 0.7312, loss_cls: 2.2811, loss: 2.2811, grad_norm: 4.8171 2021-03-31 17:07:26,975 - mmaction - INFO - Epoch [8][1520/1760] lr: 1.500e-02, eta: 17:36:06, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4385, top5_acc: 0.7146, loss_cls: 2.3282, loss: 2.3282, grad_norm: 4.6515 2021-03-31 17:07:43,591 - mmaction - INFO - Epoch [8][1540/1760] lr: 1.500e-02, eta: 17:35:47, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4646, top5_acc: 0.7318, loss_cls: 2.2153, loss: 2.2153, grad_norm: 4.6649 2021-03-31 17:08:00,174 - mmaction - INFO - Epoch [8][1560/1760] lr: 1.500e-02, eta: 17:35:27, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4458, top5_acc: 0.7208, loss_cls: 2.2658, loss: 2.2658, grad_norm: 4.8647 2021-03-31 17:08:16,774 - mmaction - INFO - Epoch [8][1580/1760] lr: 1.500e-02, eta: 17:35:07, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4552, top5_acc: 0.7375, loss_cls: 2.2451, loss: 2.2451, grad_norm: 4.6751 2021-03-31 17:08:33,368 - mmaction - INFO - Epoch [8][1600/1760] lr: 1.500e-02, eta: 17:34:48, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4521, top5_acc: 0.7359, loss_cls: 2.2234, loss: 2.2234, grad_norm: 4.7111 2021-03-31 17:08:49,973 - mmaction - INFO - Epoch [8][1620/1760] lr: 1.500e-02, eta: 17:34:28, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4521, top5_acc: 0.7307, loss_cls: 2.2351, loss: 2.2351, grad_norm: 4.8941 2021-03-31 17:09:06,579 - mmaction - INFO - Epoch [8][1640/1760] lr: 1.500e-02, eta: 17:34:08, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4474, top5_acc: 0.7276, loss_cls: 2.2401, loss: 2.2401, grad_norm: 4.7337 2021-03-31 17:09:23,193 - mmaction - INFO - Epoch [8][1660/1760] lr: 1.500e-02, eta: 17:33:49, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4323, top5_acc: 0.7120, loss_cls: 2.3302, loss: 2.3302, grad_norm: 4.5500 2021-03-31 17:09:39,769 - mmaction - INFO - Epoch [8][1680/1760] lr: 1.500e-02, eta: 17:33:29, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.4625, top5_acc: 0.7396, loss_cls: 2.2007, loss: 2.2007, grad_norm: 4.7908 2021-03-31 17:09:56,345 - mmaction - INFO - Epoch [8][1700/1760] lr: 1.500e-02, eta: 17:33:09, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.4542, top5_acc: 0.7182, loss_cls: 2.2725, loss: 2.2725, grad_norm: 4.8359 2021-03-31 17:10:12,993 - mmaction - INFO - Epoch [8][1720/1760] lr: 1.500e-02, eta: 17:32:50, time: 0.833, data_time: 0.002, memory: 10390, top1_acc: 0.4422, top5_acc: 0.7078, loss_cls: 2.3256, loss: 2.3256, grad_norm: 4.6631 2021-03-31 17:10:29,614 - mmaction - INFO - Epoch [8][1740/1760] lr: 1.500e-02, eta: 17:32:30, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4526, top5_acc: 0.7312, loss_cls: 2.2388, loss: 2.2388, grad_norm: 4.5564 2021-03-31 17:10:45,967 - mmaction - INFO - Epoch [8][1760/1760] lr: 1.500e-02, eta: 17:32:09, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4375, top5_acc: 0.7103, loss_cls: 2.2929, loss: 2.2929, grad_norm: 4.8305 2021-03-31 17:10:52,315 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-03-31 17:17:26,289 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-31 17:17:26,781 - mmaction - INFO - top1_acc 0.4204 top5_acc 0.7192 2021-03-31 17:17:26,781 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-31 17:17:26,861 - mmaction - INFO - mean_acc 0.3586 2021-03-31 17:17:28,213 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2021-03-31 17:17:28,213 - mmaction - INFO - Best top1_acc is 0.4204 at 8 epoch. 2021-03-31 17:17:28,248 - mmaction - INFO - Epoch(val) [8][1760] top1_acc: 0.4204, top5_acc: 0.7192, mean_class_accuracy: 0.3586 2021-03-31 17:18:15,896 - mmaction - INFO - Epoch [9][20/1760] lr: 1.500e-02, eta: 17:34:32, time: 2.378, data_time: 1.317, memory: 10390, top1_acc: 0.4573, top5_acc: 0.7307, loss_cls: 2.2331, loss: 2.2331, grad_norm: 4.6702 2021-03-31 17:18:32,030 - mmaction - INFO - Epoch [9][40/1760] lr: 1.500e-02, eta: 17:34:10, time: 0.810, data_time: 0.005, memory: 10390, top1_acc: 0.4458, top5_acc: 0.7292, loss_cls: 2.2168, loss: 2.2168, grad_norm: 4.7535 2021-03-31 17:18:48,203 - mmaction - INFO - Epoch [9][60/1760] lr: 1.500e-02, eta: 17:33:48, time: 0.808, data_time: 0.002, memory: 10390, top1_acc: 0.4828, top5_acc: 0.7516, loss_cls: 2.0927, loss: 2.0927, grad_norm: 4.8551 2021-03-31 17:19:04,420 - mmaction - INFO - Epoch [9][80/1760] lr: 1.500e-02, eta: 17:33:26, time: 0.811, data_time: 0.001, memory: 10390, top1_acc: 0.4807, top5_acc: 0.7448, loss_cls: 2.1455, loss: 2.1455, grad_norm: 4.6950 2021-03-31 17:19:20,711 - mmaction - INFO - Epoch [9][100/1760] lr: 1.500e-02, eta: 17:33:05, time: 0.814, data_time: 0.001, memory: 10390, top1_acc: 0.4542, top5_acc: 0.7406, loss_cls: 2.1827, loss: 2.1827, grad_norm: 4.9548 2021-03-31 17:19:37,096 - mmaction - INFO - Epoch [9][120/1760] lr: 1.500e-02, eta: 17:32:44, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4406, top5_acc: 0.7328, loss_cls: 2.2292, loss: 2.2292, grad_norm: 4.8041 2021-03-31 17:19:53,410 - mmaction - INFO - Epoch [9][140/1760] lr: 1.500e-02, eta: 17:32:23, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4693, top5_acc: 0.7432, loss_cls: 2.2019, loss: 2.2019, grad_norm: 4.7135 2021-03-31 17:20:14,034 - mmaction - INFO - Epoch [9][160/1760] lr: 1.500e-02, eta: 17:32:23, time: 1.027, data_time: 0.001, memory: 10390, top1_acc: 0.4651, top5_acc: 0.7406, loss_cls: 2.1984, loss: 2.1984, grad_norm: 4.7121 2021-03-31 17:20:30,625 - mmaction - INFO - Epoch [9][180/1760] lr: 1.500e-02, eta: 17:32:04, time: 0.833, data_time: 0.006, memory: 10390, top1_acc: 0.4609, top5_acc: 0.7464, loss_cls: 2.2115, loss: 2.2115, grad_norm: 4.9854 2021-03-31 17:20:46,980 - mmaction - INFO - Epoch [9][200/1760] lr: 1.500e-02, eta: 17:31:43, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4432, top5_acc: 0.7333, loss_cls: 2.2386, loss: 2.2386, grad_norm: 4.7714 2021-03-31 17:21:03,434 - mmaction - INFO - Epoch [9][220/1760] lr: 1.500e-02, eta: 17:31:22, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.4625, top5_acc: 0.7385, loss_cls: 2.2131, loss: 2.2131, grad_norm: 4.6177 2021-03-31 17:21:19,764 - mmaction - INFO - Epoch [9][240/1760] lr: 1.500e-02, eta: 17:31:01, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4802, top5_acc: 0.7573, loss_cls: 2.1137, loss: 2.1137, grad_norm: 4.8303 2021-03-31 17:21:36,162 - mmaction - INFO - Epoch [9][260/1760] lr: 1.500e-02, eta: 17:30:40, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4526, top5_acc: 0.7333, loss_cls: 2.1996, loss: 2.1996, grad_norm: 4.9136 2021-03-31 17:21:52,535 - mmaction - INFO - Epoch [9][280/1760] lr: 1.500e-02, eta: 17:30:19, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4646, top5_acc: 0.7333, loss_cls: 2.2093, loss: 2.2093, grad_norm: 4.8146 2021-03-31 17:22:08,930 - mmaction - INFO - Epoch [9][300/1760] lr: 1.500e-02, eta: 17:29:58, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4766, top5_acc: 0.7344, loss_cls: 2.1449, loss: 2.1449, grad_norm: 4.8557 2021-03-31 17:22:25,223 - mmaction - INFO - Epoch [9][320/1760] lr: 1.500e-02, eta: 17:29:37, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.4536, top5_acc: 0.7224, loss_cls: 2.2268, loss: 2.2268, grad_norm: 4.6466 2021-03-31 17:22:41,572 - mmaction - INFO - Epoch [9][340/1760] lr: 1.500e-02, eta: 17:29:16, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4672, top5_acc: 0.7396, loss_cls: 2.1897, loss: 2.1897, grad_norm: 4.8015 2021-03-31 17:22:57,886 - mmaction - INFO - Epoch [9][360/1760] lr: 1.500e-02, eta: 17:28:55, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4922, top5_acc: 0.7505, loss_cls: 2.0712, loss: 2.0712, grad_norm: 4.6560 2021-03-31 17:23:14,269 - mmaction - INFO - Epoch [9][380/1760] lr: 1.500e-02, eta: 17:28:34, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4604, top5_acc: 0.7396, loss_cls: 2.2124, loss: 2.2124, grad_norm: 4.9407 2021-03-31 17:23:30,645 - mmaction - INFO - Epoch [9][400/1760] lr: 1.500e-02, eta: 17:28:13, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4422, top5_acc: 0.7354, loss_cls: 2.2490, loss: 2.2490, grad_norm: 4.8075 2021-03-31 17:23:47,044 - mmaction - INFO - Epoch [9][420/1760] lr: 1.500e-02, eta: 17:27:52, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4500, top5_acc: 0.7318, loss_cls: 2.2482, loss: 2.2482, grad_norm: 4.9032 2021-03-31 17:24:03,393 - mmaction - INFO - Epoch [9][440/1760] lr: 1.500e-02, eta: 17:27:32, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4604, top5_acc: 0.7349, loss_cls: 2.2086, loss: 2.2086, grad_norm: 4.7356 2021-03-31 17:24:19,778 - mmaction - INFO - Epoch [9][460/1760] lr: 1.500e-02, eta: 17:27:11, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4432, top5_acc: 0.7302, loss_cls: 2.2626, loss: 2.2626, grad_norm: 4.7633 2021-03-31 17:24:36,175 - mmaction - INFO - Epoch [9][480/1760] lr: 1.500e-02, eta: 17:26:50, time: 0.820, data_time: 0.000, memory: 10390, top1_acc: 0.4646, top5_acc: 0.7406, loss_cls: 2.1360, loss: 2.1360, grad_norm: 4.7170 2021-03-31 17:24:52,669 - mmaction - INFO - Epoch [9][500/1760] lr: 1.500e-02, eta: 17:26:30, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.4552, top5_acc: 0.7250, loss_cls: 2.2499, loss: 2.2499, grad_norm: 4.6565 2021-03-31 17:25:09,204 - mmaction - INFO - Epoch [9][520/1760] lr: 1.500e-02, eta: 17:26:10, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.4693, top5_acc: 0.7448, loss_cls: 2.1573, loss: 2.1573, grad_norm: 4.7036 2021-03-31 17:25:25,717 - mmaction - INFO - Epoch [9][540/1760] lr: 1.500e-02, eta: 17:25:50, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.4495, top5_acc: 0.7286, loss_cls: 2.2251, loss: 2.2251, grad_norm: 4.7586 2021-03-31 17:25:42,257 - mmaction - INFO - Epoch [9][560/1760] lr: 1.500e-02, eta: 17:25:30, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.4516, top5_acc: 0.7458, loss_cls: 2.1931, loss: 2.1931, grad_norm: 4.7067 2021-03-31 17:25:58,755 - mmaction - INFO - Epoch [9][580/1760] lr: 1.500e-02, eta: 17:25:10, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.4568, top5_acc: 0.7427, loss_cls: 2.1772, loss: 2.1772, grad_norm: 4.7441 2021-03-31 17:26:15,241 - mmaction - INFO - Epoch [9][600/1760] lr: 1.500e-02, eta: 17:24:50, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.4703, top5_acc: 0.7380, loss_cls: 2.1652, loss: 2.1652, grad_norm: 4.8064 2021-03-31 17:26:31,779 - mmaction - INFO - Epoch [9][620/1760] lr: 1.500e-02, eta: 17:24:30, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.4552, top5_acc: 0.7458, loss_cls: 2.1500, loss: 2.1500, grad_norm: 4.8862 2021-03-31 17:26:48,299 - mmaction - INFO - Epoch [9][640/1760] lr: 1.500e-02, eta: 17:24:10, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.4578, top5_acc: 0.7224, loss_cls: 2.2640, loss: 2.2640, grad_norm: 4.8541 2021-03-31 17:27:04,794 - mmaction - INFO - Epoch [9][660/1760] lr: 1.500e-02, eta: 17:23:50, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.4646, top5_acc: 0.7417, loss_cls: 2.2025, loss: 2.2025, grad_norm: 4.7209 2021-03-31 17:27:21,310 - mmaction - INFO - Epoch [9][680/1760] lr: 1.500e-02, eta: 17:23:30, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.4589, top5_acc: 0.7276, loss_cls: 2.2061, loss: 2.2061, grad_norm: 4.9213 2021-03-31 17:27:37,808 - mmaction - INFO - Epoch [9][700/1760] lr: 1.500e-02, eta: 17:23:10, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.4771, top5_acc: 0.7354, loss_cls: 2.2015, loss: 2.2015, grad_norm: 4.7926 2021-03-31 17:27:54,295 - mmaction - INFO - Epoch [9][720/1760] lr: 1.500e-02, eta: 17:22:50, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.4708, top5_acc: 0.7339, loss_cls: 2.1978, loss: 2.1978, grad_norm: 4.8345 2021-03-31 17:28:10,843 - mmaction - INFO - Epoch [9][740/1760] lr: 1.500e-02, eta: 17:22:30, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.4552, top5_acc: 0.7328, loss_cls: 2.2433, loss: 2.2433, grad_norm: 4.9273 2021-03-31 17:28:27,344 - mmaction - INFO - Epoch [9][760/1760] lr: 1.500e-02, eta: 17:22:10, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.4396, top5_acc: 0.7234, loss_cls: 2.2724, loss: 2.2724, grad_norm: 4.7233 2021-03-31 17:28:43,873 - mmaction - INFO - Epoch [9][780/1760] lr: 1.500e-02, eta: 17:21:50, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.4297, top5_acc: 0.7135, loss_cls: 2.2987, loss: 2.2987, grad_norm: 4.7781 2021-03-31 17:29:00,398 - mmaction - INFO - Epoch [9][800/1760] lr: 1.500e-02, eta: 17:21:30, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.4458, top5_acc: 0.7323, loss_cls: 2.2490, loss: 2.2490, grad_norm: 4.8904 2021-03-31 17:29:16,875 - mmaction - INFO - Epoch [9][820/1760] lr: 1.500e-02, eta: 17:21:10, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.4557, top5_acc: 0.7260, loss_cls: 2.2029, loss: 2.2029, grad_norm: 4.7699 2021-03-31 17:29:33,364 - mmaction - INFO - Epoch [9][840/1760] lr: 1.500e-02, eta: 17:20:50, time: 0.824, data_time: 0.000, memory: 10390, top1_acc: 0.4630, top5_acc: 0.7271, loss_cls: 2.2324, loss: 2.2324, grad_norm: 4.7807 2021-03-31 17:29:49,857 - mmaction - INFO - Epoch [9][860/1760] lr: 1.500e-02, eta: 17:20:30, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.4302, top5_acc: 0.7208, loss_cls: 2.2957, loss: 2.2957, grad_norm: 4.8283 2021-03-31 17:30:06,383 - mmaction - INFO - Epoch [9][880/1760] lr: 1.500e-02, eta: 17:20:10, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.4651, top5_acc: 0.7547, loss_cls: 2.1376, loss: 2.1376, grad_norm: 4.7244 2021-03-31 17:30:22,875 - mmaction - INFO - Epoch [9][900/1760] lr: 1.500e-02, eta: 17:19:50, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.4562, top5_acc: 0.7432, loss_cls: 2.2094, loss: 2.2094, grad_norm: 4.7679 2021-03-31 17:30:39,369 - mmaction - INFO - Epoch [9][920/1760] lr: 1.500e-02, eta: 17:19:30, time: 0.824, data_time: 0.001, memory: 10390, top1_acc: 0.4714, top5_acc: 0.7557, loss_cls: 2.1567, loss: 2.1567, grad_norm: 4.6919 2021-03-31 17:30:55,898 - mmaction - INFO - Epoch [9][940/1760] lr: 1.500e-02, eta: 17:19:10, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.4604, top5_acc: 0.7359, loss_cls: 2.2359, loss: 2.2359, grad_norm: 4.8997 2021-03-31 17:31:12,378 - mmaction - INFO - Epoch [9][960/1760] lr: 1.500e-02, eta: 17:18:50, time: 0.823, data_time: 0.002, memory: 10390, top1_acc: 0.4427, top5_acc: 0.7333, loss_cls: 2.2553, loss: 2.2553, grad_norm: 4.7356 2021-03-31 17:31:28,897 - mmaction - INFO - Epoch [9][980/1760] lr: 1.500e-02, eta: 17:18:30, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.4755, top5_acc: 0.7417, loss_cls: 2.1481, loss: 2.1481, grad_norm: 4.7086 2021-03-31 17:31:45,409 - mmaction - INFO - Epoch [9][1000/1760] lr: 1.500e-02, eta: 17:18:10, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.4677, top5_acc: 0.7427, loss_cls: 2.1603, loss: 2.1603, grad_norm: 4.7724 2021-03-31 17:32:01,929 - mmaction - INFO - Epoch [9][1020/1760] lr: 1.500e-02, eta: 17:17:51, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.4505, top5_acc: 0.7417, loss_cls: 2.1720, loss: 2.1720, grad_norm: 4.6137 2021-03-31 17:32:18,451 - mmaction - INFO - Epoch [9][1040/1760] lr: 1.500e-02, eta: 17:17:31, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.4609, top5_acc: 0.7443, loss_cls: 2.1767, loss: 2.1767, grad_norm: 4.7488 2021-03-31 17:32:34,951 - mmaction - INFO - Epoch [9][1060/1760] lr: 1.500e-02, eta: 17:17:11, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.4615, top5_acc: 0.7406, loss_cls: 2.1958, loss: 2.1958, grad_norm: 4.9205 2021-03-31 17:32:51,477 - mmaction - INFO - Epoch [9][1080/1760] lr: 1.500e-02, eta: 17:16:51, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.4521, top5_acc: 0.7318, loss_cls: 2.1949, loss: 2.1949, grad_norm: 4.8718 2021-03-31 17:33:07,999 - mmaction - INFO - Epoch [9][1100/1760] lr: 1.500e-02, eta: 17:16:31, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.4469, top5_acc: 0.7292, loss_cls: 2.2299, loss: 2.2299, grad_norm: 4.8024 2021-03-31 17:33:24,486 - mmaction - INFO - Epoch [9][1120/1760] lr: 1.500e-02, eta: 17:16:11, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.4672, top5_acc: 0.7391, loss_cls: 2.1727, loss: 2.1727, grad_norm: 4.7625 2021-03-31 17:33:41,003 - mmaction - INFO - Epoch [9][1140/1760] lr: 1.500e-02, eta: 17:15:52, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.4573, top5_acc: 0.7401, loss_cls: 2.1845, loss: 2.1845, grad_norm: 4.7687 2021-03-31 17:33:57,485 - mmaction - INFO - Epoch [9][1160/1760] lr: 1.500e-02, eta: 17:15:32, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.4693, top5_acc: 0.7318, loss_cls: 2.1941, loss: 2.1941, grad_norm: 4.8268 2021-03-31 17:34:14,010 - mmaction - INFO - Epoch [9][1180/1760] lr: 1.500e-02, eta: 17:15:12, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.4521, top5_acc: 0.7339, loss_cls: 2.1827, loss: 2.1827, grad_norm: 4.9578 2021-03-31 17:34:30,516 - mmaction - INFO - Epoch [9][1200/1760] lr: 1.500e-02, eta: 17:14:52, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.4479, top5_acc: 0.7354, loss_cls: 2.2038, loss: 2.2038, grad_norm: 4.5794 2021-03-31 17:34:47,001 - mmaction - INFO - Epoch [9][1220/1760] lr: 1.500e-02, eta: 17:14:32, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.4630, top5_acc: 0.7583, loss_cls: 2.1351, loss: 2.1351, grad_norm: 4.8244 2021-03-31 17:35:03,539 - mmaction - INFO - Epoch [9][1240/1760] lr: 1.500e-02, eta: 17:14:13, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.4656, top5_acc: 0.7464, loss_cls: 2.1592, loss: 2.1592, grad_norm: 4.7909 2021-03-31 17:35:20,029 - mmaction - INFO - Epoch [9][1260/1760] lr: 1.500e-02, eta: 17:13:53, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.4849, top5_acc: 0.7391, loss_cls: 2.1543, loss: 2.1543, grad_norm: 4.7267 2021-03-31 17:35:36,542 - mmaction - INFO - Epoch [9][1280/1760] lr: 1.500e-02, eta: 17:13:33, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.4625, top5_acc: 0.7286, loss_cls: 2.1892, loss: 2.1892, grad_norm: 4.7054 2021-03-31 17:35:53,084 - mmaction - INFO - Epoch [9][1300/1760] lr: 1.500e-02, eta: 17:13:14, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.4401, top5_acc: 0.7391, loss_cls: 2.2744, loss: 2.2744, grad_norm: 4.8457 2021-03-31 17:36:09,587 - mmaction - INFO - Epoch [9][1320/1760] lr: 1.500e-02, eta: 17:12:54, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.4401, top5_acc: 0.7458, loss_cls: 2.2186, loss: 2.2186, grad_norm: 4.7924 2021-03-31 17:36:26,078 - mmaction - INFO - Epoch [9][1340/1760] lr: 1.500e-02, eta: 17:12:34, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.4724, top5_acc: 0.7438, loss_cls: 2.1311, loss: 2.1311, grad_norm: 4.7117 2021-03-31 17:36:42,573 - mmaction - INFO - Epoch [9][1360/1760] lr: 1.500e-02, eta: 17:12:14, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.4557, top5_acc: 0.7266, loss_cls: 2.2337, loss: 2.2337, grad_norm: 4.9559 2021-03-31 17:36:59,076 - mmaction - INFO - Epoch [9][1380/1760] lr: 1.500e-02, eta: 17:11:54, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.4615, top5_acc: 0.7318, loss_cls: 2.2165, loss: 2.2165, grad_norm: 4.7999 2021-03-31 17:37:15,578 - mmaction - INFO - Epoch [9][1400/1760] lr: 1.500e-02, eta: 17:11:35, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.4437, top5_acc: 0.7302, loss_cls: 2.2304, loss: 2.2304, grad_norm: 4.7587 2021-03-31 17:37:32,081 - mmaction - INFO - Epoch [9][1420/1760] lr: 1.500e-02, eta: 17:11:15, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.4526, top5_acc: 0.7240, loss_cls: 2.2121, loss: 2.2121, grad_norm: 4.8417 2021-03-31 17:37:48,586 - mmaction - INFO - Epoch [9][1440/1760] lr: 1.500e-02, eta: 17:10:55, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.4432, top5_acc: 0.7443, loss_cls: 2.2181, loss: 2.2181, grad_norm: 5.0004 2021-03-31 17:38:05,079 - mmaction - INFO - Epoch [9][1460/1760] lr: 1.500e-02, eta: 17:10:36, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.4323, top5_acc: 0.7391, loss_cls: 2.2546, loss: 2.2546, grad_norm: 4.6462 2021-03-31 17:38:21,615 - mmaction - INFO - Epoch [9][1480/1760] lr: 1.500e-02, eta: 17:10:16, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.4484, top5_acc: 0.7391, loss_cls: 2.1913, loss: 2.1913, grad_norm: 4.6995 2021-03-31 17:38:38,131 - mmaction - INFO - Epoch [9][1500/1760] lr: 1.500e-02, eta: 17:09:56, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.4792, top5_acc: 0.7604, loss_cls: 2.1098, loss: 2.1098, grad_norm: 4.8924 2021-03-31 17:38:54,637 - mmaction - INFO - Epoch [9][1520/1760] lr: 1.500e-02, eta: 17:09:37, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.4792, top5_acc: 0.7443, loss_cls: 2.1547, loss: 2.1547, grad_norm: 4.7253 2021-03-31 17:39:11,165 - mmaction - INFO - Epoch [9][1540/1760] lr: 1.500e-02, eta: 17:09:17, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.4797, top5_acc: 0.7589, loss_cls: 2.1380, loss: 2.1380, grad_norm: 4.6321 2021-03-31 17:39:27,652 - mmaction - INFO - Epoch [9][1560/1760] lr: 1.500e-02, eta: 17:08:57, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.4682, top5_acc: 0.7495, loss_cls: 2.1649, loss: 2.1649, grad_norm: 4.8506 2021-03-31 17:39:44,174 - mmaction - INFO - Epoch [9][1580/1760] lr: 1.500e-02, eta: 17:08:38, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.4526, top5_acc: 0.7432, loss_cls: 2.1965, loss: 2.1965, grad_norm: 4.7203 2021-03-31 17:40:00,716 - mmaction - INFO - Epoch [9][1600/1760] lr: 1.500e-02, eta: 17:08:18, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.4656, top5_acc: 0.7359, loss_cls: 2.1785, loss: 2.1785, grad_norm: 4.8216 2021-03-31 17:40:17,260 - mmaction - INFO - Epoch [9][1620/1760] lr: 1.500e-02, eta: 17:07:59, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.4802, top5_acc: 0.7396, loss_cls: 2.1386, loss: 2.1386, grad_norm: 4.6114 2021-03-31 17:40:33,768 - mmaction - INFO - Epoch [9][1640/1760] lr: 1.500e-02, eta: 17:07:39, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.4516, top5_acc: 0.7224, loss_cls: 2.2769, loss: 2.2769, grad_norm: 4.9066 2021-03-31 17:40:50,274 - mmaction - INFO - Epoch [9][1660/1760] lr: 1.500e-02, eta: 17:07:20, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.4521, top5_acc: 0.7146, loss_cls: 2.2799, loss: 2.2799, grad_norm: 4.6119 2021-03-31 17:41:06,778 - mmaction - INFO - Epoch [9][1680/1760] lr: 1.500e-02, eta: 17:07:00, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.4578, top5_acc: 0.7458, loss_cls: 2.2130, loss: 2.2130, grad_norm: 4.7360 2021-03-31 17:41:23,273 - mmaction - INFO - Epoch [9][1700/1760] lr: 1.500e-02, eta: 17:06:40, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.4651, top5_acc: 0.7391, loss_cls: 2.2211, loss: 2.2211, grad_norm: 4.8658 2021-03-31 17:41:39,771 - mmaction - INFO - Epoch [9][1720/1760] lr: 1.500e-02, eta: 17:06:21, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.4667, top5_acc: 0.7260, loss_cls: 2.1823, loss: 2.1823, grad_norm: 4.7895 2021-03-31 17:41:56,273 - mmaction - INFO - Epoch [9][1740/1760] lr: 1.500e-02, eta: 17:06:01, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.4594, top5_acc: 0.7406, loss_cls: 2.1960, loss: 2.1960, grad_norm: 4.7980 2021-03-31 17:42:12,533 - mmaction - INFO - Epoch [9][1760/1760] lr: 1.500e-02, eta: 17:05:40, time: 0.812, data_time: 0.002, memory: 10390, top1_acc: 0.4587, top5_acc: 0.7336, loss_cls: 2.2268, loss: 2.2268, grad_norm: 4.8238 2021-03-31 17:42:18,343 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-03-31 17:43:26,471 - mmaction - INFO - Epoch [10][20/1760] lr: 1.500e-02, eta: 17:09:12, time: 3.364, data_time: 2.555, memory: 10390, top1_acc: 0.4901, top5_acc: 0.7557, loss_cls: 2.0634, loss: 2.0634, grad_norm: 4.7787 2021-03-31 17:43:42,699 - mmaction - INFO - Epoch [10][40/1760] lr: 1.500e-02, eta: 17:08:51, time: 0.811, data_time: 0.003, memory: 10390, top1_acc: 0.4651, top5_acc: 0.7474, loss_cls: 2.1231, loss: 2.1231, grad_norm: 4.7641 2021-03-31 17:43:59,035 - mmaction - INFO - Epoch [10][60/1760] lr: 1.500e-02, eta: 17:08:30, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4802, top5_acc: 0.7526, loss_cls: 2.1024, loss: 2.1024, grad_norm: 4.6240 2021-03-31 17:44:15,346 - mmaction - INFO - Epoch [10][80/1760] lr: 1.500e-02, eta: 17:08:09, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4896, top5_acc: 0.7573, loss_cls: 2.0759, loss: 2.0759, grad_norm: 4.8253 2021-03-31 17:44:31,743 - mmaction - INFO - Epoch [10][100/1760] lr: 1.500e-02, eta: 17:07:49, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4641, top5_acc: 0.7458, loss_cls: 2.1516, loss: 2.1516, grad_norm: 4.8121 2021-03-31 17:44:48,040 - mmaction - INFO - Epoch [10][120/1760] lr: 1.500e-02, eta: 17:07:28, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.4620, top5_acc: 0.7453, loss_cls: 2.1485, loss: 2.1485, grad_norm: 5.0430 2021-03-31 17:45:05,089 - mmaction - INFO - Epoch [10][140/1760] lr: 1.500e-02, eta: 17:07:10, time: 0.849, data_time: 0.002, memory: 10390, top1_acc: 0.4734, top5_acc: 0.7531, loss_cls: 2.1397, loss: 2.1397, grad_norm: 4.9391 2021-03-31 17:45:21,623 - mmaction - INFO - Epoch [10][160/1760] lr: 1.500e-02, eta: 17:06:51, time: 0.830, data_time: 0.004, memory: 10390, top1_acc: 0.4719, top5_acc: 0.7453, loss_cls: 2.1536, loss: 2.1536, grad_norm: 4.9481 2021-03-31 17:45:37,994 - mmaction - INFO - Epoch [10][180/1760] lr: 1.500e-02, eta: 17:06:30, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4536, top5_acc: 0.7208, loss_cls: 2.2394, loss: 2.2394, grad_norm: 4.9379 2021-03-31 17:45:54,348 - mmaction - INFO - Epoch [10][200/1760] lr: 1.500e-02, eta: 17:06:10, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4682, top5_acc: 0.7510, loss_cls: 2.1366, loss: 2.1366, grad_norm: 4.7734 2021-03-31 17:46:10,726 - mmaction - INFO - Epoch [10][220/1760] lr: 1.500e-02, eta: 17:05:49, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4734, top5_acc: 0.7448, loss_cls: 2.1457, loss: 2.1457, grad_norm: 4.7187 2021-03-31 17:46:27,119 - mmaction - INFO - Epoch [10][240/1760] lr: 1.500e-02, eta: 17:05:29, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4667, top5_acc: 0.7495, loss_cls: 2.1742, loss: 2.1742, grad_norm: 4.8580 2021-03-31 17:46:43,452 - mmaction - INFO - Epoch [10][260/1760] lr: 1.500e-02, eta: 17:05:09, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4771, top5_acc: 0.7391, loss_cls: 2.1593, loss: 2.1593, grad_norm: 4.9112 2021-03-31 17:46:59,871 - mmaction - INFO - Epoch [10][280/1760] lr: 1.500e-02, eta: 17:04:48, time: 0.822, data_time: 0.001, memory: 10390, top1_acc: 0.4620, top5_acc: 0.7417, loss_cls: 2.1785, loss: 2.1785, grad_norm: 4.9380 2021-03-31 17:47:16,184 - mmaction - INFO - Epoch [10][300/1760] lr: 1.500e-02, eta: 17:04:28, time: 0.816, data_time: 0.000, memory: 10390, top1_acc: 0.4656, top5_acc: 0.7453, loss_cls: 2.1594, loss: 2.1594, grad_norm: 5.0001 2021-03-31 17:47:32,509 - mmaction - INFO - Epoch [10][320/1760] lr: 1.500e-02, eta: 17:04:07, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4719, top5_acc: 0.7693, loss_cls: 2.0753, loss: 2.0753, grad_norm: 4.8857 2021-03-31 17:47:48,874 - mmaction - INFO - Epoch [10][340/1760] lr: 1.500e-02, eta: 17:03:47, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4865, top5_acc: 0.7448, loss_cls: 2.1386, loss: 2.1386, grad_norm: 4.8438 2021-03-31 17:48:05,220 - mmaction - INFO - Epoch [10][360/1760] lr: 1.500e-02, eta: 17:03:26, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4417, top5_acc: 0.7359, loss_cls: 2.2308, loss: 2.2308, grad_norm: 4.8483 2021-03-31 17:48:21,579 - mmaction - INFO - Epoch [10][380/1760] lr: 1.500e-02, eta: 17:03:06, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4599, top5_acc: 0.7401, loss_cls: 2.1741, loss: 2.1741, grad_norm: 4.8921 2021-03-31 17:48:37,937 - mmaction - INFO - Epoch [10][400/1760] lr: 1.500e-02, eta: 17:02:45, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4448, top5_acc: 0.7396, loss_cls: 2.2459, loss: 2.2459, grad_norm: 4.7991 2021-03-31 17:48:54,272 - mmaction - INFO - Epoch [10][420/1760] lr: 1.500e-02, eta: 17:02:25, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4604, top5_acc: 0.7359, loss_cls: 2.2190, loss: 2.2190, grad_norm: 4.9573 2021-03-31 17:49:10,682 - mmaction - INFO - Epoch [10][440/1760] lr: 1.500e-02, eta: 17:02:05, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4609, top5_acc: 0.7432, loss_cls: 2.1752, loss: 2.1752, grad_norm: 4.9845 2021-03-31 17:49:27,005 - mmaction - INFO - Epoch [10][460/1760] lr: 1.500e-02, eta: 17:01:44, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4651, top5_acc: 0.7484, loss_cls: 2.1568, loss: 2.1568, grad_norm: 4.6429 2021-03-31 17:49:43,354 - mmaction - INFO - Epoch [10][480/1760] lr: 1.500e-02, eta: 17:01:24, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4625, top5_acc: 0.7417, loss_cls: 2.1558, loss: 2.1558, grad_norm: 4.9574 2021-03-31 17:49:59,705 - mmaction - INFO - Epoch [10][500/1760] lr: 1.500e-02, eta: 17:01:04, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4771, top5_acc: 0.7448, loss_cls: 2.1613, loss: 2.1613, grad_norm: 4.8131 2021-03-31 17:50:16,090 - mmaction - INFO - Epoch [10][520/1760] lr: 1.500e-02, eta: 17:00:43, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4568, top5_acc: 0.7318, loss_cls: 2.2174, loss: 2.2174, grad_norm: 4.6997 2021-03-31 17:50:32,520 - mmaction - INFO - Epoch [10][540/1760] lr: 1.500e-02, eta: 17:00:23, time: 0.822, data_time: 0.001, memory: 10390, top1_acc: 0.4630, top5_acc: 0.7422, loss_cls: 2.1700, loss: 2.1700, grad_norm: 4.6813 2021-03-31 17:50:48,857 - mmaction - INFO - Epoch [10][560/1760] lr: 1.500e-02, eta: 17:00:03, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4688, top5_acc: 0.7589, loss_cls: 2.1244, loss: 2.1244, grad_norm: 5.0029 2021-03-31 17:51:05,224 - mmaction - INFO - Epoch [10][580/1760] lr: 1.500e-02, eta: 16:59:43, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4651, top5_acc: 0.7458, loss_cls: 2.1703, loss: 2.1703, grad_norm: 5.0046 2021-03-31 17:51:21,641 - mmaction - INFO - Epoch [10][600/1760] lr: 1.500e-02, eta: 16:59:23, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4641, top5_acc: 0.7281, loss_cls: 2.2164, loss: 2.2164, grad_norm: 4.9734 2021-03-31 17:51:38,040 - mmaction - INFO - Epoch [10][620/1760] lr: 1.500e-02, eta: 16:59:02, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.4599, top5_acc: 0.7432, loss_cls: 2.1553, loss: 2.1553, grad_norm: 5.0234 2021-03-31 17:51:54,558 - mmaction - INFO - Epoch [10][640/1760] lr: 1.500e-02, eta: 16:58:43, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.4828, top5_acc: 0.7427, loss_cls: 2.1553, loss: 2.1553, grad_norm: 4.7684 2021-03-31 17:52:11,141 - mmaction - INFO - Epoch [10][660/1760] lr: 1.500e-02, eta: 16:58:24, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4755, top5_acc: 0.7531, loss_cls: 2.1513, loss: 2.1513, grad_norm: 4.9456 2021-03-31 17:52:27,734 - mmaction - INFO - Epoch [10][680/1760] lr: 1.500e-02, eta: 16:58:04, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4677, top5_acc: 0.7385, loss_cls: 2.1735, loss: 2.1735, grad_norm: 5.0457 2021-03-31 17:52:44,377 - mmaction - INFO - Epoch [10][700/1760] lr: 1.500e-02, eta: 16:57:45, time: 0.833, data_time: 0.001, memory: 10390, top1_acc: 0.4573, top5_acc: 0.7458, loss_cls: 2.1892, loss: 2.1892, grad_norm: 4.8820 2021-03-31 17:53:01,004 - mmaction - INFO - Epoch [10][720/1760] lr: 1.500e-02, eta: 16:57:26, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.4745, top5_acc: 0.7526, loss_cls: 2.1337, loss: 2.1337, grad_norm: 4.9575 2021-03-31 17:53:17,593 - mmaction - INFO - Epoch [10][740/1760] lr: 1.500e-02, eta: 16:57:07, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4583, top5_acc: 0.7458, loss_cls: 2.1854, loss: 2.1854, grad_norm: 5.0576 2021-03-31 17:53:34,191 - mmaction - INFO - Epoch [10][760/1760] lr: 1.500e-02, eta: 16:56:48, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4641, top5_acc: 0.7578, loss_cls: 2.1652, loss: 2.1652, grad_norm: 4.8992 2021-03-31 17:53:50,775 - mmaction - INFO - Epoch [10][780/1760] lr: 1.500e-02, eta: 16:56:28, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4594, top5_acc: 0.7339, loss_cls: 2.1890, loss: 2.1890, grad_norm: 4.8548 2021-03-31 17:54:07,366 - mmaction - INFO - Epoch [10][800/1760] lr: 1.500e-02, eta: 16:56:09, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4745, top5_acc: 0.7531, loss_cls: 2.1710, loss: 2.1710, grad_norm: 4.8585 2021-03-31 17:54:23,950 - mmaction - INFO - Epoch [10][820/1760] lr: 1.500e-02, eta: 16:55:50, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4661, top5_acc: 0.7438, loss_cls: 2.1485, loss: 2.1485, grad_norm: 4.8250 2021-03-31 17:54:40,552 - mmaction - INFO - Epoch [10][840/1760] lr: 1.500e-02, eta: 16:55:31, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4802, top5_acc: 0.7698, loss_cls: 2.0582, loss: 2.0582, grad_norm: 4.7931 2021-03-31 17:54:57,160 - mmaction - INFO - Epoch [10][860/1760] lr: 1.500e-02, eta: 16:55:12, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.4599, top5_acc: 0.7339, loss_cls: 2.2087, loss: 2.2087, grad_norm: 4.8742 2021-03-31 17:55:13,766 - mmaction - INFO - Epoch [10][880/1760] lr: 1.500e-02, eta: 16:54:53, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4906, top5_acc: 0.7568, loss_cls: 2.0954, loss: 2.0954, grad_norm: 4.7900 2021-03-31 17:55:30,357 - mmaction - INFO - Epoch [10][900/1760] lr: 1.500e-02, eta: 16:54:33, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4635, top5_acc: 0.7370, loss_cls: 2.2003, loss: 2.2003, grad_norm: 4.9477 2021-03-31 17:55:46,979 - mmaction - INFO - Epoch [10][920/1760] lr: 1.500e-02, eta: 16:54:14, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.4672, top5_acc: 0.7396, loss_cls: 2.1833, loss: 2.1833, grad_norm: 4.8481 2021-03-31 17:56:03,544 - mmaction - INFO - Epoch [10][940/1760] lr: 1.500e-02, eta: 16:53:55, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.4708, top5_acc: 0.7349, loss_cls: 2.1620, loss: 2.1620, grad_norm: 4.8694 2021-03-31 17:56:20,136 - mmaction - INFO - Epoch [10][960/1760] lr: 1.500e-02, eta: 16:53:36, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4802, top5_acc: 0.7516, loss_cls: 2.1410, loss: 2.1410, grad_norm: 4.7911 2021-03-31 17:56:36,706 - mmaction - INFO - Epoch [10][980/1760] lr: 1.500e-02, eta: 16:53:17, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.4729, top5_acc: 0.7531, loss_cls: 2.1656, loss: 2.1656, grad_norm: 4.7644 2021-03-31 17:56:53,306 - mmaction - INFO - Epoch [10][1000/1760] lr: 1.500e-02, eta: 16:52:57, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4625, top5_acc: 0.7505, loss_cls: 2.1471, loss: 2.1471, grad_norm: 4.8085 2021-03-31 17:57:09,916 - mmaction - INFO - Epoch [10][1020/1760] lr: 1.500e-02, eta: 16:52:38, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4615, top5_acc: 0.7354, loss_cls: 2.1895, loss: 2.1895, grad_norm: 4.9506 2021-03-31 17:57:26,527 - mmaction - INFO - Epoch [10][1040/1760] lr: 1.500e-02, eta: 16:52:19, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4479, top5_acc: 0.7401, loss_cls: 2.2049, loss: 2.2049, grad_norm: 4.9686 2021-03-31 17:57:43,122 - mmaction - INFO - Epoch [10][1060/1760] lr: 1.500e-02, eta: 16:52:00, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4745, top5_acc: 0.7526, loss_cls: 2.1352, loss: 2.1352, grad_norm: 4.9583 2021-03-31 17:57:59,719 - mmaction - INFO - Epoch [10][1080/1760] lr: 1.500e-02, eta: 16:51:41, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4651, top5_acc: 0.7432, loss_cls: 2.1883, loss: 2.1883, grad_norm: 4.8515 2021-03-31 17:58:16,320 - mmaction - INFO - Epoch [10][1100/1760] lr: 1.500e-02, eta: 16:51:22, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4646, top5_acc: 0.7484, loss_cls: 2.1299, loss: 2.1299, grad_norm: 4.7847 2021-03-31 17:58:33,133 - mmaction - INFO - Epoch [10][1120/1760] lr: 1.500e-02, eta: 16:51:04, time: 0.840, data_time: 0.012, memory: 10390, top1_acc: 0.4698, top5_acc: 0.7495, loss_cls: 2.1813, loss: 2.1813, grad_norm: 4.9555 2021-03-31 17:58:49,743 - mmaction - INFO - Epoch [10][1140/1760] lr: 1.500e-02, eta: 16:50:45, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4531, top5_acc: 0.7260, loss_cls: 2.2595, loss: 2.2595, grad_norm: 4.8042 2021-03-31 17:59:06,291 - mmaction - INFO - Epoch [10][1160/1760] lr: 1.500e-02, eta: 16:50:26, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.4672, top5_acc: 0.7271, loss_cls: 2.1925, loss: 2.1925, grad_norm: 4.7913 2021-03-31 17:59:22,907 - mmaction - INFO - Epoch [10][1180/1760] lr: 1.500e-02, eta: 16:50:06, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4474, top5_acc: 0.7417, loss_cls: 2.1973, loss: 2.1973, grad_norm: 4.8425 2021-03-31 17:59:39,492 - mmaction - INFO - Epoch [10][1200/1760] lr: 1.500e-02, eta: 16:49:47, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4802, top5_acc: 0.7417, loss_cls: 2.1454, loss: 2.1454, grad_norm: 4.7498 2021-03-31 17:59:56,113 - mmaction - INFO - Epoch [10][1220/1760] lr: 1.500e-02, eta: 16:49:28, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4906, top5_acc: 0.7578, loss_cls: 2.0881, loss: 2.0881, grad_norm: 4.7529 2021-03-31 18:00:19,035 - mmaction - INFO - Epoch [10][1240/1760] lr: 1.500e-02, eta: 16:49:35, time: 1.144, data_time: 0.001, memory: 10390, top1_acc: 0.4484, top5_acc: 0.7297, loss_cls: 2.2475, loss: 2.2475, grad_norm: 4.9627 2021-03-31 18:00:35,391 - mmaction - INFO - Epoch [10][1260/1760] lr: 1.500e-02, eta: 16:49:16, time: 0.821, data_time: 0.004, memory: 10390, top1_acc: 0.4781, top5_acc: 0.7406, loss_cls: 2.1694, loss: 2.1694, grad_norm: 4.7782 2021-03-31 18:00:51,782 - mmaction - INFO - Epoch [10][1280/1760] lr: 1.500e-02, eta: 16:48:56, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4641, top5_acc: 0.7490, loss_cls: 2.1388, loss: 2.1388, grad_norm: 4.7061 2021-03-31 18:01:08,182 - mmaction - INFO - Epoch [10][1300/1760] lr: 1.500e-02, eta: 16:48:36, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.4443, top5_acc: 0.7281, loss_cls: 2.2638, loss: 2.2638, grad_norm: 4.8290 2021-03-31 18:01:24,575 - mmaction - INFO - Epoch [10][1320/1760] lr: 1.500e-02, eta: 16:48:16, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4620, top5_acc: 0.7359, loss_cls: 2.1849, loss: 2.1849, grad_norm: 4.8692 2021-03-31 18:01:40,960 - mmaction - INFO - Epoch [10][1340/1760] lr: 1.500e-02, eta: 16:47:56, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4635, top5_acc: 0.7427, loss_cls: 2.2003, loss: 2.2003, grad_norm: 4.8171 2021-03-31 18:01:57,338 - mmaction - INFO - Epoch [10][1360/1760] lr: 1.500e-02, eta: 16:47:36, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4635, top5_acc: 0.7391, loss_cls: 2.1911, loss: 2.1911, grad_norm: 4.8785 2021-03-31 18:02:13,705 - mmaction - INFO - Epoch [10][1380/1760] lr: 1.500e-02, eta: 16:47:16, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4859, top5_acc: 0.7484, loss_cls: 2.1189, loss: 2.1189, grad_norm: 4.7746 2021-03-31 18:02:30,081 - mmaction - INFO - Epoch [10][1400/1760] lr: 1.500e-02, eta: 16:46:56, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4870, top5_acc: 0.7516, loss_cls: 2.1134, loss: 2.1134, grad_norm: 4.9496 2021-03-31 18:02:46,474 - mmaction - INFO - Epoch [10][1420/1760] lr: 1.500e-02, eta: 16:46:36, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4635, top5_acc: 0.7245, loss_cls: 2.2071, loss: 2.2071, grad_norm: 4.8968 2021-03-31 18:03:02,859 - mmaction - INFO - Epoch [10][1440/1760] lr: 1.500e-02, eta: 16:46:16, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4708, top5_acc: 0.7443, loss_cls: 2.1751, loss: 2.1751, grad_norm: 4.7137 2021-03-31 18:03:19,217 - mmaction - INFO - Epoch [10][1460/1760] lr: 1.500e-02, eta: 16:45:56, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4797, top5_acc: 0.7359, loss_cls: 2.1670, loss: 2.1670, grad_norm: 4.8160 2021-03-31 18:03:35,629 - mmaction - INFO - Epoch [10][1480/1760] lr: 1.500e-02, eta: 16:45:36, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4818, top5_acc: 0.7490, loss_cls: 2.1288, loss: 2.1288, grad_norm: 4.9958 2021-03-31 18:03:51,998 - mmaction - INFO - Epoch [10][1500/1760] lr: 1.500e-02, eta: 16:45:16, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4703, top5_acc: 0.7312, loss_cls: 2.2165, loss: 2.2165, grad_norm: 4.9505 2021-03-31 18:04:08,451 - mmaction - INFO - Epoch [10][1520/1760] lr: 1.500e-02, eta: 16:44:57, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.4365, top5_acc: 0.7099, loss_cls: 2.3400, loss: 2.3400, grad_norm: 4.9322 2021-03-31 18:04:24,757 - mmaction - INFO - Epoch [10][1540/1760] lr: 1.500e-02, eta: 16:44:37, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4427, top5_acc: 0.7312, loss_cls: 2.2613, loss: 2.2613, grad_norm: 4.8909 2021-03-31 18:04:41,156 - mmaction - INFO - Epoch [10][1560/1760] lr: 1.500e-02, eta: 16:44:17, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4885, top5_acc: 0.7479, loss_cls: 2.1453, loss: 2.1453, grad_norm: 4.9028 2021-03-31 18:04:57,528 - mmaction - INFO - Epoch [10][1580/1760] lr: 1.500e-02, eta: 16:43:57, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4542, top5_acc: 0.7411, loss_cls: 2.1986, loss: 2.1986, grad_norm: 4.9191 2021-03-31 18:05:16,808 - mmaction - INFO - Epoch [10][1600/1760] lr: 1.500e-02, eta: 16:43:48, time: 0.959, data_time: 0.002, memory: 10390, top1_acc: 0.4698, top5_acc: 0.7385, loss_cls: 2.2039, loss: 2.2039, grad_norm: 4.7700 2021-03-31 18:05:33,187 - mmaction - INFO - Epoch [10][1620/1760] lr: 1.500e-02, eta: 16:43:29, time: 0.824, data_time: 0.006, memory: 10390, top1_acc: 0.4625, top5_acc: 0.7292, loss_cls: 2.1495, loss: 2.1495, grad_norm: 4.9727 2021-03-31 18:05:49,568 - mmaction - INFO - Epoch [10][1640/1760] lr: 1.500e-02, eta: 16:43:09, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4599, top5_acc: 0.7328, loss_cls: 2.2109, loss: 2.2109, grad_norm: 5.0621 2021-03-31 18:06:05,968 - mmaction - INFO - Epoch [10][1660/1760] lr: 1.500e-02, eta: 16:42:49, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.4661, top5_acc: 0.7375, loss_cls: 2.1792, loss: 2.1792, grad_norm: 4.8831 2021-03-31 18:06:22,382 - mmaction - INFO - Epoch [10][1680/1760] lr: 1.500e-02, eta: 16:42:30, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4844, top5_acc: 0.7391, loss_cls: 2.1431, loss: 2.1431, grad_norm: 4.7418 2021-03-31 18:06:38,719 - mmaction - INFO - Epoch [10][1700/1760] lr: 1.500e-02, eta: 16:42:10, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4703, top5_acc: 0.7385, loss_cls: 2.1926, loss: 2.1926, grad_norm: 4.7708 2021-03-31 18:06:55,108 - mmaction - INFO - Epoch [10][1720/1760] lr: 1.500e-02, eta: 16:41:50, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4594, top5_acc: 0.7266, loss_cls: 2.2248, loss: 2.2248, grad_norm: 4.8526 2021-03-31 18:07:11,415 - mmaction - INFO - Epoch [10][1740/1760] lr: 1.500e-02, eta: 16:41:30, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4531, top5_acc: 0.7391, loss_cls: 2.1962, loss: 2.1962, grad_norm: 4.9639 2021-03-31 18:07:27,517 - mmaction - INFO - Epoch [10][1760/1760] lr: 1.500e-02, eta: 16:41:09, time: 0.805, data_time: 0.002, memory: 10390, top1_acc: 0.4635, top5_acc: 0.7383, loss_cls: 2.2423, loss: 2.2423, grad_norm: 4.8333 2021-03-31 18:07:44,896 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-03-31 18:11:52,583 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-31 18:11:52,937 - mmaction - INFO - top1_acc 0.4158 top5_acc 0.7237 2021-03-31 18:11:52,937 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-31 18:11:53,003 - mmaction - INFO - mean_acc 0.3559 2021-03-31 18:11:53,010 - mmaction - INFO - Epoch(val) [10][1760] top1_acc: 0.4158, top5_acc: 0.7237, mean_class_accuracy: 0.3559 2021-03-31 18:15:17,754 - mmaction - INFO - Epoch [11][20/1760] lr: 1.500e-02, eta: 16:53:21, time: 10.232, data_time: 9.234, memory: 10390, top1_acc: 0.4802, top5_acc: 0.7630, loss_cls: 2.0706, loss: 2.0706, grad_norm: 4.9126 2021-03-31 18:15:33,944 - mmaction - INFO - Epoch [11][40/1760] lr: 1.500e-02, eta: 16:53:00, time: 0.814, data_time: 0.010, memory: 10390, top1_acc: 0.4766, top5_acc: 0.7667, loss_cls: 2.0968, loss: 2.0968, grad_norm: 4.7979 2021-03-31 18:15:50,050 - mmaction - INFO - Epoch [11][60/1760] lr: 1.500e-02, eta: 16:52:38, time: 0.806, data_time: 0.001, memory: 10390, top1_acc: 0.4849, top5_acc: 0.7562, loss_cls: 2.0888, loss: 2.0888, grad_norm: 4.9310 2021-03-31 18:16:06,197 - mmaction - INFO - Epoch [11][80/1760] lr: 1.500e-02, eta: 16:52:16, time: 0.807, data_time: 0.002, memory: 10390, top1_acc: 0.5000, top5_acc: 0.7646, loss_cls: 2.0631, loss: 2.0631, grad_norm: 4.7941 2021-03-31 18:16:22,337 - mmaction - INFO - Epoch [11][100/1760] lr: 1.500e-02, eta: 16:51:54, time: 0.808, data_time: 0.002, memory: 10390, top1_acc: 0.4943, top5_acc: 0.7510, loss_cls: 2.0883, loss: 2.0883, grad_norm: 4.9328 2021-03-31 18:16:38,630 - mmaction - INFO - Epoch [11][120/1760] lr: 1.500e-02, eta: 16:51:33, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.4656, top5_acc: 0.7385, loss_cls: 2.1566, loss: 2.1566, grad_norm: 4.9288 2021-03-31 18:16:54,912 - mmaction - INFO - Epoch [11][140/1760] lr: 1.500e-02, eta: 16:51:12, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.4792, top5_acc: 0.7328, loss_cls: 2.1510, loss: 2.1510, grad_norm: 4.8056 2021-03-31 18:17:11,212 - mmaction - INFO - Epoch [11][160/1760] lr: 1.500e-02, eta: 16:50:51, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.4641, top5_acc: 0.7339, loss_cls: 2.1889, loss: 2.1889, grad_norm: 4.9008 2021-03-31 18:17:27,499 - mmaction - INFO - Epoch [11][180/1760] lr: 1.500e-02, eta: 16:50:30, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.4823, top5_acc: 0.7661, loss_cls: 2.0615, loss: 2.0615, grad_norm: 4.8076 2021-03-31 18:17:43,828 - mmaction - INFO - Epoch [11][200/1760] lr: 1.500e-02, eta: 16:50:09, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4786, top5_acc: 0.7490, loss_cls: 2.1347, loss: 2.1347, grad_norm: 4.8931 2021-03-31 18:18:00,158 - mmaction - INFO - Epoch [11][220/1760] lr: 1.500e-02, eta: 16:49:48, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4969, top5_acc: 0.7552, loss_cls: 2.0425, loss: 2.0425, grad_norm: 4.8171 2021-03-31 18:18:16,470 - mmaction - INFO - Epoch [11][240/1760] lr: 1.500e-02, eta: 16:49:27, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4896, top5_acc: 0.7422, loss_cls: 2.1423, loss: 2.1423, grad_norm: 4.9008 2021-03-31 18:18:32,841 - mmaction - INFO - Epoch [11][260/1760] lr: 1.500e-02, eta: 16:49:06, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4583, top5_acc: 0.7354, loss_cls: 2.1756, loss: 2.1756, grad_norm: 5.0443 2021-03-31 18:18:49,246 - mmaction - INFO - Epoch [11][280/1760] lr: 1.500e-02, eta: 16:48:45, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4802, top5_acc: 0.7536, loss_cls: 2.0988, loss: 2.0988, grad_norm: 4.9868 2021-03-31 18:19:05,517 - mmaction - INFO - Epoch [11][300/1760] lr: 1.500e-02, eta: 16:48:24, time: 0.814, data_time: 0.001, memory: 10390, top1_acc: 0.4599, top5_acc: 0.7385, loss_cls: 2.1750, loss: 2.1750, grad_norm: 4.8361 2021-03-31 18:19:21,871 - mmaction - INFO - Epoch [11][320/1760] lr: 1.500e-02, eta: 16:48:03, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4911, top5_acc: 0.7688, loss_cls: 2.0679, loss: 2.0679, grad_norm: 4.8605 2021-03-31 18:19:38,176 - mmaction - INFO - Epoch [11][340/1760] lr: 1.500e-02, eta: 16:47:42, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4781, top5_acc: 0.7411, loss_cls: 2.1363, loss: 2.1363, grad_norm: 4.8540 2021-03-31 18:19:54,490 - mmaction - INFO - Epoch [11][360/1760] lr: 1.500e-02, eta: 16:47:21, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4797, top5_acc: 0.7594, loss_cls: 2.1452, loss: 2.1452, grad_norm: 4.8857 2021-03-31 18:20:10,853 - mmaction - INFO - Epoch [11][380/1760] lr: 1.500e-02, eta: 16:47:01, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4729, top5_acc: 0.7474, loss_cls: 2.1143, loss: 2.1143, grad_norm: 4.6832 2021-03-31 18:20:27,211 - mmaction - INFO - Epoch [11][400/1760] lr: 1.500e-02, eta: 16:46:40, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4880, top5_acc: 0.7672, loss_cls: 2.0649, loss: 2.0649, grad_norm: 5.0004 2021-03-31 18:20:43,589 - mmaction - INFO - Epoch [11][420/1760] lr: 1.500e-02, eta: 16:46:19, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4740, top5_acc: 0.7417, loss_cls: 2.1558, loss: 2.1558, grad_norm: 4.8441 2021-03-31 18:20:59,979 - mmaction - INFO - Epoch [11][440/1760] lr: 1.500e-02, eta: 16:45:58, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4594, top5_acc: 0.7464, loss_cls: 2.1842, loss: 2.1842, grad_norm: 4.9353 2021-03-31 18:21:16,346 - mmaction - INFO - Epoch [11][460/1760] lr: 1.500e-02, eta: 16:45:38, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4589, top5_acc: 0.7438, loss_cls: 2.1572, loss: 2.1572, grad_norm: 4.7491 2021-03-31 18:21:32,665 - mmaction - INFO - Epoch [11][480/1760] lr: 1.500e-02, eta: 16:45:17, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4953, top5_acc: 0.7651, loss_cls: 2.0437, loss: 2.0437, grad_norm: 4.7939 2021-03-31 18:21:49,053 - mmaction - INFO - Epoch [11][500/1760] lr: 1.500e-02, eta: 16:44:56, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4521, top5_acc: 0.7260, loss_cls: 2.2126, loss: 2.2126, grad_norm: 4.9014 2021-03-31 18:22:05,436 - mmaction - INFO - Epoch [11][520/1760] lr: 1.500e-02, eta: 16:44:36, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4630, top5_acc: 0.7484, loss_cls: 2.1689, loss: 2.1689, grad_norm: 5.0369 2021-03-31 18:22:21,798 - mmaction - INFO - Epoch [11][540/1760] lr: 1.500e-02, eta: 16:44:15, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4688, top5_acc: 0.7656, loss_cls: 2.1076, loss: 2.1076, grad_norm: 4.9497 2021-03-31 18:22:38,611 - mmaction - INFO - Epoch [11][560/1760] lr: 1.500e-02, eta: 16:43:56, time: 0.840, data_time: 0.021, memory: 10390, top1_acc: 0.4411, top5_acc: 0.7344, loss_cls: 2.2491, loss: 2.2491, grad_norm: 4.8982 2021-03-31 18:22:54,904 - mmaction - INFO - Epoch [11][580/1760] lr: 1.500e-02, eta: 16:43:35, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.4854, top5_acc: 0.7521, loss_cls: 2.1089, loss: 2.1089, grad_norm: 4.9902 2021-03-31 18:23:11,245 - mmaction - INFO - Epoch [11][600/1760] lr: 1.500e-02, eta: 16:43:14, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4891, top5_acc: 0.7536, loss_cls: 2.0687, loss: 2.0687, grad_norm: 4.7619 2021-03-31 18:23:27,599 - mmaction - INFO - Epoch [11][620/1760] lr: 1.500e-02, eta: 16:42:54, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4896, top5_acc: 0.7453, loss_cls: 2.1063, loss: 2.1063, grad_norm: 4.7877 2021-03-31 18:23:43,965 - mmaction - INFO - Epoch [11][640/1760] lr: 1.500e-02, eta: 16:42:33, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4667, top5_acc: 0.7417, loss_cls: 2.1922, loss: 2.1922, grad_norm: 4.9250 2021-03-31 18:24:00,330 - mmaction - INFO - Epoch [11][660/1760] lr: 1.500e-02, eta: 16:42:13, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4562, top5_acc: 0.7438, loss_cls: 2.1544, loss: 2.1544, grad_norm: 4.7765 2021-03-31 18:24:16,676 - mmaction - INFO - Epoch [11][680/1760] lr: 1.500e-02, eta: 16:41:52, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4760, top5_acc: 0.7417, loss_cls: 2.1423, loss: 2.1423, grad_norm: 4.8093 2021-03-31 18:24:33,087 - mmaction - INFO - Epoch [11][700/1760] lr: 1.500e-02, eta: 16:41:31, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.4870, top5_acc: 0.7578, loss_cls: 2.1008, loss: 2.1008, grad_norm: 5.0011 2021-03-31 18:24:49,467 - mmaction - INFO - Epoch [11][720/1760] lr: 1.500e-02, eta: 16:41:11, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4734, top5_acc: 0.7260, loss_cls: 2.1921, loss: 2.1921, grad_norm: 4.8550 2021-03-31 18:25:05,823 - mmaction - INFO - Epoch [11][740/1760] lr: 1.500e-02, eta: 16:40:50, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4807, top5_acc: 0.7594, loss_cls: 2.1022, loss: 2.1022, grad_norm: 4.9094 2021-03-31 18:25:22,194 - mmaction - INFO - Epoch [11][760/1760] lr: 1.500e-02, eta: 16:40:30, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4776, top5_acc: 0.7417, loss_cls: 2.1042, loss: 2.1042, grad_norm: 4.9647 2021-03-31 18:25:38,497 - mmaction - INFO - Epoch [11][780/1760] lr: 1.500e-02, eta: 16:40:09, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4672, top5_acc: 0.7375, loss_cls: 2.1671, loss: 2.1671, grad_norm: 4.9534 2021-03-31 18:25:54,872 - mmaction - INFO - Epoch [11][800/1760] lr: 1.500e-02, eta: 16:39:48, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4719, top5_acc: 0.7557, loss_cls: 2.1320, loss: 2.1320, grad_norm: 4.7062 2021-03-31 18:26:11,204 - mmaction - INFO - Epoch [11][820/1760] lr: 1.500e-02, eta: 16:39:28, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4844, top5_acc: 0.7531, loss_cls: 2.0736, loss: 2.0736, grad_norm: 4.7299 2021-03-31 18:26:27,561 - mmaction - INFO - Epoch [11][840/1760] lr: 1.500e-02, eta: 16:39:07, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4729, top5_acc: 0.7568, loss_cls: 2.0780, loss: 2.0780, grad_norm: 4.7018 2021-03-31 18:26:43,923 - mmaction - INFO - Epoch [11][860/1760] lr: 1.500e-02, eta: 16:38:47, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4656, top5_acc: 0.7370, loss_cls: 2.1940, loss: 2.1940, grad_norm: 4.7770 2021-03-31 18:27:00,261 - mmaction - INFO - Epoch [11][880/1760] lr: 1.500e-02, eta: 16:38:26, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4771, top5_acc: 0.7604, loss_cls: 2.0861, loss: 2.0861, grad_norm: 4.7667 2021-03-31 18:27:16,588 - mmaction - INFO - Epoch [11][900/1760] lr: 1.500e-02, eta: 16:38:05, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4771, top5_acc: 0.7729, loss_cls: 2.0708, loss: 2.0708, grad_norm: 4.6739 2021-03-31 18:27:32,991 - mmaction - INFO - Epoch [11][920/1760] lr: 1.500e-02, eta: 16:37:45, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4859, top5_acc: 0.7474, loss_cls: 2.1065, loss: 2.1065, grad_norm: 4.8958 2021-03-31 18:27:49,300 - mmaction - INFO - Epoch [11][940/1760] lr: 1.500e-02, eta: 16:37:24, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4688, top5_acc: 0.7443, loss_cls: 2.1695, loss: 2.1695, grad_norm: 4.7698 2021-03-31 18:28:05,693 - mmaction - INFO - Epoch [11][960/1760] lr: 1.500e-02, eta: 16:37:04, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4865, top5_acc: 0.7573, loss_cls: 2.0970, loss: 2.0970, grad_norm: 4.7759 2021-03-31 18:28:22,188 - mmaction - INFO - Epoch [11][980/1760] lr: 1.500e-02, eta: 16:36:44, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.4688, top5_acc: 0.7464, loss_cls: 2.1422, loss: 2.1422, grad_norm: 4.8382 2021-03-31 18:28:38,682 - mmaction - INFO - Epoch [11][1000/1760] lr: 1.500e-02, eta: 16:36:24, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.5073, top5_acc: 0.7625, loss_cls: 2.0213, loss: 2.0213, grad_norm: 4.7580 2021-03-31 18:28:55,042 - mmaction - INFO - Epoch [11][1020/1760] lr: 1.500e-02, eta: 16:36:04, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4766, top5_acc: 0.7589, loss_cls: 2.1027, loss: 2.1027, grad_norm: 4.8356 2021-03-31 18:29:11,329 - mmaction - INFO - Epoch [11][1040/1760] lr: 1.500e-02, eta: 16:35:43, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.4667, top5_acc: 0.7438, loss_cls: 2.1753, loss: 2.1753, grad_norm: 4.8779 2021-03-31 18:29:27,667 - mmaction - INFO - Epoch [11][1060/1760] lr: 1.500e-02, eta: 16:35:22, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4813, top5_acc: 0.7573, loss_cls: 2.0992, loss: 2.0992, grad_norm: 5.0590 2021-03-31 18:29:44,055 - mmaction - INFO - Epoch [11][1080/1760] lr: 1.500e-02, eta: 16:35:02, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4766, top5_acc: 0.7464, loss_cls: 2.1455, loss: 2.1455, grad_norm: 4.7682 2021-03-31 18:30:00,389 - mmaction - INFO - Epoch [11][1100/1760] lr: 1.500e-02, eta: 16:34:42, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4651, top5_acc: 0.7307, loss_cls: 2.1936, loss: 2.1936, grad_norm: 4.7934 2021-03-31 18:30:16,757 - mmaction - INFO - Epoch [11][1120/1760] lr: 1.500e-02, eta: 16:34:21, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4990, top5_acc: 0.7755, loss_cls: 2.0368, loss: 2.0368, grad_norm: 4.8464 2021-03-31 18:30:33,098 - mmaction - INFO - Epoch [11][1140/1760] lr: 1.500e-02, eta: 16:34:01, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4714, top5_acc: 0.7349, loss_cls: 2.1345, loss: 2.1345, grad_norm: 4.9171 2021-03-31 18:30:49,446 - mmaction - INFO - Epoch [11][1160/1760] lr: 1.500e-02, eta: 16:33:40, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4661, top5_acc: 0.7615, loss_cls: 2.1110, loss: 2.1110, grad_norm: 4.7580 2021-03-31 18:31:05,810 - mmaction - INFO - Epoch [11][1180/1760] lr: 1.500e-02, eta: 16:33:20, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4760, top5_acc: 0.7568, loss_cls: 2.1321, loss: 2.1321, grad_norm: 4.7964 2021-03-31 18:31:22,273 - mmaction - INFO - Epoch [11][1200/1760] lr: 1.500e-02, eta: 16:33:00, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.4536, top5_acc: 0.7464, loss_cls: 2.1739, loss: 2.1739, grad_norm: 4.8503 2021-03-31 18:31:38,787 - mmaction - INFO - Epoch [11][1220/1760] lr: 1.500e-02, eta: 16:32:40, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.4677, top5_acc: 0.7589, loss_cls: 2.0959, loss: 2.0959, grad_norm: 5.0189 2021-03-31 18:31:55,068 - mmaction - INFO - Epoch [11][1240/1760] lr: 1.500e-02, eta: 16:32:19, time: 0.813, data_time: 0.002, memory: 10390, top1_acc: 0.5036, top5_acc: 0.7656, loss_cls: 2.0541, loss: 2.0541, grad_norm: 4.6689 2021-03-31 18:32:11,483 - mmaction - INFO - Epoch [11][1260/1760] lr: 1.500e-02, eta: 16:31:59, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.4833, top5_acc: 0.7557, loss_cls: 2.0979, loss: 2.0979, grad_norm: 4.8571 2021-03-31 18:32:27,800 - mmaction - INFO - Epoch [11][1280/1760] lr: 1.500e-02, eta: 16:31:39, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4625, top5_acc: 0.7286, loss_cls: 2.2017, loss: 2.2017, grad_norm: 4.8220 2021-03-31 18:32:44,089 - mmaction - INFO - Epoch [11][1300/1760] lr: 1.500e-02, eta: 16:31:18, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.4641, top5_acc: 0.7333, loss_cls: 2.1636, loss: 2.1636, grad_norm: 4.9463 2021-03-31 18:33:00,456 - mmaction - INFO - Epoch [11][1320/1760] lr: 1.500e-02, eta: 16:30:58, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4568, top5_acc: 0.7328, loss_cls: 2.2403, loss: 2.2403, grad_norm: 4.6919 2021-03-31 18:33:16,773 - mmaction - INFO - Epoch [11][1340/1760] lr: 1.500e-02, eta: 16:30:37, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4693, top5_acc: 0.7526, loss_cls: 2.1464, loss: 2.1464, grad_norm: 4.9160 2021-03-31 18:33:33,103 - mmaction - INFO - Epoch [11][1360/1760] lr: 1.500e-02, eta: 16:30:17, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4729, top5_acc: 0.7443, loss_cls: 2.1655, loss: 2.1655, grad_norm: 4.8347 2021-03-31 18:33:49,416 - mmaction - INFO - Epoch [11][1380/1760] lr: 1.500e-02, eta: 16:29:56, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4703, top5_acc: 0.7542, loss_cls: 2.1442, loss: 2.1442, grad_norm: 4.7433 2021-03-31 18:34:06,034 - mmaction - INFO - Epoch [11][1400/1760] lr: 1.500e-02, eta: 16:29:37, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.4802, top5_acc: 0.7495, loss_cls: 2.1282, loss: 2.1282, grad_norm: 4.8063 2021-03-31 18:34:22,460 - mmaction - INFO - Epoch [11][1420/1760] lr: 1.500e-02, eta: 16:29:17, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.4964, top5_acc: 0.7490, loss_cls: 2.0817, loss: 2.0817, grad_norm: 4.8293 2021-03-31 18:34:38,775 - mmaction - INFO - Epoch [11][1440/1760] lr: 1.500e-02, eta: 16:28:56, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4880, top5_acc: 0.7500, loss_cls: 2.1015, loss: 2.1015, grad_norm: 4.6787 2021-03-31 18:34:55,101 - mmaction - INFO - Epoch [11][1460/1760] lr: 1.500e-02, eta: 16:28:36, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4521, top5_acc: 0.7396, loss_cls: 2.2017, loss: 2.2017, grad_norm: 4.7647 2021-03-31 18:35:11,480 - mmaction - INFO - Epoch [11][1480/1760] lr: 1.500e-02, eta: 16:28:16, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4823, top5_acc: 0.7505, loss_cls: 2.1091, loss: 2.1091, grad_norm: 4.5103 2021-03-31 18:35:27,801 - mmaction - INFO - Epoch [11][1500/1760] lr: 1.500e-02, eta: 16:27:55, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4677, top5_acc: 0.7599, loss_cls: 2.1205, loss: 2.1205, grad_norm: 4.6277 2021-03-31 18:35:44,108 - mmaction - INFO - Epoch [11][1520/1760] lr: 1.500e-02, eta: 16:27:35, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4568, top5_acc: 0.7411, loss_cls: 2.1764, loss: 2.1764, grad_norm: 4.6903 2021-03-31 18:36:00,482 - mmaction - INFO - Epoch [11][1540/1760] lr: 1.500e-02, eta: 16:27:15, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4891, top5_acc: 0.7599, loss_cls: 2.0631, loss: 2.0631, grad_norm: 4.6902 2021-03-31 18:36:16,875 - mmaction - INFO - Epoch [11][1560/1760] lr: 1.500e-02, eta: 16:26:55, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4823, top5_acc: 0.7562, loss_cls: 2.1169, loss: 2.1169, grad_norm: 4.8070 2021-03-31 18:36:33,228 - mmaction - INFO - Epoch [11][1580/1760] lr: 1.500e-02, eta: 16:26:34, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4719, top5_acc: 0.7438, loss_cls: 2.2028, loss: 2.2028, grad_norm: 4.7677 2021-03-31 18:36:49,569 - mmaction - INFO - Epoch [11][1600/1760] lr: 1.500e-02, eta: 16:26:14, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4635, top5_acc: 0.7349, loss_cls: 2.1932, loss: 2.1932, grad_norm: 4.9343 2021-03-31 18:37:05,905 - mmaction - INFO - Epoch [11][1620/1760] lr: 1.500e-02, eta: 16:25:54, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4672, top5_acc: 0.7453, loss_cls: 2.1258, loss: 2.1258, grad_norm: 4.7004 2021-03-31 18:37:22,246 - mmaction - INFO - Epoch [11][1640/1760] lr: 1.500e-02, eta: 16:25:34, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4609, top5_acc: 0.7276, loss_cls: 2.2099, loss: 2.2099, grad_norm: 4.7186 2021-03-31 18:37:38,586 - mmaction - INFO - Epoch [11][1660/1760] lr: 1.500e-02, eta: 16:25:13, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4641, top5_acc: 0.7417, loss_cls: 2.1465, loss: 2.1465, grad_norm: 4.9540 2021-03-31 18:37:54,949 - mmaction - INFO - Epoch [11][1680/1760] lr: 1.500e-02, eta: 16:24:53, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4771, top5_acc: 0.7531, loss_cls: 2.1396, loss: 2.1396, grad_norm: 4.8452 2021-03-31 18:38:11,302 - mmaction - INFO - Epoch [11][1700/1760] lr: 1.500e-02, eta: 16:24:33, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4870, top5_acc: 0.7464, loss_cls: 2.1371, loss: 2.1371, grad_norm: 4.7140 2021-03-31 18:38:27,678 - mmaction - INFO - Epoch [11][1720/1760] lr: 1.500e-02, eta: 16:24:13, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4479, top5_acc: 0.7349, loss_cls: 2.2402, loss: 2.2402, grad_norm: 4.8685 2021-03-31 18:38:44,071 - mmaction - INFO - Epoch [11][1740/1760] lr: 1.500e-02, eta: 16:23:53, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4766, top5_acc: 0.7490, loss_cls: 2.1242, loss: 2.1242, grad_norm: 4.8769 2021-03-31 18:39:00,153 - mmaction - INFO - Epoch [11][1760/1760] lr: 1.500e-02, eta: 16:23:32, time: 0.804, data_time: 0.002, memory: 10390, top1_acc: 0.4608, top5_acc: 0.7389, loss_cls: 2.1872, loss: 2.1872, grad_norm: 4.8014 2021-03-31 18:39:05,867 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-03-31 18:40:13,601 - mmaction - INFO - Epoch [12][20/1760] lr: 1.500e-02, eta: 16:26:12, time: 3.364, data_time: 2.528, memory: 10390, top1_acc: 0.4927, top5_acc: 0.7677, loss_cls: 2.0151, loss: 2.0151, grad_norm: 4.7405 2021-03-31 18:40:30,215 - mmaction - INFO - Epoch [12][40/1760] lr: 1.500e-02, eta: 16:25:52, time: 0.831, data_time: 0.003, memory: 10390, top1_acc: 0.4958, top5_acc: 0.7646, loss_cls: 2.0526, loss: 2.0526, grad_norm: 4.6767 2021-03-31 18:40:46,580 - mmaction - INFO - Epoch [12][60/1760] lr: 1.500e-02, eta: 16:25:32, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4844, top5_acc: 0.7651, loss_cls: 2.0401, loss: 2.0401, grad_norm: 4.7764 2021-03-31 18:41:02,996 - mmaction - INFO - Epoch [12][80/1760] lr: 1.500e-02, eta: 16:25:12, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.4708, top5_acc: 0.7542, loss_cls: 2.1079, loss: 2.1079, grad_norm: 4.8128 2021-03-31 18:41:19,365 - mmaction - INFO - Epoch [12][100/1760] lr: 1.500e-02, eta: 16:24:51, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4922, top5_acc: 0.7557, loss_cls: 2.0377, loss: 2.0377, grad_norm: 4.8457 2021-03-31 18:41:35,766 - mmaction - INFO - Epoch [12][120/1760] lr: 1.500e-02, eta: 16:24:31, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.4802, top5_acc: 0.7547, loss_cls: 2.0796, loss: 2.0796, grad_norm: 4.8309 2021-03-31 18:41:52,132 - mmaction - INFO - Epoch [12][140/1760] lr: 1.500e-02, eta: 16:24:11, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4781, top5_acc: 0.7578, loss_cls: 2.0760, loss: 2.0760, grad_norm: 4.9053 2021-03-31 18:42:08,540 - mmaction - INFO - Epoch [12][160/1760] lr: 1.500e-02, eta: 16:23:51, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.4714, top5_acc: 0.7510, loss_cls: 2.1364, loss: 2.1364, grad_norm: 4.8151 2021-03-31 18:42:24,938 - mmaction - INFO - Epoch [12][180/1760] lr: 1.500e-02, eta: 16:23:30, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4958, top5_acc: 0.7677, loss_cls: 2.0279, loss: 2.0279, grad_norm: 4.8555 2021-03-31 18:42:41,302 - mmaction - INFO - Epoch [12][200/1760] lr: 1.500e-02, eta: 16:23:10, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4875, top5_acc: 0.7708, loss_cls: 2.0161, loss: 2.0161, grad_norm: 4.9267 2021-03-31 18:42:57,663 - mmaction - INFO - Epoch [12][220/1760] lr: 1.500e-02, eta: 16:22:50, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4734, top5_acc: 0.7333, loss_cls: 2.1601, loss: 2.1601, grad_norm: 4.7389 2021-03-31 18:43:13,978 - mmaction - INFO - Epoch [12][240/1760] lr: 1.500e-02, eta: 16:22:29, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4859, top5_acc: 0.7625, loss_cls: 2.0696, loss: 2.0696, grad_norm: 4.7391 2021-03-31 18:43:30,265 - mmaction - INFO - Epoch [12][260/1760] lr: 1.500e-02, eta: 16:22:09, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.4745, top5_acc: 0.7609, loss_cls: 2.1115, loss: 2.1115, grad_norm: 4.8009 2021-03-31 18:43:46,562 - mmaction - INFO - Epoch [12][280/1760] lr: 1.500e-02, eta: 16:21:48, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4786, top5_acc: 0.7755, loss_cls: 2.0481, loss: 2.0481, grad_norm: 4.9062 2021-03-31 18:44:02,867 - mmaction - INFO - Epoch [12][300/1760] lr: 1.500e-02, eta: 16:21:28, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4833, top5_acc: 0.7536, loss_cls: 2.0704, loss: 2.0704, grad_norm: 4.8150 2021-03-31 18:44:19,204 - mmaction - INFO - Epoch [12][320/1760] lr: 1.500e-02, eta: 16:21:07, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4766, top5_acc: 0.7630, loss_cls: 2.0688, loss: 2.0688, grad_norm: 4.8486 2021-03-31 18:44:35,517 - mmaction - INFO - Epoch [12][340/1760] lr: 1.500e-02, eta: 16:20:47, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4719, top5_acc: 0.7474, loss_cls: 2.1063, loss: 2.1063, grad_norm: 4.8901 2021-03-31 18:44:51,800 - mmaction - INFO - Epoch [12][360/1760] lr: 1.500e-02, eta: 16:20:27, time: 0.813, data_time: 0.002, memory: 10390, top1_acc: 0.4911, top5_acc: 0.7682, loss_cls: 2.0590, loss: 2.0590, grad_norm: 4.6738 2021-03-31 18:45:08,153 - mmaction - INFO - Epoch [12][380/1760] lr: 1.500e-02, eta: 16:20:06, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4620, top5_acc: 0.7505, loss_cls: 2.1035, loss: 2.1035, grad_norm: 4.9870 2021-03-31 18:45:24,429 - mmaction - INFO - Epoch [12][400/1760] lr: 1.500e-02, eta: 16:19:46, time: 0.814, data_time: 0.001, memory: 10390, top1_acc: 0.4823, top5_acc: 0.7526, loss_cls: 2.1149, loss: 2.1149, grad_norm: 4.8220 2021-03-31 18:45:40,784 - mmaction - INFO - Epoch [12][420/1760] lr: 1.500e-02, eta: 16:19:25, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4724, top5_acc: 0.7578, loss_cls: 2.1319, loss: 2.1319, grad_norm: 4.8240 2021-03-31 18:45:57,138 - mmaction - INFO - Epoch [12][440/1760] lr: 1.500e-02, eta: 16:19:05, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5016, top5_acc: 0.7865, loss_cls: 2.0091, loss: 2.0091, grad_norm: 4.9589 2021-03-31 18:46:13,478 - mmaction - INFO - Epoch [12][460/1760] lr: 1.500e-02, eta: 16:18:45, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4818, top5_acc: 0.7526, loss_cls: 2.1084, loss: 2.1084, grad_norm: 4.9622 2021-03-31 18:46:29,827 - mmaction - INFO - Epoch [12][480/1760] lr: 1.500e-02, eta: 16:18:25, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4771, top5_acc: 0.7698, loss_cls: 2.0569, loss: 2.0569, grad_norm: 4.7280 2021-03-31 18:46:46,146 - mmaction - INFO - Epoch [12][500/1760] lr: 1.500e-02, eta: 16:18:04, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4776, top5_acc: 0.7682, loss_cls: 2.0522, loss: 2.0522, grad_norm: 4.9561 2021-03-31 18:47:02,472 - mmaction - INFO - Epoch [12][520/1760] lr: 1.500e-02, eta: 16:17:44, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4922, top5_acc: 0.7495, loss_cls: 2.1141, loss: 2.1141, grad_norm: 4.7646 2021-03-31 18:47:18,808 - mmaction - INFO - Epoch [12][540/1760] lr: 1.500e-02, eta: 16:17:24, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4911, top5_acc: 0.7615, loss_cls: 2.0678, loss: 2.0678, grad_norm: 4.8305 2021-03-31 18:47:35,148 - mmaction - INFO - Epoch [12][560/1760] lr: 1.500e-02, eta: 16:17:04, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4984, top5_acc: 0.7505, loss_cls: 2.0527, loss: 2.0527, grad_norm: 4.7343 2021-03-31 18:47:51,493 - mmaction - INFO - Epoch [12][580/1760] lr: 1.500e-02, eta: 16:16:43, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4807, top5_acc: 0.7734, loss_cls: 2.0563, loss: 2.0563, grad_norm: 4.9755 2021-03-31 18:48:07,802 - mmaction - INFO - Epoch [12][600/1760] lr: 1.500e-02, eta: 16:16:23, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4568, top5_acc: 0.7354, loss_cls: 2.2076, loss: 2.2076, grad_norm: 4.7941 2021-03-31 18:48:24,115 - mmaction - INFO - Epoch [12][620/1760] lr: 1.500e-02, eta: 16:16:03, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.5094, top5_acc: 0.7615, loss_cls: 2.0476, loss: 2.0476, grad_norm: 4.6930 2021-03-31 18:48:40,488 - mmaction - INFO - Epoch [12][640/1760] lr: 1.500e-02, eta: 16:15:43, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4510, top5_acc: 0.7365, loss_cls: 2.1975, loss: 2.1975, grad_norm: 4.9337 2021-03-31 18:48:56,822 - mmaction - INFO - Epoch [12][660/1760] lr: 1.500e-02, eta: 16:15:22, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4875, top5_acc: 0.7578, loss_cls: 2.0679, loss: 2.0679, grad_norm: 4.9118 2021-03-31 18:49:13,118 - mmaction - INFO - Epoch [12][680/1760] lr: 1.500e-02, eta: 16:15:02, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.4870, top5_acc: 0.7703, loss_cls: 2.0698, loss: 2.0698, grad_norm: 4.9036 2021-03-31 18:49:29,438 - mmaction - INFO - Epoch [12][700/1760] lr: 1.500e-02, eta: 16:14:42, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4682, top5_acc: 0.7438, loss_cls: 2.1605, loss: 2.1605, grad_norm: 4.7955 2021-03-31 18:49:45,815 - mmaction - INFO - Epoch [12][720/1760] lr: 1.500e-02, eta: 16:14:22, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4792, top5_acc: 0.7484, loss_cls: 2.1273, loss: 2.1273, grad_norm: 4.9061 2021-03-31 18:50:02,138 - mmaction - INFO - Epoch [12][740/1760] lr: 1.500e-02, eta: 16:14:02, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4917, top5_acc: 0.7495, loss_cls: 2.0866, loss: 2.0866, grad_norm: 4.7918 2021-03-31 18:50:18,508 - mmaction - INFO - Epoch [12][760/1760] lr: 1.500e-02, eta: 16:13:41, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4688, top5_acc: 0.7484, loss_cls: 2.1665, loss: 2.1665, grad_norm: 4.7491 2021-03-31 18:50:34,914 - mmaction - INFO - Epoch [12][780/1760] lr: 1.500e-02, eta: 16:13:22, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.5099, top5_acc: 0.7781, loss_cls: 1.9917, loss: 1.9917, grad_norm: 4.7797 2021-03-31 18:50:51,219 - mmaction - INFO - Epoch [12][800/1760] lr: 1.500e-02, eta: 16:13:01, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4802, top5_acc: 0.7583, loss_cls: 2.0913, loss: 2.0913, grad_norm: 4.9362 2021-03-31 18:51:07,580 - mmaction - INFO - Epoch [12][820/1760] lr: 1.500e-02, eta: 16:12:41, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4651, top5_acc: 0.7531, loss_cls: 2.1130, loss: 2.1130, grad_norm: 4.9025 2021-03-31 18:51:23,935 - mmaction - INFO - Epoch [12][840/1760] lr: 1.500e-02, eta: 16:12:21, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4547, top5_acc: 0.7375, loss_cls: 2.1881, loss: 2.1881, grad_norm: 4.8466 2021-03-31 18:51:40,274 - mmaction - INFO - Epoch [12][860/1760] lr: 1.500e-02, eta: 16:12:01, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4781, top5_acc: 0.7594, loss_cls: 2.0726, loss: 2.0726, grad_norm: 4.7918 2021-03-31 18:51:56,775 - mmaction - INFO - Epoch [12][880/1760] lr: 1.500e-02, eta: 16:11:41, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.4661, top5_acc: 0.7531, loss_cls: 2.1117, loss: 2.1117, grad_norm: 4.9052 2021-03-31 18:52:13,220 - mmaction - INFO - Epoch [12][900/1760] lr: 1.500e-02, eta: 16:11:22, time: 0.823, data_time: 0.002, memory: 10390, top1_acc: 0.4854, top5_acc: 0.7526, loss_cls: 2.0969, loss: 2.0969, grad_norm: 4.9212 2021-03-31 18:52:29,565 - mmaction - INFO - Epoch [12][920/1760] lr: 1.500e-02, eta: 16:11:02, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4828, top5_acc: 0.7542, loss_cls: 2.1035, loss: 2.1035, grad_norm: 4.7432 2021-03-31 18:52:45,959 - mmaction - INFO - Epoch [12][940/1760] lr: 1.500e-02, eta: 16:10:42, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4708, top5_acc: 0.7385, loss_cls: 2.1564, loss: 2.1564, grad_norm: 4.7711 2021-03-31 18:53:02,365 - mmaction - INFO - Epoch [12][960/1760] lr: 1.500e-02, eta: 16:10:22, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4839, top5_acc: 0.7661, loss_cls: 2.1091, loss: 2.1091, grad_norm: 4.8261 2021-03-31 18:53:18,738 - mmaction - INFO - Epoch [12][980/1760] lr: 1.500e-02, eta: 16:10:02, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4984, top5_acc: 0.7448, loss_cls: 2.0907, loss: 2.0907, grad_norm: 4.8122 2021-03-31 18:53:35,053 - mmaction - INFO - Epoch [12][1000/1760] lr: 1.500e-02, eta: 16:09:42, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4844, top5_acc: 0.7594, loss_cls: 2.0743, loss: 2.0743, grad_norm: 4.7156 2021-03-31 18:53:51,379 - mmaction - INFO - Epoch [12][1020/1760] lr: 1.500e-02, eta: 16:09:22, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4901, top5_acc: 0.7521, loss_cls: 2.0830, loss: 2.0830, grad_norm: 4.7852 2021-03-31 18:54:07,697 - mmaction - INFO - Epoch [12][1040/1760] lr: 1.500e-02, eta: 16:09:01, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4615, top5_acc: 0.7536, loss_cls: 2.1640, loss: 2.1640, grad_norm: 4.8772 2021-03-31 18:54:24,069 - mmaction - INFO - Epoch [12][1060/1760] lr: 1.500e-02, eta: 16:08:41, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4911, top5_acc: 0.7594, loss_cls: 2.0608, loss: 2.0608, grad_norm: 4.8215 2021-03-31 18:54:40,479 - mmaction - INFO - Epoch [12][1080/1760] lr: 1.500e-02, eta: 16:08:22, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4995, top5_acc: 0.7583, loss_cls: 2.0399, loss: 2.0399, grad_norm: 4.9714 2021-03-31 18:54:56,866 - mmaction - INFO - Epoch [12][1100/1760] lr: 1.500e-02, eta: 16:08:02, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.5073, top5_acc: 0.7740, loss_cls: 1.9850, loss: 1.9850, grad_norm: 4.7959 2021-03-31 18:55:13,226 - mmaction - INFO - Epoch [12][1120/1760] lr: 1.500e-02, eta: 16:07:42, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4693, top5_acc: 0.7562, loss_cls: 2.0954, loss: 2.0954, grad_norm: 4.9843 2021-03-31 18:55:29,520 - mmaction - INFO - Epoch [12][1140/1760] lr: 1.500e-02, eta: 16:07:22, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.4823, top5_acc: 0.7578, loss_cls: 2.0954, loss: 2.0954, grad_norm: 4.9684 2021-03-31 18:55:45,877 - mmaction - INFO - Epoch [12][1160/1760] lr: 1.500e-02, eta: 16:07:02, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4885, top5_acc: 0.7594, loss_cls: 2.0567, loss: 2.0567, grad_norm: 4.6375 2021-03-31 18:56:02,203 - mmaction - INFO - Epoch [12][1180/1760] lr: 1.500e-02, eta: 16:06:42, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4844, top5_acc: 0.7536, loss_cls: 2.1102, loss: 2.1102, grad_norm: 4.7975 2021-03-31 18:56:18,600 - mmaction - INFO - Epoch [12][1200/1760] lr: 1.500e-02, eta: 16:06:22, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4906, top5_acc: 0.7703, loss_cls: 2.0256, loss: 2.0256, grad_norm: 4.7872 2021-03-31 18:56:34,946 - mmaction - INFO - Epoch [12][1220/1760] lr: 1.500e-02, eta: 16:06:02, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4984, top5_acc: 0.7599, loss_cls: 2.0702, loss: 2.0702, grad_norm: 4.8050 2021-03-31 18:56:51,242 - mmaction - INFO - Epoch [12][1240/1760] lr: 1.500e-02, eta: 16:05:42, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.4833, top5_acc: 0.7536, loss_cls: 2.1364, loss: 2.1364, grad_norm: 4.9418 2021-03-31 18:57:07,584 - mmaction - INFO - Epoch [12][1260/1760] lr: 1.500e-02, eta: 16:05:22, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4932, top5_acc: 0.7745, loss_cls: 2.0338, loss: 2.0338, grad_norm: 4.6807 2021-03-31 18:57:23,967 - mmaction - INFO - Epoch [12][1280/1760] lr: 1.500e-02, eta: 16:05:02, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4849, top5_acc: 0.7422, loss_cls: 2.0975, loss: 2.0975, grad_norm: 4.6462 2021-03-31 18:57:40,355 - mmaction - INFO - Epoch [12][1300/1760] lr: 1.500e-02, eta: 16:04:42, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4818, top5_acc: 0.7661, loss_cls: 2.0459, loss: 2.0459, grad_norm: 4.8339 2021-03-31 18:57:56,732 - mmaction - INFO - Epoch [12][1320/1760] lr: 1.500e-02, eta: 16:04:22, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4719, top5_acc: 0.7406, loss_cls: 2.1523, loss: 2.1523, grad_norm: 5.0548 2021-03-31 18:58:13,066 - mmaction - INFO - Epoch [12][1340/1760] lr: 1.500e-02, eta: 16:04:02, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4714, top5_acc: 0.7578, loss_cls: 2.0963, loss: 2.0963, grad_norm: 5.1789 2021-03-31 18:58:29,426 - mmaction - INFO - Epoch [12][1360/1760] lr: 1.500e-02, eta: 16:03:42, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4906, top5_acc: 0.7568, loss_cls: 2.0910, loss: 2.0910, grad_norm: 4.7331 2021-03-31 18:58:45,822 - mmaction - INFO - Epoch [12][1380/1760] lr: 1.500e-02, eta: 16:03:23, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.4802, top5_acc: 0.7609, loss_cls: 2.1257, loss: 2.1257, grad_norm: 4.9306 2021-03-31 18:59:02,229 - mmaction - INFO - Epoch [12][1400/1760] lr: 1.500e-02, eta: 16:03:03, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4828, top5_acc: 0.7479, loss_cls: 2.1163, loss: 2.1163, grad_norm: 4.9344 2021-03-31 18:59:18,582 - mmaction - INFO - Epoch [12][1420/1760] lr: 1.500e-02, eta: 16:02:43, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4818, top5_acc: 0.7589, loss_cls: 2.0987, loss: 2.0987, grad_norm: 4.6636 2021-03-31 18:59:34,972 - mmaction - INFO - Epoch [12][1440/1760] lr: 1.500e-02, eta: 16:02:23, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4688, top5_acc: 0.7365, loss_cls: 2.1388, loss: 2.1388, grad_norm: 4.9442 2021-03-31 18:59:51,357 - mmaction - INFO - Epoch [12][1460/1760] lr: 1.500e-02, eta: 16:02:03, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4911, top5_acc: 0.7557, loss_cls: 2.0807, loss: 2.0807, grad_norm: 4.8581 2021-03-31 19:00:07,724 - mmaction - INFO - Epoch [12][1480/1760] lr: 1.500e-02, eta: 16:01:44, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4688, top5_acc: 0.7510, loss_cls: 2.1394, loss: 2.1394, grad_norm: 4.7863 2021-03-31 19:00:24,130 - mmaction - INFO - Epoch [12][1500/1760] lr: 1.500e-02, eta: 16:01:24, time: 0.820, data_time: 0.000, memory: 10390, top1_acc: 0.4818, top5_acc: 0.7568, loss_cls: 2.1233, loss: 2.1233, grad_norm: 4.6579 2021-03-31 19:00:40,541 - mmaction - INFO - Epoch [12][1520/1760] lr: 1.500e-02, eta: 16:01:04, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4755, top5_acc: 0.7542, loss_cls: 2.1285, loss: 2.1285, grad_norm: 4.7586 2021-03-31 19:00:56,959 - mmaction - INFO - Epoch [12][1540/1760] lr: 1.500e-02, eta: 16:00:45, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.4922, top5_acc: 0.7536, loss_cls: 2.1051, loss: 2.1051, grad_norm: 4.8620 2021-03-31 19:01:13,265 - mmaction - INFO - Epoch [12][1560/1760] lr: 1.500e-02, eta: 16:00:25, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4875, top5_acc: 0.7573, loss_cls: 2.0728, loss: 2.0728, grad_norm: 4.7518 2021-03-31 19:01:29,679 - mmaction - INFO - Epoch [12][1580/1760] lr: 1.500e-02, eta: 16:00:05, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.4839, top5_acc: 0.7568, loss_cls: 2.0913, loss: 2.0913, grad_norm: 4.8640 2021-03-31 19:01:46,050 - mmaction - INFO - Epoch [12][1600/1760] lr: 1.500e-02, eta: 15:59:45, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4479, top5_acc: 0.7401, loss_cls: 2.2133, loss: 2.2133, grad_norm: 5.0159 2021-03-31 19:02:02,368 - mmaction - INFO - Epoch [12][1620/1760] lr: 1.500e-02, eta: 15:59:25, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4911, top5_acc: 0.7547, loss_cls: 2.0871, loss: 2.0871, grad_norm: 4.7743 2021-03-31 19:02:18,820 - mmaction - INFO - Epoch [12][1640/1760] lr: 1.500e-02, eta: 15:59:06, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.4776, top5_acc: 0.7490, loss_cls: 2.1428, loss: 2.1428, grad_norm: 4.7785 2021-03-31 19:02:35,186 - mmaction - INFO - Epoch [12][1660/1760] lr: 1.500e-02, eta: 15:58:46, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4839, top5_acc: 0.7536, loss_cls: 2.1366, loss: 2.1366, grad_norm: 4.9070 2021-03-31 19:02:51,590 - mmaction - INFO - Epoch [12][1680/1760] lr: 1.500e-02, eta: 15:58:26, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4885, top5_acc: 0.7615, loss_cls: 2.0687, loss: 2.0687, grad_norm: 4.9509 2021-03-31 19:03:07,917 - mmaction - INFO - Epoch [12][1700/1760] lr: 1.500e-02, eta: 15:58:07, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4932, top5_acc: 0.7448, loss_cls: 2.0675, loss: 2.0675, grad_norm: 4.7387 2021-03-31 19:03:24,271 - mmaction - INFO - Epoch [12][1720/1760] lr: 1.500e-02, eta: 15:57:47, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4828, top5_acc: 0.7474, loss_cls: 2.1092, loss: 2.1092, grad_norm: 4.8231 2021-03-31 19:03:40,632 - mmaction - INFO - Epoch [12][1740/1760] lr: 1.500e-02, eta: 15:57:27, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4813, top5_acc: 0.7385, loss_cls: 2.1357, loss: 2.1357, grad_norm: 4.7084 2021-03-31 19:03:56,742 - mmaction - INFO - Epoch [12][1760/1760] lr: 1.500e-02, eta: 15:57:06, time: 0.805, data_time: 0.002, memory: 10390, top1_acc: 0.4767, top5_acc: 0.7712, loss_cls: 2.0667, loss: 2.0667, grad_norm: 4.7797 2021-03-31 19:03:58,854 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-03-31 19:08:10,533 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-31 19:08:10,869 - mmaction - INFO - top1_acc 0.4527 top5_acc 0.7449 2021-03-31 19:08:10,869 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-31 19:08:10,892 - mmaction - INFO - mean_acc 0.3879 2021-03-31 19:08:11,974 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. 2021-03-31 19:08:11,975 - mmaction - INFO - Best top1_acc is 0.4527 at 12 epoch. 2021-03-31 19:08:11,995 - mmaction - INFO - Epoch(val) [12][1760] top1_acc: 0.4527, top5_acc: 0.7449, mean_class_accuracy: 0.3879 2021-03-31 19:09:46,383 - mmaction - INFO - Epoch [13][20/1760] lr: 1.500e-02, eta: 16:00:53, time: 4.718, data_time: 3.883, memory: 10390, top1_acc: 0.4870, top5_acc: 0.7802, loss_cls: 1.9679, loss: 1.9679, grad_norm: 4.8632 2021-03-31 19:10:03,301 - mmaction - INFO - Epoch [13][40/1760] lr: 1.500e-02, eta: 16:00:35, time: 0.844, data_time: 0.004, memory: 10390, top1_acc: 0.5089, top5_acc: 0.7937, loss_cls: 1.9281, loss: 1.9281, grad_norm: 4.8072 2021-03-31 19:10:19,460 - mmaction - INFO - Epoch [13][60/1760] lr: 1.500e-02, eta: 16:00:14, time: 0.809, data_time: 0.005, memory: 10390, top1_acc: 0.4969, top5_acc: 0.7656, loss_cls: 2.0386, loss: 2.0386, grad_norm: 4.7828 2021-03-31 19:10:35,617 - mmaction - INFO - Epoch [13][80/1760] lr: 1.500e-02, eta: 15:59:54, time: 0.808, data_time: 0.001, memory: 10390, top1_acc: 0.4818, top5_acc: 0.7495, loss_cls: 2.1110, loss: 2.1110, grad_norm: 4.9002 2021-03-31 19:10:51,915 - mmaction - INFO - Epoch [13][100/1760] lr: 1.500e-02, eta: 15:59:33, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.4792, top5_acc: 0.7630, loss_cls: 2.0874, loss: 2.0874, grad_norm: 4.7297 2021-03-31 19:11:08,295 - mmaction - INFO - Epoch [13][120/1760] lr: 1.500e-02, eta: 15:59:14, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4938, top5_acc: 0.7667, loss_cls: 2.0410, loss: 2.0410, grad_norm: 4.9186 2021-03-31 19:11:24,610 - mmaction - INFO - Epoch [13][140/1760] lr: 1.500e-02, eta: 15:58:53, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4661, top5_acc: 0.7464, loss_cls: 2.1390, loss: 2.1390, grad_norm: 4.7971 2021-03-31 19:11:40,928 - mmaction - INFO - Epoch [13][160/1760] lr: 1.500e-02, eta: 15:58:33, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.5052, top5_acc: 0.7557, loss_cls: 2.0683, loss: 2.0683, grad_norm: 4.7845 2021-03-31 19:11:57,251 - mmaction - INFO - Epoch [13][180/1760] lr: 1.500e-02, eta: 15:58:13, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4849, top5_acc: 0.7589, loss_cls: 2.0743, loss: 2.0743, grad_norm: 5.0329 2021-03-31 19:12:13,532 - mmaction - INFO - Epoch [13][200/1760] lr: 1.500e-02, eta: 15:57:53, time: 0.814, data_time: 0.001, memory: 10390, top1_acc: 0.4745, top5_acc: 0.7464, loss_cls: 2.1285, loss: 2.1285, grad_norm: 4.8126 2021-03-31 19:12:29,964 - mmaction - INFO - Epoch [13][220/1760] lr: 1.500e-02, eta: 15:57:33, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.4953, top5_acc: 0.7464, loss_cls: 2.0929, loss: 2.0929, grad_norm: 4.9226 2021-03-31 19:12:46,282 - mmaction - INFO - Epoch [13][240/1760] lr: 1.500e-02, eta: 15:57:13, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4844, top5_acc: 0.7641, loss_cls: 2.0829, loss: 2.0829, grad_norm: 4.7766 2021-03-31 19:13:02,664 - mmaction - INFO - Epoch [13][260/1760] lr: 1.500e-02, eta: 15:56:53, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4906, top5_acc: 0.7760, loss_cls: 2.0238, loss: 2.0238, grad_norm: 4.7166 2021-03-31 19:13:18,980 - mmaction - INFO - Epoch [13][280/1760] lr: 1.500e-02, eta: 15:56:33, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4958, top5_acc: 0.7620, loss_cls: 2.0293, loss: 2.0293, grad_norm: 4.7457 2021-03-31 19:13:35,380 - mmaction - INFO - Epoch [13][300/1760] lr: 1.500e-02, eta: 15:56:13, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4885, top5_acc: 0.7604, loss_cls: 2.0280, loss: 2.0280, grad_norm: 4.8401 2021-03-31 19:13:51,732 - mmaction - INFO - Epoch [13][320/1760] lr: 1.500e-02, eta: 15:55:53, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4745, top5_acc: 0.7510, loss_cls: 2.1332, loss: 2.1332, grad_norm: 5.0240 2021-03-31 19:14:08,103 - mmaction - INFO - Epoch [13][340/1760] lr: 1.500e-02, eta: 15:55:33, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5000, top5_acc: 0.7740, loss_cls: 2.0084, loss: 2.0084, grad_norm: 4.9112 2021-03-31 19:14:24,462 - mmaction - INFO - Epoch [13][360/1760] lr: 1.500e-02, eta: 15:55:13, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4839, top5_acc: 0.7635, loss_cls: 2.0752, loss: 2.0752, grad_norm: 4.9241 2021-03-31 19:14:40,818 - mmaction - INFO - Epoch [13][380/1760] lr: 1.500e-02, eta: 15:54:53, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4661, top5_acc: 0.7484, loss_cls: 2.1509, loss: 2.1509, grad_norm: 4.9615 2021-03-31 19:14:57,173 - mmaction - INFO - Epoch [13][400/1760] lr: 1.500e-02, eta: 15:54:34, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5052, top5_acc: 0.7667, loss_cls: 2.0232, loss: 2.0232, grad_norm: 4.7262 2021-03-31 19:15:13,638 - mmaction - INFO - Epoch [13][420/1760] lr: 1.500e-02, eta: 15:54:14, time: 0.823, data_time: 0.002, memory: 10390, top1_acc: 0.5219, top5_acc: 0.7797, loss_cls: 1.9222, loss: 1.9222, grad_norm: 4.7241 2021-03-31 19:15:29,953 - mmaction - INFO - Epoch [13][440/1760] lr: 1.500e-02, eta: 15:53:54, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4797, top5_acc: 0.7510, loss_cls: 2.1540, loss: 2.1540, grad_norm: 4.8816 2021-03-31 19:15:46,376 - mmaction - INFO - Epoch [13][460/1760] lr: 1.500e-02, eta: 15:53:34, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.4922, top5_acc: 0.7714, loss_cls: 2.0351, loss: 2.0351, grad_norm: 4.9108 2021-03-31 19:16:02,710 - mmaction - INFO - Epoch [13][480/1760] lr: 1.500e-02, eta: 15:53:14, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4974, top5_acc: 0.7729, loss_cls: 2.0140, loss: 2.0140, grad_norm: 4.9036 2021-03-31 19:16:19,130 - mmaction - INFO - Epoch [13][500/1760] lr: 1.500e-02, eta: 15:52:54, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4854, top5_acc: 0.7578, loss_cls: 2.0787, loss: 2.0787, grad_norm: 4.8803 2021-03-31 19:16:35,473 - mmaction - INFO - Epoch [13][520/1760] lr: 1.500e-02, eta: 15:52:35, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4891, top5_acc: 0.7583, loss_cls: 2.0937, loss: 2.0937, grad_norm: 4.8823 2021-03-31 19:16:51,808 - mmaction - INFO - Epoch [13][540/1760] lr: 1.500e-02, eta: 15:52:15, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4927, top5_acc: 0.7677, loss_cls: 1.9946, loss: 1.9946, grad_norm: 4.8198 2021-03-31 19:17:08,144 - mmaction - INFO - Epoch [13][560/1760] lr: 1.500e-02, eta: 15:51:55, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4870, top5_acc: 0.7641, loss_cls: 2.0266, loss: 2.0266, grad_norm: 4.8486 2021-03-31 19:17:24,506 - mmaction - INFO - Epoch [13][580/1760] lr: 1.500e-02, eta: 15:51:35, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4734, top5_acc: 0.7516, loss_cls: 2.1764, loss: 2.1764, grad_norm: 4.8697 2021-03-31 19:17:40,864 - mmaction - INFO - Epoch [13][600/1760] lr: 1.500e-02, eta: 15:51:15, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4818, top5_acc: 0.7547, loss_cls: 2.0627, loss: 2.0627, grad_norm: 4.8174 2021-03-31 19:17:57,202 - mmaction - INFO - Epoch [13][620/1760] lr: 1.500e-02, eta: 15:50:55, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4979, top5_acc: 0.7693, loss_cls: 1.9949, loss: 1.9949, grad_norm: 4.6153 2021-03-31 19:18:13,573 - mmaction - INFO - Epoch [13][640/1760] lr: 1.500e-02, eta: 15:50:35, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4797, top5_acc: 0.7547, loss_cls: 2.1097, loss: 2.1097, grad_norm: 4.8189 2021-03-31 19:18:29,912 - mmaction - INFO - Epoch [13][660/1760] lr: 1.500e-02, eta: 15:50:15, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5104, top5_acc: 0.7776, loss_cls: 2.0088, loss: 2.0088, grad_norm: 4.9356 2021-03-31 19:18:46,267 - mmaction - INFO - Epoch [13][680/1760] lr: 1.500e-02, eta: 15:49:55, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4839, top5_acc: 0.7557, loss_cls: 2.0822, loss: 2.0822, grad_norm: 4.8227 2021-03-31 19:19:02,648 - mmaction - INFO - Epoch [13][700/1760] lr: 1.500e-02, eta: 15:49:36, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4953, top5_acc: 0.7708, loss_cls: 2.0012, loss: 2.0012, grad_norm: 4.7646 2021-03-31 19:19:18,999 - mmaction - INFO - Epoch [13][720/1760] lr: 1.500e-02, eta: 15:49:16, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4833, top5_acc: 0.7474, loss_cls: 2.1464, loss: 2.1464, grad_norm: 4.8141 2021-03-31 19:19:35,321 - mmaction - INFO - Epoch [13][740/1760] lr: 1.500e-02, eta: 15:48:56, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4922, top5_acc: 0.7547, loss_cls: 2.0511, loss: 2.0511, grad_norm: 4.7781 2021-03-31 19:19:51,688 - mmaction - INFO - Epoch [13][760/1760] lr: 1.500e-02, eta: 15:48:36, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4708, top5_acc: 0.7521, loss_cls: 2.1279, loss: 2.1279, grad_norm: 4.9916 2021-03-31 19:20:08,016 - mmaction - INFO - Epoch [13][780/1760] lr: 1.500e-02, eta: 15:48:16, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4786, top5_acc: 0.7573, loss_cls: 2.0895, loss: 2.0895, grad_norm: 4.8650 2021-03-31 19:20:24,359 - mmaction - INFO - Epoch [13][800/1760] lr: 1.500e-02, eta: 15:47:56, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4818, top5_acc: 0.7547, loss_cls: 2.0947, loss: 2.0947, grad_norm: 4.8945 2021-03-31 19:20:40,753 - mmaction - INFO - Epoch [13][820/1760] lr: 1.500e-02, eta: 15:47:37, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4979, top5_acc: 0.7609, loss_cls: 2.0434, loss: 2.0434, grad_norm: 4.8082 2021-03-31 19:20:57,134 - mmaction - INFO - Epoch [13][840/1760] lr: 1.500e-02, eta: 15:47:17, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4823, top5_acc: 0.7667, loss_cls: 2.0566, loss: 2.0566, grad_norm: 4.9452 2021-03-31 19:21:13,489 - mmaction - INFO - Epoch [13][860/1760] lr: 1.500e-02, eta: 15:46:57, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4729, top5_acc: 0.7521, loss_cls: 2.1493, loss: 2.1493, grad_norm: 4.9716 2021-03-31 19:21:29,847 - mmaction - INFO - Epoch [13][880/1760] lr: 1.500e-02, eta: 15:46:37, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4974, top5_acc: 0.7755, loss_cls: 2.0288, loss: 2.0288, grad_norm: 4.7621 2021-03-31 19:21:46,197 - mmaction - INFO - Epoch [13][900/1760] lr: 1.500e-02, eta: 15:46:18, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5005, top5_acc: 0.7693, loss_cls: 2.0429, loss: 2.0429, grad_norm: 4.7608 2021-03-31 19:22:02,534 - mmaction - INFO - Epoch [13][920/1760] lr: 1.500e-02, eta: 15:45:58, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4797, top5_acc: 0.7516, loss_cls: 2.1272, loss: 2.1272, grad_norm: 4.8759 2021-03-31 19:22:18,933 - mmaction - INFO - Epoch [13][940/1760] lr: 1.500e-02, eta: 15:45:38, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4641, top5_acc: 0.7438, loss_cls: 2.1626, loss: 2.1626, grad_norm: 4.9220 2021-03-31 19:22:35,299 - mmaction - INFO - Epoch [13][960/1760] lr: 1.500e-02, eta: 15:45:18, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4922, top5_acc: 0.7661, loss_cls: 2.0199, loss: 2.0199, grad_norm: 4.6656 2021-03-31 19:22:51,668 - mmaction - INFO - Epoch [13][980/1760] lr: 1.500e-02, eta: 15:44:59, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5021, top5_acc: 0.7667, loss_cls: 2.0365, loss: 2.0365, grad_norm: 4.6729 2021-03-31 19:23:08,015 - mmaction - INFO - Epoch [13][1000/1760] lr: 1.500e-02, eta: 15:44:39, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4891, top5_acc: 0.7531, loss_cls: 2.0542, loss: 2.0542, grad_norm: 4.9315 2021-03-31 19:23:24,398 - mmaction - INFO - Epoch [13][1020/1760] lr: 1.500e-02, eta: 15:44:19, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4714, top5_acc: 0.7385, loss_cls: 2.1240, loss: 2.1240, grad_norm: 4.9139 2021-03-31 19:23:40,748 - mmaction - INFO - Epoch [13][1040/1760] lr: 1.500e-02, eta: 15:44:00, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4854, top5_acc: 0.7583, loss_cls: 2.0874, loss: 2.0874, grad_norm: 4.8856 2021-03-31 19:23:57,135 - mmaction - INFO - Epoch [13][1060/1760] lr: 1.500e-02, eta: 15:43:40, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5078, top5_acc: 0.7729, loss_cls: 2.0061, loss: 2.0061, grad_norm: 4.7410 2021-03-31 19:24:13,527 - mmaction - INFO - Epoch [13][1080/1760] lr: 1.500e-02, eta: 15:43:20, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4792, top5_acc: 0.7516, loss_cls: 2.1025, loss: 2.1025, grad_norm: 4.9577 2021-03-31 19:24:29,935 - mmaction - INFO - Epoch [13][1100/1760] lr: 1.500e-02, eta: 15:43:01, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4974, top5_acc: 0.7646, loss_cls: 2.0675, loss: 2.0675, grad_norm: 4.8382 2021-03-31 19:24:46,288 - mmaction - INFO - Epoch [13][1120/1760] lr: 1.500e-02, eta: 15:42:41, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4859, top5_acc: 0.7495, loss_cls: 2.1030, loss: 2.1030, grad_norm: 4.8480 2021-03-31 19:25:02,599 - mmaction - INFO - Epoch [13][1140/1760] lr: 1.500e-02, eta: 15:42:21, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4792, top5_acc: 0.7391, loss_cls: 2.1429, loss: 2.1429, grad_norm: 4.8226 2021-03-31 19:25:18,953 - mmaction - INFO - Epoch [13][1160/1760] lr: 1.500e-02, eta: 15:42:01, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4911, top5_acc: 0.7688, loss_cls: 2.0349, loss: 2.0349, grad_norm: 4.8222 2021-03-31 19:25:35,259 - mmaction - INFO - Epoch [13][1180/1760] lr: 1.500e-02, eta: 15:41:42, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4604, top5_acc: 0.7484, loss_cls: 2.1592, loss: 2.1592, grad_norm: 4.9443 2021-03-31 19:25:51,636 - mmaction - INFO - Epoch [13][1200/1760] lr: 1.500e-02, eta: 15:41:22, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4964, top5_acc: 0.7714, loss_cls: 2.0225, loss: 2.0225, grad_norm: 4.8613 2021-03-31 19:26:08,035 - mmaction - INFO - Epoch [13][1220/1760] lr: 1.500e-02, eta: 15:41:02, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5062, top5_acc: 0.7547, loss_cls: 2.0569, loss: 2.0569, grad_norm: 4.7634 2021-03-31 19:26:24,381 - mmaction - INFO - Epoch [13][1240/1760] lr: 1.500e-02, eta: 15:40:43, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.5120, top5_acc: 0.7708, loss_cls: 2.0095, loss: 2.0095, grad_norm: 4.6929 2021-03-31 19:26:40,778 - mmaction - INFO - Epoch [13][1260/1760] lr: 1.500e-02, eta: 15:40:23, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4906, top5_acc: 0.7672, loss_cls: 2.0242, loss: 2.0242, grad_norm: 4.7878 2021-03-31 19:26:57,143 - mmaction - INFO - Epoch [13][1280/1760] lr: 1.500e-02, eta: 15:40:04, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4891, top5_acc: 0.7719, loss_cls: 2.0214, loss: 2.0214, grad_norm: 4.7612 2021-03-31 19:27:13,560 - mmaction - INFO - Epoch [13][1300/1760] lr: 1.500e-02, eta: 15:39:44, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4969, top5_acc: 0.7609, loss_cls: 2.0564, loss: 2.0564, grad_norm: 4.8087 2021-03-31 19:27:29,903 - mmaction - INFO - Epoch [13][1320/1760] lr: 1.500e-02, eta: 15:39:24, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4839, top5_acc: 0.7682, loss_cls: 2.0557, loss: 2.0557, grad_norm: 5.0239 2021-03-31 19:27:46,251 - mmaction - INFO - Epoch [13][1340/1760] lr: 1.500e-02, eta: 15:39:05, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4745, top5_acc: 0.7682, loss_cls: 2.0692, loss: 2.0692, grad_norm: 4.9494 2021-03-31 19:28:02,546 - mmaction - INFO - Epoch [13][1360/1760] lr: 1.500e-02, eta: 15:38:45, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5078, top5_acc: 0.7615, loss_cls: 1.9981, loss: 1.9981, grad_norm: 4.8069 2021-03-31 19:28:18,894 - mmaction - INFO - Epoch [13][1380/1760] lr: 1.500e-02, eta: 15:38:25, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4880, top5_acc: 0.7526, loss_cls: 2.0727, loss: 2.0727, grad_norm: 4.8406 2021-03-31 19:28:35,270 - mmaction - INFO - Epoch [13][1400/1760] lr: 1.500e-02, eta: 15:38:06, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4688, top5_acc: 0.7531, loss_cls: 2.1352, loss: 2.1352, grad_norm: 4.9064 2021-03-31 19:28:51,668 - mmaction - INFO - Epoch [13][1420/1760] lr: 1.500e-02, eta: 15:37:46, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4953, top5_acc: 0.7589, loss_cls: 2.0644, loss: 2.0644, grad_norm: 4.8507 2021-03-31 19:29:08,047 - mmaction - INFO - Epoch [13][1440/1760] lr: 1.500e-02, eta: 15:37:27, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4901, top5_acc: 0.7505, loss_cls: 2.1171, loss: 2.1171, grad_norm: 4.8515 2021-03-31 19:29:24,379 - mmaction - INFO - Epoch [13][1460/1760] lr: 1.500e-02, eta: 15:37:07, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4932, top5_acc: 0.7562, loss_cls: 2.0400, loss: 2.0400, grad_norm: 4.7939 2021-03-31 19:29:40,789 - mmaction - INFO - Epoch [13][1480/1760] lr: 1.500e-02, eta: 15:36:48, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.4849, top5_acc: 0.7589, loss_cls: 2.1171, loss: 2.1171, grad_norm: 4.7932 2021-03-31 19:29:57,182 - mmaction - INFO - Epoch [13][1500/1760] lr: 1.500e-02, eta: 15:36:28, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4807, top5_acc: 0.7505, loss_cls: 2.1022, loss: 2.1022, grad_norm: 4.9013 2021-03-31 19:30:13,574 - mmaction - INFO - Epoch [13][1520/1760] lr: 1.500e-02, eta: 15:36:09, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.4818, top5_acc: 0.7651, loss_cls: 2.0494, loss: 2.0494, grad_norm: 4.8580 2021-03-31 19:30:29,959 - mmaction - INFO - Epoch [13][1540/1760] lr: 1.500e-02, eta: 15:35:49, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4776, top5_acc: 0.7667, loss_cls: 2.0498, loss: 2.0498, grad_norm: 4.8845 2021-03-31 19:30:46,275 - mmaction - INFO - Epoch [13][1560/1760] lr: 1.500e-02, eta: 15:35:29, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4865, top5_acc: 0.7562, loss_cls: 2.1009, loss: 2.1009, grad_norm: 4.7583 2021-03-31 19:31:02,583 - mmaction - INFO - Epoch [13][1580/1760] lr: 1.500e-02, eta: 15:35:10, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4839, top5_acc: 0.7594, loss_cls: 2.0930, loss: 2.0930, grad_norm: 4.8642 2021-03-31 19:31:18,990 - mmaction - INFO - Epoch [13][1600/1760] lr: 1.500e-02, eta: 15:34:50, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.4891, top5_acc: 0.7646, loss_cls: 2.0785, loss: 2.0785, grad_norm: 4.7273 2021-03-31 19:31:35,423 - mmaction - INFO - Epoch [13][1620/1760] lr: 1.500e-02, eta: 15:34:31, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.4750, top5_acc: 0.7276, loss_cls: 2.1461, loss: 2.1461, grad_norm: 4.6788 2021-03-31 19:31:51,753 - mmaction - INFO - Epoch [13][1640/1760] lr: 1.500e-02, eta: 15:34:11, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4589, top5_acc: 0.7469, loss_cls: 2.1612, loss: 2.1612, grad_norm: 4.9061 2021-03-31 19:32:08,143 - mmaction - INFO - Epoch [13][1660/1760] lr: 1.500e-02, eta: 15:33:52, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5016, top5_acc: 0.7615, loss_cls: 2.0252, loss: 2.0252, grad_norm: 4.6829 2021-03-31 19:32:24,517 - mmaction - INFO - Epoch [13][1680/1760] lr: 1.500e-02, eta: 15:33:32, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5016, top5_acc: 0.7635, loss_cls: 2.0407, loss: 2.0407, grad_norm: 4.8088 2021-03-31 19:32:40,885 - mmaction - INFO - Epoch [13][1700/1760] lr: 1.500e-02, eta: 15:33:13, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4854, top5_acc: 0.7583, loss_cls: 2.0626, loss: 2.0626, grad_norm: 4.8676 2021-03-31 19:32:57,208 - mmaction - INFO - Epoch [13][1720/1760] lr: 1.500e-02, eta: 15:32:53, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4990, top5_acc: 0.7589, loss_cls: 2.0594, loss: 2.0594, grad_norm: 4.8262 2021-03-31 19:33:13,553 - mmaction - INFO - Epoch [13][1740/1760] lr: 1.500e-02, eta: 15:32:34, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4891, top5_acc: 0.7552, loss_cls: 2.0393, loss: 2.0393, grad_norm: 4.7901 2021-03-31 19:33:29,718 - mmaction - INFO - Epoch [13][1760/1760] lr: 1.500e-02, eta: 15:32:14, time: 0.809, data_time: 0.002, memory: 10390, top1_acc: 0.4719, top5_acc: 0.7558, loss_cls: 2.1290, loss: 2.1290, grad_norm: 4.9732 2021-03-31 19:33:35,651 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-03-31 19:34:57,808 - mmaction - INFO - Epoch [14][20/1760] lr: 1.500e-02, eta: 15:34:59, time: 4.069, data_time: 3.253, memory: 10390, top1_acc: 0.5052, top5_acc: 0.7870, loss_cls: 1.9632, loss: 1.9632, grad_norm: 4.7441 2021-03-31 19:35:13,962 - mmaction - INFO - Epoch [14][40/1760] lr: 1.500e-02, eta: 15:34:39, time: 0.808, data_time: 0.003, memory: 10390, top1_acc: 0.5094, top5_acc: 0.7703, loss_cls: 1.9930, loss: 1.9930, grad_norm: 4.8176 2021-03-31 19:35:30,192 - mmaction - INFO - Epoch [14][60/1760] lr: 1.500e-02, eta: 15:34:18, time: 0.811, data_time: 0.002, memory: 10390, top1_acc: 0.4813, top5_acc: 0.7583, loss_cls: 2.0544, loss: 2.0544, grad_norm: 4.9067 2021-03-31 19:35:46,567 - mmaction - INFO - Epoch [14][80/1760] lr: 1.500e-02, eta: 15:33:59, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5021, top5_acc: 0.7703, loss_cls: 2.0155, loss: 2.0155, grad_norm: 4.7619 2021-03-31 19:36:02,979 - mmaction - INFO - Epoch [14][100/1760] lr: 1.500e-02, eta: 15:33:39, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.5167, top5_acc: 0.7818, loss_cls: 1.9449, loss: 1.9449, grad_norm: 4.7161 2021-03-31 19:36:19,343 - mmaction - INFO - Epoch [14][120/1760] lr: 1.500e-02, eta: 15:33:20, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5135, top5_acc: 0.7740, loss_cls: 1.9694, loss: 1.9694, grad_norm: 4.8365 2021-03-31 19:36:35,752 - mmaction - INFO - Epoch [14][140/1760] lr: 1.500e-02, eta: 15:33:00, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.5068, top5_acc: 0.7641, loss_cls: 2.0416, loss: 2.0416, grad_norm: 5.0110 2021-03-31 19:36:52,121 - mmaction - INFO - Epoch [14][160/1760] lr: 1.500e-02, eta: 15:32:40, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5141, top5_acc: 0.7828, loss_cls: 1.9457, loss: 1.9457, grad_norm: 4.7234 2021-03-31 19:37:08,522 - mmaction - INFO - Epoch [14][180/1760] lr: 1.500e-02, eta: 15:32:21, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5021, top5_acc: 0.7818, loss_cls: 2.0064, loss: 2.0064, grad_norm: 4.8976 2021-03-31 19:37:24,874 - mmaction - INFO - Epoch [14][200/1760] lr: 1.500e-02, eta: 15:32:01, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4990, top5_acc: 0.7729, loss_cls: 2.0188, loss: 2.0188, grad_norm: 4.8850 2021-03-31 19:37:41,276 - mmaction - INFO - Epoch [14][220/1760] lr: 1.500e-02, eta: 15:31:42, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.5089, top5_acc: 0.7682, loss_cls: 2.0227, loss: 2.0227, grad_norm: 4.9627 2021-03-31 19:37:57,613 - mmaction - INFO - Epoch [14][240/1760] lr: 1.500e-02, eta: 15:31:22, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.5031, top5_acc: 0.7682, loss_cls: 2.0394, loss: 2.0394, grad_norm: 4.8126 2021-03-31 19:38:13,954 - mmaction - INFO - Epoch [14][260/1760] lr: 1.500e-02, eta: 15:31:02, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4719, top5_acc: 0.7510, loss_cls: 2.1018, loss: 2.1018, grad_norm: 5.0073 2021-03-31 19:38:30,316 - mmaction - INFO - Epoch [14][280/1760] lr: 1.500e-02, eta: 15:30:43, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4984, top5_acc: 0.7578, loss_cls: 2.0622, loss: 2.0622, grad_norm: 4.7689 2021-03-31 19:38:46,613 - mmaction - INFO - Epoch [14][300/1760] lr: 1.500e-02, eta: 15:30:23, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.4740, top5_acc: 0.7630, loss_cls: 2.0824, loss: 2.0824, grad_norm: 4.9354 2021-03-31 19:39:02,995 - mmaction - INFO - Epoch [14][320/1760] lr: 1.500e-02, eta: 15:30:03, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4958, top5_acc: 0.7693, loss_cls: 2.0244, loss: 2.0244, grad_norm: 4.9300 2021-03-31 19:39:19,359 - mmaction - INFO - Epoch [14][340/1760] lr: 1.500e-02, eta: 15:29:43, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5234, top5_acc: 0.7792, loss_cls: 1.9241, loss: 1.9241, grad_norm: 4.8666 2021-03-31 19:39:35,729 - mmaction - INFO - Epoch [14][360/1760] lr: 1.500e-02, eta: 15:29:24, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5193, top5_acc: 0.7698, loss_cls: 1.9605, loss: 1.9605, grad_norm: 4.8347 2021-03-31 19:39:52,055 - mmaction - INFO - Epoch [14][380/1760] lr: 1.500e-02, eta: 15:29:04, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4891, top5_acc: 0.7500, loss_cls: 2.0741, loss: 2.0741, grad_norm: 4.8310 2021-03-31 19:40:08,382 - mmaction - INFO - Epoch [14][400/1760] lr: 1.500e-02, eta: 15:28:44, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4781, top5_acc: 0.7589, loss_cls: 2.0685, loss: 2.0685, grad_norm: 5.1502 2021-03-31 19:40:24,727 - mmaction - INFO - Epoch [14][420/1760] lr: 1.500e-02, eta: 15:28:25, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5005, top5_acc: 0.7672, loss_cls: 2.0312, loss: 2.0312, grad_norm: 4.7896 2021-03-31 19:40:41,085 - mmaction - INFO - Epoch [14][440/1760] lr: 1.500e-02, eta: 15:28:05, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4922, top5_acc: 0.7661, loss_cls: 2.0751, loss: 2.0751, grad_norm: 4.8259 2021-03-31 19:40:57,480 - mmaction - INFO - Epoch [14][460/1760] lr: 1.500e-02, eta: 15:27:46, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5130, top5_acc: 0.7786, loss_cls: 2.0007, loss: 2.0007, grad_norm: 4.7949 2021-03-31 19:41:13,850 - mmaction - INFO - Epoch [14][480/1760] lr: 1.500e-02, eta: 15:27:26, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4979, top5_acc: 0.7599, loss_cls: 2.0662, loss: 2.0662, grad_norm: 4.8817 2021-03-31 19:41:30,232 - mmaction - INFO - Epoch [14][500/1760] lr: 1.500e-02, eta: 15:27:07, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4953, top5_acc: 0.7698, loss_cls: 2.0233, loss: 2.0233, grad_norm: 4.9226 2021-03-31 19:41:46,607 - mmaction - INFO - Epoch [14][520/1760] lr: 1.500e-02, eta: 15:26:47, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4875, top5_acc: 0.7615, loss_cls: 2.0669, loss: 2.0669, grad_norm: 4.9218 2021-03-31 19:42:02,997 - mmaction - INFO - Epoch [14][540/1760] lr: 1.500e-02, eta: 15:26:28, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5073, top5_acc: 0.7734, loss_cls: 1.9862, loss: 1.9862, grad_norm: 4.8204 2021-03-31 19:42:19,380 - mmaction - INFO - Epoch [14][560/1760] lr: 1.500e-02, eta: 15:26:08, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4953, top5_acc: 0.7677, loss_cls: 2.0421, loss: 2.0421, grad_norm: 4.9674 2021-03-31 19:42:35,787 - mmaction - INFO - Epoch [14][580/1760] lr: 1.500e-02, eta: 15:25:49, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4922, top5_acc: 0.7635, loss_cls: 2.0361, loss: 2.0361, grad_norm: 4.9640 2021-03-31 19:42:52,154 - mmaction - INFO - Epoch [14][600/1760] lr: 1.500e-02, eta: 15:25:29, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4828, top5_acc: 0.7438, loss_cls: 2.1324, loss: 2.1324, grad_norm: 4.9977 2021-03-31 19:43:08,552 - mmaction - INFO - Epoch [14][620/1760] lr: 1.500e-02, eta: 15:25:10, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4958, top5_acc: 0.7573, loss_cls: 2.0601, loss: 2.0601, grad_norm: 4.7401 2021-03-31 19:43:24,924 - mmaction - INFO - Epoch [14][640/1760] lr: 1.500e-02, eta: 15:24:50, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4766, top5_acc: 0.7604, loss_cls: 2.0651, loss: 2.0651, grad_norm: 4.8009 2021-03-31 19:43:41,323 - mmaction - INFO - Epoch [14][660/1760] lr: 1.500e-02, eta: 15:24:31, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4974, top5_acc: 0.7641, loss_cls: 2.0161, loss: 2.0161, grad_norm: 4.9484 2021-03-31 19:43:57,696 - mmaction - INFO - Epoch [14][680/1760] lr: 1.500e-02, eta: 15:24:11, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5042, top5_acc: 0.7646, loss_cls: 2.0065, loss: 2.0065, grad_norm: 4.8675 2021-03-31 19:44:14,080 - mmaction - INFO - Epoch [14][700/1760] lr: 1.500e-02, eta: 15:23:52, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5047, top5_acc: 0.7693, loss_cls: 1.9993, loss: 1.9993, grad_norm: 4.8223 2021-03-31 19:44:30,460 - mmaction - INFO - Epoch [14][720/1760] lr: 1.500e-02, eta: 15:23:32, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4974, top5_acc: 0.7682, loss_cls: 1.9979, loss: 1.9979, grad_norm: 4.8863 2021-03-31 19:44:46,850 - mmaction - INFO - Epoch [14][740/1760] lr: 1.500e-02, eta: 15:23:13, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4875, top5_acc: 0.7661, loss_cls: 2.0460, loss: 2.0460, grad_norm: 4.9134 2021-03-31 19:45:03,213 - mmaction - INFO - Epoch [14][760/1760] lr: 1.500e-02, eta: 15:22:53, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5047, top5_acc: 0.7620, loss_cls: 2.0318, loss: 2.0318, grad_norm: 4.7985 2021-03-31 19:45:19,545 - mmaction - INFO - Epoch [14][780/1760] lr: 1.500e-02, eta: 15:22:34, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4974, top5_acc: 0.7776, loss_cls: 1.9916, loss: 1.9916, grad_norm: 4.8336 2021-03-31 19:45:35,855 - mmaction - INFO - Epoch [14][800/1760] lr: 1.500e-02, eta: 15:22:14, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4958, top5_acc: 0.7760, loss_cls: 2.0258, loss: 2.0258, grad_norm: 4.6318 2021-03-31 19:45:52,247 - mmaction - INFO - Epoch [14][820/1760] lr: 1.500e-02, eta: 15:21:55, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4781, top5_acc: 0.7646, loss_cls: 2.0535, loss: 2.0535, grad_norm: 4.9431 2021-03-31 19:46:08,574 - mmaction - INFO - Epoch [14][840/1760] lr: 1.500e-02, eta: 15:21:35, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5026, top5_acc: 0.7729, loss_cls: 2.0006, loss: 2.0006, grad_norm: 4.9134 2021-03-31 19:46:24,945 - mmaction - INFO - Epoch [14][860/1760] lr: 1.500e-02, eta: 15:21:16, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4958, top5_acc: 0.7693, loss_cls: 2.0285, loss: 2.0285, grad_norm: 4.9042 2021-03-31 19:46:41,348 - mmaction - INFO - Epoch [14][880/1760] lr: 1.500e-02, eta: 15:20:56, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4807, top5_acc: 0.7562, loss_cls: 2.0985, loss: 2.0985, grad_norm: 5.1878 2021-03-31 19:46:58,443 - mmaction - INFO - Epoch [14][900/1760] lr: 1.500e-02, eta: 15:20:39, time: 0.855, data_time: 0.001, memory: 10390, top1_acc: 0.5052, top5_acc: 0.7656, loss_cls: 2.0286, loss: 2.0286, grad_norm: 4.6869 2021-03-31 19:47:14,775 - mmaction - INFO - Epoch [14][920/1760] lr: 1.500e-02, eta: 15:20:19, time: 0.817, data_time: 0.000, memory: 10390, top1_acc: 0.4901, top5_acc: 0.7661, loss_cls: 2.0381, loss: 2.0381, grad_norm: 4.7980 2021-03-31 19:47:31,173 - mmaction - INFO - Epoch [14][940/1760] lr: 1.500e-02, eta: 15:20:00, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4995, top5_acc: 0.7719, loss_cls: 2.0183, loss: 2.0183, grad_norm: 4.8006 2021-03-31 19:47:47,748 - mmaction - INFO - Epoch [14][960/1760] lr: 1.500e-02, eta: 15:19:41, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.4792, top5_acc: 0.7448, loss_cls: 2.1185, loss: 2.1185, grad_norm: 4.8883 2021-03-31 19:48:04,318 - mmaction - INFO - Epoch [14][980/1760] lr: 1.500e-02, eta: 15:19:22, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.4760, top5_acc: 0.7500, loss_cls: 2.1033, loss: 2.1033, grad_norm: 4.9707 2021-03-31 19:48:20,928 - mmaction - INFO - Epoch [14][1000/1760] lr: 1.500e-02, eta: 15:19:03, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4901, top5_acc: 0.7594, loss_cls: 2.1040, loss: 2.1040, grad_norm: 4.8664 2021-03-31 19:48:37,509 - mmaction - INFO - Epoch [14][1020/1760] lr: 1.500e-02, eta: 15:18:44, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.4938, top5_acc: 0.7620, loss_cls: 2.0781, loss: 2.0781, grad_norm: 4.9778 2021-03-31 19:48:54,092 - mmaction - INFO - Epoch [14][1040/1760] lr: 1.500e-02, eta: 15:18:26, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4818, top5_acc: 0.7557, loss_cls: 2.0726, loss: 2.0726, grad_norm: 4.8180 2021-03-31 19:49:10,689 - mmaction - INFO - Epoch [14][1060/1760] lr: 1.500e-02, eta: 15:18:07, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.5099, top5_acc: 0.7651, loss_cls: 2.0053, loss: 2.0053, grad_norm: 4.8179 2021-03-31 19:49:27,305 - mmaction - INFO - Epoch [14][1080/1760] lr: 1.500e-02, eta: 15:17:48, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.4901, top5_acc: 0.7734, loss_cls: 2.0449, loss: 2.0449, grad_norm: 4.8872 2021-03-31 19:49:43,911 - mmaction - INFO - Epoch [14][1100/1760] lr: 1.500e-02, eta: 15:17:29, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4938, top5_acc: 0.7703, loss_cls: 1.9965, loss: 1.9965, grad_norm: 4.8027 2021-03-31 19:50:00,500 - mmaction - INFO - Epoch [14][1120/1760] lr: 1.500e-02, eta: 15:17:10, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.5005, top5_acc: 0.7589, loss_cls: 2.0596, loss: 2.0596, grad_norm: 4.8451 2021-03-31 19:50:17,074 - mmaction - INFO - Epoch [14][1140/1760] lr: 1.500e-02, eta: 15:16:51, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.4651, top5_acc: 0.7474, loss_cls: 2.1082, loss: 2.1082, grad_norm: 5.0880 2021-03-31 19:50:33,657 - mmaction - INFO - Epoch [14][1160/1760] lr: 1.500e-02, eta: 15:16:33, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4818, top5_acc: 0.7682, loss_cls: 2.0997, loss: 2.0997, grad_norm: 4.9491 2021-03-31 19:50:50,236 - mmaction - INFO - Epoch [14][1180/1760] lr: 1.500e-02, eta: 15:16:14, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4948, top5_acc: 0.7641, loss_cls: 2.0419, loss: 2.0419, grad_norm: 4.8083 2021-03-31 19:51:06,811 - mmaction - INFO - Epoch [14][1200/1760] lr: 1.500e-02, eta: 15:15:55, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.4958, top5_acc: 0.7552, loss_cls: 2.0685, loss: 2.0685, grad_norm: 4.7906 2021-03-31 19:51:23,422 - mmaction - INFO - Epoch [14][1220/1760] lr: 1.500e-02, eta: 15:15:36, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.5026, top5_acc: 0.7469, loss_cls: 2.0995, loss: 2.0995, grad_norm: 4.9154 2021-03-31 19:51:40,015 - mmaction - INFO - Epoch [14][1240/1760] lr: 1.500e-02, eta: 15:15:17, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4891, top5_acc: 0.7469, loss_cls: 2.0876, loss: 2.0876, grad_norm: 4.8805 2021-03-31 19:51:56,642 - mmaction - INFO - Epoch [14][1260/1760] lr: 1.500e-02, eta: 15:14:59, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.4745, top5_acc: 0.7490, loss_cls: 2.1345, loss: 2.1345, grad_norm: 4.8085 2021-03-31 19:52:13,258 - mmaction - INFO - Epoch [14][1280/1760] lr: 1.500e-02, eta: 15:14:40, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4792, top5_acc: 0.7474, loss_cls: 2.1252, loss: 2.1252, grad_norm: 4.8336 2021-03-31 19:52:29,871 - mmaction - INFO - Epoch [14][1300/1760] lr: 1.500e-02, eta: 15:14:21, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4969, top5_acc: 0.7729, loss_cls: 2.0333, loss: 2.0333, grad_norm: 4.8869 2021-03-31 19:52:46,491 - mmaction - INFO - Epoch [14][1320/1760] lr: 1.500e-02, eta: 15:14:03, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.4885, top5_acc: 0.7599, loss_cls: 2.0423, loss: 2.0423, grad_norm: 4.8589 2021-03-31 19:53:03,116 - mmaction - INFO - Epoch [14][1340/1760] lr: 1.500e-02, eta: 15:13:44, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.5141, top5_acc: 0.7812, loss_cls: 1.9666, loss: 1.9666, grad_norm: 4.6789 2021-03-31 19:53:19,697 - mmaction - INFO - Epoch [14][1360/1760] lr: 1.500e-02, eta: 15:13:25, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.4943, top5_acc: 0.7703, loss_cls: 2.0517, loss: 2.0517, grad_norm: 5.0984 2021-03-31 19:53:36,302 - mmaction - INFO - Epoch [14][1380/1760] lr: 1.500e-02, eta: 15:13:06, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4813, top5_acc: 0.7573, loss_cls: 2.0814, loss: 2.0814, grad_norm: 4.9123 2021-03-31 19:53:52,910 - mmaction - INFO - Epoch [14][1400/1760] lr: 1.500e-02, eta: 15:12:48, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4953, top5_acc: 0.7625, loss_cls: 2.0441, loss: 2.0441, grad_norm: 4.7182 2021-03-31 19:54:09,514 - mmaction - INFO - Epoch [14][1420/1760] lr: 1.500e-02, eta: 15:12:29, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.5047, top5_acc: 0.7724, loss_cls: 1.9606, loss: 1.9606, grad_norm: 4.9433 2021-03-31 19:54:26,111 - mmaction - INFO - Epoch [14][1440/1760] lr: 1.500e-02, eta: 15:12:10, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4984, top5_acc: 0.7516, loss_cls: 2.0789, loss: 2.0789, grad_norm: 4.9372 2021-03-31 19:54:42,769 - mmaction - INFO - Epoch [14][1460/1760] lr: 1.500e-02, eta: 15:11:52, time: 0.833, data_time: 0.002, memory: 10390, top1_acc: 0.4948, top5_acc: 0.7661, loss_cls: 2.0093, loss: 2.0093, grad_norm: 4.8057 2021-03-31 19:54:59,368 - mmaction - INFO - Epoch [14][1480/1760] lr: 1.500e-02, eta: 15:11:33, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.5057, top5_acc: 0.7766, loss_cls: 1.9984, loss: 1.9984, grad_norm: 4.8267 2021-03-31 19:55:15,954 - mmaction - INFO - Epoch [14][1500/1760] lr: 1.500e-02, eta: 15:11:14, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4932, top5_acc: 0.7401, loss_cls: 2.1086, loss: 2.1086, grad_norm: 4.9398 2021-03-31 19:55:32,556 - mmaction - INFO - Epoch [14][1520/1760] lr: 1.500e-02, eta: 15:10:55, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4896, top5_acc: 0.7630, loss_cls: 2.0693, loss: 2.0693, grad_norm: 4.9730 2021-03-31 19:55:49,185 - mmaction - INFO - Epoch [14][1540/1760] lr: 1.500e-02, eta: 15:10:37, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.4839, top5_acc: 0.7714, loss_cls: 2.0456, loss: 2.0456, grad_norm: 4.8764 2021-03-31 19:56:05,801 - mmaction - INFO - Epoch [14][1560/1760] lr: 1.500e-02, eta: 15:10:18, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.5031, top5_acc: 0.7667, loss_cls: 2.0422, loss: 2.0422, grad_norm: 4.9950 2021-03-31 19:56:22,375 - mmaction - INFO - Epoch [14][1580/1760] lr: 1.500e-02, eta: 15:09:59, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.5042, top5_acc: 0.7719, loss_cls: 1.9908, loss: 1.9908, grad_norm: 4.8193 2021-03-31 19:56:38,981 - mmaction - INFO - Epoch [14][1600/1760] lr: 1.500e-02, eta: 15:09:41, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4792, top5_acc: 0.7562, loss_cls: 2.1021, loss: 2.1021, grad_norm: 4.9130 2021-03-31 19:56:55,591 - mmaction - INFO - Epoch [14][1620/1760] lr: 1.500e-02, eta: 15:09:22, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4818, top5_acc: 0.7646, loss_cls: 2.0584, loss: 2.0584, grad_norm: 4.8807 2021-03-31 19:57:12,250 - mmaction - INFO - Epoch [14][1640/1760] lr: 1.500e-02, eta: 15:09:03, time: 0.834, data_time: 0.002, memory: 10390, top1_acc: 0.5109, top5_acc: 0.7667, loss_cls: 1.9829, loss: 1.9829, grad_norm: 4.7873 2021-03-31 19:57:28,832 - mmaction - INFO - Epoch [14][1660/1760] lr: 1.500e-02, eta: 15:08:45, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4672, top5_acc: 0.7479, loss_cls: 2.1199, loss: 2.1199, grad_norm: 4.9144 2021-03-31 19:57:45,412 - mmaction - INFO - Epoch [14][1680/1760] lr: 1.500e-02, eta: 15:08:26, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4724, top5_acc: 0.7604, loss_cls: 2.1098, loss: 2.1098, grad_norm: 4.9920 2021-03-31 19:58:02,026 - mmaction - INFO - Epoch [14][1700/1760] lr: 1.500e-02, eta: 15:08:07, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4833, top5_acc: 0.7573, loss_cls: 2.0670, loss: 2.0670, grad_norm: 4.9722 2021-03-31 19:58:18,620 - mmaction - INFO - Epoch [14][1720/1760] lr: 1.500e-02, eta: 15:07:49, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.5021, top5_acc: 0.7646, loss_cls: 2.0501, loss: 2.0501, grad_norm: 4.7487 2021-03-31 19:58:35,216 - mmaction - INFO - Epoch [14][1740/1760] lr: 1.500e-02, eta: 15:07:30, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4911, top5_acc: 0.7464, loss_cls: 2.0903, loss: 2.0903, grad_norm: 4.7989 2021-03-31 19:58:51,550 - mmaction - INFO - Epoch [14][1760/1760] lr: 1.500e-02, eta: 15:07:11, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4878, top5_acc: 0.7590, loss_cls: 2.0775, loss: 2.0775, grad_norm: 4.7500 2021-03-31 19:58:56,883 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-03-31 20:05:28,882 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-31 20:05:29,383 - mmaction - INFO - top1_acc 0.4637 top5_acc 0.7608 2021-03-31 20:05:29,383 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-31 20:05:29,521 - mmaction - INFO - mean_acc 0.4050 2021-03-31 20:05:30,476 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2021-03-31 20:05:30,476 - mmaction - INFO - Best top1_acc is 0.4637 at 14 epoch. 2021-03-31 20:05:30,504 - mmaction - INFO - Epoch(val) [14][1760] top1_acc: 0.4637, top5_acc: 0.7608, mean_class_accuracy: 0.4050 2021-03-31 20:06:39,590 - mmaction - INFO - Epoch [15][20/1760] lr: 1.500e-02, eta: 15:09:07, time: 3.451, data_time: 2.216, memory: 10390, top1_acc: 0.4854, top5_acc: 0.7557, loss_cls: 2.0793, loss: 2.0793, grad_norm: 4.8994 2021-03-31 20:06:55,709 - mmaction - INFO - Epoch [15][40/1760] lr: 1.500e-02, eta: 15:08:46, time: 0.807, data_time: 0.004, memory: 10390, top1_acc: 0.5182, top5_acc: 0.7646, loss_cls: 1.9826, loss: 1.9826, grad_norm: 4.6717 2021-03-31 20:07:11,839 - mmaction - INFO - Epoch [15][60/1760] lr: 1.500e-02, eta: 15:08:26, time: 0.806, data_time: 0.002, memory: 10390, top1_acc: 0.4854, top5_acc: 0.7620, loss_cls: 2.0568, loss: 2.0568, grad_norm: 4.6048 2021-03-31 20:07:28,131 - mmaction - INFO - Epoch [15][80/1760] lr: 1.500e-02, eta: 15:08:07, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.5151, top5_acc: 0.7734, loss_cls: 1.9406, loss: 1.9406, grad_norm: 4.7194 2021-03-31 20:07:44,340 - mmaction - INFO - Epoch [15][100/1760] lr: 1.500e-02, eta: 15:07:47, time: 0.810, data_time: 0.002, memory: 10390, top1_acc: 0.5125, top5_acc: 0.7807, loss_cls: 1.9423, loss: 1.9423, grad_norm: 4.9261 2021-03-31 20:08:00,704 - mmaction - INFO - Epoch [15][120/1760] lr: 1.500e-02, eta: 15:07:28, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4917, top5_acc: 0.7641, loss_cls: 2.0205, loss: 2.0205, grad_norm: 4.9196 2021-03-31 20:08:17,112 - mmaction - INFO - Epoch [15][140/1760] lr: 1.500e-02, eta: 15:07:08, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4969, top5_acc: 0.7917, loss_cls: 1.9323, loss: 1.9323, grad_norm: 5.0653 2021-03-31 20:08:33,471 - mmaction - INFO - Epoch [15][160/1760] lr: 1.500e-02, eta: 15:06:49, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4870, top5_acc: 0.7760, loss_cls: 2.0247, loss: 2.0247, grad_norm: 4.9366 2021-03-31 20:08:49,845 - mmaction - INFO - Epoch [15][180/1760] lr: 1.500e-02, eta: 15:06:30, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4990, top5_acc: 0.7849, loss_cls: 1.9771, loss: 1.9771, grad_norm: 4.8646 2021-03-31 20:09:06,122 - mmaction - INFO - Epoch [15][200/1760] lr: 1.500e-02, eta: 15:06:10, time: 0.814, data_time: 0.001, memory: 10390, top1_acc: 0.4964, top5_acc: 0.7734, loss_cls: 1.9761, loss: 1.9761, grad_norm: 4.7491 2021-03-31 20:09:22,449 - mmaction - INFO - Epoch [15][220/1760] lr: 1.500e-02, eta: 15:05:50, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4984, top5_acc: 0.7714, loss_cls: 2.0091, loss: 2.0091, grad_norm: 4.8974 2021-03-31 20:09:38,804 - mmaction - INFO - Epoch [15][240/1760] lr: 1.500e-02, eta: 15:05:31, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.5125, top5_acc: 0.7750, loss_cls: 1.9944, loss: 1.9944, grad_norm: 4.9020 2021-03-31 20:09:55,195 - mmaction - INFO - Epoch [15][260/1760] lr: 1.500e-02, eta: 15:05:12, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5104, top5_acc: 0.7693, loss_cls: 1.9910, loss: 1.9910, grad_norm: 4.9366 2021-03-31 20:10:12,192 - mmaction - INFO - Epoch [15][280/1760] lr: 1.500e-02, eta: 15:04:54, time: 0.846, data_time: 0.001, memory: 10390, top1_acc: 0.4953, top5_acc: 0.7771, loss_cls: 1.9929, loss: 1.9929, grad_norm: 4.8274 2021-03-31 20:10:28,598 - mmaction - INFO - Epoch [15][300/1760] lr: 1.500e-02, eta: 15:04:35, time: 0.825, data_time: 0.006, memory: 10390, top1_acc: 0.4974, top5_acc: 0.7542, loss_cls: 2.0835, loss: 2.0835, grad_norm: 4.9931 2021-03-31 20:10:44,944 - mmaction - INFO - Epoch [15][320/1760] lr: 1.500e-02, eta: 15:04:15, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4865, top5_acc: 0.7620, loss_cls: 2.0224, loss: 2.0224, grad_norm: 4.8552 2021-03-31 20:11:01,313 - mmaction - INFO - Epoch [15][340/1760] lr: 1.500e-02, eta: 15:03:56, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4943, top5_acc: 0.7708, loss_cls: 2.0033, loss: 2.0033, grad_norm: 4.8697 2021-03-31 20:11:17,587 - mmaction - INFO - Epoch [15][360/1760] lr: 1.500e-02, eta: 15:03:36, time: 0.814, data_time: 0.001, memory: 10390, top1_acc: 0.5078, top5_acc: 0.7651, loss_cls: 2.0107, loss: 2.0107, grad_norm: 4.7969 2021-03-31 20:11:33,919 - mmaction - INFO - Epoch [15][380/1760] lr: 1.500e-02, eta: 15:03:17, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4979, top5_acc: 0.7615, loss_cls: 2.0158, loss: 2.0158, grad_norm: 5.0266 2021-03-31 20:11:50,310 - mmaction - INFO - Epoch [15][400/1760] lr: 1.500e-02, eta: 15:02:58, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4974, top5_acc: 0.7609, loss_cls: 2.0771, loss: 2.0771, grad_norm: 4.7980 2021-03-31 20:12:06,684 - mmaction - INFO - Epoch [15][420/1760] lr: 1.500e-02, eta: 15:02:38, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5146, top5_acc: 0.7672, loss_cls: 1.9777, loss: 1.9777, grad_norm: 4.8458 2021-03-31 20:12:23,072 - mmaction - INFO - Epoch [15][440/1760] lr: 1.500e-02, eta: 15:02:19, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.5083, top5_acc: 0.7688, loss_cls: 2.0090, loss: 2.0090, grad_norm: 4.9684 2021-03-31 20:12:39,434 - mmaction - INFO - Epoch [15][460/1760] lr: 1.500e-02, eta: 15:02:00, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5031, top5_acc: 0.7620, loss_cls: 2.0248, loss: 2.0248, grad_norm: 4.8573 2021-03-31 20:12:55,821 - mmaction - INFO - Epoch [15][480/1760] lr: 1.500e-02, eta: 15:01:41, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4891, top5_acc: 0.7620, loss_cls: 2.0764, loss: 2.0764, grad_norm: 5.0528 2021-03-31 20:13:12,130 - mmaction - INFO - Epoch [15][500/1760] lr: 1.500e-02, eta: 15:01:21, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4984, top5_acc: 0.7646, loss_cls: 2.0590, loss: 2.0590, grad_norm: 4.9072 2021-03-31 20:13:28,462 - mmaction - INFO - Epoch [15][520/1760] lr: 1.500e-02, eta: 15:01:02, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.5115, top5_acc: 0.7719, loss_cls: 1.9995, loss: 1.9995, grad_norm: 4.8558 2021-03-31 20:13:44,830 - mmaction - INFO - Epoch [15][540/1760] lr: 1.500e-02, eta: 15:00:42, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5094, top5_acc: 0.7812, loss_cls: 2.0044, loss: 2.0044, grad_norm: 4.8430 2021-03-31 20:14:01,165 - mmaction - INFO - Epoch [15][560/1760] lr: 1.500e-02, eta: 15:00:23, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.5245, top5_acc: 0.7786, loss_cls: 1.9865, loss: 1.9865, grad_norm: 4.8692 2021-03-31 20:14:17,555 - mmaction - INFO - Epoch [15][580/1760] lr: 1.500e-02, eta: 15:00:04, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4818, top5_acc: 0.7568, loss_cls: 2.0748, loss: 2.0748, grad_norm: 4.8029 2021-03-31 20:14:33,923 - mmaction - INFO - Epoch [15][600/1760] lr: 1.500e-02, eta: 14:59:45, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5026, top5_acc: 0.7620, loss_cls: 2.0296, loss: 2.0296, grad_norm: 4.9495 2021-03-31 20:14:50,225 - mmaction - INFO - Epoch [15][620/1760] lr: 1.500e-02, eta: 14:59:25, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.4781, top5_acc: 0.7729, loss_cls: 2.0295, loss: 2.0295, grad_norm: 5.0652 2021-03-31 20:15:06,641 - mmaction - INFO - Epoch [15][640/1760] lr: 1.500e-02, eta: 14:59:06, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.4839, top5_acc: 0.7625, loss_cls: 2.0570, loss: 2.0570, grad_norm: 4.8493 2021-03-31 20:15:22,941 - mmaction - INFO - Epoch [15][660/1760] lr: 1.500e-02, eta: 14:58:46, time: 0.815, data_time: 0.000, memory: 10390, top1_acc: 0.5042, top5_acc: 0.7698, loss_cls: 2.0105, loss: 2.0105, grad_norm: 4.7620 2021-03-31 20:15:39,274 - mmaction - INFO - Epoch [15][680/1760] lr: 1.500e-02, eta: 14:58:27, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4760, top5_acc: 0.7401, loss_cls: 2.1261, loss: 2.1261, grad_norm: 4.9595 2021-03-31 20:15:55,642 - mmaction - INFO - Epoch [15][700/1760] lr: 1.500e-02, eta: 14:58:08, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4896, top5_acc: 0.7771, loss_cls: 2.0194, loss: 2.0194, grad_norm: 4.8796 2021-03-31 20:16:12,046 - mmaction - INFO - Epoch [15][720/1760] lr: 1.500e-02, eta: 14:57:49, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.5005, top5_acc: 0.7812, loss_cls: 1.9843, loss: 1.9843, grad_norm: 4.8916 2021-03-31 20:16:28,404 - mmaction - INFO - Epoch [15][740/1760] lr: 1.500e-02, eta: 14:57:29, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.5078, top5_acc: 0.7656, loss_cls: 1.9972, loss: 1.9972, grad_norm: 4.9039 2021-03-31 20:16:44,710 - mmaction - INFO - Epoch [15][760/1760] lr: 1.500e-02, eta: 14:57:10, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.5005, top5_acc: 0.7604, loss_cls: 2.0117, loss: 2.0117, grad_norm: 4.9230 2021-03-31 20:17:00,992 - mmaction - INFO - Epoch [15][780/1760] lr: 1.500e-02, eta: 14:56:51, time: 0.814, data_time: 0.001, memory: 10390, top1_acc: 0.4984, top5_acc: 0.7667, loss_cls: 2.0014, loss: 2.0014, grad_norm: 5.0955 2021-03-31 20:17:17,376 - mmaction - INFO - Epoch [15][800/1760] lr: 1.500e-02, eta: 14:56:31, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5062, top5_acc: 0.7776, loss_cls: 2.0038, loss: 2.0038, grad_norm: 4.8381 2021-03-31 20:17:33,747 - mmaction - INFO - Epoch [15][820/1760] lr: 1.500e-02, eta: 14:56:12, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4807, top5_acc: 0.7542, loss_cls: 2.0956, loss: 2.0956, grad_norm: 5.0991 2021-03-31 20:17:50,134 - mmaction - INFO - Epoch [15][840/1760] lr: 1.500e-02, eta: 14:55:53, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5047, top5_acc: 0.7729, loss_cls: 1.9892, loss: 1.9892, grad_norm: 5.0187 2021-03-31 20:18:06,516 - mmaction - INFO - Epoch [15][860/1760] lr: 1.500e-02, eta: 14:55:34, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4901, top5_acc: 0.7547, loss_cls: 2.0665, loss: 2.0665, grad_norm: 5.0708 2021-03-31 20:18:22,898 - mmaction - INFO - Epoch [15][880/1760] lr: 1.500e-02, eta: 14:55:15, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4969, top5_acc: 0.7776, loss_cls: 1.9876, loss: 1.9876, grad_norm: 4.9331 2021-03-31 20:18:39,283 - mmaction - INFO - Epoch [15][900/1760] lr: 1.500e-02, eta: 14:54:55, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4969, top5_acc: 0.7734, loss_cls: 2.0241, loss: 2.0241, grad_norm: 4.8927 2021-03-31 20:18:55,681 - mmaction - INFO - Epoch [15][920/1760] lr: 1.500e-02, eta: 14:54:36, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5042, top5_acc: 0.7802, loss_cls: 1.9989, loss: 1.9989, grad_norm: 4.8767 2021-03-31 20:19:12,043 - mmaction - INFO - Epoch [15][940/1760] lr: 1.500e-02, eta: 14:54:17, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4823, top5_acc: 0.7615, loss_cls: 2.0693, loss: 2.0693, grad_norm: 5.0712 2021-03-31 20:19:28,433 - mmaction - INFO - Epoch [15][960/1760] lr: 1.500e-02, eta: 14:53:58, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4891, top5_acc: 0.7542, loss_cls: 2.0838, loss: 2.0838, grad_norm: 4.8604 2021-03-31 20:19:44,803 - mmaction - INFO - Epoch [15][980/1760] lr: 1.500e-02, eta: 14:53:39, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5073, top5_acc: 0.7516, loss_cls: 2.0759, loss: 2.0759, grad_norm: 4.9188 2021-03-31 20:20:01,205 - mmaction - INFO - Epoch [15][1000/1760] lr: 1.500e-02, eta: 14:53:20, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4917, top5_acc: 0.7661, loss_cls: 2.0340, loss: 2.0340, grad_norm: 5.0038 2021-03-31 20:20:17,591 - mmaction - INFO - Epoch [15][1020/1760] lr: 1.500e-02, eta: 14:53:00, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4786, top5_acc: 0.7667, loss_cls: 2.0520, loss: 2.0520, grad_norm: 5.0131 2021-03-31 20:20:33,992 - mmaction - INFO - Epoch [15][1040/1760] lr: 1.500e-02, eta: 14:52:41, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5047, top5_acc: 0.7630, loss_cls: 2.0527, loss: 2.0527, grad_norm: 4.7840 2021-03-31 20:20:50,353 - mmaction - INFO - Epoch [15][1060/1760] lr: 1.500e-02, eta: 14:52:22, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4964, top5_acc: 0.7620, loss_cls: 2.0483, loss: 2.0483, grad_norm: 4.7574 2021-03-31 20:21:06,760 - mmaction - INFO - Epoch [15][1080/1760] lr: 1.500e-02, eta: 14:52:03, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.5109, top5_acc: 0.7719, loss_cls: 2.0280, loss: 2.0280, grad_norm: 4.8389 2021-03-31 20:21:23,125 - mmaction - INFO - Epoch [15][1100/1760] lr: 1.500e-02, eta: 14:51:44, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4797, top5_acc: 0.7620, loss_cls: 2.0882, loss: 2.0882, grad_norm: 4.9932 2021-03-31 20:21:39,528 - mmaction - INFO - Epoch [15][1120/1760] lr: 1.500e-02, eta: 14:51:25, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4990, top5_acc: 0.7740, loss_cls: 1.9965, loss: 1.9965, grad_norm: 5.0445 2021-03-31 20:21:55,889 - mmaction - INFO - Epoch [15][1140/1760] lr: 1.500e-02, eta: 14:51:06, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4896, top5_acc: 0.7589, loss_cls: 2.0680, loss: 2.0680, grad_norm: 4.9311 2021-03-31 20:22:12,284 - mmaction - INFO - Epoch [15][1160/1760] lr: 1.500e-02, eta: 14:50:47, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5021, top5_acc: 0.7708, loss_cls: 2.0468, loss: 2.0468, grad_norm: 4.9848 2021-03-31 20:22:28,662 - mmaction - INFO - Epoch [15][1180/1760] lr: 1.500e-02, eta: 14:50:27, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5193, top5_acc: 0.7734, loss_cls: 1.9252, loss: 1.9252, grad_norm: 4.9057 2021-03-31 20:22:45,035 - mmaction - INFO - Epoch [15][1200/1760] lr: 1.500e-02, eta: 14:50:08, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5135, top5_acc: 0.7656, loss_cls: 1.9774, loss: 1.9774, grad_norm: 4.8772 2021-03-31 20:23:01,427 - mmaction - INFO - Epoch [15][1220/1760] lr: 1.500e-02, eta: 14:49:49, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4740, top5_acc: 0.7474, loss_cls: 2.1336, loss: 2.1336, grad_norm: 4.8632 2021-03-31 20:23:17,771 - mmaction - INFO - Epoch [15][1240/1760] lr: 1.500e-02, eta: 14:49:30, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4896, top5_acc: 0.7688, loss_cls: 2.0634, loss: 2.0634, grad_norm: 4.8813 2021-03-31 20:23:34,195 - mmaction - INFO - Epoch [15][1260/1760] lr: 1.500e-02, eta: 14:49:11, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.5109, top5_acc: 0.7792, loss_cls: 1.9426, loss: 1.9426, grad_norm: 4.9351 2021-03-31 20:23:50,582 - mmaction - INFO - Epoch [15][1280/1760] lr: 1.500e-02, eta: 14:48:52, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4922, top5_acc: 0.7599, loss_cls: 2.0476, loss: 2.0476, grad_norm: 4.8020 2021-03-31 20:24:06,964 - mmaction - INFO - Epoch [15][1300/1760] lr: 1.500e-02, eta: 14:48:33, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4938, top5_acc: 0.7599, loss_cls: 2.0370, loss: 2.0370, grad_norm: 4.9321 2021-03-31 20:24:23,349 - mmaction - INFO - Epoch [15][1320/1760] lr: 1.500e-02, eta: 14:48:14, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5016, top5_acc: 0.7646, loss_cls: 2.0453, loss: 2.0453, grad_norm: 4.9209 2021-03-31 20:24:39,730 - mmaction - INFO - Epoch [15][1340/1760] lr: 1.500e-02, eta: 14:47:55, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4875, top5_acc: 0.7578, loss_cls: 2.0447, loss: 2.0447, grad_norm: 4.9437 2021-03-31 20:24:56,127 - mmaction - INFO - Epoch [15][1360/1760] lr: 1.500e-02, eta: 14:47:36, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4693, top5_acc: 0.7484, loss_cls: 2.1236, loss: 2.1236, grad_norm: 4.8456 2021-03-31 20:25:12,505 - mmaction - INFO - Epoch [15][1380/1760] lr: 1.500e-02, eta: 14:47:16, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5005, top5_acc: 0.7625, loss_cls: 2.0367, loss: 2.0367, grad_norm: 4.7379 2021-03-31 20:25:28,901 - mmaction - INFO - Epoch [15][1400/1760] lr: 1.500e-02, eta: 14:46:57, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5047, top5_acc: 0.7776, loss_cls: 1.9832, loss: 1.9832, grad_norm: 4.8041 2021-03-31 20:25:45,273 - mmaction - INFO - Epoch [15][1420/1760] lr: 1.500e-02, eta: 14:46:38, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4875, top5_acc: 0.7448, loss_cls: 2.1220, loss: 2.1220, grad_norm: 5.1980 2021-03-31 20:26:01,612 - mmaction - INFO - Epoch [15][1440/1760] lr: 1.500e-02, eta: 14:46:19, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5156, top5_acc: 0.7750, loss_cls: 1.9980, loss: 1.9980, grad_norm: 4.8528 2021-03-31 20:26:18,037 - mmaction - INFO - Epoch [15][1460/1760] lr: 1.500e-02, eta: 14:46:00, time: 0.822, data_time: 0.001, memory: 10390, top1_acc: 0.5177, top5_acc: 0.7729, loss_cls: 1.9563, loss: 1.9563, grad_norm: 4.9028 2021-03-31 20:26:34,427 - mmaction - INFO - Epoch [15][1480/1760] lr: 1.500e-02, eta: 14:45:41, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4984, top5_acc: 0.7578, loss_cls: 2.0282, loss: 2.0282, grad_norm: 4.9957 2021-03-31 20:26:50,795 - mmaction - INFO - Epoch [15][1500/1760] lr: 1.500e-02, eta: 14:45:22, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.5005, top5_acc: 0.7885, loss_cls: 2.0020, loss: 2.0020, grad_norm: 4.7027 2021-03-31 20:27:07,202 - mmaction - INFO - Epoch [15][1520/1760] lr: 1.500e-02, eta: 14:45:03, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.5062, top5_acc: 0.7672, loss_cls: 2.0021, loss: 2.0021, grad_norm: 4.8314 2021-03-31 20:27:23,590 - mmaction - INFO - Epoch [15][1540/1760] lr: 1.500e-02, eta: 14:44:44, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4984, top5_acc: 0.7823, loss_cls: 2.0114, loss: 2.0114, grad_norm: 5.0039 2021-03-31 20:27:39,900 - mmaction - INFO - Epoch [15][1560/1760] lr: 1.500e-02, eta: 14:44:25, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4917, top5_acc: 0.7729, loss_cls: 1.9930, loss: 1.9930, grad_norm: 4.8505 2021-03-31 20:27:56,206 - mmaction - INFO - Epoch [15][1580/1760] lr: 1.500e-02, eta: 14:44:06, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4979, top5_acc: 0.7646, loss_cls: 2.0329, loss: 2.0329, grad_norm: 4.8002 2021-03-31 20:28:12,598 - mmaction - INFO - Epoch [15][1600/1760] lr: 1.500e-02, eta: 14:43:47, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5333, top5_acc: 0.7885, loss_cls: 1.9140, loss: 1.9140, grad_norm: 4.7710 2021-03-31 20:28:28,979 - mmaction - INFO - Epoch [15][1620/1760] lr: 1.500e-02, eta: 14:43:28, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4786, top5_acc: 0.7542, loss_cls: 2.0937, loss: 2.0937, grad_norm: 5.0207 2021-03-31 20:28:45,351 - mmaction - INFO - Epoch [15][1640/1760] lr: 1.500e-02, eta: 14:43:09, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4932, top5_acc: 0.7755, loss_cls: 2.0049, loss: 2.0049, grad_norm: 4.8497 2021-03-31 20:29:01,709 - mmaction - INFO - Epoch [15][1660/1760] lr: 1.500e-02, eta: 14:42:49, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4891, top5_acc: 0.7625, loss_cls: 2.0576, loss: 2.0576, grad_norm: 4.8729 2021-03-31 20:29:18,074 - mmaction - INFO - Epoch [15][1680/1760] lr: 1.500e-02, eta: 14:42:30, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5156, top5_acc: 0.7734, loss_cls: 1.9604, loss: 1.9604, grad_norm: 4.7947 2021-03-31 20:29:34,438 - mmaction - INFO - Epoch [15][1700/1760] lr: 1.500e-02, eta: 14:42:11, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5000, top5_acc: 0.7891, loss_cls: 1.9634, loss: 1.9634, grad_norm: 4.7899 2021-03-31 20:29:50,832 - mmaction - INFO - Epoch [15][1720/1760] lr: 1.500e-02, eta: 14:41:52, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5057, top5_acc: 0.7745, loss_cls: 1.9892, loss: 1.9892, grad_norm: 4.9184 2021-03-31 20:30:07,212 - mmaction - INFO - Epoch [15][1740/1760] lr: 1.500e-02, eta: 14:41:33, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.5010, top5_acc: 0.7708, loss_cls: 2.0586, loss: 2.0586, grad_norm: 4.8731 2021-03-31 20:30:23,287 - mmaction - INFO - Epoch [15][1760/1760] lr: 1.500e-02, eta: 14:41:14, time: 0.804, data_time: 0.001, memory: 10390, top1_acc: 0.5095, top5_acc: 0.7691, loss_cls: 2.0076, loss: 2.0076, grad_norm: 4.8326 2021-03-31 20:30:27,313 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-03-31 20:33:58,744 - mmaction - INFO - Epoch [16][20/1760] lr: 1.500e-02, eta: 14:48:28, time: 10.544, data_time: 9.727, memory: 10390, top1_acc: 0.5109, top5_acc: 0.7849, loss_cls: 1.9342, loss: 1.9342, grad_norm: 4.8415 2021-03-31 20:34:14,899 - mmaction - INFO - Epoch [16][40/1760] lr: 1.500e-02, eta: 14:48:08, time: 0.808, data_time: 0.005, memory: 10390, top1_acc: 0.5240, top5_acc: 0.7771, loss_cls: 1.9550, loss: 1.9550, grad_norm: 4.9234 2021-03-31 20:34:31,041 - mmaction - INFO - Epoch [16][60/1760] lr: 1.500e-02, eta: 14:47:48, time: 0.806, data_time: 0.002, memory: 10390, top1_acc: 0.4938, top5_acc: 0.7573, loss_cls: 2.0313, loss: 2.0313, grad_norm: 5.0323 2021-03-31 20:34:47,184 - mmaction - INFO - Epoch [16][80/1760] lr: 1.500e-02, eta: 14:47:28, time: 0.808, data_time: 0.001, memory: 10390, top1_acc: 0.5250, top5_acc: 0.7828, loss_cls: 1.9438, loss: 1.9438, grad_norm: 4.9025 2021-03-31 20:35:03,498 - mmaction - INFO - Epoch [16][100/1760] lr: 1.500e-02, eta: 14:47:08, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.5135, top5_acc: 0.7641, loss_cls: 2.0026, loss: 2.0026, grad_norm: 4.9277 2021-03-31 20:35:19,740 - mmaction - INFO - Epoch [16][120/1760] lr: 1.500e-02, eta: 14:46:49, time: 0.814, data_time: 0.003, memory: 10390, top1_acc: 0.5193, top5_acc: 0.7786, loss_cls: 1.9499, loss: 1.9499, grad_norm: 4.8359 2021-03-31 20:35:36,140 - mmaction - INFO - Epoch [16][140/1760] lr: 1.500e-02, eta: 14:46:29, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4974, top5_acc: 0.7865, loss_cls: 1.9625, loss: 1.9625, grad_norm: 4.7083 2021-03-31 20:35:52,517 - mmaction - INFO - Epoch [16][160/1760] lr: 1.500e-02, eta: 14:46:10, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5172, top5_acc: 0.7760, loss_cls: 1.9620, loss: 1.9620, grad_norm: 4.7799 2021-03-31 20:36:08,894 - mmaction - INFO - Epoch [16][180/1760] lr: 1.500e-02, eta: 14:45:50, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5208, top5_acc: 0.7922, loss_cls: 1.9237, loss: 1.9237, grad_norm: 4.6935 2021-03-31 20:36:25,287 - mmaction - INFO - Epoch [16][200/1760] lr: 1.500e-02, eta: 14:45:31, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4859, top5_acc: 0.7734, loss_cls: 2.0469, loss: 2.0469, grad_norm: 5.0361 2021-03-31 20:36:41,647 - mmaction - INFO - Epoch [16][220/1760] lr: 1.500e-02, eta: 14:45:11, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4911, top5_acc: 0.7536, loss_cls: 2.0328, loss: 2.0328, grad_norm: 4.8626 2021-03-31 20:36:58,050 - mmaction - INFO - Epoch [16][240/1760] lr: 1.500e-02, eta: 14:44:52, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.5104, top5_acc: 0.7760, loss_cls: 1.9813, loss: 1.9813, grad_norm: 4.9862 2021-03-31 20:37:14,435 - mmaction - INFO - Epoch [16][260/1760] lr: 1.500e-02, eta: 14:44:32, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5094, top5_acc: 0.7786, loss_cls: 1.9650, loss: 1.9650, grad_norm: 4.8921 2021-03-31 20:37:30,808 - mmaction - INFO - Epoch [16][280/1760] lr: 1.500e-02, eta: 14:44:13, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4938, top5_acc: 0.7573, loss_cls: 2.0558, loss: 2.0558, grad_norm: 5.1296 2021-03-31 20:37:47,207 - mmaction - INFO - Epoch [16][300/1760] lr: 1.500e-02, eta: 14:43:54, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4990, top5_acc: 0.7766, loss_cls: 1.9990, loss: 1.9990, grad_norm: 4.9181 2021-03-31 20:38:03,579 - mmaction - INFO - Epoch [16][320/1760] lr: 1.500e-02, eta: 14:43:34, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4990, top5_acc: 0.7781, loss_cls: 2.0270, loss: 2.0270, grad_norm: 4.9548 2021-03-31 20:38:19,978 - mmaction - INFO - Epoch [16][340/1760] lr: 1.500e-02, eta: 14:43:15, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4922, top5_acc: 0.7547, loss_cls: 2.0803, loss: 2.0803, grad_norm: 5.0066 2021-03-31 20:38:36,349 - mmaction - INFO - Epoch [16][360/1760] lr: 1.500e-02, eta: 14:42:55, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4979, top5_acc: 0.7797, loss_cls: 1.9548, loss: 1.9548, grad_norm: 4.6765 2021-03-31 20:38:52,757 - mmaction - INFO - Epoch [16][380/1760] lr: 1.500e-02, eta: 14:42:36, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.5016, top5_acc: 0.7724, loss_cls: 1.9713, loss: 1.9713, grad_norm: 4.8283 2021-03-31 20:39:09,118 - mmaction - INFO - Epoch [16][400/1760] lr: 1.500e-02, eta: 14:42:17, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5062, top5_acc: 0.7771, loss_cls: 1.9849, loss: 1.9849, grad_norm: 4.9417 2021-03-31 20:39:25,515 - mmaction - INFO - Epoch [16][420/1760] lr: 1.500e-02, eta: 14:41:57, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5104, top5_acc: 0.7818, loss_cls: 1.9436, loss: 1.9436, grad_norm: 4.9240 2021-03-31 20:39:41,888 - mmaction - INFO - Epoch [16][440/1760] lr: 1.500e-02, eta: 14:41:38, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4932, top5_acc: 0.7594, loss_cls: 2.0567, loss: 2.0567, grad_norm: 4.9294 2021-03-31 20:39:58,283 - mmaction - INFO - Epoch [16][460/1760] lr: 1.500e-02, eta: 14:41:18, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5125, top5_acc: 0.7688, loss_cls: 1.9504, loss: 1.9504, grad_norm: 4.7369 2021-03-31 20:40:14,656 - mmaction - INFO - Epoch [16][480/1760] lr: 1.500e-02, eta: 14:40:59, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5104, top5_acc: 0.7854, loss_cls: 1.9489, loss: 1.9489, grad_norm: 4.9397 2021-03-31 20:40:31,053 - mmaction - INFO - Epoch [16][500/1760] lr: 1.500e-02, eta: 14:40:40, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4938, top5_acc: 0.7724, loss_cls: 1.9776, loss: 1.9776, grad_norm: 5.0017 2021-03-31 20:40:47,414 - mmaction - INFO - Epoch [16][520/1760] lr: 1.500e-02, eta: 14:40:20, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5068, top5_acc: 0.7677, loss_cls: 2.0276, loss: 2.0276, grad_norm: 5.1646 2021-03-31 20:41:03,831 - mmaction - INFO - Epoch [16][540/1760] lr: 1.500e-02, eta: 14:40:01, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.5031, top5_acc: 0.7729, loss_cls: 1.9904, loss: 1.9904, grad_norm: 5.0395 2021-03-31 20:41:20,182 - mmaction - INFO - Epoch [16][560/1760] lr: 1.500e-02, eta: 14:39:42, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4922, top5_acc: 0.7776, loss_cls: 2.0099, loss: 2.0099, grad_norm: 5.0151 2021-03-31 20:41:36,586 - mmaction - INFO - Epoch [16][580/1760] lr: 1.500e-02, eta: 14:39:22, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4922, top5_acc: 0.7516, loss_cls: 2.0897, loss: 2.0897, grad_norm: 5.1156 2021-03-31 20:41:52,967 - mmaction - INFO - Epoch [16][600/1760] lr: 1.500e-02, eta: 14:39:03, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.5005, top5_acc: 0.7698, loss_cls: 1.9915, loss: 1.9915, grad_norm: 4.9439 2021-03-31 20:42:09,350 - mmaction - INFO - Epoch [16][620/1760] lr: 1.500e-02, eta: 14:38:44, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4911, top5_acc: 0.7745, loss_cls: 2.0019, loss: 2.0019, grad_norm: 5.2181 2021-03-31 20:42:25,728 - mmaction - INFO - Epoch [16][640/1760] lr: 1.500e-02, eta: 14:38:24, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4823, top5_acc: 0.7536, loss_cls: 2.0508, loss: 2.0508, grad_norm: 5.0576 2021-03-31 20:42:42,116 - mmaction - INFO - Epoch [16][660/1760] lr: 1.500e-02, eta: 14:38:05, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5010, top5_acc: 0.7729, loss_cls: 2.0214, loss: 2.0214, grad_norm: 4.7529 2021-03-31 20:42:58,504 - mmaction - INFO - Epoch [16][680/1760] lr: 1.500e-02, eta: 14:37:46, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5026, top5_acc: 0.7750, loss_cls: 2.0246, loss: 2.0246, grad_norm: 4.9807 2021-03-31 20:43:14,784 - mmaction - INFO - Epoch [16][700/1760] lr: 1.500e-02, eta: 14:37:26, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.5104, top5_acc: 0.7740, loss_cls: 1.9715, loss: 1.9715, grad_norm: 4.9463 2021-03-31 20:43:31,088 - mmaction - INFO - Epoch [16][720/1760] lr: 1.500e-02, eta: 14:37:07, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.5026, top5_acc: 0.7562, loss_cls: 2.0400, loss: 2.0400, grad_norm: 4.8833 2021-03-31 20:43:47,453 - mmaction - INFO - Epoch [16][740/1760] lr: 1.500e-02, eta: 14:36:47, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4844, top5_acc: 0.7625, loss_cls: 2.0602, loss: 2.0602, grad_norm: 4.9636 2021-03-31 20:44:03,824 - mmaction - INFO - Epoch [16][760/1760] lr: 1.500e-02, eta: 14:36:28, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5042, top5_acc: 0.7724, loss_cls: 2.0145, loss: 2.0145, grad_norm: 4.8721 2021-03-31 20:44:20,204 - mmaction - INFO - Epoch [16][780/1760] lr: 1.500e-02, eta: 14:36:09, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4943, top5_acc: 0.7661, loss_cls: 1.9962, loss: 1.9962, grad_norm: 4.8832 2021-03-31 20:44:36,492 - mmaction - INFO - Epoch [16][800/1760] lr: 1.500e-02, eta: 14:35:49, time: 0.814, data_time: 0.001, memory: 10390, top1_acc: 0.4922, top5_acc: 0.7708, loss_cls: 2.0287, loss: 2.0287, grad_norm: 5.1100 2021-03-31 20:44:52,886 - mmaction - INFO - Epoch [16][820/1760] lr: 1.500e-02, eta: 14:35:30, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4974, top5_acc: 0.7667, loss_cls: 2.0110, loss: 2.0110, grad_norm: 4.8889 2021-03-31 20:45:09,209 - mmaction - INFO - Epoch [16][840/1760] lr: 1.500e-02, eta: 14:35:10, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4953, top5_acc: 0.7688, loss_cls: 1.9974, loss: 1.9974, grad_norm: 4.9330 2021-03-31 20:45:25,563 - mmaction - INFO - Epoch [16][860/1760] lr: 1.500e-02, eta: 14:34:51, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5125, top5_acc: 0.7760, loss_cls: 1.9380, loss: 1.9380, grad_norm: 4.9160 2021-03-31 20:45:42,117 - mmaction - INFO - Epoch [16][880/1760] lr: 1.500e-02, eta: 14:34:32, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.5005, top5_acc: 0.7734, loss_cls: 2.0242, loss: 2.0242, grad_norm: 4.8744 2021-03-31 20:45:58,806 - mmaction - INFO - Epoch [16][900/1760] lr: 1.500e-02, eta: 14:34:13, time: 0.834, data_time: 0.002, memory: 10390, top1_acc: 0.4922, top5_acc: 0.7594, loss_cls: 2.0127, loss: 2.0127, grad_norm: 4.9206 2021-03-31 20:46:15,480 - mmaction - INFO - Epoch [16][920/1760] lr: 1.500e-02, eta: 14:33:55, time: 0.834, data_time: 0.001, memory: 10390, top1_acc: 0.5182, top5_acc: 0.7724, loss_cls: 1.9738, loss: 1.9738, grad_norm: 4.9604 2021-03-31 20:46:32,157 - mmaction - INFO - Epoch [16][940/1760] lr: 1.500e-02, eta: 14:33:36, time: 0.833, data_time: 0.002, memory: 10390, top1_acc: 0.4891, top5_acc: 0.7693, loss_cls: 2.0226, loss: 2.0226, grad_norm: 5.0600 2021-03-31 20:46:48,853 - mmaction - INFO - Epoch [16][960/1760] lr: 1.500e-02, eta: 14:33:18, time: 0.835, data_time: 0.001, memory: 10390, top1_acc: 0.5068, top5_acc: 0.7661, loss_cls: 1.9973, loss: 1.9973, grad_norm: 4.7864 2021-03-31 20:47:05,551 - mmaction - INFO - Epoch [16][980/1760] lr: 1.500e-02, eta: 14:32:59, time: 0.834, data_time: 0.002, memory: 10390, top1_acc: 0.5068, top5_acc: 0.7724, loss_cls: 2.0087, loss: 2.0087, grad_norm: 4.9534 2021-03-31 20:47:22,234 - mmaction - INFO - Epoch [16][1000/1760] lr: 1.500e-02, eta: 14:32:40, time: 0.835, data_time: 0.001, memory: 10390, top1_acc: 0.5172, top5_acc: 0.7594, loss_cls: 2.0066, loss: 2.0066, grad_norm: 5.0637 2021-03-31 20:47:38,925 - mmaction - INFO - Epoch [16][1020/1760] lr: 1.500e-02, eta: 14:32:22, time: 0.834, data_time: 0.002, memory: 10390, top1_acc: 0.5109, top5_acc: 0.7828, loss_cls: 1.9598, loss: 1.9598, grad_norm: 4.8262 2021-03-31 20:47:55,617 - mmaction - INFO - Epoch [16][1040/1760] lr: 1.500e-02, eta: 14:32:03, time: 0.835, data_time: 0.001, memory: 10390, top1_acc: 0.5094, top5_acc: 0.7766, loss_cls: 1.9883, loss: 1.9883, grad_norm: 5.0590 2021-03-31 20:48:12,282 - mmaction - INFO - Epoch [16][1060/1760] lr: 1.500e-02, eta: 14:31:45, time: 0.833, data_time: 0.002, memory: 10390, top1_acc: 0.5240, top5_acc: 0.7661, loss_cls: 2.0161, loss: 2.0161, grad_norm: 4.8695 2021-03-31 20:48:28,976 - mmaction - INFO - Epoch [16][1080/1760] lr: 1.500e-02, eta: 14:31:26, time: 0.835, data_time: 0.001, memory: 10390, top1_acc: 0.4948, top5_acc: 0.7578, loss_cls: 2.0046, loss: 2.0046, grad_norm: 4.8984 2021-03-31 20:48:45,665 - mmaction - INFO - Epoch [16][1100/1760] lr: 1.500e-02, eta: 14:31:07, time: 0.834, data_time: 0.002, memory: 10390, top1_acc: 0.4938, top5_acc: 0.7646, loss_cls: 2.0522, loss: 2.0522, grad_norm: 4.8965 2021-03-31 20:49:02,346 - mmaction - INFO - Epoch [16][1120/1760] lr: 1.500e-02, eta: 14:30:49, time: 0.835, data_time: 0.001, memory: 10390, top1_acc: 0.5057, top5_acc: 0.7672, loss_cls: 1.9986, loss: 1.9986, grad_norm: 4.7432 2021-03-31 20:49:19,044 - mmaction - INFO - Epoch [16][1140/1760] lr: 1.500e-02, eta: 14:30:30, time: 0.834, data_time: 0.002, memory: 10390, top1_acc: 0.4823, top5_acc: 0.7599, loss_cls: 2.0817, loss: 2.0817, grad_norm: 4.9555 2021-03-31 20:49:35,706 - mmaction - INFO - Epoch [16][1160/1760] lr: 1.500e-02, eta: 14:30:12, time: 0.834, data_time: 0.001, memory: 10390, top1_acc: 0.4750, top5_acc: 0.7573, loss_cls: 2.0850, loss: 2.0850, grad_norm: 4.8258 2021-03-31 20:49:52,397 - mmaction - INFO - Epoch [16][1180/1760] lr: 1.500e-02, eta: 14:29:53, time: 0.834, data_time: 0.002, memory: 10390, top1_acc: 0.4964, top5_acc: 0.7818, loss_cls: 1.9513, loss: 1.9513, grad_norm: 4.8128 2021-03-31 20:50:09,063 - mmaction - INFO - Epoch [16][1200/1760] lr: 1.500e-02, eta: 14:29:34, time: 0.834, data_time: 0.001, memory: 10390, top1_acc: 0.5026, top5_acc: 0.7672, loss_cls: 1.9993, loss: 1.9993, grad_norm: 4.8991 2021-03-31 20:50:25,735 - mmaction - INFO - Epoch [16][1220/1760] lr: 1.500e-02, eta: 14:29:16, time: 0.833, data_time: 0.002, memory: 10390, top1_acc: 0.4911, top5_acc: 0.7708, loss_cls: 1.9748, loss: 1.9748, grad_norm: 4.9095 2021-03-31 20:50:42,435 - mmaction - INFO - Epoch [16][1240/1760] lr: 1.500e-02, eta: 14:28:57, time: 0.836, data_time: 0.002, memory: 10390, top1_acc: 0.5188, top5_acc: 0.7849, loss_cls: 1.8938, loss: 1.8938, grad_norm: 4.7976 2021-03-31 20:50:59,156 - mmaction - INFO - Epoch [16][1260/1760] lr: 1.500e-02, eta: 14:28:39, time: 0.835, data_time: 0.002, memory: 10390, top1_acc: 0.4839, top5_acc: 0.7578, loss_cls: 2.0968, loss: 2.0968, grad_norm: 5.0770 2021-03-31 20:51:15,844 - mmaction - INFO - Epoch [16][1280/1760] lr: 1.500e-02, eta: 14:28:20, time: 0.835, data_time: 0.001, memory: 10390, top1_acc: 0.5219, top5_acc: 0.7859, loss_cls: 1.9235, loss: 1.9235, grad_norm: 4.7934 2021-03-31 20:51:32,541 - mmaction - INFO - Epoch [16][1300/1760] lr: 1.500e-02, eta: 14:28:02, time: 0.834, data_time: 0.002, memory: 10390, top1_acc: 0.5052, top5_acc: 0.7693, loss_cls: 2.0353, loss: 2.0353, grad_norm: 4.8769 2021-03-31 20:51:49,245 - mmaction - INFO - Epoch [16][1320/1760] lr: 1.500e-02, eta: 14:27:43, time: 0.835, data_time: 0.001, memory: 10390, top1_acc: 0.5010, top5_acc: 0.7740, loss_cls: 2.0173, loss: 2.0173, grad_norm: 5.0652 2021-03-31 20:52:05,933 - mmaction - INFO - Epoch [16][1340/1760] lr: 1.500e-02, eta: 14:27:25, time: 0.834, data_time: 0.002, memory: 10390, top1_acc: 0.4880, top5_acc: 0.7698, loss_cls: 2.0810, loss: 2.0810, grad_norm: 4.9087 2021-03-31 20:52:22,627 - mmaction - INFO - Epoch [16][1360/1760] lr: 1.500e-02, eta: 14:27:06, time: 0.835, data_time: 0.001, memory: 10390, top1_acc: 0.5109, top5_acc: 0.7714, loss_cls: 2.0107, loss: 2.0107, grad_norm: 4.8957 2021-03-31 20:52:39,321 - mmaction - INFO - Epoch [16][1380/1760] lr: 1.500e-02, eta: 14:26:48, time: 0.834, data_time: 0.002, memory: 10390, top1_acc: 0.4896, top5_acc: 0.7766, loss_cls: 2.0497, loss: 2.0497, grad_norm: 5.0255 2021-03-31 20:52:55,989 - mmaction - INFO - Epoch [16][1400/1760] lr: 1.500e-02, eta: 14:26:29, time: 0.834, data_time: 0.002, memory: 10390, top1_acc: 0.4958, top5_acc: 0.7635, loss_cls: 2.0430, loss: 2.0430, grad_norm: 4.8743 2021-03-31 20:53:12,685 - mmaction - INFO - Epoch [16][1420/1760] lr: 1.500e-02, eta: 14:26:11, time: 0.834, data_time: 0.002, memory: 10390, top1_acc: 0.5094, top5_acc: 0.7802, loss_cls: 1.9464, loss: 1.9464, grad_norm: 5.0549 2021-03-31 20:53:29,371 - mmaction - INFO - Epoch [16][1440/1760] lr: 1.500e-02, eta: 14:25:52, time: 0.835, data_time: 0.001, memory: 10390, top1_acc: 0.5120, top5_acc: 0.7729, loss_cls: 2.0104, loss: 2.0104, grad_norm: 4.9189 2021-03-31 20:53:46,045 - mmaction - INFO - Epoch [16][1460/1760] lr: 1.500e-02, eta: 14:25:33, time: 0.833, data_time: 0.002, memory: 10390, top1_acc: 0.5036, top5_acc: 0.7703, loss_cls: 2.0101, loss: 2.0101, grad_norm: 4.8508 2021-03-31 20:54:02,725 - mmaction - INFO - Epoch [16][1480/1760] lr: 1.500e-02, eta: 14:25:15, time: 0.835, data_time: 0.001, memory: 10390, top1_acc: 0.4818, top5_acc: 0.7656, loss_cls: 2.0638, loss: 2.0638, grad_norm: 4.7769 2021-03-31 20:54:19,439 - mmaction - INFO - Epoch [16][1500/1760] lr: 1.500e-02, eta: 14:24:56, time: 0.835, data_time: 0.002, memory: 10390, top1_acc: 0.5089, top5_acc: 0.7578, loss_cls: 2.0752, loss: 2.0752, grad_norm: 4.8037 2021-03-31 20:54:36,159 - mmaction - INFO - Epoch [16][1520/1760] lr: 1.500e-02, eta: 14:24:38, time: 0.837, data_time: 0.001, memory: 10390, top1_acc: 0.4958, top5_acc: 0.7641, loss_cls: 2.0409, loss: 2.0409, grad_norm: 4.8690 2021-03-31 20:54:52,833 - mmaction - INFO - Epoch [16][1540/1760] lr: 1.500e-02, eta: 14:24:19, time: 0.834, data_time: 0.001, memory: 10390, top1_acc: 0.4948, top5_acc: 0.7542, loss_cls: 2.0604, loss: 2.0604, grad_norm: 4.8629 2021-03-31 20:55:09,515 - mmaction - INFO - Epoch [16][1560/1760] lr: 1.500e-02, eta: 14:24:01, time: 0.834, data_time: 0.002, memory: 10390, top1_acc: 0.4948, top5_acc: 0.7604, loss_cls: 2.0340, loss: 2.0340, grad_norm: 4.9328 2021-03-31 20:55:26,207 - mmaction - INFO - Epoch [16][1580/1760] lr: 1.500e-02, eta: 14:23:42, time: 0.835, data_time: 0.001, memory: 10390, top1_acc: 0.4995, top5_acc: 0.7745, loss_cls: 2.0045, loss: 2.0045, grad_norm: 4.9131 2021-03-31 20:55:42,878 - mmaction - INFO - Epoch [16][1600/1760] lr: 1.500e-02, eta: 14:23:24, time: 0.833, data_time: 0.002, memory: 10390, top1_acc: 0.5177, top5_acc: 0.7719, loss_cls: 1.9858, loss: 1.9858, grad_norm: 4.8143 2021-03-31 20:55:59,592 - mmaction - INFO - Epoch [16][1620/1760] lr: 1.500e-02, eta: 14:23:05, time: 0.836, data_time: 0.001, memory: 10390, top1_acc: 0.5161, top5_acc: 0.7828, loss_cls: 1.9650, loss: 1.9650, grad_norm: 4.8458 2021-03-31 20:56:16,278 - mmaction - INFO - Epoch [16][1640/1760] lr: 1.500e-02, eta: 14:22:47, time: 0.834, data_time: 0.002, memory: 10390, top1_acc: 0.5182, top5_acc: 0.7854, loss_cls: 1.9020, loss: 1.9020, grad_norm: 4.7405 2021-03-31 20:56:32,969 - mmaction - INFO - Epoch [16][1660/1760] lr: 1.500e-02, eta: 14:22:28, time: 0.835, data_time: 0.001, memory: 10390, top1_acc: 0.4948, top5_acc: 0.7703, loss_cls: 1.9794, loss: 1.9794, grad_norm: 5.0521 2021-03-31 20:56:49,652 - mmaction - INFO - Epoch [16][1680/1760] lr: 1.500e-02, eta: 14:22:10, time: 0.833, data_time: 0.002, memory: 10390, top1_acc: 0.4948, top5_acc: 0.7688, loss_cls: 2.0542, loss: 2.0542, grad_norm: 4.9375 2021-03-31 20:57:06,361 - mmaction - INFO - Epoch [16][1700/1760] lr: 1.500e-02, eta: 14:21:51, time: 0.836, data_time: 0.002, memory: 10390, top1_acc: 0.4948, top5_acc: 0.7651, loss_cls: 2.0497, loss: 2.0497, grad_norm: 4.9226 2021-03-31 20:57:23,055 - mmaction - INFO - Epoch [16][1720/1760] lr: 1.500e-02, eta: 14:21:33, time: 0.834, data_time: 0.002, memory: 10390, top1_acc: 0.5031, top5_acc: 0.7708, loss_cls: 2.0176, loss: 2.0176, grad_norm: 5.0686 2021-03-31 20:57:39,741 - mmaction - INFO - Epoch [16][1740/1760] lr: 1.500e-02, eta: 14:21:14, time: 0.835, data_time: 0.001, memory: 10390, top1_acc: 0.4891, top5_acc: 0.7521, loss_cls: 2.0838, loss: 2.0838, grad_norm: 4.8200 2021-03-31 20:57:56,165 - mmaction - INFO - Epoch [16][1760/1760] lr: 1.500e-02, eta: 14:20:55, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.4889, top5_acc: 0.7717, loss_cls: 1.9857, loss: 1.9857, grad_norm: 4.9205 2021-03-31 20:58:03,025 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-03-31 21:02:17,969 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-31 21:02:18,457 - mmaction - INFO - top1_acc 0.4618 top5_acc 0.7559 2021-03-31 21:02:18,457 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-31 21:02:18,525 - mmaction - INFO - mean_acc 0.4002 2021-03-31 21:02:18,532 - mmaction - INFO - Epoch(val) [16][1760] top1_acc: 0.4618, top5_acc: 0.7559, mean_class_accuracy: 0.4002 2021-03-31 21:04:14,056 - mmaction - INFO - Epoch [17][20/1760] lr: 1.500e-02, eta: 14:24:07, time: 5.774, data_time: 4.940, memory: 10390, top1_acc: 0.5172, top5_acc: 0.7932, loss_cls: 1.9244, loss: 1.9244, grad_norm: 4.9162 2021-03-31 21:04:30,159 - mmaction - INFO - Epoch [17][40/1760] lr: 1.500e-02, eta: 14:23:47, time: 0.807, data_time: 0.005, memory: 10390, top1_acc: 0.5229, top5_acc: 0.7901, loss_cls: 1.8623, loss: 1.8623, grad_norm: 4.8380 2021-03-31 21:04:46,278 - mmaction - INFO - Epoch [17][60/1760] lr: 1.500e-02, eta: 14:23:27, time: 0.805, data_time: 0.002, memory: 10390, top1_acc: 0.5099, top5_acc: 0.7885, loss_cls: 1.9585, loss: 1.9585, grad_norm: 4.9361 2021-03-31 21:05:03,236 - mmaction - INFO - Epoch [17][80/1760] lr: 1.500e-02, eta: 14:23:09, time: 0.848, data_time: 0.004, memory: 10390, top1_acc: 0.5073, top5_acc: 0.7719, loss_cls: 2.0085, loss: 2.0085, grad_norm: 5.0755 2021-03-31 21:05:19,496 - mmaction - INFO - Epoch [17][100/1760] lr: 1.500e-02, eta: 14:22:49, time: 0.813, data_time: 0.004, memory: 10390, top1_acc: 0.5281, top5_acc: 0.7859, loss_cls: 1.9108, loss: 1.9108, grad_norm: 4.8078 2021-03-31 21:05:35,868 - mmaction - INFO - Epoch [17][120/1760] lr: 1.500e-02, eta: 14:22:30, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4990, top5_acc: 0.7943, loss_cls: 1.9313, loss: 1.9313, grad_norm: 5.0678 2021-03-31 21:05:52,176 - mmaction - INFO - Epoch [17][140/1760] lr: 1.500e-02, eta: 14:22:10, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.5141, top5_acc: 0.7734, loss_cls: 1.9838, loss: 1.9838, grad_norm: 4.9512 2021-03-31 21:06:08,490 - mmaction - INFO - Epoch [17][160/1760] lr: 1.500e-02, eta: 14:21:51, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.5255, top5_acc: 0.7750, loss_cls: 1.9394, loss: 1.9394, grad_norm: 5.1141 2021-03-31 21:06:24,868 - mmaction - INFO - Epoch [17][180/1760] lr: 1.500e-02, eta: 14:21:31, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5260, top5_acc: 0.7870, loss_cls: 1.9024, loss: 1.9024, grad_norm: 4.9698 2021-03-31 21:06:41,170 - mmaction - INFO - Epoch [17][200/1760] lr: 1.500e-02, eta: 14:21:12, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4969, top5_acc: 0.7542, loss_cls: 2.0834, loss: 2.0834, grad_norm: 5.1004 2021-03-31 21:06:57,441 - mmaction - INFO - Epoch [17][220/1760] lr: 1.500e-02, eta: 14:20:52, time: 0.813, data_time: 0.002, memory: 10390, top1_acc: 0.5240, top5_acc: 0.8021, loss_cls: 1.8925, loss: 1.8925, grad_norm: 4.8559 2021-03-31 21:07:13,795 - mmaction - INFO - Epoch [17][240/1760] lr: 1.500e-02, eta: 14:20:33, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.5099, top5_acc: 0.7656, loss_cls: 1.9940, loss: 1.9940, grad_norm: 5.0193 2021-03-31 21:07:30,080 - mmaction - INFO - Epoch [17][260/1760] lr: 1.500e-02, eta: 14:20:13, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.5083, top5_acc: 0.7854, loss_cls: 1.9515, loss: 1.9515, grad_norm: 4.8040 2021-03-31 21:07:46,371 - mmaction - INFO - Epoch [17][280/1760] lr: 1.500e-02, eta: 14:19:54, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.5073, top5_acc: 0.7745, loss_cls: 1.9772, loss: 1.9772, grad_norm: 5.0411 2021-03-31 21:08:02,776 - mmaction - INFO - Epoch [17][300/1760] lr: 1.500e-02, eta: 14:19:35, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.5203, top5_acc: 0.7682, loss_cls: 1.9814, loss: 1.9814, grad_norm: 4.8445 2021-03-31 21:08:19,142 - mmaction - INFO - Epoch [17][320/1760] lr: 1.500e-02, eta: 14:19:15, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4875, top5_acc: 0.7688, loss_cls: 2.0441, loss: 2.0441, grad_norm: 4.8814 2021-03-31 21:08:35,486 - mmaction - INFO - Epoch [17][340/1760] lr: 1.500e-02, eta: 14:18:56, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5073, top5_acc: 0.7698, loss_cls: 1.9826, loss: 1.9826, grad_norm: 4.9621 2021-03-31 21:08:51,806 - mmaction - INFO - Epoch [17][360/1760] lr: 1.500e-02, eta: 14:18:37, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.5099, top5_acc: 0.7781, loss_cls: 1.9621, loss: 1.9621, grad_norm: 4.8904 2021-03-31 21:09:08,182 - mmaction - INFO - Epoch [17][380/1760] lr: 1.500e-02, eta: 14:18:17, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5224, top5_acc: 0.7755, loss_cls: 1.9567, loss: 1.9567, grad_norm: 4.9508 2021-03-31 21:09:24,478 - mmaction - INFO - Epoch [17][400/1760] lr: 1.500e-02, eta: 14:17:58, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.4964, top5_acc: 0.7682, loss_cls: 1.9908, loss: 1.9908, grad_norm: 4.9497 2021-03-31 21:09:40,873 - mmaction - INFO - Epoch [17][420/1760] lr: 1.500e-02, eta: 14:17:39, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5052, top5_acc: 0.7656, loss_cls: 2.0103, loss: 2.0103, grad_norm: 5.0401 2021-03-31 21:09:57,228 - mmaction - INFO - Epoch [17][440/1760] lr: 1.500e-02, eta: 14:17:19, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.5062, top5_acc: 0.7771, loss_cls: 1.9534, loss: 1.9534, grad_norm: 5.0359 2021-03-31 21:10:13,621 - mmaction - INFO - Epoch [17][460/1760] lr: 1.500e-02, eta: 14:17:00, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5094, top5_acc: 0.7781, loss_cls: 1.9809, loss: 1.9809, grad_norm: 5.1665 2021-03-31 21:10:29,944 - mmaction - INFO - Epoch [17][480/1760] lr: 1.500e-02, eta: 14:16:41, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5177, top5_acc: 0.7766, loss_cls: 1.9726, loss: 1.9726, grad_norm: 5.0033 2021-03-31 21:10:46,313 - mmaction - INFO - Epoch [17][500/1760] lr: 1.500e-02, eta: 14:16:21, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5214, top5_acc: 0.7844, loss_cls: 1.9620, loss: 1.9620, grad_norm: 4.8941 2021-03-31 21:11:02,646 - mmaction - INFO - Epoch [17][520/1760] lr: 1.500e-02, eta: 14:16:02, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.5068, top5_acc: 0.7740, loss_cls: 2.0081, loss: 2.0081, grad_norm: 4.9706 2021-03-31 21:11:18,974 - mmaction - INFO - Epoch [17][540/1760] lr: 1.500e-02, eta: 14:15:43, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5099, top5_acc: 0.7729, loss_cls: 1.9956, loss: 1.9956, grad_norm: 4.9168 2021-03-31 21:11:35,341 - mmaction - INFO - Epoch [17][560/1760] lr: 1.500e-02, eta: 14:15:23, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4943, top5_acc: 0.7641, loss_cls: 2.0561, loss: 2.0561, grad_norm: 4.8416 2021-03-31 21:11:51,731 - mmaction - INFO - Epoch [17][580/1760] lr: 1.500e-02, eta: 14:15:04, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5151, top5_acc: 0.7812, loss_cls: 1.9554, loss: 1.9554, grad_norm: 4.8959 2021-03-31 21:12:08,050 - mmaction - INFO - Epoch [17][600/1760] lr: 1.500e-02, eta: 14:14:45, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4922, top5_acc: 0.7688, loss_cls: 2.0247, loss: 2.0247, grad_norm: 5.0805 2021-03-31 21:12:24,357 - mmaction - INFO - Epoch [17][620/1760] lr: 1.500e-02, eta: 14:14:25, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.5109, top5_acc: 0.7812, loss_cls: 1.9413, loss: 1.9413, grad_norm: 4.8524 2021-03-31 21:12:40,709 - mmaction - INFO - Epoch [17][640/1760] lr: 1.500e-02, eta: 14:14:06, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5130, top5_acc: 0.7781, loss_cls: 1.9746, loss: 1.9746, grad_norm: 4.8879 2021-03-31 21:12:57,049 - mmaction - INFO - Epoch [17][660/1760] lr: 1.500e-02, eta: 14:13:47, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.5156, top5_acc: 0.7771, loss_cls: 1.9616, loss: 1.9616, grad_norm: 4.8721 2021-03-31 21:13:13,456 - mmaction - INFO - Epoch [17][680/1760] lr: 1.500e-02, eta: 14:13:28, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.5078, top5_acc: 0.7797, loss_cls: 1.9551, loss: 1.9551, grad_norm: 4.9834 2021-03-31 21:13:29,751 - mmaction - INFO - Epoch [17][700/1760] lr: 1.500e-02, eta: 14:13:08, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.4953, top5_acc: 0.7656, loss_cls: 2.0572, loss: 2.0572, grad_norm: 5.0528 2021-03-31 21:13:46,075 - mmaction - INFO - Epoch [17][720/1760] lr: 1.500e-02, eta: 14:12:49, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5026, top5_acc: 0.7688, loss_cls: 1.9831, loss: 1.9831, grad_norm: 4.9502 2021-03-31 21:14:02,387 - mmaction - INFO - Epoch [17][740/1760] lr: 1.500e-02, eta: 14:12:30, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.5120, top5_acc: 0.7729, loss_cls: 1.9799, loss: 1.9799, grad_norm: 5.0841 2021-03-31 21:14:18,787 - mmaction - INFO - Epoch [17][760/1760] lr: 1.500e-02, eta: 14:12:10, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4932, top5_acc: 0.7646, loss_cls: 2.0499, loss: 2.0499, grad_norm: 4.8941 2021-03-31 21:14:35,162 - mmaction - INFO - Epoch [17][780/1760] lr: 1.500e-02, eta: 14:11:51, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5073, top5_acc: 0.7688, loss_cls: 1.9689, loss: 1.9689, grad_norm: 4.8694 2021-03-31 21:14:51,521 - mmaction - INFO - Epoch [17][800/1760] lr: 1.500e-02, eta: 14:11:32, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5271, top5_acc: 0.7812, loss_cls: 1.9218, loss: 1.9218, grad_norm: 4.7946 2021-03-31 21:15:07,947 - mmaction - INFO - Epoch [17][820/1760] lr: 1.500e-02, eta: 14:11:13, time: 0.822, data_time: 0.001, memory: 10390, top1_acc: 0.5057, top5_acc: 0.7688, loss_cls: 1.9960, loss: 1.9960, grad_norm: 4.9836 2021-03-31 21:15:24,285 - mmaction - INFO - Epoch [17][840/1760] lr: 1.500e-02, eta: 14:10:54, time: 0.817, data_time: 0.000, memory: 10390, top1_acc: 0.5172, top5_acc: 0.7703, loss_cls: 1.9874, loss: 1.9874, grad_norm: 4.9420 2021-03-31 21:15:40,710 - mmaction - INFO - Epoch [17][860/1760] lr: 1.500e-02, eta: 14:10:34, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.4958, top5_acc: 0.7667, loss_cls: 1.9984, loss: 1.9984, grad_norm: 4.8873 2021-03-31 21:15:57,076 - mmaction - INFO - Epoch [17][880/1760] lr: 1.500e-02, eta: 14:10:15, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5021, top5_acc: 0.7740, loss_cls: 1.9724, loss: 1.9724, grad_norm: 4.9033 2021-03-31 21:16:13,385 - mmaction - INFO - Epoch [17][900/1760] lr: 1.500e-02, eta: 14:09:56, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4698, top5_acc: 0.7458, loss_cls: 2.1423, loss: 2.1423, grad_norm: 5.0180 2021-03-31 21:16:29,673 - mmaction - INFO - Epoch [17][920/1760] lr: 1.500e-02, eta: 14:09:37, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.4927, top5_acc: 0.7719, loss_cls: 2.0266, loss: 2.0266, grad_norm: 4.8631 2021-03-31 21:16:46,061 - mmaction - INFO - Epoch [17][940/1760] lr: 1.500e-02, eta: 14:09:17, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5052, top5_acc: 0.7745, loss_cls: 1.9866, loss: 1.9866, grad_norm: 4.8870 2021-03-31 21:17:02,485 - mmaction - INFO - Epoch [17][960/1760] lr: 1.500e-02, eta: 14:08:58, time: 0.822, data_time: 0.001, memory: 10390, top1_acc: 0.4995, top5_acc: 0.7740, loss_cls: 1.9800, loss: 1.9800, grad_norm: 4.9882 2021-03-31 21:17:18,876 - mmaction - INFO - Epoch [17][980/1760] lr: 1.500e-02, eta: 14:08:39, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4922, top5_acc: 0.7573, loss_cls: 2.0483, loss: 2.0483, grad_norm: 4.8573 2021-03-31 21:17:35,259 - mmaction - INFO - Epoch [17][1000/1760] lr: 1.500e-02, eta: 14:08:20, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4958, top5_acc: 0.7719, loss_cls: 2.0180, loss: 2.0180, grad_norm: 4.9308 2021-03-31 21:17:51,638 - mmaction - INFO - Epoch [17][1020/1760] lr: 1.500e-02, eta: 14:08:01, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5016, top5_acc: 0.7651, loss_cls: 2.0088, loss: 2.0088, grad_norm: 4.7409 2021-03-31 21:18:07,956 - mmaction - INFO - Epoch [17][1040/1760] lr: 1.500e-02, eta: 14:07:42, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.5156, top5_acc: 0.7786, loss_cls: 1.9634, loss: 1.9634, grad_norm: 4.8203 2021-03-31 21:18:24,333 - mmaction - INFO - Epoch [17][1060/1760] lr: 1.500e-02, eta: 14:07:22, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5000, top5_acc: 0.7812, loss_cls: 1.9842, loss: 1.9842, grad_norm: 4.7798 2021-03-31 21:18:40,624 - mmaction - INFO - Epoch [17][1080/1760] lr: 1.500e-02, eta: 14:07:03, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.5276, top5_acc: 0.7854, loss_cls: 1.8987, loss: 1.8987, grad_norm: 4.9941 2021-03-31 21:18:56,985 - mmaction - INFO - Epoch [17][1100/1760] lr: 1.500e-02, eta: 14:06:44, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5266, top5_acc: 0.7818, loss_cls: 1.9532, loss: 1.9532, grad_norm: 4.8848 2021-03-31 21:19:13,342 - mmaction - INFO - Epoch [17][1120/1760] lr: 1.500e-02, eta: 14:06:25, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.5141, top5_acc: 0.7844, loss_cls: 1.9514, loss: 1.9514, grad_norm: 4.9845 2021-03-31 21:19:29,686 - mmaction - INFO - Epoch [17][1140/1760] lr: 1.500e-02, eta: 14:06:06, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4979, top5_acc: 0.7672, loss_cls: 2.0252, loss: 2.0252, grad_norm: 5.0289 2021-03-31 21:19:46,046 - mmaction - INFO - Epoch [17][1160/1760] lr: 1.500e-02, eta: 14:05:46, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5172, top5_acc: 0.7682, loss_cls: 1.9814, loss: 1.9814, grad_norm: 4.7873 2021-03-31 21:20:02,416 - mmaction - INFO - Epoch [17][1180/1760] lr: 1.500e-02, eta: 14:05:27, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5021, top5_acc: 0.7849, loss_cls: 1.9908, loss: 1.9908, grad_norm: 4.8656 2021-03-31 21:20:18,736 - mmaction - INFO - Epoch [17][1200/1760] lr: 1.500e-02, eta: 14:05:08, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.5302, top5_acc: 0.7865, loss_cls: 1.8928, loss: 1.8928, grad_norm: 4.8902 2021-03-31 21:20:35,089 - mmaction - INFO - Epoch [17][1220/1760] lr: 1.500e-02, eta: 14:04:49, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5234, top5_acc: 0.7677, loss_cls: 1.9816, loss: 1.9816, grad_norm: 5.0016 2021-03-31 21:20:51,397 - mmaction - INFO - Epoch [17][1240/1760] lr: 1.500e-02, eta: 14:04:30, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.5120, top5_acc: 0.7682, loss_cls: 1.9744, loss: 1.9744, grad_norm: 4.8776 2021-03-31 21:21:07,777 - mmaction - INFO - Epoch [17][1260/1760] lr: 1.500e-02, eta: 14:04:10, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4927, top5_acc: 0.7661, loss_cls: 2.0460, loss: 2.0460, grad_norm: 4.9466 2021-03-31 21:21:24,150 - mmaction - INFO - Epoch [17][1280/1760] lr: 1.500e-02, eta: 14:03:51, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4911, top5_acc: 0.7802, loss_cls: 1.9973, loss: 1.9973, grad_norm: 5.0027 2021-03-31 21:21:40,529 - mmaction - INFO - Epoch [17][1300/1760] lr: 1.500e-02, eta: 14:03:32, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5151, top5_acc: 0.7786, loss_cls: 1.9694, loss: 1.9694, grad_norm: 4.8609 2021-03-31 21:21:56,854 - mmaction - INFO - Epoch [17][1320/1760] lr: 1.500e-02, eta: 14:03:13, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4896, top5_acc: 0.7755, loss_cls: 2.0131, loss: 2.0131, grad_norm: 5.1250 2021-03-31 21:22:13,170 - mmaction - INFO - Epoch [17][1340/1760] lr: 1.500e-02, eta: 14:02:54, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.4849, top5_acc: 0.7474, loss_cls: 2.0700, loss: 2.0700, grad_norm: 4.8701 2021-03-31 21:22:29,558 - mmaction - INFO - Epoch [17][1360/1760] lr: 1.500e-02, eta: 14:02:35, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.5151, top5_acc: 0.7719, loss_cls: 1.9504, loss: 1.9504, grad_norm: 4.8730 2021-03-31 21:22:45,923 - mmaction - INFO - Epoch [17][1380/1760] lr: 1.500e-02, eta: 14:02:16, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4958, top5_acc: 0.7552, loss_cls: 2.0342, loss: 2.0342, grad_norm: 4.9931 2021-03-31 21:23:02,249 - mmaction - INFO - Epoch [17][1400/1760] lr: 1.500e-02, eta: 14:01:56, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.5047, top5_acc: 0.7896, loss_cls: 1.9525, loss: 1.9525, grad_norm: 4.7732 2021-03-31 21:23:18,656 - mmaction - INFO - Epoch [17][1420/1760] lr: 1.500e-02, eta: 14:01:37, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.5047, top5_acc: 0.7771, loss_cls: 1.9823, loss: 1.9823, grad_norm: 4.9444 2021-03-31 21:23:35,015 - mmaction - INFO - Epoch [17][1440/1760] lr: 1.500e-02, eta: 14:01:18, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.5089, top5_acc: 0.7708, loss_cls: 2.0029, loss: 2.0029, grad_norm: 4.8213 2021-03-31 21:23:51,405 - mmaction - INFO - Epoch [17][1460/1760] lr: 1.500e-02, eta: 14:00:59, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5099, top5_acc: 0.7646, loss_cls: 1.9765, loss: 1.9765, grad_norm: 4.9410 2021-03-31 21:24:07,712 - mmaction - INFO - Epoch [17][1480/1760] lr: 1.500e-02, eta: 14:00:40, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5073, top5_acc: 0.7875, loss_cls: 1.9602, loss: 1.9602, grad_norm: 5.0469 2021-03-31 21:24:24,044 - mmaction - INFO - Epoch [17][1500/1760] lr: 1.500e-02, eta: 14:00:21, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5010, top5_acc: 0.7677, loss_cls: 1.9906, loss: 1.9906, grad_norm: 5.0394 2021-03-31 21:24:40,359 - mmaction - INFO - Epoch [17][1520/1760] lr: 1.500e-02, eta: 14:00:02, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.5047, top5_acc: 0.7661, loss_cls: 1.9863, loss: 1.9863, grad_norm: 4.9911 2021-03-31 21:24:56,742 - mmaction - INFO - Epoch [17][1540/1760] lr: 1.500e-02, eta: 13:59:43, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5177, top5_acc: 0.7885, loss_cls: 1.9426, loss: 1.9426, grad_norm: 4.9843 2021-03-31 21:25:13,115 - mmaction - INFO - Epoch [17][1560/1760] lr: 1.500e-02, eta: 13:59:23, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5094, top5_acc: 0.7667, loss_cls: 2.0507, loss: 2.0507, grad_norm: 4.9212 2021-03-31 21:25:29,500 - mmaction - INFO - Epoch [17][1580/1760] lr: 1.500e-02, eta: 13:59:04, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5005, top5_acc: 0.7667, loss_cls: 2.0019, loss: 2.0019, grad_norm: 4.8357 2021-03-31 21:25:45,870 - mmaction - INFO - Epoch [17][1600/1760] lr: 1.500e-02, eta: 13:58:45, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5214, top5_acc: 0.7786, loss_cls: 1.9708, loss: 1.9708, grad_norm: 4.7498 2021-03-31 21:26:02,158 - mmaction - INFO - Epoch [17][1620/1760] lr: 1.500e-02, eta: 13:58:26, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.5156, top5_acc: 0.7823, loss_cls: 1.9642, loss: 1.9642, grad_norm: 5.0725 2021-03-31 21:26:18,465 - mmaction - INFO - Epoch [17][1640/1760] lr: 1.500e-02, eta: 13:58:07, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.5234, top5_acc: 0.7740, loss_cls: 1.9375, loss: 1.9375, grad_norm: 4.6750 2021-03-31 21:26:34,846 - mmaction - INFO - Epoch [17][1660/1760] lr: 1.500e-02, eta: 13:57:48, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5115, top5_acc: 0.7594, loss_cls: 1.9956, loss: 1.9956, grad_norm: 4.9121 2021-03-31 21:26:51,215 - mmaction - INFO - Epoch [17][1680/1760] lr: 1.500e-02, eta: 13:57:29, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4958, top5_acc: 0.7688, loss_cls: 2.0168, loss: 2.0168, grad_norm: 4.9676 2021-03-31 21:27:07,591 - mmaction - INFO - Epoch [17][1700/1760] lr: 1.500e-02, eta: 13:57:10, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4958, top5_acc: 0.7823, loss_cls: 2.0312, loss: 2.0312, grad_norm: 5.0198 2021-03-31 21:27:23,982 - mmaction - INFO - Epoch [17][1720/1760] lr: 1.500e-02, eta: 13:56:51, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4901, top5_acc: 0.7740, loss_cls: 2.0094, loss: 2.0094, grad_norm: 4.9807 2021-03-31 21:27:40,332 - mmaction - INFO - Epoch [17][1740/1760] lr: 1.500e-02, eta: 13:56:32, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4911, top5_acc: 0.7630, loss_cls: 2.0382, loss: 2.0382, grad_norm: 4.8497 2021-03-31 21:27:56,372 - mmaction - INFO - Epoch [17][1760/1760] lr: 1.500e-02, eta: 13:56:12, time: 0.803, data_time: 0.002, memory: 10390, top1_acc: 0.5101, top5_acc: 0.7770, loss_cls: 1.9782, loss: 1.9782, grad_norm: 4.8320 2021-03-31 21:28:03,267 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-03-31 21:29:12,099 - mmaction - INFO - Epoch [18][20/1760] lr: 1.500e-02, eta: 13:57:34, time: 3.419, data_time: 2.478, memory: 10390, top1_acc: 0.5068, top5_acc: 0.7740, loss_cls: 1.9723, loss: 1.9723, grad_norm: 4.8267 2021-03-31 21:29:28,299 - mmaction - INFO - Epoch [18][40/1760] lr: 1.500e-02, eta: 13:57:14, time: 0.810, data_time: 0.003, memory: 10390, top1_acc: 0.5234, top5_acc: 0.7771, loss_cls: 1.9419, loss: 1.9419, grad_norm: 4.8841 2021-03-31 21:29:44,595 - mmaction - INFO - Epoch [18][60/1760] lr: 1.500e-02, eta: 13:56:55, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.5250, top5_acc: 0.7901, loss_cls: 1.9244, loss: 1.9244, grad_norm: 4.9899 2021-03-31 21:30:00,918 - mmaction - INFO - Epoch [18][80/1760] lr: 1.500e-02, eta: 13:56:36, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5125, top5_acc: 0.7958, loss_cls: 1.9227, loss: 1.9227, grad_norm: 4.8701 2021-03-31 21:30:17,985 - mmaction - INFO - Epoch [18][100/1760] lr: 1.500e-02, eta: 13:56:18, time: 0.851, data_time: 0.002, memory: 10390, top1_acc: 0.5141, top5_acc: 0.7818, loss_cls: 1.9889, loss: 1.9889, grad_norm: 4.9382 2021-03-31 21:30:34,277 - mmaction - INFO - Epoch [18][120/1760] lr: 1.500e-02, eta: 13:55:59, time: 0.817, data_time: 0.003, memory: 10390, top1_acc: 0.5344, top5_acc: 0.7896, loss_cls: 1.8874, loss: 1.8874, grad_norm: 4.8623 2021-03-31 21:30:50,588 - mmaction - INFO - Epoch [18][140/1760] lr: 1.500e-02, eta: 13:55:40, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.5208, top5_acc: 0.7932, loss_cls: 1.9027, loss: 1.9027, grad_norm: 4.8885 2021-03-31 21:31:06,880 - mmaction - INFO - Epoch [18][160/1760] lr: 1.500e-02, eta: 13:55:20, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.5078, top5_acc: 0.7849, loss_cls: 1.9683, loss: 1.9683, grad_norm: 4.9564 2021-03-31 21:31:23,206 - mmaction - INFO - Epoch [18][180/1760] lr: 1.500e-02, eta: 13:55:01, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5036, top5_acc: 0.7792, loss_cls: 1.9937, loss: 1.9937, grad_norm: 5.1405 2021-03-31 21:31:39,572 - mmaction - INFO - Epoch [18][200/1760] lr: 1.500e-02, eta: 13:54:42, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5219, top5_acc: 0.7896, loss_cls: 1.8759, loss: 1.8759, grad_norm: 4.8389 2021-03-31 21:31:55,958 - mmaction - INFO - Epoch [18][220/1760] lr: 1.500e-02, eta: 13:54:23, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5089, top5_acc: 0.7818, loss_cls: 1.9269, loss: 1.9269, grad_norm: 4.9645 2021-03-31 21:32:12,277 - mmaction - INFO - Epoch [18][240/1760] lr: 1.500e-02, eta: 13:54:04, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5250, top5_acc: 0.7844, loss_cls: 1.8993, loss: 1.8993, grad_norm: 4.8602 2021-03-31 21:32:28,602 - mmaction - INFO - Epoch [18][260/1760] lr: 1.500e-02, eta: 13:53:45, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5448, top5_acc: 0.7839, loss_cls: 1.8815, loss: 1.8815, grad_norm: 4.8350 2021-03-31 21:32:44,949 - mmaction - INFO - Epoch [18][280/1760] lr: 1.500e-02, eta: 13:53:25, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.5120, top5_acc: 0.7807, loss_cls: 1.9389, loss: 1.9389, grad_norm: 4.9242 2021-03-31 21:33:01,296 - mmaction - INFO - Epoch [18][300/1760] lr: 1.500e-02, eta: 13:53:06, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5120, top5_acc: 0.7854, loss_cls: 1.9604, loss: 1.9604, grad_norm: 5.0192 2021-03-31 21:33:17,660 - mmaction - INFO - Epoch [18][320/1760] lr: 1.500e-02, eta: 13:52:47, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4922, top5_acc: 0.7708, loss_cls: 1.9995, loss: 1.9995, grad_norm: 4.8865 2021-03-31 21:33:34,039 - mmaction - INFO - Epoch [18][340/1760] lr: 1.500e-02, eta: 13:52:28, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5172, top5_acc: 0.7885, loss_cls: 1.8862, loss: 1.8862, grad_norm: 4.8481 2021-03-31 21:33:50,411 - mmaction - INFO - Epoch [18][360/1760] lr: 1.500e-02, eta: 13:52:09, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.4969, top5_acc: 0.7792, loss_cls: 1.9782, loss: 1.9782, grad_norm: 5.0962 2021-03-31 21:34:06,734 - mmaction - INFO - Epoch [18][380/1760] lr: 1.500e-02, eta: 13:51:50, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5167, top5_acc: 0.7797, loss_cls: 1.9570, loss: 1.9570, grad_norm: 4.9988 2021-03-31 21:34:23,024 - mmaction - INFO - Epoch [18][400/1760] lr: 1.500e-02, eta: 13:51:31, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.5380, top5_acc: 0.7870, loss_cls: 1.8896, loss: 1.8896, grad_norm: 5.0299 2021-03-31 21:34:39,389 - mmaction - INFO - Epoch [18][420/1760] lr: 1.500e-02, eta: 13:51:12, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5036, top5_acc: 0.7812, loss_cls: 1.9794, loss: 1.9794, grad_norm: 4.9997 2021-03-31 21:34:55,758 - mmaction - INFO - Epoch [18][440/1760] lr: 1.500e-02, eta: 13:50:53, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5250, top5_acc: 0.7844, loss_cls: 1.9279, loss: 1.9279, grad_norm: 4.9858 2021-03-31 21:35:12,057 - mmaction - INFO - Epoch [18][460/1760] lr: 1.500e-02, eta: 13:50:33, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.5130, top5_acc: 0.7833, loss_cls: 1.9282, loss: 1.9282, grad_norm: 5.0713 2021-03-31 21:35:28,382 - mmaction - INFO - Epoch [18][480/1760] lr: 1.500e-02, eta: 13:50:14, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4938, top5_acc: 0.7531, loss_cls: 2.0599, loss: 2.0599, grad_norm: 5.1329 2021-03-31 21:35:44,732 - mmaction - INFO - Epoch [18][500/1760] lr: 1.500e-02, eta: 13:49:55, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5099, top5_acc: 0.7901, loss_cls: 1.9299, loss: 1.9299, grad_norm: 4.8425 2021-03-31 21:36:01,098 - mmaction - INFO - Epoch [18][520/1760] lr: 1.500e-02, eta: 13:49:36, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.5042, top5_acc: 0.7729, loss_cls: 1.9620, loss: 1.9620, grad_norm: 4.8879 2021-03-31 21:36:17,477 - mmaction - INFO - Epoch [18][540/1760] lr: 1.500e-02, eta: 13:49:17, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.4849, top5_acc: 0.7578, loss_cls: 2.0456, loss: 2.0456, grad_norm: 5.0294 2021-03-31 21:36:33,865 - mmaction - INFO - Epoch [18][560/1760] lr: 1.500e-02, eta: 13:48:58, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.5172, top5_acc: 0.7771, loss_cls: 1.9235, loss: 1.9235, grad_norm: 4.9566 2021-03-31 21:36:50,138 - mmaction - INFO - Epoch [18][580/1760] lr: 1.500e-02, eta: 13:48:39, time: 0.813, data_time: 0.002, memory: 10390, top1_acc: 0.5026, top5_acc: 0.7620, loss_cls: 2.0259, loss: 2.0259, grad_norm: 5.0563 2021-03-31 21:37:06,498 - mmaction - INFO - Epoch [18][600/1760] lr: 1.500e-02, eta: 13:48:20, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5135, top5_acc: 0.7703, loss_cls: 1.9943, loss: 1.9943, grad_norm: 5.0169 2021-03-31 21:37:22,834 - mmaction - INFO - Epoch [18][620/1760] lr: 1.500e-02, eta: 13:48:01, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.4979, top5_acc: 0.7615, loss_cls: 2.0349, loss: 2.0349, grad_norm: 4.9583 2021-03-31 21:37:39,206 - mmaction - INFO - Epoch [18][640/1760] lr: 1.500e-02, eta: 13:47:42, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5177, top5_acc: 0.7630, loss_cls: 2.0121, loss: 2.0121, grad_norm: 4.8704 2021-03-31 21:37:55,605 - mmaction - INFO - Epoch [18][660/1760] lr: 1.500e-02, eta: 13:47:23, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4932, top5_acc: 0.7693, loss_cls: 2.0101, loss: 2.0101, grad_norm: 5.0359 2021-03-31 21:38:11,947 - mmaction - INFO - Epoch [18][680/1760] lr: 1.500e-02, eta: 13:47:04, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.5182, top5_acc: 0.7901, loss_cls: 1.9149, loss: 1.9149, grad_norm: 4.8815 2021-03-31 21:38:28,343 - mmaction - INFO - Epoch [18][700/1760] lr: 1.500e-02, eta: 13:46:45, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4995, top5_acc: 0.7781, loss_cls: 1.9925, loss: 1.9925, grad_norm: 4.9220 2021-03-31 21:38:44,666 - mmaction - INFO - Epoch [18][720/1760] lr: 1.500e-02, eta: 13:46:26, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.5234, top5_acc: 0.7948, loss_cls: 1.9043, loss: 1.9043, grad_norm: 4.7613 2021-03-31 21:39:00,983 - mmaction - INFO - Epoch [18][740/1760] lr: 1.500e-02, eta: 13:46:06, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.5385, top5_acc: 0.7760, loss_cls: 1.9087, loss: 1.9087, grad_norm: 4.7725 2021-03-31 21:39:17,290 - mmaction - INFO - Epoch [18][760/1760] lr: 1.500e-02, eta: 13:45:47, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5078, top5_acc: 0.7745, loss_cls: 1.9494, loss: 1.9494, grad_norm: 4.8514 2021-03-31 21:39:33,679 - mmaction - INFO - Epoch [18][780/1760] lr: 1.500e-02, eta: 13:45:28, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5036, top5_acc: 0.7635, loss_cls: 2.0190, loss: 2.0190, grad_norm: 4.8730 2021-03-31 21:39:49,972 - mmaction - INFO - Epoch [18][800/1760] lr: 1.500e-02, eta: 13:45:09, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.5052, top5_acc: 0.7766, loss_cls: 1.9739, loss: 1.9739, grad_norm: 4.9275 2021-03-31 21:40:06,317 - mmaction - INFO - Epoch [18][820/1760] lr: 1.500e-02, eta: 13:44:50, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.4859, top5_acc: 0.7771, loss_cls: 2.0252, loss: 2.0252, grad_norm: 4.9751 2021-03-31 21:40:22,631 - mmaction - INFO - Epoch [18][840/1760] lr: 1.500e-02, eta: 13:44:31, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.4948, top5_acc: 0.7724, loss_cls: 2.0271, loss: 2.0271, grad_norm: 4.9788 2021-03-31 21:40:39,102 - mmaction - INFO - Epoch [18][860/1760] lr: 1.500e-02, eta: 13:44:12, time: 0.823, data_time: 0.002, memory: 10390, top1_acc: 0.5120, top5_acc: 0.7839, loss_cls: 1.9531, loss: 1.9531, grad_norm: 4.9928 2021-03-31 21:40:55,577 - mmaction - INFO - Epoch [18][880/1760] lr: 1.500e-02, eta: 13:43:53, time: 0.824, data_time: 0.001, memory: 10390, top1_acc: 0.5245, top5_acc: 0.7807, loss_cls: 1.9656, loss: 1.9656, grad_norm: 5.0323 2021-03-31 21:41:12,073 - mmaction - INFO - Epoch [18][900/1760] lr: 1.500e-02, eta: 13:43:35, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.5047, top5_acc: 0.7734, loss_cls: 1.9323, loss: 1.9323, grad_norm: 4.9015 2021-03-31 21:41:28,587 - mmaction - INFO - Epoch [18][920/1760] lr: 1.500e-02, eta: 13:43:16, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.5135, top5_acc: 0.7875, loss_cls: 1.9202, loss: 1.9202, grad_norm: 4.9896 2021-03-31 21:41:45,119 - mmaction - INFO - Epoch [18][940/1760] lr: 1.500e-02, eta: 13:42:57, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.5089, top5_acc: 0.7651, loss_cls: 2.0367, loss: 2.0367, grad_norm: 5.0325 2021-03-31 21:42:01,626 - mmaction - INFO - Epoch [18][960/1760] lr: 1.500e-02, eta: 13:42:39, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.5120, top5_acc: 0.7661, loss_cls: 1.9716, loss: 1.9716, grad_norm: 4.8942 2021-03-31 21:42:18,127 - mmaction - INFO - Epoch [18][980/1760] lr: 1.500e-02, eta: 13:42:20, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.5089, top5_acc: 0.7786, loss_cls: 1.9767, loss: 1.9767, grad_norm: 4.8625 2021-03-31 21:42:34,615 - mmaction - INFO - Epoch [18][1000/1760] lr: 1.500e-02, eta: 13:42:01, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.5130, top5_acc: 0.7766, loss_cls: 1.9790, loss: 1.9790, grad_norm: 5.0950 2021-03-31 21:42:51,148 - mmaction - INFO - Epoch [18][1020/1760] lr: 1.500e-02, eta: 13:41:42, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.5115, top5_acc: 0.7693, loss_cls: 1.9833, loss: 1.9833, grad_norm: 4.9466 2021-03-31 21:43:07,672 - mmaction - INFO - Epoch [18][1040/1760] lr: 1.500e-02, eta: 13:41:24, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.5182, top5_acc: 0.7875, loss_cls: 1.9371, loss: 1.9371, grad_norm: 4.7958 2021-03-31 21:43:24,177 - mmaction - INFO - Epoch [18][1060/1760] lr: 1.500e-02, eta: 13:41:05, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.5005, top5_acc: 0.7755, loss_cls: 1.9739, loss: 1.9739, grad_norm: 4.9483 2021-03-31 21:43:40,676 - mmaction - INFO - Epoch [18][1080/1760] lr: 1.500e-02, eta: 13:40:46, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.4948, top5_acc: 0.7849, loss_cls: 2.0045, loss: 2.0045, grad_norm: 5.0214 2021-03-31 21:43:57,159 - mmaction - INFO - Epoch [18][1100/1760] lr: 1.500e-02, eta: 13:40:28, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.5052, top5_acc: 0.7807, loss_cls: 1.9476, loss: 1.9476, grad_norm: 4.9314 2021-03-31 21:44:13,690 - mmaction - INFO - Epoch [18][1120/1760] lr: 1.500e-02, eta: 13:40:09, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.5182, top5_acc: 0.7865, loss_cls: 1.9394, loss: 1.9394, grad_norm: 4.8959 2021-03-31 21:44:30,208 - mmaction - INFO - Epoch [18][1140/1760] lr: 1.500e-02, eta: 13:39:50, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.4948, top5_acc: 0.7807, loss_cls: 1.9798, loss: 1.9798, grad_norm: 4.8589 2021-03-31 21:44:46,706 - mmaction - INFO - Epoch [18][1160/1760] lr: 1.500e-02, eta: 13:39:32, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.5260, top5_acc: 0.7885, loss_cls: 1.8829, loss: 1.8829, grad_norm: 4.7528 2021-03-31 21:45:03,225 - mmaction - INFO - Epoch [18][1180/1760] lr: 1.500e-02, eta: 13:39:13, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.5057, top5_acc: 0.7635, loss_cls: 1.9974, loss: 1.9974, grad_norm: 4.9888 2021-03-31 21:45:19,688 - mmaction - INFO - Epoch [18][1200/1760] lr: 1.500e-02, eta: 13:38:54, time: 0.823, data_time: 0.001, memory: 10390, top1_acc: 0.5177, top5_acc: 0.7901, loss_cls: 1.9238, loss: 1.9238, grad_norm: 4.8727 2021-03-31 21:45:36,195 - mmaction - INFO - Epoch [18][1220/1760] lr: 1.500e-02, eta: 13:38:35, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.4943, top5_acc: 0.7688, loss_cls: 2.0302, loss: 2.0302, grad_norm: 4.8992 2021-03-31 21:45:52,711 - mmaction - INFO - Epoch [18][1240/1760] lr: 1.500e-02, eta: 13:38:17, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.5193, top5_acc: 0.7958, loss_cls: 1.8633, loss: 1.8633, grad_norm: 5.0289 2021-03-31 21:46:09,209 - mmaction - INFO - Epoch [18][1260/1760] lr: 1.500e-02, eta: 13:37:58, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.4943, top5_acc: 0.7802, loss_cls: 1.9733, loss: 1.9733, grad_norm: 5.1515 2021-03-31 21:46:25,739 - mmaction - INFO - Epoch [18][1280/1760] lr: 1.500e-02, eta: 13:37:40, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.5099, top5_acc: 0.7943, loss_cls: 1.9654, loss: 1.9654, grad_norm: 4.9236 2021-03-31 21:46:42,258 - mmaction - INFO - Epoch [18][1300/1760] lr: 1.500e-02, eta: 13:37:21, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.5260, top5_acc: 0.7594, loss_cls: 1.9283, loss: 1.9283, grad_norm: 4.9503 2021-03-31 21:46:58,739 - mmaction - INFO - Epoch [18][1320/1760] lr: 1.500e-02, eta: 13:37:02, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.4823, top5_acc: 0.7703, loss_cls: 2.0714, loss: 2.0714, grad_norm: 4.9824 2021-03-31 21:47:15,233 - mmaction - INFO - Epoch [18][1340/1760] lr: 1.500e-02, eta: 13:36:43, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.4979, top5_acc: 0.7750, loss_cls: 1.9760, loss: 1.9760, grad_norm: 4.9491 2021-03-31 21:47:31,738 - mmaction - INFO - Epoch [18][1360/1760] lr: 1.500e-02, eta: 13:36:25, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.5219, top5_acc: 0.7906, loss_cls: 1.9034, loss: 1.9034, grad_norm: 4.9333 2021-03-31 21:47:48,255 - mmaction - INFO - Epoch [18][1380/1760] lr: 1.500e-02, eta: 13:36:06, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.4964, top5_acc: 0.7740, loss_cls: 1.9859, loss: 1.9859, grad_norm: 5.0284 2021-03-31 21:48:04,755 - mmaction - INFO - Epoch [18][1400/1760] lr: 1.500e-02, eta: 13:35:47, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.5026, top5_acc: 0.7740, loss_cls: 1.9884, loss: 1.9884, grad_norm: 4.9596 2021-03-31 21:48:21,306 - mmaction - INFO - Epoch [18][1420/1760] lr: 1.500e-02, eta: 13:35:29, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.5062, top5_acc: 0.7594, loss_cls: 2.0110, loss: 2.0110, grad_norm: 4.9170 2021-03-31 21:48:37,842 - mmaction - INFO - Epoch [18][1440/1760] lr: 1.500e-02, eta: 13:35:10, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.5068, top5_acc: 0.7651, loss_cls: 2.0221, loss: 2.0221, grad_norm: 4.8440 2021-03-31 21:48:54,378 - mmaction - INFO - Epoch [18][1460/1760] lr: 1.500e-02, eta: 13:34:52, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.5109, top5_acc: 0.7740, loss_cls: 1.9427, loss: 1.9427, grad_norm: 4.9803 2021-03-31 21:49:10,869 - mmaction - INFO - Epoch [18][1480/1760] lr: 1.500e-02, eta: 13:34:33, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.5146, top5_acc: 0.7792, loss_cls: 1.9279, loss: 1.9279, grad_norm: 4.9602 2021-03-31 21:49:27,379 - mmaction - INFO - Epoch [18][1500/1760] lr: 1.500e-02, eta: 13:34:14, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.5068, top5_acc: 0.7792, loss_cls: 1.9609, loss: 1.9609, grad_norm: 4.8308 2021-03-31 21:49:43,871 - mmaction - INFO - Epoch [18][1520/1760] lr: 1.500e-02, eta: 13:33:56, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.5276, top5_acc: 0.7750, loss_cls: 1.9388, loss: 1.9388, grad_norm: 4.7336 2021-03-31 21:50:00,391 - mmaction - INFO - Epoch [18][1540/1760] lr: 1.500e-02, eta: 13:33:37, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.5260, top5_acc: 0.7870, loss_cls: 1.9065, loss: 1.9065, grad_norm: 4.8021 2021-03-31 21:50:16,934 - mmaction - INFO - Epoch [18][1560/1760] lr: 1.500e-02, eta: 13:33:19, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.5219, top5_acc: 0.7812, loss_cls: 1.9448, loss: 1.9448, grad_norm: 4.9939 2021-03-31 21:50:33,434 - mmaction - INFO - Epoch [18][1580/1760] lr: 1.500e-02, eta: 13:33:00, time: 0.824, data_time: 0.001, memory: 10390, top1_acc: 0.4818, top5_acc: 0.7714, loss_cls: 2.0449, loss: 2.0449, grad_norm: 4.9958 2021-03-31 21:50:49,917 - mmaction - INFO - Epoch [18][1600/1760] lr: 1.500e-02, eta: 13:32:41, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.5193, top5_acc: 0.7786, loss_cls: 2.0032, loss: 2.0032, grad_norm: 4.9057 2021-03-31 21:51:06,441 - mmaction - INFO - Epoch [18][1620/1760] lr: 1.500e-02, eta: 13:32:23, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.5078, top5_acc: 0.7781, loss_cls: 1.9551, loss: 1.9551, grad_norm: 4.9153 2021-03-31 21:51:22,933 - mmaction - INFO - Epoch [18][1640/1760] lr: 1.500e-02, eta: 13:32:04, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.5099, top5_acc: 0.7818, loss_cls: 1.9676, loss: 1.9676, grad_norm: 4.9937 2021-03-31 21:51:39,447 - mmaction - INFO - Epoch [18][1660/1760] lr: 1.500e-02, eta: 13:31:45, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.5057, top5_acc: 0.7698, loss_cls: 2.0011, loss: 2.0011, grad_norm: 5.0939 2021-03-31 21:51:55,966 - mmaction - INFO - Epoch [18][1680/1760] lr: 1.500e-02, eta: 13:31:27, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.5099, top5_acc: 0.7786, loss_cls: 1.9890, loss: 1.9890, grad_norm: 5.3060 2021-03-31 21:52:12,507 - mmaction - INFO - Epoch [18][1700/1760] lr: 1.500e-02, eta: 13:31:08, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.5219, top5_acc: 0.7844, loss_cls: 1.9152, loss: 1.9152, grad_norm: 5.0563 2021-03-31 21:52:29,029 - mmaction - INFO - Epoch [18][1720/1760] lr: 1.500e-02, eta: 13:30:50, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.4964, top5_acc: 0.7589, loss_cls: 2.0647, loss: 2.0647, grad_norm: 4.9954 2021-03-31 21:52:45,538 - mmaction - INFO - Epoch [18][1740/1760] lr: 1.500e-02, eta: 13:30:31, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.4958, top5_acc: 0.7839, loss_cls: 1.9743, loss: 1.9743, grad_norm: 4.8674 2021-03-31 21:53:01,777 - mmaction - INFO - Epoch [18][1760/1760] lr: 1.500e-02, eta: 13:30:12, time: 0.812, data_time: 0.001, memory: 10390, top1_acc: 0.5132, top5_acc: 0.7733, loss_cls: 2.0012, loss: 2.0012, grad_norm: 4.9455 2021-03-31 21:53:07,538 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-03-31 21:55:09,762 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-31 21:55:10,092 - mmaction - INFO - top1_acc 0.4690 top5_acc 0.7645 2021-03-31 21:55:10,092 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-31 21:55:10,176 - mmaction - INFO - mean_acc 0.3905 2021-03-31 21:55:12,061 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. 2021-03-31 21:55:12,061 - mmaction - INFO - Best top1_acc is 0.4690 at 18 epoch. 2021-03-31 21:55:12,078 - mmaction - INFO - Epoch(val) [18][1760] top1_acc: 0.4690, top5_acc: 0.7645, mean_class_accuracy: 0.3905 2021-03-31 21:56:06,201 - mmaction - INFO - Epoch [19][20/1760] lr: 1.500e-02, eta: 13:31:00, time: 2.704, data_time: 1.403, memory: 10390, top1_acc: 0.5219, top5_acc: 0.7995, loss_cls: 1.8876, loss: 1.8876, grad_norm: 4.9519 2021-03-31 21:56:22,372 - mmaction - INFO - Epoch [19][40/1760] lr: 1.500e-02, eta: 13:30:41, time: 0.810, data_time: 0.004, memory: 10390, top1_acc: 0.5193, top5_acc: 0.7729, loss_cls: 1.9674, loss: 1.9674, grad_norm: 5.0557 2021-03-31 21:56:38,726 - mmaction - INFO - Epoch [19][60/1760] lr: 1.500e-02, eta: 13:30:22, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5203, top5_acc: 0.7818, loss_cls: 1.9281, loss: 1.9281, grad_norm: 4.9002 2021-03-31 21:56:55,089 - mmaction - INFO - Epoch [19][80/1760] lr: 1.500e-02, eta: 13:30:03, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5245, top5_acc: 0.7870, loss_cls: 1.9219, loss: 1.9219, grad_norm: 4.9356 2021-03-31 21:57:11,448 - mmaction - INFO - Epoch [19][100/1760] lr: 1.500e-02, eta: 13:29:44, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5224, top5_acc: 0.7932, loss_cls: 1.9091, loss: 1.9091, grad_norm: 4.9975 2021-03-31 21:57:27,841 - mmaction - INFO - Epoch [19][120/1760] lr: 1.500e-02, eta: 13:29:25, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.5208, top5_acc: 0.7766, loss_cls: 1.9448, loss: 1.9448, grad_norm: 4.9530 2021-03-31 21:57:44,240 - mmaction - INFO - Epoch [19][140/1760] lr: 1.500e-02, eta: 13:29:06, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5323, top5_acc: 0.7849, loss_cls: 1.9378, loss: 1.9378, grad_norm: 5.0084 2021-03-31 21:58:00,606 - mmaction - INFO - Epoch [19][160/1760] lr: 1.500e-02, eta: 13:28:47, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5172, top5_acc: 0.7875, loss_cls: 1.9386, loss: 1.9386, grad_norm: 4.9657 2021-03-31 21:58:17,011 - mmaction - INFO - Epoch [19][180/1760] lr: 1.500e-02, eta: 13:28:29, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5026, top5_acc: 0.7854, loss_cls: 1.9511, loss: 1.9511, grad_norm: 5.2417 2021-03-31 21:58:33,395 - mmaction - INFO - Epoch [19][200/1760] lr: 1.500e-02, eta: 13:28:10, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.5000, top5_acc: 0.7740, loss_cls: 1.9679, loss: 1.9679, grad_norm: 5.0803 2021-03-31 21:58:49,788 - mmaction - INFO - Epoch [19][220/1760] lr: 1.500e-02, eta: 13:27:51, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5307, top5_acc: 0.7964, loss_cls: 1.8778, loss: 1.8778, grad_norm: 5.0164 2021-03-31 21:59:06,194 - mmaction - INFO - Epoch [19][240/1760] lr: 1.500e-02, eta: 13:27:32, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.5177, top5_acc: 0.7797, loss_cls: 1.9392, loss: 1.9392, grad_norm: 5.0291 2021-03-31 21:59:22,591 - mmaction - INFO - Epoch [19][260/1760] lr: 1.500e-02, eta: 13:27:13, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4995, top5_acc: 0.7724, loss_cls: 1.9718, loss: 1.9718, grad_norm: 5.0948 2021-03-31 21:59:38,939 - mmaction - INFO - Epoch [19][280/1760] lr: 1.500e-02, eta: 13:26:54, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4938, top5_acc: 0.7667, loss_cls: 2.0232, loss: 2.0232, grad_norm: 5.1280 2021-03-31 21:59:55,311 - mmaction - INFO - Epoch [19][300/1760] lr: 1.500e-02, eta: 13:26:36, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5182, top5_acc: 0.7792, loss_cls: 1.9179, loss: 1.9179, grad_norm: 4.8798 2021-03-31 22:00:11,724 - mmaction - INFO - Epoch [19][320/1760] lr: 1.500e-02, eta: 13:26:17, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.5229, top5_acc: 0.7865, loss_cls: 1.9311, loss: 1.9311, grad_norm: 5.1027 2021-03-31 22:00:28,167 - mmaction - INFO - Epoch [19][340/1760] lr: 1.500e-02, eta: 13:25:58, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.5089, top5_acc: 0.7906, loss_cls: 1.9513, loss: 1.9513, grad_norm: 5.0001 2021-03-31 22:00:44,512 - mmaction - INFO - Epoch [19][360/1760] lr: 1.500e-02, eta: 13:25:39, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.5125, top5_acc: 0.7786, loss_cls: 1.9660, loss: 1.9660, grad_norm: 5.0539 2021-03-31 22:01:00,884 - mmaction - INFO - Epoch [19][380/1760] lr: 1.500e-02, eta: 13:25:20, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5010, top5_acc: 0.7708, loss_cls: 2.0171, loss: 2.0171, grad_norm: 4.9351 2021-03-31 22:01:17,253 - mmaction - INFO - Epoch [19][400/1760] lr: 1.500e-02, eta: 13:25:01, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5089, top5_acc: 0.7776, loss_cls: 1.9501, loss: 1.9501, grad_norm: 4.9681 2021-03-31 22:01:33,614 - mmaction - INFO - Epoch [19][420/1760] lr: 1.500e-02, eta: 13:24:42, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5245, top5_acc: 0.7854, loss_cls: 1.9187, loss: 1.9187, grad_norm: 4.9413 2021-03-31 22:01:49,925 - mmaction - INFO - Epoch [19][440/1760] lr: 1.500e-02, eta: 13:24:24, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.5141, top5_acc: 0.7755, loss_cls: 1.9615, loss: 1.9615, grad_norm: 5.0497 2021-03-31 22:02:06,269 - mmaction - INFO - Epoch [19][460/1760] lr: 1.500e-02, eta: 13:24:05, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5031, top5_acc: 0.7724, loss_cls: 1.9674, loss: 1.9674, grad_norm: 4.8958 2021-03-31 22:02:22,593 - mmaction - INFO - Epoch [19][480/1760] lr: 1.500e-02, eta: 13:23:46, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.5135, top5_acc: 0.7849, loss_cls: 1.9549, loss: 1.9549, grad_norm: 5.0495 2021-03-31 22:02:38,959 - mmaction - INFO - Epoch [19][500/1760] lr: 1.500e-02, eta: 13:23:27, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.5161, top5_acc: 0.7755, loss_cls: 1.9597, loss: 1.9597, grad_norm: 5.1986 2021-03-31 22:02:55,275 - mmaction - INFO - Epoch [19][520/1760] lr: 1.500e-02, eta: 13:23:08, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.5167, top5_acc: 0.7901, loss_cls: 1.9022, loss: 1.9022, grad_norm: 5.1710 2021-03-31 22:03:11,599 - mmaction - INFO - Epoch [19][540/1760] lr: 1.500e-02, eta: 13:22:49, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5266, top5_acc: 0.7693, loss_cls: 1.9314, loss: 1.9314, grad_norm: 5.1033 2021-03-31 22:03:27,950 - mmaction - INFO - Epoch [19][560/1760] lr: 1.500e-02, eta: 13:22:30, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4948, top5_acc: 0.7750, loss_cls: 2.0300, loss: 2.0300, grad_norm: 4.9813 2021-03-31 22:03:44,322 - mmaction - INFO - Epoch [19][580/1760] lr: 1.500e-02, eta: 13:22:11, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5099, top5_acc: 0.7672, loss_cls: 1.9919, loss: 1.9919, grad_norm: 5.0309 2021-03-31 22:04:00,678 - mmaction - INFO - Epoch [19][600/1760] lr: 1.500e-02, eta: 13:21:53, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4979, top5_acc: 0.7651, loss_cls: 2.0178, loss: 2.0178, grad_norm: 5.0192 2021-03-31 22:04:16,984 - mmaction - INFO - Epoch [19][620/1760] lr: 1.500e-02, eta: 13:21:34, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.5010, top5_acc: 0.7760, loss_cls: 1.9673, loss: 1.9673, grad_norm: 4.9927 2021-03-31 22:04:33,310 - mmaction - INFO - Epoch [19][640/1760] lr: 1.500e-02, eta: 13:21:15, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4938, top5_acc: 0.7755, loss_cls: 2.0259, loss: 2.0259, grad_norm: 4.9200 2021-03-31 22:04:49,630 - mmaction - INFO - Epoch [19][660/1760] lr: 1.500e-02, eta: 13:20:56, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.5089, top5_acc: 0.7833, loss_cls: 1.9183, loss: 1.9183, grad_norm: 4.8218 2021-03-31 22:05:05,902 - mmaction - INFO - Epoch [19][680/1760] lr: 1.500e-02, eta: 13:20:37, time: 0.814, data_time: 0.001, memory: 10390, top1_acc: 0.5047, top5_acc: 0.7734, loss_cls: 2.0025, loss: 2.0025, grad_norm: 5.0210 2021-03-31 22:05:22,213 - mmaction - INFO - Epoch [19][700/1760] lr: 1.500e-02, eta: 13:20:18, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.5266, top5_acc: 0.7880, loss_cls: 1.9182, loss: 1.9182, grad_norm: 5.0431 2021-03-31 22:05:38,579 - mmaction - INFO - Epoch [19][720/1760] lr: 1.500e-02, eta: 13:19:59, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5031, top5_acc: 0.7823, loss_cls: 1.9522, loss: 1.9522, grad_norm: 5.0904 2021-03-31 22:05:54,930 - mmaction - INFO - Epoch [19][740/1760] lr: 1.500e-02, eta: 13:19:40, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5229, top5_acc: 0.7937, loss_cls: 1.9012, loss: 1.9012, grad_norm: 5.0542 2021-03-31 22:06:11,298 - mmaction - INFO - Epoch [19][760/1760] lr: 1.500e-02, eta: 13:19:21, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5073, top5_acc: 0.7677, loss_cls: 2.0123, loss: 2.0123, grad_norm: 4.9449 2021-03-31 22:06:27,687 - mmaction - INFO - Epoch [19][780/1760] lr: 1.500e-02, eta: 13:19:03, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5156, top5_acc: 0.7812, loss_cls: 1.9187, loss: 1.9187, grad_norm: 4.8692 2021-03-31 22:06:44,089 - mmaction - INFO - Epoch [19][800/1760] lr: 1.500e-02, eta: 13:18:44, time: 0.820, data_time: 0.000, memory: 10390, top1_acc: 0.5010, top5_acc: 0.7750, loss_cls: 1.9877, loss: 1.9877, grad_norm: 5.0403 2021-03-31 22:07:00,698 - mmaction - INFO - Epoch [19][820/1760] lr: 1.500e-02, eta: 13:18:26, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.5104, top5_acc: 0.7776, loss_cls: 1.9845, loss: 1.9845, grad_norm: 5.0570 2021-03-31 22:07:17,324 - mmaction - INFO - Epoch [19][840/1760] lr: 1.500e-02, eta: 13:18:07, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.4979, top5_acc: 0.7786, loss_cls: 1.9901, loss: 1.9901, grad_norm: 5.0579 2021-03-31 22:07:33,925 - mmaction - INFO - Epoch [19][860/1760] lr: 1.500e-02, eta: 13:17:49, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.5151, top5_acc: 0.7771, loss_cls: 1.9674, loss: 1.9674, grad_norm: 4.8962 2021-03-31 22:07:50,548 - mmaction - INFO - Epoch [19][880/1760] lr: 1.500e-02, eta: 13:17:30, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.4891, top5_acc: 0.7714, loss_cls: 2.0217, loss: 2.0217, grad_norm: 5.1029 2021-03-31 22:08:07,182 - mmaction - INFO - Epoch [19][900/1760] lr: 1.500e-02, eta: 13:17:12, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.5021, top5_acc: 0.7755, loss_cls: 1.9665, loss: 1.9665, grad_norm: 4.9955 2021-03-31 22:08:23,777 - mmaction - INFO - Epoch [19][920/1760] lr: 1.500e-02, eta: 13:16:54, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.5229, top5_acc: 0.7844, loss_cls: 1.9392, loss: 1.9392, grad_norm: 5.0482 2021-03-31 22:08:40,379 - mmaction - INFO - Epoch [19][940/1760] lr: 1.500e-02, eta: 13:16:35, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.5016, top5_acc: 0.7771, loss_cls: 1.9868, loss: 1.9868, grad_norm: 5.2121 2021-03-31 22:08:56,965 - mmaction - INFO - Epoch [19][960/1760] lr: 1.500e-02, eta: 13:16:17, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4974, top5_acc: 0.7771, loss_cls: 1.9798, loss: 1.9798, grad_norm: 4.9672 2021-03-31 22:09:13,549 - mmaction - INFO - Epoch [19][980/1760] lr: 1.500e-02, eta: 13:15:59, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.5073, top5_acc: 0.7911, loss_cls: 1.9326, loss: 1.9326, grad_norm: 4.8092 2021-03-31 22:09:30,135 - mmaction - INFO - Epoch [19][1000/1760] lr: 1.500e-02, eta: 13:15:40, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.5125, top5_acc: 0.7750, loss_cls: 1.9535, loss: 1.9535, grad_norm: 4.9133 2021-03-31 22:09:46,745 - mmaction - INFO - Epoch [19][1020/1760] lr: 1.500e-02, eta: 13:15:22, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4964, top5_acc: 0.7719, loss_cls: 2.0008, loss: 2.0008, grad_norm: 5.1838 2021-03-31 22:10:03,364 - mmaction - INFO - Epoch [19][1040/1760] lr: 1.500e-02, eta: 13:15:03, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.5042, top5_acc: 0.7656, loss_cls: 2.0280, loss: 2.0280, grad_norm: 4.9612 2021-03-31 22:10:19,973 - mmaction - INFO - Epoch [19][1060/1760] lr: 1.500e-02, eta: 13:14:45, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.5016, top5_acc: 0.7677, loss_cls: 2.0238, loss: 2.0238, grad_norm: 5.0619 2021-03-31 22:10:36,560 - mmaction - INFO - Epoch [19][1080/1760] lr: 1.500e-02, eta: 13:14:27, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.5099, top5_acc: 0.7719, loss_cls: 1.9745, loss: 1.9745, grad_norm: 4.9793 2021-03-31 22:10:53,149 - mmaction - INFO - Epoch [19][1100/1760] lr: 1.500e-02, eta: 13:14:08, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.5146, top5_acc: 0.7812, loss_cls: 1.9839, loss: 1.9839, grad_norm: 4.9113 2021-03-31 22:11:09,767 - mmaction - INFO - Epoch [19][1120/1760] lr: 1.500e-02, eta: 13:13:50, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.5115, top5_acc: 0.7849, loss_cls: 1.9643, loss: 1.9643, grad_norm: 5.0599 2021-03-31 22:11:26,374 - mmaction - INFO - Epoch [19][1140/1760] lr: 1.500e-02, eta: 13:13:32, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.5260, top5_acc: 0.7781, loss_cls: 1.9239, loss: 1.9239, grad_norm: 4.9830 2021-03-31 22:11:43,005 - mmaction - INFO - Epoch [19][1160/1760] lr: 1.500e-02, eta: 13:13:13, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.5104, top5_acc: 0.7870, loss_cls: 1.9360, loss: 1.9360, grad_norm: 4.9865 2021-03-31 22:11:59,660 - mmaction - INFO - Epoch [19][1180/1760] lr: 1.500e-02, eta: 13:12:55, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.5234, top5_acc: 0.7740, loss_cls: 1.9504, loss: 1.9504, grad_norm: 5.1104 2021-03-31 22:12:16,284 - mmaction - INFO - Epoch [19][1200/1760] lr: 1.500e-02, eta: 13:12:37, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.5214, top5_acc: 0.7870, loss_cls: 1.9339, loss: 1.9339, grad_norm: 5.2182 2021-03-31 22:12:32,892 - mmaction - INFO - Epoch [19][1220/1760] lr: 1.500e-02, eta: 13:12:18, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4885, top5_acc: 0.7500, loss_cls: 2.1119, loss: 2.1119, grad_norm: 5.1416 2021-03-31 22:12:49,478 - mmaction - INFO - Epoch [19][1240/1760] lr: 1.500e-02, eta: 13:12:00, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.5099, top5_acc: 0.7760, loss_cls: 1.9636, loss: 1.9636, grad_norm: 4.9921 2021-03-31 22:13:06,077 - mmaction - INFO - Epoch [19][1260/1760] lr: 1.500e-02, eta: 13:11:42, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.4953, top5_acc: 0.7781, loss_cls: 1.9865, loss: 1.9865, grad_norm: 5.0763 2021-03-31 22:13:22,685 - mmaction - INFO - Epoch [19][1280/1760] lr: 1.500e-02, eta: 13:11:23, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.5073, top5_acc: 0.7724, loss_cls: 1.9606, loss: 1.9606, grad_norm: 5.0831 2021-03-31 22:13:39,312 - mmaction - INFO - Epoch [19][1300/1760] lr: 1.500e-02, eta: 13:11:05, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.5214, top5_acc: 0.7969, loss_cls: 1.9325, loss: 1.9325, grad_norm: 5.3104 2021-03-31 22:13:55,971 - mmaction - INFO - Epoch [19][1320/1760] lr: 1.500e-02, eta: 13:10:47, time: 0.833, data_time: 0.001, memory: 10390, top1_acc: 0.4943, top5_acc: 0.7656, loss_cls: 2.0201, loss: 2.0201, grad_norm: 5.1148 2021-03-31 22:14:12,576 - mmaction - INFO - Epoch [19][1340/1760] lr: 1.500e-02, eta: 13:10:28, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.5203, top5_acc: 0.7755, loss_cls: 1.9580, loss: 1.9580, grad_norm: 4.9928 2021-03-31 22:14:29,178 - mmaction - INFO - Epoch [19][1360/1760] lr: 1.500e-02, eta: 13:10:10, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.4917, top5_acc: 0.7536, loss_cls: 2.0623, loss: 2.0623, grad_norm: 5.1864 2021-03-31 22:14:45,795 - mmaction - INFO - Epoch [19][1380/1760] lr: 1.500e-02, eta: 13:09:52, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.5255, top5_acc: 0.7807, loss_cls: 1.9235, loss: 1.9235, grad_norm: 4.8803 2021-03-31 22:15:02,394 - mmaction - INFO - Epoch [19][1400/1760] lr: 1.500e-02, eta: 13:09:33, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.5198, top5_acc: 0.7828, loss_cls: 1.9113, loss: 1.9113, grad_norm: 4.8928 2021-03-31 22:15:18,980 - mmaction - INFO - Epoch [19][1420/1760] lr: 1.500e-02, eta: 13:09:15, time: 0.829, data_time: 0.000, memory: 10390, top1_acc: 0.5167, top5_acc: 0.7896, loss_cls: 1.8940, loss: 1.8940, grad_norm: 4.9397 2021-03-31 22:15:35,582 - mmaction - INFO - Epoch [19][1440/1760] lr: 1.500e-02, eta: 13:08:57, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.5193, top5_acc: 0.7880, loss_cls: 1.9196, loss: 1.9196, grad_norm: 4.9634 2021-03-31 22:15:52,178 - mmaction - INFO - Epoch [19][1460/1760] lr: 1.500e-02, eta: 13:08:38, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4917, top5_acc: 0.7516, loss_cls: 2.0607, loss: 2.0607, grad_norm: 5.0164 2021-03-31 22:16:08,780 - mmaction - INFO - Epoch [19][1480/1760] lr: 1.500e-02, eta: 13:08:20, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.4990, top5_acc: 0.7703, loss_cls: 2.0160, loss: 2.0160, grad_norm: 5.0191 2021-03-31 22:16:25,394 - mmaction - INFO - Epoch [19][1500/1760] lr: 1.500e-02, eta: 13:08:02, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4865, top5_acc: 0.7734, loss_cls: 2.0205, loss: 2.0205, grad_norm: 4.9863 2021-03-31 22:16:42,013 - mmaction - INFO - Epoch [19][1520/1760] lr: 1.500e-02, eta: 13:07:44, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.5109, top5_acc: 0.7786, loss_cls: 1.9560, loss: 1.9560, grad_norm: 4.9507 2021-03-31 22:16:58,623 - mmaction - INFO - Epoch [19][1540/1760] lr: 1.500e-02, eta: 13:07:25, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.5000, top5_acc: 0.7708, loss_cls: 1.9713, loss: 1.9713, grad_norm: 5.0199 2021-03-31 22:17:15,224 - mmaction - INFO - Epoch [19][1560/1760] lr: 1.500e-02, eta: 13:07:07, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.5052, top5_acc: 0.7740, loss_cls: 2.0068, loss: 2.0068, grad_norm: 5.0752 2021-03-31 22:17:31,817 - mmaction - INFO - Epoch [19][1580/1760] lr: 1.500e-02, eta: 13:06:49, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.4901, top5_acc: 0.7818, loss_cls: 1.9792, loss: 1.9792, grad_norm: 5.0746 2021-03-31 22:17:48,417 - mmaction - INFO - Epoch [19][1600/1760] lr: 1.500e-02, eta: 13:06:30, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.5120, top5_acc: 0.7734, loss_cls: 1.9916, loss: 1.9916, grad_norm: 4.8784 2021-03-31 22:18:05,014 - mmaction - INFO - Epoch [19][1620/1760] lr: 1.500e-02, eta: 13:06:12, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.5104, top5_acc: 0.7786, loss_cls: 1.9535, loss: 1.9535, grad_norm: 4.9026 2021-03-31 22:18:21,587 - mmaction - INFO - Epoch [19][1640/1760] lr: 1.500e-02, eta: 13:05:54, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.5104, top5_acc: 0.7844, loss_cls: 1.8835, loss: 1.8835, grad_norm: 4.9339 2021-03-31 22:18:38,189 - mmaction - INFO - Epoch [19][1660/1760] lr: 1.500e-02, eta: 13:05:35, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.4849, top5_acc: 0.7724, loss_cls: 2.0526, loss: 2.0526, grad_norm: 5.1507 2021-03-31 22:18:54,772 - mmaction - INFO - Epoch [19][1680/1760] lr: 1.500e-02, eta: 13:05:17, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.5234, top5_acc: 0.7641, loss_cls: 1.9679, loss: 1.9679, grad_norm: 4.9240 2021-03-31 22:19:11,398 - mmaction - INFO - Epoch [19][1700/1760] lr: 1.500e-02, eta: 13:04:59, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.5073, top5_acc: 0.7828, loss_cls: 1.9354, loss: 1.9354, grad_norm: 4.9053 2021-03-31 22:19:27,993 - mmaction - INFO - Epoch [19][1720/1760] lr: 1.500e-02, eta: 13:04:40, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.5089, top5_acc: 0.7859, loss_cls: 1.9468, loss: 1.9468, grad_norm: 5.1617 2021-03-31 22:19:44,619 - mmaction - INFO - Epoch [19][1740/1760] lr: 1.500e-02, eta: 13:04:22, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.5214, top5_acc: 0.7771, loss_cls: 1.9323, loss: 1.9323, grad_norm: 5.0209 2021-03-31 22:20:00,963 - mmaction - INFO - Epoch [19][1760/1760] lr: 1.500e-02, eta: 13:04:03, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5005, top5_acc: 0.7680, loss_cls: 2.0088, loss: 2.0088, grad_norm: 5.0870 2021-03-31 22:20:06,152 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-03-31 22:23:40,695 - mmaction - INFO - Epoch [20][20/1760] lr: 1.500e-02, eta: 13:09:07, time: 10.712, data_time: 9.902, memory: 10390, top1_acc: 0.5125, top5_acc: 0.7667, loss_cls: 1.9884, loss: 1.9884, grad_norm: 4.9511 2021-03-31 22:23:56,854 - mmaction - INFO - Epoch [20][40/1760] lr: 1.500e-02, eta: 13:08:48, time: 0.808, data_time: 0.004, memory: 10390, top1_acc: 0.5354, top5_acc: 0.8042, loss_cls: 1.8591, loss: 1.8591, grad_norm: 4.9446 2021-03-31 22:24:12,987 - mmaction - INFO - Epoch [20][60/1760] lr: 1.500e-02, eta: 13:08:29, time: 0.806, data_time: 0.002, memory: 10390, top1_acc: 0.5219, top5_acc: 0.7958, loss_cls: 1.8861, loss: 1.8861, grad_norm: 5.0291 2021-03-31 22:24:29,163 - mmaction - INFO - Epoch [20][80/1760] lr: 1.500e-02, eta: 13:08:09, time: 0.810, data_time: 0.002, memory: 10390, top1_acc: 0.5120, top5_acc: 0.7802, loss_cls: 1.9824, loss: 1.9824, grad_norm: 5.1425 2021-03-31 22:24:45,351 - mmaction - INFO - Epoch [20][100/1760] lr: 1.500e-02, eta: 13:07:50, time: 0.809, data_time: 0.002, memory: 10390, top1_acc: 0.5240, top5_acc: 0.7891, loss_cls: 1.9400, loss: 1.9400, grad_norm: 4.8231 2021-03-31 22:25:02,503 - mmaction - INFO - Epoch [20][120/1760] lr: 1.500e-02, eta: 13:07:31, time: 0.824, data_time: 0.001, memory: 10390, top1_acc: 0.5302, top5_acc: 0.7969, loss_cls: 1.8935, loss: 1.8935, grad_norm: 4.9833 2021-03-31 22:25:19,189 - mmaction - INFO - Epoch [20][140/1760] lr: 1.500e-02, eta: 13:07:14, time: 0.866, data_time: 0.036, memory: 10390, top1_acc: 0.5312, top5_acc: 0.7995, loss_cls: 1.8657, loss: 1.8657, grad_norm: 5.0464 2021-03-31 22:25:35,431 - mmaction - INFO - Epoch [20][160/1760] lr: 1.500e-02, eta: 13:06:55, time: 0.815, data_time: 0.003, memory: 10390, top1_acc: 0.5286, top5_acc: 0.7740, loss_cls: 1.9249, loss: 1.9249, grad_norm: 5.1150 2021-03-31 22:25:51,798 - mmaction - INFO - Epoch [20][180/1760] lr: 1.500e-02, eta: 13:06:36, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5083, top5_acc: 0.7823, loss_cls: 1.9626, loss: 1.9626, grad_norm: 5.1870 2021-03-31 22:26:08,145 - mmaction - INFO - Epoch [20][200/1760] lr: 1.500e-02, eta: 13:06:17, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5323, top5_acc: 0.7995, loss_cls: 1.9011, loss: 1.9011, grad_norm: 5.0402 2021-03-31 22:26:24,424 - mmaction - INFO - Epoch [20][220/1760] lr: 1.500e-02, eta: 13:05:58, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.5193, top5_acc: 0.7943, loss_cls: 1.9278, loss: 1.9278, grad_norm: 4.9848 2021-03-31 22:26:40,714 - mmaction - INFO - Epoch [20][240/1760] lr: 1.500e-02, eta: 13:05:39, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.5214, top5_acc: 0.7865, loss_cls: 1.9074, loss: 1.9074, grad_norm: 4.9860 2021-03-31 22:26:57,006 - mmaction - INFO - Epoch [20][260/1760] lr: 1.500e-02, eta: 13:05:19, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.5198, top5_acc: 0.7953, loss_cls: 1.9157, loss: 1.9157, grad_norm: 5.2393 2021-03-31 22:27:13,335 - mmaction - INFO - Epoch [20][280/1760] lr: 1.500e-02, eta: 13:05:00, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.5052, top5_acc: 0.7708, loss_cls: 1.9996, loss: 1.9996, grad_norm: 5.3160 2021-03-31 22:27:29,720 - mmaction - INFO - Epoch [20][300/1760] lr: 1.500e-02, eta: 13:04:42, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.4844, top5_acc: 0.7578, loss_cls: 2.0898, loss: 2.0898, grad_norm: 5.2332 2021-03-31 22:27:46,099 - mmaction - INFO - Epoch [20][320/1760] lr: 1.500e-02, eta: 13:04:23, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.4984, top5_acc: 0.7682, loss_cls: 2.0124, loss: 2.0124, grad_norm: 5.0532 2021-03-31 22:28:02,650 - mmaction - INFO - Epoch [20][340/1760] lr: 1.500e-02, eta: 13:04:04, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.5042, top5_acc: 0.7615, loss_cls: 2.0014, loss: 2.0014, grad_norm: 5.0410 2021-03-31 22:28:18,936 - mmaction - INFO - Epoch [20][360/1760] lr: 1.500e-02, eta: 13:03:45, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.5094, top5_acc: 0.7719, loss_cls: 1.9512, loss: 1.9512, grad_norm: 4.8378 2021-03-31 22:28:35,278 - mmaction - INFO - Epoch [20][380/1760] lr: 1.500e-02, eta: 13:03:26, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5391, top5_acc: 0.7917, loss_cls: 1.8896, loss: 1.8896, grad_norm: 4.9562 2021-03-31 22:28:51,702 - mmaction - INFO - Epoch [20][400/1760] lr: 1.500e-02, eta: 13:03:07, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.5219, top5_acc: 0.7922, loss_cls: 1.8834, loss: 1.8834, grad_norm: 4.9768 2021-03-31 22:29:08,073 - mmaction - INFO - Epoch [20][420/1760] lr: 1.500e-02, eta: 13:02:48, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5266, top5_acc: 0.7828, loss_cls: 1.9074, loss: 1.9074, grad_norm: 5.1428 2021-03-31 22:29:24,402 - mmaction - INFO - Epoch [20][440/1760] lr: 1.500e-02, eta: 13:02:29, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.5188, top5_acc: 0.7812, loss_cls: 1.9589, loss: 1.9589, grad_norm: 5.1020 2021-03-31 22:29:40,780 - mmaction - INFO - Epoch [20][460/1760] lr: 1.500e-02, eta: 13:02:10, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5297, top5_acc: 0.8005, loss_cls: 1.8888, loss: 1.8888, grad_norm: 4.8199 2021-03-31 22:29:57,144 - mmaction - INFO - Epoch [20][480/1760] lr: 1.500e-02, eta: 13:01:51, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5177, top5_acc: 0.7839, loss_cls: 1.9270, loss: 1.9270, grad_norm: 5.0525 2021-03-31 22:30:13,544 - mmaction - INFO - Epoch [20][500/1760] lr: 1.500e-02, eta: 13:01:33, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.5203, top5_acc: 0.7958, loss_cls: 1.8802, loss: 1.8802, grad_norm: 5.0189 2021-03-31 22:30:29,905 - mmaction - INFO - Epoch [20][520/1760] lr: 1.500e-02, eta: 13:01:14, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5214, top5_acc: 0.7943, loss_cls: 1.8905, loss: 1.8905, grad_norm: 5.0594 2021-03-31 22:30:46,316 - mmaction - INFO - Epoch [20][540/1760] lr: 1.500e-02, eta: 13:00:55, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.5151, top5_acc: 0.7875, loss_cls: 1.9213, loss: 1.9213, grad_norm: 4.9894 2021-03-31 22:31:02,628 - mmaction - INFO - Epoch [20][560/1760] lr: 1.500e-02, eta: 13:00:36, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.5286, top5_acc: 0.7812, loss_cls: 1.9174, loss: 1.9174, grad_norm: 5.0138 2021-03-31 22:31:18,987 - mmaction - INFO - Epoch [20][580/1760] lr: 1.500e-02, eta: 13:00:17, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5021, top5_acc: 0.7760, loss_cls: 2.0498, loss: 2.0498, grad_norm: 5.6048 2021-03-31 22:31:35,341 - mmaction - INFO - Epoch [20][600/1760] lr: 1.500e-02, eta: 12:59:58, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.5135, top5_acc: 0.7729, loss_cls: 1.9686, loss: 1.9686, grad_norm: 5.1686 2021-03-31 22:31:51,684 - mmaction - INFO - Epoch [20][620/1760] lr: 1.500e-02, eta: 12:59:39, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5099, top5_acc: 0.7854, loss_cls: 1.9358, loss: 1.9358, grad_norm: 4.8519 2021-03-31 22:32:08,022 - mmaction - INFO - Epoch [20][640/1760] lr: 1.500e-02, eta: 12:59:20, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4990, top5_acc: 0.7578, loss_cls: 2.0658, loss: 2.0658, grad_norm: 5.1366 2021-03-31 22:32:24,319 - mmaction - INFO - Epoch [20][660/1760] lr: 1.500e-02, eta: 12:59:01, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.5120, top5_acc: 0.7807, loss_cls: 1.9942, loss: 1.9942, grad_norm: 4.8725 2021-03-31 22:32:40,666 - mmaction - INFO - Epoch [20][680/1760] lr: 1.500e-02, eta: 12:58:42, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5146, top5_acc: 0.7823, loss_cls: 1.9491, loss: 1.9491, grad_norm: 5.0344 2021-03-31 22:32:57,016 - mmaction - INFO - Epoch [20][700/1760] lr: 1.500e-02, eta: 12:58:23, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5245, top5_acc: 0.7719, loss_cls: 1.9731, loss: 1.9731, grad_norm: 4.9861 2021-03-31 22:33:13,417 - mmaction - INFO - Epoch [20][720/1760] lr: 1.500e-02, eta: 12:58:04, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.5203, top5_acc: 0.7724, loss_cls: 1.9499, loss: 1.9499, grad_norm: 4.7583 2021-03-31 22:33:29,745 - mmaction - INFO - Epoch [20][740/1760] lr: 1.500e-02, eta: 12:57:45, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5198, top5_acc: 0.7734, loss_cls: 1.9329, loss: 1.9329, grad_norm: 4.8142 2021-03-31 22:33:46,081 - mmaction - INFO - Epoch [20][760/1760] lr: 1.500e-02, eta: 12:57:27, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.5057, top5_acc: 0.7724, loss_cls: 1.9899, loss: 1.9899, grad_norm: 5.0768 2021-03-31 22:34:02,395 - mmaction - INFO - Epoch [20][780/1760] lr: 1.500e-02, eta: 12:57:08, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.5302, top5_acc: 0.7839, loss_cls: 1.9182, loss: 1.9182, grad_norm: 4.9824 2021-03-31 22:34:18,712 - mmaction - INFO - Epoch [20][800/1760] lr: 1.500e-02, eta: 12:56:49, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.5250, top5_acc: 0.7870, loss_cls: 1.8956, loss: 1.8956, grad_norm: 5.0656 2021-03-31 22:34:35,098 - mmaction - INFO - Epoch [20][820/1760] lr: 1.500e-02, eta: 12:56:30, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5073, top5_acc: 0.7802, loss_cls: 1.9325, loss: 1.9325, grad_norm: 5.1027 2021-03-31 22:34:51,446 - mmaction - INFO - Epoch [20][840/1760] lr: 1.500e-02, eta: 12:56:11, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.5094, top5_acc: 0.7839, loss_cls: 1.9009, loss: 1.9009, grad_norm: 4.8328 2021-03-31 22:35:07,725 - mmaction - INFO - Epoch [20][860/1760] lr: 1.500e-02, eta: 12:55:52, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.5333, top5_acc: 0.7802, loss_cls: 1.9279, loss: 1.9279, grad_norm: 5.0652 2021-03-31 22:35:24,090 - mmaction - INFO - Epoch [20][880/1760] lr: 1.500e-02, eta: 12:55:33, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5130, top5_acc: 0.7927, loss_cls: 1.9324, loss: 1.9324, grad_norm: 5.0858 2021-03-31 22:35:40,430 - mmaction - INFO - Epoch [20][900/1760] lr: 1.500e-02, eta: 12:55:14, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5177, top5_acc: 0.7734, loss_cls: 1.9839, loss: 1.9839, grad_norm: 5.0017 2021-03-31 22:35:56,938 - mmaction - INFO - Epoch [20][920/1760] lr: 1.500e-02, eta: 12:54:56, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.4875, top5_acc: 0.7625, loss_cls: 2.0512, loss: 2.0512, grad_norm: 5.1017 2021-03-31 22:36:13,425 - mmaction - INFO - Epoch [20][940/1760] lr: 1.500e-02, eta: 12:54:37, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.4922, top5_acc: 0.7578, loss_cls: 2.0421, loss: 2.0421, grad_norm: 5.0800 2021-03-31 22:36:29,758 - mmaction - INFO - Epoch [20][960/1760] lr: 1.500e-02, eta: 12:54:18, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.5240, top5_acc: 0.7849, loss_cls: 1.9248, loss: 1.9248, grad_norm: 5.0940 2021-03-31 22:36:46,115 - mmaction - INFO - Epoch [20][980/1760] lr: 1.500e-02, eta: 12:53:59, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5036, top5_acc: 0.7766, loss_cls: 1.9663, loss: 1.9663, grad_norm: 4.9851 2021-03-31 22:37:02,462 - mmaction - INFO - Epoch [20][1000/1760] lr: 1.500e-02, eta: 12:53:40, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.5099, top5_acc: 0.7714, loss_cls: 1.9790, loss: 1.9790, grad_norm: 4.9368 2021-03-31 22:37:18,799 - mmaction - INFO - Epoch [20][1020/1760] lr: 1.500e-02, eta: 12:53:21, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5036, top5_acc: 0.7776, loss_cls: 2.0100, loss: 2.0100, grad_norm: 5.0431 2021-03-31 22:37:35,113 - mmaction - INFO - Epoch [20][1040/1760] lr: 1.500e-02, eta: 12:53:02, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.5104, top5_acc: 0.7880, loss_cls: 1.9216, loss: 1.9216, grad_norm: 5.0882 2021-03-31 22:37:51,484 - mmaction - INFO - Epoch [20][1060/1760] lr: 1.500e-02, eta: 12:52:44, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5245, top5_acc: 0.7849, loss_cls: 1.9273, loss: 1.9273, grad_norm: 4.8075 2021-03-31 22:38:07,844 - mmaction - INFO - Epoch [20][1080/1760] lr: 1.500e-02, eta: 12:52:25, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5047, top5_acc: 0.7781, loss_cls: 1.9823, loss: 1.9823, grad_norm: 4.9161 2021-03-31 22:38:24,242 - mmaction - INFO - Epoch [20][1100/1760] lr: 1.500e-02, eta: 12:52:06, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5552, top5_acc: 0.7927, loss_cls: 1.8280, loss: 1.8280, grad_norm: 4.8574 2021-03-31 22:38:40,596 - mmaction - INFO - Epoch [20][1120/1760] lr: 1.500e-02, eta: 12:51:47, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.5094, top5_acc: 0.7771, loss_cls: 1.9612, loss: 1.9612, grad_norm: 5.0623 2021-03-31 22:38:56,949 - mmaction - INFO - Epoch [20][1140/1760] lr: 1.500e-02, eta: 12:51:28, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5031, top5_acc: 0.7740, loss_cls: 1.9824, loss: 1.9824, grad_norm: 5.0369 2021-03-31 22:39:13,312 - mmaction - INFO - Epoch [20][1160/1760] lr: 1.500e-02, eta: 12:51:10, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5250, top5_acc: 0.7865, loss_cls: 1.9226, loss: 1.9226, grad_norm: 4.9587 2021-03-31 22:39:29,610 - mmaction - INFO - Epoch [20][1180/1760] lr: 1.500e-02, eta: 12:50:51, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.5052, top5_acc: 0.7724, loss_cls: 1.9626, loss: 1.9626, grad_norm: 4.9315 2021-03-31 22:39:45,950 - mmaction - INFO - Epoch [20][1200/1760] lr: 1.500e-02, eta: 12:50:32, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.5036, top5_acc: 0.7693, loss_cls: 1.9844, loss: 1.9844, grad_norm: 4.9900 2021-03-31 22:40:02,278 - mmaction - INFO - Epoch [20][1220/1760] lr: 1.500e-02, eta: 12:50:13, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5109, top5_acc: 0.7646, loss_cls: 1.9834, loss: 1.9834, grad_norm: 4.8107 2021-03-31 22:40:18,555 - mmaction - INFO - Epoch [20][1240/1760] lr: 1.500e-02, eta: 12:49:54, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.5260, top5_acc: 0.7901, loss_cls: 1.9134, loss: 1.9134, grad_norm: 4.8839 2021-03-31 22:40:34,914 - mmaction - INFO - Epoch [20][1260/1760] lr: 1.500e-02, eta: 12:49:35, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5130, top5_acc: 0.7745, loss_cls: 1.9180, loss: 1.9180, grad_norm: 4.8507 2021-03-31 22:40:51,280 - mmaction - INFO - Epoch [20][1280/1760] lr: 1.500e-02, eta: 12:49:16, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5078, top5_acc: 0.7844, loss_cls: 1.9475, loss: 1.9475, grad_norm: 5.0499 2021-03-31 22:41:07,603 - mmaction - INFO - Epoch [20][1300/1760] lr: 1.500e-02, eta: 12:48:57, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5146, top5_acc: 0.7760, loss_cls: 1.9536, loss: 1.9536, grad_norm: 4.8834 2021-03-31 22:41:23,918 - mmaction - INFO - Epoch [20][1320/1760] lr: 1.500e-02, eta: 12:48:39, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.5281, top5_acc: 0.7922, loss_cls: 1.9106, loss: 1.9106, grad_norm: 4.7257 2021-03-31 22:41:40,271 - mmaction - INFO - Epoch [20][1340/1760] lr: 1.500e-02, eta: 12:48:20, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5188, top5_acc: 0.7828, loss_cls: 1.9428, loss: 1.9428, grad_norm: 4.9651 2021-03-31 22:41:56,618 - mmaction - INFO - Epoch [20][1360/1760] lr: 1.500e-02, eta: 12:48:01, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.5292, top5_acc: 0.7792, loss_cls: 1.9393, loss: 1.9393, grad_norm: 4.8905 2021-03-31 22:42:12,978 - mmaction - INFO - Epoch [20][1380/1760] lr: 1.500e-02, eta: 12:47:42, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5146, top5_acc: 0.7620, loss_cls: 1.9917, loss: 1.9917, grad_norm: 4.9112 2021-03-31 22:42:29,300 - mmaction - INFO - Epoch [20][1400/1760] lr: 1.500e-02, eta: 12:47:23, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.4990, top5_acc: 0.7651, loss_cls: 1.9624, loss: 1.9624, grad_norm: 4.8641 2021-03-31 22:42:45,715 - mmaction - INFO - Epoch [20][1420/1760] lr: 1.500e-02, eta: 12:47:05, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.5083, top5_acc: 0.7745, loss_cls: 1.9865, loss: 1.9865, grad_norm: 5.0310 2021-03-31 22:43:02,093 - mmaction - INFO - Epoch [20][1440/1760] lr: 1.500e-02, eta: 12:46:46, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.5318, top5_acc: 0.7776, loss_cls: 1.9087, loss: 1.9087, grad_norm: 4.8160 2021-03-31 22:43:18,419 - mmaction - INFO - Epoch [20][1460/1760] lr: 1.500e-02, eta: 12:46:27, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5234, top5_acc: 0.7854, loss_cls: 1.9226, loss: 1.9226, grad_norm: 4.8949 2021-03-31 22:43:34,747 - mmaction - INFO - Epoch [20][1480/1760] lr: 1.500e-02, eta: 12:46:08, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.5026, top5_acc: 0.7714, loss_cls: 2.0050, loss: 2.0050, grad_norm: 5.0614 2021-03-31 22:43:51,048 - mmaction - INFO - Epoch [20][1500/1760] lr: 1.500e-02, eta: 12:45:49, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.5057, top5_acc: 0.7677, loss_cls: 2.0076, loss: 2.0076, grad_norm: 5.0333 2021-03-31 22:44:07,363 - mmaction - INFO - Epoch [20][1520/1760] lr: 1.500e-02, eta: 12:45:30, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.5266, top5_acc: 0.7786, loss_cls: 1.9631, loss: 1.9631, grad_norm: 4.8214 2021-03-31 22:44:23,758 - mmaction - INFO - Epoch [20][1540/1760] lr: 1.500e-02, eta: 12:45:12, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5188, top5_acc: 0.7865, loss_cls: 1.9374, loss: 1.9374, grad_norm: 4.7852 2021-03-31 22:44:40,079 - mmaction - INFO - Epoch [20][1560/1760] lr: 1.500e-02, eta: 12:44:53, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.5036, top5_acc: 0.7734, loss_cls: 1.9940, loss: 1.9940, grad_norm: 4.9756 2021-03-31 22:44:56,392 - mmaction - INFO - Epoch [20][1580/1760] lr: 1.500e-02, eta: 12:44:34, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.5214, top5_acc: 0.7885, loss_cls: 1.8971, loss: 1.8971, grad_norm: 4.7891 2021-03-31 22:45:12,752 - mmaction - INFO - Epoch [20][1600/1760] lr: 1.500e-02, eta: 12:44:15, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5344, top5_acc: 0.7891, loss_cls: 1.8999, loss: 1.8999, grad_norm: 4.8587 2021-03-31 22:45:29,081 - mmaction - INFO - Epoch [20][1620/1760] lr: 1.500e-02, eta: 12:43:56, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5224, top5_acc: 0.7901, loss_cls: 1.9257, loss: 1.9257, grad_norm: 4.8532 2021-03-31 22:45:45,418 - mmaction - INFO - Epoch [20][1640/1760] lr: 1.500e-02, eta: 12:43:38, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.4995, top5_acc: 0.7698, loss_cls: 1.9805, loss: 1.9805, grad_norm: 5.0723 2021-03-31 22:46:01,807 - mmaction - INFO - Epoch [20][1660/1760] lr: 1.500e-02, eta: 12:43:19, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.5255, top5_acc: 0.7802, loss_cls: 1.8966, loss: 1.8966, grad_norm: 4.8221 2021-03-31 22:46:18,072 - mmaction - INFO - Epoch [20][1680/1760] lr: 1.500e-02, eta: 12:43:00, time: 0.814, data_time: 0.001, memory: 10390, top1_acc: 0.5083, top5_acc: 0.7932, loss_cls: 1.9347, loss: 1.9347, grad_norm: 5.0106 2021-03-31 22:46:34,507 - mmaction - INFO - Epoch [20][1700/1760] lr: 1.500e-02, eta: 12:42:41, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.5401, top5_acc: 0.7932, loss_cls: 1.8674, loss: 1.8674, grad_norm: 4.8261 2021-03-31 22:46:50,837 - mmaction - INFO - Epoch [20][1720/1760] lr: 1.500e-02, eta: 12:42:23, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.5104, top5_acc: 0.7661, loss_cls: 1.9794, loss: 1.9794, grad_norm: 4.9703 2021-03-31 22:47:07,190 - mmaction - INFO - Epoch [20][1740/1760] lr: 1.500e-02, eta: 12:42:04, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5026, top5_acc: 0.7734, loss_cls: 1.9983, loss: 1.9983, grad_norm: 4.8010 2021-03-31 22:47:23,266 - mmaction - INFO - Epoch [20][1760/1760] lr: 1.500e-02, eta: 12:41:45, time: 0.804, data_time: 0.001, memory: 10390, top1_acc: 0.5021, top5_acc: 0.7775, loss_cls: 1.9843, loss: 1.9843, grad_norm: 4.9455 2021-03-31 22:47:28,730 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-03-31 22:49:44,599 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-31 22:49:44,925 - mmaction - INFO - top1_acc 0.4682 top5_acc 0.7645 2021-03-31 22:49:44,926 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-31 22:49:44,982 - mmaction - INFO - mean_acc 0.4087 2021-03-31 22:49:44,988 - mmaction - INFO - Epoch(val) [20][1760] top1_acc: 0.4682, top5_acc: 0.7645, mean_class_accuracy: 0.4087 2021-03-31 22:50:25,986 - mmaction - INFO - Epoch [21][20/1760] lr: 1.500e-03, eta: 12:42:03, time: 2.049, data_time: 1.229, memory: 10390, top1_acc: 0.5380, top5_acc: 0.7891, loss_cls: 1.8410, loss: 1.8410, grad_norm: 4.6214 2021-03-31 22:50:42,193 - mmaction - INFO - Epoch [21][40/1760] lr: 1.500e-03, eta: 12:41:44, time: 0.810, data_time: 0.003, memory: 10390, top1_acc: 0.5589, top5_acc: 0.8083, loss_cls: 1.7564, loss: 1.7564, grad_norm: 4.5055 2021-03-31 22:50:58,447 - mmaction - INFO - Epoch [21][60/1760] lr: 1.500e-03, eta: 12:41:25, time: 0.812, data_time: 0.002, memory: 10390, top1_acc: 0.5646, top5_acc: 0.8005, loss_cls: 1.7425, loss: 1.7425, grad_norm: 4.3991 2021-03-31 22:51:14,773 - mmaction - INFO - Epoch [21][80/1760] lr: 1.500e-03, eta: 12:41:06, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.5797, top5_acc: 0.8427, loss_cls: 1.6022, loss: 1.6022, grad_norm: 4.5438 2021-03-31 22:51:31,096 - mmaction - INFO - Epoch [21][100/1760] lr: 1.500e-03, eta: 12:40:47, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5766, top5_acc: 0.8229, loss_cls: 1.6572, loss: 1.6572, grad_norm: 4.3640 2021-03-31 22:51:47,449 - mmaction - INFO - Epoch [21][120/1760] lr: 1.500e-03, eta: 12:40:29, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.5833, top5_acc: 0.8307, loss_cls: 1.6078, loss: 1.6078, grad_norm: 4.5441 2021-03-31 22:52:03,802 - mmaction - INFO - Epoch [21][140/1760] lr: 1.500e-03, eta: 12:40:10, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5974, top5_acc: 0.8411, loss_cls: 1.5602, loss: 1.5602, grad_norm: 4.4726 2021-03-31 22:52:20,106 - mmaction - INFO - Epoch [21][160/1760] lr: 1.500e-03, eta: 12:39:51, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6005, top5_acc: 0.8359, loss_cls: 1.5778, loss: 1.5778, grad_norm: 4.5870 2021-03-31 22:52:36,483 - mmaction - INFO - Epoch [21][180/1760] lr: 1.500e-03, eta: 12:39:32, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6000, top5_acc: 0.8318, loss_cls: 1.5806, loss: 1.5806, grad_norm: 4.4656 2021-03-31 22:52:52,893 - mmaction - INFO - Epoch [21][200/1760] lr: 1.500e-03, eta: 12:39:14, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.5786, top5_acc: 0.8271, loss_cls: 1.6528, loss: 1.6528, grad_norm: 4.4981 2021-03-31 22:53:09,248 - mmaction - INFO - Epoch [21][220/1760] lr: 1.500e-03, eta: 12:38:55, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5906, top5_acc: 0.8438, loss_cls: 1.5373, loss: 1.5373, grad_norm: 4.4611 2021-03-31 22:53:25,604 - mmaction - INFO - Epoch [21][240/1760] lr: 1.500e-03, eta: 12:38:36, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.5781, top5_acc: 0.8292, loss_cls: 1.6359, loss: 1.6359, grad_norm: 4.5383 2021-03-31 22:53:41,958 - mmaction - INFO - Epoch [21][260/1760] lr: 1.500e-03, eta: 12:38:17, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.5917, top5_acc: 0.8401, loss_cls: 1.6078, loss: 1.6078, grad_norm: 4.6490 2021-03-31 22:53:58,313 - mmaction - INFO - Epoch [21][280/1760] lr: 1.500e-03, eta: 12:37:59, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6031, top5_acc: 0.8328, loss_cls: 1.5785, loss: 1.5785, grad_norm: 4.5755 2021-03-31 22:54:14,652 - mmaction - INFO - Epoch [21][300/1760] lr: 1.500e-03, eta: 12:37:40, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5917, top5_acc: 0.8333, loss_cls: 1.6174, loss: 1.6174, grad_norm: 4.6308 2021-03-31 22:54:30,989 - mmaction - INFO - Epoch [21][320/1760] lr: 1.500e-03, eta: 12:37:21, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6245, top5_acc: 0.8505, loss_cls: 1.5314, loss: 1.5314, grad_norm: 4.4599 2021-03-31 22:54:47,363 - mmaction - INFO - Epoch [21][340/1760] lr: 1.500e-03, eta: 12:37:02, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6125, top5_acc: 0.8417, loss_cls: 1.5334, loss: 1.5334, grad_norm: 4.4949 2021-03-31 22:55:03,752 - mmaction - INFO - Epoch [21][360/1760] lr: 1.500e-03, eta: 12:36:44, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6073, top5_acc: 0.8292, loss_cls: 1.5475, loss: 1.5475, grad_norm: 4.5440 2021-03-31 22:55:20,211 - mmaction - INFO - Epoch [21][380/1760] lr: 1.500e-03, eta: 12:36:25, time: 0.822, data_time: 0.004, memory: 10390, top1_acc: 0.6099, top5_acc: 0.8458, loss_cls: 1.5377, loss: 1.5377, grad_norm: 4.5746 2021-03-31 22:55:36,601 - mmaction - INFO - Epoch [21][400/1760] lr: 1.500e-03, eta: 12:36:06, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6161, top5_acc: 0.8411, loss_cls: 1.5235, loss: 1.5235, grad_norm: 4.5859 2021-03-31 22:55:53,208 - mmaction - INFO - Epoch [21][420/1760] lr: 1.500e-03, eta: 12:35:48, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.5948, top5_acc: 0.8250, loss_cls: 1.5910, loss: 1.5910, grad_norm: 4.6301 2021-03-31 22:56:09,816 - mmaction - INFO - Epoch [21][440/1760] lr: 1.500e-03, eta: 12:35:30, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.5964, top5_acc: 0.8323, loss_cls: 1.5660, loss: 1.5660, grad_norm: 4.6011 2021-03-31 22:56:26,230 - mmaction - INFO - Epoch [21][460/1760] lr: 1.500e-03, eta: 12:35:11, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6068, top5_acc: 0.8354, loss_cls: 1.5257, loss: 1.5257, grad_norm: 4.5516 2021-03-31 22:56:42,585 - mmaction - INFO - Epoch [21][480/1760] lr: 1.500e-03, eta: 12:34:52, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6219, top5_acc: 0.8521, loss_cls: 1.4874, loss: 1.4874, grad_norm: 4.4649 2021-03-31 22:56:58,927 - mmaction - INFO - Epoch [21][500/1760] lr: 1.500e-03, eta: 12:34:34, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6042, top5_acc: 0.8443, loss_cls: 1.5141, loss: 1.5141, grad_norm: 4.5617 2021-03-31 22:57:15,271 - mmaction - INFO - Epoch [21][520/1760] lr: 1.500e-03, eta: 12:34:15, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.5901, top5_acc: 0.8370, loss_cls: 1.5648, loss: 1.5648, grad_norm: 4.7009 2021-03-31 22:57:31,609 - mmaction - INFO - Epoch [21][540/1760] lr: 1.500e-03, eta: 12:33:56, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6130, top5_acc: 0.8401, loss_cls: 1.5289, loss: 1.5289, grad_norm: 4.6097 2021-03-31 22:57:47,969 - mmaction - INFO - Epoch [21][560/1760] lr: 1.500e-03, eta: 12:33:37, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.5833, top5_acc: 0.8391, loss_cls: 1.5881, loss: 1.5881, grad_norm: 4.7025 2021-03-31 22:58:04,282 - mmaction - INFO - Epoch [21][580/1760] lr: 1.500e-03, eta: 12:33:19, time: 0.816, data_time: 0.000, memory: 10390, top1_acc: 0.6234, top5_acc: 0.8594, loss_cls: 1.4380, loss: 1.4380, grad_norm: 4.5410 2021-03-31 22:58:20,652 - mmaction - INFO - Epoch [21][600/1760] lr: 1.500e-03, eta: 12:33:00, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6146, top5_acc: 0.8354, loss_cls: 1.5433, loss: 1.5433, grad_norm: 4.7202 2021-03-31 22:58:36,938 - mmaction - INFO - Epoch [21][620/1760] lr: 1.500e-03, eta: 12:32:41, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.6135, top5_acc: 0.8474, loss_cls: 1.5191, loss: 1.5191, grad_norm: 4.7412 2021-03-31 22:58:53,297 - mmaction - INFO - Epoch [21][640/1760] lr: 1.500e-03, eta: 12:32:22, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6203, top5_acc: 0.8490, loss_cls: 1.4811, loss: 1.4811, grad_norm: 4.5560 2021-03-31 22:59:09,635 - mmaction - INFO - Epoch [21][660/1760] lr: 1.500e-03, eta: 12:32:04, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6057, top5_acc: 0.8438, loss_cls: 1.5586, loss: 1.5586, grad_norm: 4.7892 2021-03-31 22:59:25,959 - mmaction - INFO - Epoch [21][680/1760] lr: 1.500e-03, eta: 12:31:45, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6193, top5_acc: 0.8443, loss_cls: 1.5052, loss: 1.5052, grad_norm: 4.7350 2021-03-31 22:59:42,295 - mmaction - INFO - Epoch [21][700/1760] lr: 1.500e-03, eta: 12:31:26, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6005, top5_acc: 0.8427, loss_cls: 1.5656, loss: 1.5656, grad_norm: 4.6928 2021-03-31 22:59:58,633 - mmaction - INFO - Epoch [21][720/1760] lr: 1.500e-03, eta: 12:31:08, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6016, top5_acc: 0.8568, loss_cls: 1.5085, loss: 1.5085, grad_norm: 4.6869 2021-03-31 23:00:15,013 - mmaction - INFO - Epoch [21][740/1760] lr: 1.500e-03, eta: 12:30:49, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6031, top5_acc: 0.8500, loss_cls: 1.5217, loss: 1.5217, grad_norm: 4.7337 2021-03-31 23:00:31,359 - mmaction - INFO - Epoch [21][760/1760] lr: 1.500e-03, eta: 12:30:30, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6219, top5_acc: 0.8464, loss_cls: 1.5092, loss: 1.5092, grad_norm: 4.6709 2021-03-31 23:00:47,737 - mmaction - INFO - Epoch [21][780/1760] lr: 1.500e-03, eta: 12:30:12, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6109, top5_acc: 0.8427, loss_cls: 1.5519, loss: 1.5519, grad_norm: 4.7659 2021-03-31 23:01:04,110 - mmaction - INFO - Epoch [21][800/1760] lr: 1.500e-03, eta: 12:29:53, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6182, top5_acc: 0.8531, loss_cls: 1.4770, loss: 1.4770, grad_norm: 4.5928 2021-03-31 23:01:20,397 - mmaction - INFO - Epoch [21][820/1760] lr: 1.500e-03, eta: 12:29:34, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.6062, top5_acc: 0.8328, loss_cls: 1.5523, loss: 1.5523, grad_norm: 4.7849 2021-03-31 23:01:36,724 - mmaction - INFO - Epoch [21][840/1760] lr: 1.500e-03, eta: 12:29:15, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6271, top5_acc: 0.8615, loss_cls: 1.4430, loss: 1.4430, grad_norm: 4.6486 2021-03-31 23:01:53,112 - mmaction - INFO - Epoch [21][860/1760] lr: 1.500e-03, eta: 12:28:57, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6146, top5_acc: 0.8443, loss_cls: 1.5210, loss: 1.5210, grad_norm: 4.7973 2021-03-31 23:02:09,458 - mmaction - INFO - Epoch [21][880/1760] lr: 1.500e-03, eta: 12:28:38, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6323, top5_acc: 0.8438, loss_cls: 1.4722, loss: 1.4722, grad_norm: 4.5658 2021-03-31 23:02:25,833 - mmaction - INFO - Epoch [21][900/1760] lr: 1.500e-03, eta: 12:28:19, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6193, top5_acc: 0.8536, loss_cls: 1.4474, loss: 1.4474, grad_norm: 4.6282 2021-03-31 23:02:42,236 - mmaction - INFO - Epoch [21][920/1760] lr: 1.500e-03, eta: 12:28:01, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.5948, top5_acc: 0.8500, loss_cls: 1.5420, loss: 1.5420, grad_norm: 4.7926 2021-03-31 23:02:58,586 - mmaction - INFO - Epoch [21][940/1760] lr: 1.500e-03, eta: 12:27:42, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6359, top5_acc: 0.8615, loss_cls: 1.4163, loss: 1.4163, grad_norm: 4.6321 2021-03-31 23:03:14,911 - mmaction - INFO - Epoch [21][960/1760] lr: 1.500e-03, eta: 12:27:23, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.5927, top5_acc: 0.8443, loss_cls: 1.5621, loss: 1.5621, grad_norm: 4.9944 2021-03-31 23:03:31,293 - mmaction - INFO - Epoch [21][980/1760] lr: 1.500e-03, eta: 12:27:05, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.5911, top5_acc: 0.8448, loss_cls: 1.5193, loss: 1.5193, grad_norm: 4.8492 2021-03-31 23:03:47,642 - mmaction - INFO - Epoch [21][1000/1760] lr: 1.500e-03, eta: 12:26:46, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6333, top5_acc: 0.8505, loss_cls: 1.4838, loss: 1.4838, grad_norm: 4.7323 2021-03-31 23:04:03,970 - mmaction - INFO - Epoch [21][1020/1760] lr: 1.500e-03, eta: 12:26:28, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6177, top5_acc: 0.8458, loss_cls: 1.4855, loss: 1.4855, grad_norm: 4.6909 2021-03-31 23:04:20,357 - mmaction - INFO - Epoch [21][1040/1760] lr: 1.500e-03, eta: 12:26:09, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6302, top5_acc: 0.8589, loss_cls: 1.4247, loss: 1.4247, grad_norm: 4.6301 2021-03-31 23:04:36,762 - mmaction - INFO - Epoch [21][1060/1760] lr: 1.500e-03, eta: 12:25:50, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.6146, top5_acc: 0.8526, loss_cls: 1.4650, loss: 1.4650, grad_norm: 4.7892 2021-03-31 23:04:53,141 - mmaction - INFO - Epoch [21][1080/1760] lr: 1.500e-03, eta: 12:25:32, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6245, top5_acc: 0.8505, loss_cls: 1.4662, loss: 1.4662, grad_norm: 4.7012 2021-03-31 23:05:09,504 - mmaction - INFO - Epoch [21][1100/1760] lr: 1.500e-03, eta: 12:25:13, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6255, top5_acc: 0.8474, loss_cls: 1.4566, loss: 1.4566, grad_norm: 4.7614 2021-03-31 23:05:25,857 - mmaction - INFO - Epoch [21][1120/1760] lr: 1.500e-03, eta: 12:24:54, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6292, top5_acc: 0.8568, loss_cls: 1.4072, loss: 1.4072, grad_norm: 4.7511 2021-03-31 23:05:42,162 - mmaction - INFO - Epoch [21][1140/1760] lr: 1.500e-03, eta: 12:24:36, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6349, top5_acc: 0.8474, loss_cls: 1.4523, loss: 1.4523, grad_norm: 4.8113 2021-03-31 23:05:58,511 - mmaction - INFO - Epoch [21][1160/1760] lr: 1.500e-03, eta: 12:24:17, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6042, top5_acc: 0.8401, loss_cls: 1.5481, loss: 1.5481, grad_norm: 4.9250 2021-03-31 23:06:14,812 - mmaction - INFO - Epoch [21][1180/1760] lr: 1.500e-03, eta: 12:23:58, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6135, top5_acc: 0.8557, loss_cls: 1.4659, loss: 1.4659, grad_norm: 4.7821 2021-03-31 23:06:31,123 - mmaction - INFO - Epoch [21][1200/1760] lr: 1.500e-03, eta: 12:23:40, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6203, top5_acc: 0.8448, loss_cls: 1.4772, loss: 1.4772, grad_norm: 4.7676 2021-03-31 23:06:47,641 - mmaction - INFO - Epoch [21][1220/1760] lr: 1.500e-03, eta: 12:23:21, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.6286, top5_acc: 0.8505, loss_cls: 1.4783, loss: 1.4783, grad_norm: 4.7402 2021-03-31 23:07:03,999 - mmaction - INFO - Epoch [21][1240/1760] lr: 1.500e-03, eta: 12:23:03, time: 0.819, data_time: 0.003, memory: 10390, top1_acc: 0.6286, top5_acc: 0.8568, loss_cls: 1.4657, loss: 1.4657, grad_norm: 4.7482 2021-03-31 23:07:20,319 - mmaction - INFO - Epoch [21][1260/1760] lr: 1.500e-03, eta: 12:22:44, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6474, top5_acc: 0.8599, loss_cls: 1.3909, loss: 1.3909, grad_norm: 4.6492 2021-03-31 23:07:36,686 - mmaction - INFO - Epoch [21][1280/1760] lr: 1.500e-03, eta: 12:22:25, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6318, top5_acc: 0.8573, loss_cls: 1.4341, loss: 1.4341, grad_norm: 4.6767 2021-03-31 23:07:52,977 - mmaction - INFO - Epoch [21][1300/1760] lr: 1.500e-03, eta: 12:22:07, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.6255, top5_acc: 0.8667, loss_cls: 1.4329, loss: 1.4329, grad_norm: 4.7802 2021-03-31 23:08:09,538 - mmaction - INFO - Epoch [21][1320/1760] lr: 1.500e-03, eta: 12:21:48, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.6146, top5_acc: 0.8438, loss_cls: 1.4852, loss: 1.4852, grad_norm: 4.7658 2021-03-31 23:08:25,946 - mmaction - INFO - Epoch [21][1340/1760] lr: 1.500e-03, eta: 12:21:30, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.6094, top5_acc: 0.8443, loss_cls: 1.4939, loss: 1.4939, grad_norm: 4.7427 2021-03-31 23:08:42,246 - mmaction - INFO - Epoch [21][1360/1760] lr: 1.500e-03, eta: 12:21:11, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6068, top5_acc: 0.8432, loss_cls: 1.5166, loss: 1.5166, grad_norm: 4.8661 2021-03-31 23:08:58,635 - mmaction - INFO - Epoch [21][1380/1760] lr: 1.500e-03, eta: 12:20:53, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6245, top5_acc: 0.8516, loss_cls: 1.4411, loss: 1.4411, grad_norm: 4.6996 2021-03-31 23:09:15,024 - mmaction - INFO - Epoch [21][1400/1760] lr: 1.500e-03, eta: 12:20:34, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6151, top5_acc: 0.8635, loss_cls: 1.4126, loss: 1.4126, grad_norm: 4.8143 2021-03-31 23:09:31,400 - mmaction - INFO - Epoch [21][1420/1760] lr: 1.500e-03, eta: 12:20:15, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6214, top5_acc: 0.8385, loss_cls: 1.4879, loss: 1.4879, grad_norm: 4.7959 2021-03-31 23:09:47,740 - mmaction - INFO - Epoch [21][1440/1760] lr: 1.500e-03, eta: 12:19:57, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6193, top5_acc: 0.8552, loss_cls: 1.4699, loss: 1.4699, grad_norm: 4.8340 2021-03-31 23:10:06,664 - mmaction - INFO - Epoch [21][1460/1760] lr: 1.500e-03, eta: 12:19:42, time: 0.935, data_time: 0.012, memory: 10390, top1_acc: 0.6380, top5_acc: 0.8786, loss_cls: 1.3726, loss: 1.3726, grad_norm: 4.7081 2021-03-31 23:10:23,071 - mmaction - INFO - Epoch [21][1480/1760] lr: 1.500e-03, eta: 12:19:23, time: 0.831, data_time: 0.017, memory: 10390, top1_acc: 0.6396, top5_acc: 0.8469, loss_cls: 1.4224, loss: 1.4224, grad_norm: 4.8225 2021-03-31 23:10:39,397 - mmaction - INFO - Epoch [21][1500/1760] lr: 1.500e-03, eta: 12:19:05, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6286, top5_acc: 0.8542, loss_cls: 1.4632, loss: 1.4632, grad_norm: 4.7932 2021-03-31 23:10:55,788 - mmaction - INFO - Epoch [21][1520/1760] lr: 1.500e-03, eta: 12:18:46, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6255, top5_acc: 0.8573, loss_cls: 1.4381, loss: 1.4381, grad_norm: 4.7962 2021-03-31 23:11:12,171 - mmaction - INFO - Epoch [21][1540/1760] lr: 1.500e-03, eta: 12:18:28, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6208, top5_acc: 0.8562, loss_cls: 1.4491, loss: 1.4491, grad_norm: 4.7695 2021-03-31 23:11:28,497 - mmaction - INFO - Epoch [21][1560/1760] lr: 1.500e-03, eta: 12:18:09, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6120, top5_acc: 0.8406, loss_cls: 1.4892, loss: 1.4892, grad_norm: 4.9177 2021-03-31 23:11:44,861 - mmaction - INFO - Epoch [21][1580/1760] lr: 1.500e-03, eta: 12:17:50, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6099, top5_acc: 0.8526, loss_cls: 1.4970, loss: 1.4970, grad_norm: 4.9765 2021-03-31 23:12:01,206 - mmaction - INFO - Epoch [21][1600/1760] lr: 1.500e-03, eta: 12:17:32, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6198, top5_acc: 0.8615, loss_cls: 1.4306, loss: 1.4306, grad_norm: 4.6912 2021-03-31 23:12:17,576 - mmaction - INFO - Epoch [21][1620/1760] lr: 1.500e-03, eta: 12:17:13, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6193, top5_acc: 0.8484, loss_cls: 1.4840, loss: 1.4840, grad_norm: 4.8396 2021-03-31 23:12:33,940 - mmaction - INFO - Epoch [21][1640/1760] lr: 1.500e-03, eta: 12:16:55, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6005, top5_acc: 0.8484, loss_cls: 1.5598, loss: 1.5598, grad_norm: 5.1732 2021-03-31 23:12:50,275 - mmaction - INFO - Epoch [21][1660/1760] lr: 1.500e-03, eta: 12:16:36, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6260, top5_acc: 0.8625, loss_cls: 1.4209, loss: 1.4209, grad_norm: 4.9279 2021-03-31 23:13:06,656 - mmaction - INFO - Epoch [21][1680/1760] lr: 1.500e-03, eta: 12:16:18, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6083, top5_acc: 0.8396, loss_cls: 1.5241, loss: 1.5241, grad_norm: 4.9255 2021-03-31 23:13:23,215 - mmaction - INFO - Epoch [21][1700/1760] lr: 1.500e-03, eta: 12:15:59, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6172, top5_acc: 0.8464, loss_cls: 1.4792, loss: 1.4792, grad_norm: 4.9100 2021-03-31 23:13:39,663 - mmaction - INFO - Epoch [21][1720/1760] lr: 1.500e-03, eta: 12:15:41, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.6266, top5_acc: 0.8510, loss_cls: 1.4649, loss: 1.4649, grad_norm: 4.8632 2021-03-31 23:13:56,003 - mmaction - INFO - Epoch [21][1740/1760] lr: 1.500e-03, eta: 12:15:22, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6203, top5_acc: 0.8505, loss_cls: 1.4496, loss: 1.4496, grad_norm: 4.8512 2021-03-31 23:14:12,125 - mmaction - INFO - Epoch [21][1760/1760] lr: 1.500e-03, eta: 12:15:03, time: 0.805, data_time: 0.002, memory: 10390, top1_acc: 0.6096, top5_acc: 0.8501, loss_cls: 1.4878, loss: 1.4878, grad_norm: 4.9563 2021-03-31 23:14:22,986 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-03-31 23:15:56,490 - mmaction - INFO - Epoch [22][20/1760] lr: 1.500e-03, eta: 12:16:31, time: 4.657, data_time: 3.846, memory: 10390, top1_acc: 0.6318, top5_acc: 0.8573, loss_cls: 1.4552, loss: 1.4552, grad_norm: 4.9261 2021-03-31 23:16:12,633 - mmaction - INFO - Epoch [22][40/1760] lr: 1.500e-03, eta: 12:16:12, time: 0.807, data_time: 0.003, memory: 10390, top1_acc: 0.6458, top5_acc: 0.8781, loss_cls: 1.3613, loss: 1.3613, grad_norm: 4.7324 2021-03-31 23:16:28,864 - mmaction - INFO - Epoch [22][60/1760] lr: 1.500e-03, eta: 12:15:53, time: 0.811, data_time: 0.002, memory: 10390, top1_acc: 0.6260, top5_acc: 0.8625, loss_cls: 1.4312, loss: 1.4312, grad_norm: 4.9357 2021-03-31 23:16:45,172 - mmaction - INFO - Epoch [22][80/1760] lr: 1.500e-03, eta: 12:15:34, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6479, top5_acc: 0.8609, loss_cls: 1.4036, loss: 1.4036, grad_norm: 4.7186 2021-03-31 23:17:01,516 - mmaction - INFO - Epoch [22][100/1760] lr: 1.500e-03, eta: 12:15:16, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6286, top5_acc: 0.8646, loss_cls: 1.4091, loss: 1.4091, grad_norm: 4.8394 2021-03-31 23:17:17,929 - mmaction - INFO - Epoch [22][120/1760] lr: 1.500e-03, eta: 12:14:57, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.6339, top5_acc: 0.8557, loss_cls: 1.4492, loss: 1.4492, grad_norm: 4.7749 2021-03-31 23:17:34,216 - mmaction - INFO - Epoch [22][140/1760] lr: 1.500e-03, eta: 12:14:38, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.6474, top5_acc: 0.8568, loss_cls: 1.4064, loss: 1.4064, grad_norm: 4.8871 2021-03-31 23:17:50,567 - mmaction - INFO - Epoch [22][160/1760] lr: 1.500e-03, eta: 12:14:20, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6208, top5_acc: 0.8641, loss_cls: 1.4365, loss: 1.4365, grad_norm: 4.8626 2021-03-31 23:18:06,948 - mmaction - INFO - Epoch [22][180/1760] lr: 1.500e-03, eta: 12:14:01, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6427, top5_acc: 0.8740, loss_cls: 1.3787, loss: 1.3787, grad_norm: 4.9965 2021-03-31 23:18:23,275 - mmaction - INFO - Epoch [22][200/1760] lr: 1.500e-03, eta: 12:13:42, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6161, top5_acc: 0.8521, loss_cls: 1.4759, loss: 1.4759, grad_norm: 5.0279 2021-03-31 23:18:39,599 - mmaction - INFO - Epoch [22][220/1760] lr: 1.500e-03, eta: 12:13:24, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6271, top5_acc: 0.8667, loss_cls: 1.4009, loss: 1.4009, grad_norm: 4.9015 2021-03-31 23:18:55,873 - mmaction - INFO - Epoch [22][240/1760] lr: 1.500e-03, eta: 12:13:05, time: 0.814, data_time: 0.001, memory: 10390, top1_acc: 0.6276, top5_acc: 0.8547, loss_cls: 1.4246, loss: 1.4246, grad_norm: 4.7554 2021-03-31 23:19:12,161 - mmaction - INFO - Epoch [22][260/1760] lr: 1.500e-03, eta: 12:12:46, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.6286, top5_acc: 0.8526, loss_cls: 1.4668, loss: 1.4668, grad_norm: 4.8322 2021-03-31 23:19:28,542 - mmaction - INFO - Epoch [22][280/1760] lr: 1.500e-03, eta: 12:12:28, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6135, top5_acc: 0.8438, loss_cls: 1.4733, loss: 1.4733, grad_norm: 4.9022 2021-03-31 23:19:44,942 - mmaction - INFO - Epoch [22][300/1760] lr: 1.500e-03, eta: 12:12:09, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6281, top5_acc: 0.8667, loss_cls: 1.4143, loss: 1.4143, grad_norm: 4.8464 2021-03-31 23:20:01,307 - mmaction - INFO - Epoch [22][320/1760] lr: 1.500e-03, eta: 12:11:50, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6443, top5_acc: 0.8682, loss_cls: 1.3587, loss: 1.3587, grad_norm: 4.7476 2021-03-31 23:20:17,644 - mmaction - INFO - Epoch [22][340/1760] lr: 1.500e-03, eta: 12:11:32, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6365, top5_acc: 0.8620, loss_cls: 1.4181, loss: 1.4181, grad_norm: 4.9014 2021-03-31 23:20:34,003 - mmaction - INFO - Epoch [22][360/1760] lr: 1.500e-03, eta: 12:11:13, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6161, top5_acc: 0.8438, loss_cls: 1.4907, loss: 1.4907, grad_norm: 4.9900 2021-03-31 23:20:50,372 - mmaction - INFO - Epoch [22][380/1760] lr: 1.500e-03, eta: 12:10:55, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6401, top5_acc: 0.8714, loss_cls: 1.3701, loss: 1.3701, grad_norm: 4.8781 2021-03-31 23:21:06,738 - mmaction - INFO - Epoch [22][400/1760] lr: 1.500e-03, eta: 12:10:36, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6391, top5_acc: 0.8708, loss_cls: 1.3604, loss: 1.3604, grad_norm: 4.8638 2021-03-31 23:21:23,081 - mmaction - INFO - Epoch [22][420/1760] lr: 1.500e-03, eta: 12:10:17, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6115, top5_acc: 0.8531, loss_cls: 1.4754, loss: 1.4754, grad_norm: 5.0195 2021-03-31 23:21:39,390 - mmaction - INFO - Epoch [22][440/1760] lr: 1.500e-03, eta: 12:09:59, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6453, top5_acc: 0.8594, loss_cls: 1.4007, loss: 1.4007, grad_norm: 4.8101 2021-03-31 23:21:55,812 - mmaction - INFO - Epoch [22][460/1760] lr: 1.500e-03, eta: 12:09:40, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.6453, top5_acc: 0.8469, loss_cls: 1.4099, loss: 1.4099, grad_norm: 4.8088 2021-03-31 23:22:12,110 - mmaction - INFO - Epoch [22][480/1760] lr: 1.500e-03, eta: 12:09:21, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.6620, top5_acc: 0.8604, loss_cls: 1.3473, loss: 1.3473, grad_norm: 4.8546 2021-03-31 23:22:28,492 - mmaction - INFO - Epoch [22][500/1760] lr: 1.500e-03, eta: 12:09:03, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6323, top5_acc: 0.8615, loss_cls: 1.4156, loss: 1.4156, grad_norm: 4.9623 2021-03-31 23:22:44,840 - mmaction - INFO - Epoch [22][520/1760] lr: 1.500e-03, eta: 12:08:44, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6224, top5_acc: 0.8620, loss_cls: 1.4267, loss: 1.4267, grad_norm: 4.9040 2021-03-31 23:23:01,141 - mmaction - INFO - Epoch [22][540/1760] lr: 1.500e-03, eta: 12:08:26, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6349, top5_acc: 0.8526, loss_cls: 1.4146, loss: 1.4146, grad_norm: 4.9516 2021-03-31 23:23:17,446 - mmaction - INFO - Epoch [22][560/1760] lr: 1.500e-03, eta: 12:08:07, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6323, top5_acc: 0.8620, loss_cls: 1.4262, loss: 1.4262, grad_norm: 4.9559 2021-03-31 23:23:33,800 - mmaction - INFO - Epoch [22][580/1760] lr: 1.500e-03, eta: 12:07:48, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6427, top5_acc: 0.8682, loss_cls: 1.3708, loss: 1.3708, grad_norm: 4.9393 2021-03-31 23:23:50,178 - mmaction - INFO - Epoch [22][600/1760] lr: 1.500e-03, eta: 12:07:30, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6422, top5_acc: 0.8677, loss_cls: 1.3697, loss: 1.3697, grad_norm: 5.0534 2021-03-31 23:24:06,512 - mmaction - INFO - Epoch [22][620/1760] lr: 1.500e-03, eta: 12:07:11, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6495, top5_acc: 0.8531, loss_cls: 1.3648, loss: 1.3648, grad_norm: 4.8159 2021-03-31 23:24:22,793 - mmaction - INFO - Epoch [22][640/1760] lr: 1.500e-03, eta: 12:06:53, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6401, top5_acc: 0.8656, loss_cls: 1.3921, loss: 1.3921, grad_norm: 4.9947 2021-03-31 23:24:39,145 - mmaction - INFO - Epoch [22][660/1760] lr: 1.500e-03, eta: 12:06:34, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6307, top5_acc: 0.8620, loss_cls: 1.4036, loss: 1.4036, grad_norm: 4.9141 2021-03-31 23:24:55,505 - mmaction - INFO - Epoch [22][680/1760] lr: 1.500e-03, eta: 12:06:15, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6469, top5_acc: 0.8630, loss_cls: 1.3782, loss: 1.3782, grad_norm: 4.8843 2021-03-31 23:25:11,855 - mmaction - INFO - Epoch [22][700/1760] lr: 1.500e-03, eta: 12:05:57, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6474, top5_acc: 0.8620, loss_cls: 1.3873, loss: 1.3873, grad_norm: 4.8318 2021-03-31 23:25:28,236 - mmaction - INFO - Epoch [22][720/1760] lr: 1.500e-03, eta: 12:05:38, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6375, top5_acc: 0.8661, loss_cls: 1.3888, loss: 1.3888, grad_norm: 4.8821 2021-03-31 23:25:44,605 - mmaction - INFO - Epoch [22][740/1760] lr: 1.500e-03, eta: 12:05:20, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6443, top5_acc: 0.8573, loss_cls: 1.3879, loss: 1.3879, grad_norm: 4.8636 2021-03-31 23:26:00,862 - mmaction - INFO - Epoch [22][760/1760] lr: 1.500e-03, eta: 12:05:01, time: 0.813, data_time: 0.001, memory: 10390, top1_acc: 0.6323, top5_acc: 0.8557, loss_cls: 1.4423, loss: 1.4423, grad_norm: 5.0470 2021-03-31 23:26:17,248 - mmaction - INFO - Epoch [22][780/1760] lr: 1.500e-03, eta: 12:04:42, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6417, top5_acc: 0.8552, loss_cls: 1.4049, loss: 1.4049, grad_norm: 4.8730 2021-03-31 23:26:33,610 - mmaction - INFO - Epoch [22][800/1760] lr: 1.500e-03, eta: 12:04:24, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6411, top5_acc: 0.8620, loss_cls: 1.3906, loss: 1.3906, grad_norm: 4.9244 2021-03-31 23:26:49,952 - mmaction - INFO - Epoch [22][820/1760] lr: 1.500e-03, eta: 12:04:05, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6359, top5_acc: 0.8557, loss_cls: 1.4336, loss: 1.4336, grad_norm: 4.8979 2021-03-31 23:27:06,316 - mmaction - INFO - Epoch [22][840/1760] lr: 1.500e-03, eta: 12:03:47, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6427, top5_acc: 0.8672, loss_cls: 1.3651, loss: 1.3651, grad_norm: 4.9363 2021-03-31 23:27:22,668 - mmaction - INFO - Epoch [22][860/1760] lr: 1.500e-03, eta: 12:03:28, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6365, top5_acc: 0.8630, loss_cls: 1.4139, loss: 1.4139, grad_norm: 4.9456 2021-03-31 23:27:39,032 - mmaction - INFO - Epoch [22][880/1760] lr: 1.500e-03, eta: 12:03:10, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6188, top5_acc: 0.8557, loss_cls: 1.4322, loss: 1.4322, grad_norm: 5.1894 2021-03-31 23:27:55,366 - mmaction - INFO - Epoch [22][900/1760] lr: 1.500e-03, eta: 12:02:51, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6354, top5_acc: 0.8609, loss_cls: 1.4145, loss: 1.4145, grad_norm: 5.0279 2021-03-31 23:28:11,705 - mmaction - INFO - Epoch [22][920/1760] lr: 1.500e-03, eta: 12:02:33, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6198, top5_acc: 0.8573, loss_cls: 1.4559, loss: 1.4559, grad_norm: 5.0485 2021-03-31 23:28:28,009 - mmaction - INFO - Epoch [22][940/1760] lr: 1.500e-03, eta: 12:02:14, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6349, top5_acc: 0.8542, loss_cls: 1.4203, loss: 1.4203, grad_norm: 4.9863 2021-03-31 23:28:44,336 - mmaction - INFO - Epoch [22][960/1760] lr: 1.500e-03, eta: 12:01:55, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6266, top5_acc: 0.8656, loss_cls: 1.3993, loss: 1.3993, grad_norm: 5.0378 2021-03-31 23:29:00,700 - mmaction - INFO - Epoch [22][980/1760] lr: 1.500e-03, eta: 12:01:37, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6318, top5_acc: 0.8677, loss_cls: 1.4142, loss: 1.4142, grad_norm: 5.0612 2021-03-31 23:29:17,070 - mmaction - INFO - Epoch [22][1000/1760] lr: 1.500e-03, eta: 12:01:18, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6292, top5_acc: 0.8521, loss_cls: 1.4682, loss: 1.4682, grad_norm: 5.0805 2021-03-31 23:29:33,451 - mmaction - INFO - Epoch [22][1020/1760] lr: 1.500e-03, eta: 12:01:00, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6484, top5_acc: 0.8766, loss_cls: 1.3460, loss: 1.3460, grad_norm: 4.8851 2021-03-31 23:29:49,824 - mmaction - INFO - Epoch [22][1040/1760] lr: 1.500e-03, eta: 12:00:41, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6609, top5_acc: 0.8620, loss_cls: 1.3656, loss: 1.3656, grad_norm: 4.8646 2021-03-31 23:30:06,177 - mmaction - INFO - Epoch [22][1060/1760] lr: 1.500e-03, eta: 12:00:23, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6219, top5_acc: 0.8542, loss_cls: 1.4765, loss: 1.4765, grad_norm: 5.0353 2021-03-31 23:30:22,459 - mmaction - INFO - Epoch [22][1080/1760] lr: 1.500e-03, eta: 12:00:04, time: 0.814, data_time: 0.001, memory: 10390, top1_acc: 0.6443, top5_acc: 0.8568, loss_cls: 1.3907, loss: 1.3907, grad_norm: 4.7374 2021-03-31 23:30:38,878 - mmaction - INFO - Epoch [22][1100/1760] lr: 1.500e-03, eta: 11:59:46, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6370, top5_acc: 0.8677, loss_cls: 1.3918, loss: 1.3918, grad_norm: 4.8866 2021-03-31 23:30:55,225 - mmaction - INFO - Epoch [22][1120/1760] lr: 1.500e-03, eta: 11:59:27, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6432, top5_acc: 0.8708, loss_cls: 1.3554, loss: 1.3554, grad_norm: 4.8377 2021-03-31 23:31:11,566 - mmaction - INFO - Epoch [22][1140/1760] lr: 1.500e-03, eta: 11:59:09, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6318, top5_acc: 0.8458, loss_cls: 1.4535, loss: 1.4535, grad_norm: 5.1114 2021-03-31 23:31:27,929 - mmaction - INFO - Epoch [22][1160/1760] lr: 1.500e-03, eta: 11:58:50, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6229, top5_acc: 0.8625, loss_cls: 1.4003, loss: 1.4003, grad_norm: 4.9973 2021-03-31 23:31:44,335 - mmaction - INFO - Epoch [22][1180/1760] lr: 1.500e-03, eta: 11:58:32, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6365, top5_acc: 0.8786, loss_cls: 1.3323, loss: 1.3323, grad_norm: 4.9861 2021-03-31 23:32:00,682 - mmaction - INFO - Epoch [22][1200/1760] lr: 1.500e-03, eta: 11:58:13, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6380, top5_acc: 0.8641, loss_cls: 1.3820, loss: 1.3820, grad_norm: 4.9799 2021-03-31 23:32:17,050 - mmaction - INFO - Epoch [22][1220/1760] lr: 1.500e-03, eta: 11:57:55, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6385, top5_acc: 0.8724, loss_cls: 1.3461, loss: 1.3461, grad_norm: 4.9946 2021-03-31 23:32:33,333 - mmaction - INFO - Epoch [22][1240/1760] lr: 1.500e-03, eta: 11:57:36, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.6286, top5_acc: 0.8469, loss_cls: 1.4663, loss: 1.4663, grad_norm: 5.1037 2021-03-31 23:32:49,759 - mmaction - INFO - Epoch [22][1260/1760] lr: 1.500e-03, eta: 11:57:18, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.6495, top5_acc: 0.8698, loss_cls: 1.3159, loss: 1.3159, grad_norm: 4.9405 2021-03-31 23:33:06,094 - mmaction - INFO - Epoch [22][1280/1760] lr: 1.500e-03, eta: 11:56:59, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6302, top5_acc: 0.8599, loss_cls: 1.4236, loss: 1.4236, grad_norm: 5.0273 2021-03-31 23:33:22,454 - mmaction - INFO - Epoch [22][1300/1760] lr: 1.500e-03, eta: 11:56:40, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6229, top5_acc: 0.8589, loss_cls: 1.4244, loss: 1.4244, grad_norm: 5.1051 2021-03-31 23:33:38,827 - mmaction - INFO - Epoch [22][1320/1760] lr: 1.500e-03, eta: 11:56:22, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6380, top5_acc: 0.8656, loss_cls: 1.3799, loss: 1.3799, grad_norm: 4.9291 2021-03-31 23:33:55,198 - mmaction - INFO - Epoch [22][1340/1760] lr: 1.500e-03, eta: 11:56:04, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6339, top5_acc: 0.8656, loss_cls: 1.3760, loss: 1.3760, grad_norm: 5.0877 2021-03-31 23:34:11,576 - mmaction - INFO - Epoch [22][1360/1760] lr: 1.500e-03, eta: 11:55:45, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6495, top5_acc: 0.8635, loss_cls: 1.3813, loss: 1.3813, grad_norm: 5.0473 2021-03-31 23:34:27,956 - mmaction - INFO - Epoch [22][1380/1760] lr: 1.500e-03, eta: 11:55:27, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6427, top5_acc: 0.8698, loss_cls: 1.3890, loss: 1.3890, grad_norm: 5.1545 2021-03-31 23:34:44,286 - mmaction - INFO - Epoch [22][1400/1760] lr: 1.500e-03, eta: 11:55:08, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6271, top5_acc: 0.8542, loss_cls: 1.4233, loss: 1.4233, grad_norm: 5.0602 2021-03-31 23:35:00,609 - mmaction - INFO - Epoch [22][1420/1760] lr: 1.500e-03, eta: 11:54:50, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6323, top5_acc: 0.8641, loss_cls: 1.3770, loss: 1.3770, grad_norm: 4.9626 2021-03-31 23:35:16,963 - mmaction - INFO - Epoch [22][1440/1760] lr: 1.500e-03, eta: 11:54:31, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6458, top5_acc: 0.8620, loss_cls: 1.4021, loss: 1.4021, grad_norm: 5.0970 2021-03-31 23:35:33,354 - mmaction - INFO - Epoch [22][1460/1760] lr: 1.500e-03, eta: 11:54:13, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6453, top5_acc: 0.8510, loss_cls: 1.3784, loss: 1.3784, grad_norm: 4.9519 2021-03-31 23:35:49,729 - mmaction - INFO - Epoch [22][1480/1760] lr: 1.500e-03, eta: 11:53:54, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6443, top5_acc: 0.8688, loss_cls: 1.3742, loss: 1.3742, grad_norm: 5.0551 2021-03-31 23:36:06,054 - mmaction - INFO - Epoch [22][1500/1760] lr: 1.500e-03, eta: 11:53:36, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6557, top5_acc: 0.8630, loss_cls: 1.3687, loss: 1.3687, grad_norm: 5.0812 2021-03-31 23:36:22,428 - mmaction - INFO - Epoch [22][1520/1760] lr: 1.500e-03, eta: 11:53:17, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6385, top5_acc: 0.8661, loss_cls: 1.3599, loss: 1.3599, grad_norm: 5.0972 2021-03-31 23:36:38,815 - mmaction - INFO - Epoch [22][1540/1760] lr: 1.500e-03, eta: 11:52:59, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6385, top5_acc: 0.8719, loss_cls: 1.4125, loss: 1.4125, grad_norm: 5.1724 2021-03-31 23:36:55,199 - mmaction - INFO - Epoch [22][1560/1760] lr: 1.500e-03, eta: 11:52:40, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6240, top5_acc: 0.8615, loss_cls: 1.4105, loss: 1.4105, grad_norm: 5.0563 2021-03-31 23:37:11,588 - mmaction - INFO - Epoch [22][1580/1760] lr: 1.500e-03, eta: 11:52:22, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6432, top5_acc: 0.8609, loss_cls: 1.4026, loss: 1.4026, grad_norm: 4.9990 2021-03-31 23:37:27,957 - mmaction - INFO - Epoch [22][1600/1760] lr: 1.500e-03, eta: 11:52:03, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6542, top5_acc: 0.8688, loss_cls: 1.3674, loss: 1.3674, grad_norm: 5.0317 2021-03-31 23:37:44,377 - mmaction - INFO - Epoch [22][1620/1760] lr: 1.500e-03, eta: 11:51:45, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6302, top5_acc: 0.8599, loss_cls: 1.4071, loss: 1.4071, grad_norm: 5.0885 2021-03-31 23:38:00,748 - mmaction - INFO - Epoch [22][1640/1760] lr: 1.500e-03, eta: 11:51:27, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6432, top5_acc: 0.8542, loss_cls: 1.3787, loss: 1.3787, grad_norm: 5.0931 2021-03-31 23:38:17,133 - mmaction - INFO - Epoch [22][1660/1760] lr: 1.500e-03, eta: 11:51:08, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6510, top5_acc: 0.8562, loss_cls: 1.3729, loss: 1.3729, grad_norm: 4.9269 2021-03-31 23:38:33,519 - mmaction - INFO - Epoch [22][1680/1760] lr: 1.500e-03, eta: 11:50:50, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6448, top5_acc: 0.8740, loss_cls: 1.3614, loss: 1.3614, grad_norm: 5.1208 2021-03-31 23:38:49,866 - mmaction - INFO - Epoch [22][1700/1760] lr: 1.500e-03, eta: 11:50:31, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6474, top5_acc: 0.8604, loss_cls: 1.3613, loss: 1.3613, grad_norm: 5.0966 2021-03-31 23:39:06,204 - mmaction - INFO - Epoch [22][1720/1760] lr: 1.500e-03, eta: 11:50:13, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6531, top5_acc: 0.8667, loss_cls: 1.3445, loss: 1.3445, grad_norm: 4.9376 2021-03-31 23:39:22,558 - mmaction - INFO - Epoch [22][1740/1760] lr: 1.500e-03, eta: 11:49:54, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6411, top5_acc: 0.8615, loss_cls: 1.3513, loss: 1.3513, grad_norm: 4.9194 2021-03-31 23:39:38,641 - mmaction - INFO - Epoch [22][1760/1760] lr: 1.500e-03, eta: 11:49:35, time: 0.805, data_time: 0.002, memory: 10390, top1_acc: 0.6557, top5_acc: 0.8739, loss_cls: 1.3390, loss: 1.3390, grad_norm: 4.9554 2021-03-31 23:39:46,436 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-03-31 23:42:05,379 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-31 23:42:05,708 - mmaction - INFO - top1_acc 0.5750 top5_acc 0.8466 2021-03-31 23:42:05,708 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-31 23:42:05,759 - mmaction - INFO - mean_acc 0.5133 2021-03-31 23:42:06,705 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. 2021-03-31 23:42:06,706 - mmaction - INFO - Best top1_acc is 0.5750 at 22 epoch. 2021-03-31 23:42:06,715 - mmaction - INFO - Epoch(val) [22][1760] top1_acc: 0.5750, top5_acc: 0.8466, mean_class_accuracy: 0.5133 2021-03-31 23:42:56,501 - mmaction - INFO - Epoch [23][20/1760] lr: 1.500e-03, eta: 11:50:00, time: 2.488, data_time: 1.151, memory: 10390, top1_acc: 0.6443, top5_acc: 0.8630, loss_cls: 1.4034, loss: 1.4034, grad_norm: 5.1281 2021-03-31 23:43:12,699 - mmaction - INFO - Epoch [23][40/1760] lr: 1.500e-03, eta: 11:49:41, time: 0.810, data_time: 0.003, memory: 10390, top1_acc: 0.6469, top5_acc: 0.8708, loss_cls: 1.3335, loss: 1.3335, grad_norm: 4.9923 2021-03-31 23:43:29,036 - mmaction - INFO - Epoch [23][60/1760] lr: 1.500e-03, eta: 11:49:22, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6453, top5_acc: 0.8604, loss_cls: 1.3764, loss: 1.3764, grad_norm: 5.0592 2021-03-31 23:43:45,419 - mmaction - INFO - Epoch [23][80/1760] lr: 1.500e-03, eta: 11:49:04, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6385, top5_acc: 0.8698, loss_cls: 1.3536, loss: 1.3536, grad_norm: 5.0655 2021-03-31 23:44:01,805 - mmaction - INFO - Epoch [23][100/1760] lr: 1.500e-03, eta: 11:48:45, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6589, top5_acc: 0.8766, loss_cls: 1.2997, loss: 1.2997, grad_norm: 4.8672 2021-03-31 23:44:18,163 - mmaction - INFO - Epoch [23][120/1760] lr: 1.500e-03, eta: 11:48:27, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6448, top5_acc: 0.8677, loss_cls: 1.3665, loss: 1.3665, grad_norm: 5.2770 2021-03-31 23:44:34,509 - mmaction - INFO - Epoch [23][140/1760] lr: 1.500e-03, eta: 11:48:08, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6641, top5_acc: 0.8724, loss_cls: 1.3158, loss: 1.3158, grad_norm: 5.0162 2021-03-31 23:44:50,826 - mmaction - INFO - Epoch [23][160/1760] lr: 1.500e-03, eta: 11:47:50, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6370, top5_acc: 0.8589, loss_cls: 1.3937, loss: 1.3937, grad_norm: 5.2269 2021-03-31 23:45:07,228 - mmaction - INFO - Epoch [23][180/1760] lr: 1.500e-03, eta: 11:47:31, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6500, top5_acc: 0.8672, loss_cls: 1.3463, loss: 1.3463, grad_norm: 5.1721 2021-03-31 23:45:23,547 - mmaction - INFO - Epoch [23][200/1760] lr: 1.500e-03, eta: 11:47:13, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6490, top5_acc: 0.8677, loss_cls: 1.3540, loss: 1.3540, grad_norm: 5.1341 2021-03-31 23:45:39,853 - mmaction - INFO - Epoch [23][220/1760] lr: 1.500e-03, eta: 11:46:54, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6427, top5_acc: 0.8708, loss_cls: 1.3523, loss: 1.3523, grad_norm: 5.1103 2021-03-31 23:45:56,215 - mmaction - INFO - Epoch [23][240/1760] lr: 1.500e-03, eta: 11:46:36, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6443, top5_acc: 0.8615, loss_cls: 1.3730, loss: 1.3730, grad_norm: 5.1672 2021-03-31 23:46:12,569 - mmaction - INFO - Epoch [23][260/1760] lr: 1.500e-03, eta: 11:46:18, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6510, top5_acc: 0.8786, loss_cls: 1.3432, loss: 1.3432, grad_norm: 5.0556 2021-03-31 23:46:28,932 - mmaction - INFO - Epoch [23][280/1760] lr: 1.500e-03, eta: 11:45:59, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6443, top5_acc: 0.8651, loss_cls: 1.3824, loss: 1.3824, grad_norm: 5.0604 2021-03-31 23:46:45,307 - mmaction - INFO - Epoch [23][300/1760] lr: 1.500e-03, eta: 11:45:41, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6391, top5_acc: 0.8688, loss_cls: 1.3691, loss: 1.3691, grad_norm: 5.0096 2021-03-31 23:47:01,650 - mmaction - INFO - Epoch [23][320/1760] lr: 1.500e-03, eta: 11:45:22, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6469, top5_acc: 0.8734, loss_cls: 1.3328, loss: 1.3328, grad_norm: 4.9802 2021-03-31 23:47:18,019 - mmaction - INFO - Epoch [23][340/1760] lr: 1.500e-03, eta: 11:45:04, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6484, top5_acc: 0.8760, loss_cls: 1.3315, loss: 1.3315, grad_norm: 5.1256 2021-03-31 23:47:34,408 - mmaction - INFO - Epoch [23][360/1760] lr: 1.500e-03, eta: 11:44:45, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6370, top5_acc: 0.8635, loss_cls: 1.3757, loss: 1.3757, grad_norm: 5.1660 2021-03-31 23:47:50,782 - mmaction - INFO - Epoch [23][380/1760] lr: 1.500e-03, eta: 11:44:27, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6255, top5_acc: 0.8620, loss_cls: 1.4008, loss: 1.4008, grad_norm: 5.2617 2021-03-31 23:48:07,156 - mmaction - INFO - Epoch [23][400/1760] lr: 1.500e-03, eta: 11:44:08, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6625, top5_acc: 0.8698, loss_cls: 1.3484, loss: 1.3484, grad_norm: 5.1025 2021-03-31 23:48:23,463 - mmaction - INFO - Epoch [23][420/1760] lr: 1.500e-03, eta: 11:43:50, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6557, top5_acc: 0.8729, loss_cls: 1.3050, loss: 1.3050, grad_norm: 5.1134 2021-03-31 23:48:39,813 - mmaction - INFO - Epoch [23][440/1760] lr: 1.500e-03, eta: 11:43:31, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6615, top5_acc: 0.8719, loss_cls: 1.3635, loss: 1.3635, grad_norm: 5.1983 2021-03-31 23:48:56,168 - mmaction - INFO - Epoch [23][460/1760] lr: 1.500e-03, eta: 11:43:13, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6516, top5_acc: 0.8682, loss_cls: 1.3628, loss: 1.3628, grad_norm: 5.1017 2021-03-31 23:49:12,514 - mmaction - INFO - Epoch [23][480/1760] lr: 1.500e-03, eta: 11:42:55, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6438, top5_acc: 0.8682, loss_cls: 1.3497, loss: 1.3497, grad_norm: 5.1693 2021-03-31 23:49:28,891 - mmaction - INFO - Epoch [23][500/1760] lr: 1.500e-03, eta: 11:42:36, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6391, top5_acc: 0.8656, loss_cls: 1.3400, loss: 1.3400, grad_norm: 5.0961 2021-03-31 23:49:45,261 - mmaction - INFO - Epoch [23][520/1760] lr: 1.500e-03, eta: 11:42:18, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6453, top5_acc: 0.8615, loss_cls: 1.3817, loss: 1.3817, grad_norm: 5.0654 2021-03-31 23:50:01,652 - mmaction - INFO - Epoch [23][540/1760] lr: 1.500e-03, eta: 11:41:59, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6307, top5_acc: 0.8703, loss_cls: 1.3645, loss: 1.3645, grad_norm: 5.2979 2021-03-31 23:50:18,017 - mmaction - INFO - Epoch [23][560/1760] lr: 1.500e-03, eta: 11:41:41, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6219, top5_acc: 0.8531, loss_cls: 1.4257, loss: 1.4257, grad_norm: 5.3069 2021-03-31 23:50:34,354 - mmaction - INFO - Epoch [23][580/1760] lr: 1.500e-03, eta: 11:41:22, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6490, top5_acc: 0.8818, loss_cls: 1.3426, loss: 1.3426, grad_norm: 5.1332 2021-03-31 23:50:50,656 - mmaction - INFO - Epoch [23][600/1760] lr: 1.500e-03, eta: 11:41:04, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6286, top5_acc: 0.8562, loss_cls: 1.4287, loss: 1.4287, grad_norm: 5.3052 2021-03-31 23:51:07,043 - mmaction - INFO - Epoch [23][620/1760] lr: 1.500e-03, eta: 11:40:46, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6578, top5_acc: 0.8802, loss_cls: 1.2872, loss: 1.2872, grad_norm: 5.0614 2021-03-31 23:51:23,355 - mmaction - INFO - Epoch [23][640/1760] lr: 1.500e-03, eta: 11:40:27, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6661, top5_acc: 0.8776, loss_cls: 1.2773, loss: 1.2773, grad_norm: 4.9485 2021-03-31 23:51:39,752 - mmaction - INFO - Epoch [23][660/1760] lr: 1.500e-03, eta: 11:40:09, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6464, top5_acc: 0.8552, loss_cls: 1.4033, loss: 1.4033, grad_norm: 5.1915 2021-03-31 23:51:56,123 - mmaction - INFO - Epoch [23][680/1760] lr: 1.500e-03, eta: 11:39:50, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6656, top5_acc: 0.8776, loss_cls: 1.3076, loss: 1.3076, grad_norm: 5.0486 2021-03-31 23:52:12,497 - mmaction - INFO - Epoch [23][700/1760] lr: 1.500e-03, eta: 11:39:32, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6646, top5_acc: 0.8661, loss_cls: 1.3084, loss: 1.3084, grad_norm: 5.1280 2021-03-31 23:52:28,894 - mmaction - INFO - Epoch [23][720/1760] lr: 1.500e-03, eta: 11:39:14, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6380, top5_acc: 0.8562, loss_cls: 1.4186, loss: 1.4186, grad_norm: 5.2644 2021-03-31 23:52:45,237 - mmaction - INFO - Epoch [23][740/1760] lr: 1.500e-03, eta: 11:38:55, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6380, top5_acc: 0.8688, loss_cls: 1.3852, loss: 1.3852, grad_norm: 5.3047 2021-03-31 23:53:01,553 - mmaction - INFO - Epoch [23][760/1760] lr: 1.500e-03, eta: 11:38:37, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6615, top5_acc: 0.8667, loss_cls: 1.3371, loss: 1.3371, grad_norm: 5.1597 2021-03-31 23:53:17,968 - mmaction - INFO - Epoch [23][780/1760] lr: 1.500e-03, eta: 11:38:18, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6302, top5_acc: 0.8620, loss_cls: 1.3877, loss: 1.3877, grad_norm: 5.3623 2021-03-31 23:53:34,579 - mmaction - INFO - Epoch [23][800/1760] lr: 1.500e-03, eta: 11:38:00, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6443, top5_acc: 0.8688, loss_cls: 1.3614, loss: 1.3614, grad_norm: 5.1534 2021-03-31 23:53:51,002 - mmaction - INFO - Epoch [23][820/1760] lr: 1.500e-03, eta: 11:37:42, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.6589, top5_acc: 0.8807, loss_cls: 1.3138, loss: 1.3138, grad_norm: 5.1350 2021-03-31 23:54:07,398 - mmaction - INFO - Epoch [23][840/1760] lr: 1.500e-03, eta: 11:37:24, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6516, top5_acc: 0.8677, loss_cls: 1.3478, loss: 1.3478, grad_norm: 5.0815 2021-03-31 23:54:23,792 - mmaction - INFO - Epoch [23][860/1760] lr: 1.500e-03, eta: 11:37:05, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6391, top5_acc: 0.8609, loss_cls: 1.3721, loss: 1.3721, grad_norm: 5.1830 2021-03-31 23:54:40,087 - mmaction - INFO - Epoch [23][880/1760] lr: 1.500e-03, eta: 11:36:47, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6271, top5_acc: 0.8661, loss_cls: 1.3977, loss: 1.3977, grad_norm: 5.2645 2021-03-31 23:54:56,469 - mmaction - INFO - Epoch [23][900/1760] lr: 1.500e-03, eta: 11:36:28, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6328, top5_acc: 0.8604, loss_cls: 1.4181, loss: 1.4181, grad_norm: 5.3121 2021-03-31 23:55:12,799 - mmaction - INFO - Epoch [23][920/1760] lr: 1.500e-03, eta: 11:36:10, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6354, top5_acc: 0.8526, loss_cls: 1.4106, loss: 1.4106, grad_norm: 5.2868 2021-03-31 23:55:29,199 - mmaction - INFO - Epoch [23][940/1760] lr: 1.500e-03, eta: 11:35:52, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6583, top5_acc: 0.8745, loss_cls: 1.3352, loss: 1.3352, grad_norm: 5.2799 2021-03-31 23:55:45,521 - mmaction - INFO - Epoch [23][960/1760] lr: 1.500e-03, eta: 11:35:33, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6667, top5_acc: 0.8729, loss_cls: 1.2893, loss: 1.2893, grad_norm: 5.0030 2021-03-31 23:56:01,899 - mmaction - INFO - Epoch [23][980/1760] lr: 1.500e-03, eta: 11:35:15, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6458, top5_acc: 0.8688, loss_cls: 1.3175, loss: 1.3175, grad_norm: 5.1437 2021-03-31 23:56:18,265 - mmaction - INFO - Epoch [23][1000/1760] lr: 1.500e-03, eta: 11:34:56, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6484, top5_acc: 0.8625, loss_cls: 1.3597, loss: 1.3597, grad_norm: 5.2479 2021-03-31 23:56:34,581 - mmaction - INFO - Epoch [23][1020/1760] lr: 1.500e-03, eta: 11:34:38, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6344, top5_acc: 0.8635, loss_cls: 1.3692, loss: 1.3692, grad_norm: 5.1108 2021-03-31 23:56:50,898 - mmaction - INFO - Epoch [23][1040/1760] lr: 1.500e-03, eta: 11:34:20, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6583, top5_acc: 0.8766, loss_cls: 1.2912, loss: 1.2912, grad_norm: 5.0460 2021-03-31 23:57:07,262 - mmaction - INFO - Epoch [23][1060/1760] lr: 1.500e-03, eta: 11:34:01, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6500, top5_acc: 0.8708, loss_cls: 1.3313, loss: 1.3313, grad_norm: 5.1371 2021-03-31 23:57:23,663 - mmaction - INFO - Epoch [23][1080/1760] lr: 1.500e-03, eta: 11:33:43, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.6542, top5_acc: 0.8625, loss_cls: 1.3549, loss: 1.3549, grad_norm: 5.0493 2021-03-31 23:57:40,041 - mmaction - INFO - Epoch [23][1100/1760] lr: 1.500e-03, eta: 11:33:24, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6359, top5_acc: 0.8734, loss_cls: 1.3597, loss: 1.3597, grad_norm: 5.1389 2021-03-31 23:57:56,414 - mmaction - INFO - Epoch [23][1120/1760] lr: 1.500e-03, eta: 11:33:06, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6583, top5_acc: 0.8651, loss_cls: 1.3403, loss: 1.3403, grad_norm: 5.1600 2021-03-31 23:58:12,852 - mmaction - INFO - Epoch [23][1140/1760] lr: 1.500e-03, eta: 11:32:48, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.6641, top5_acc: 0.8698, loss_cls: 1.3021, loss: 1.3021, grad_norm: 5.0905 2021-03-31 23:58:29,198 - mmaction - INFO - Epoch [23][1160/1760] lr: 1.500e-03, eta: 11:32:29, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6620, top5_acc: 0.8745, loss_cls: 1.3092, loss: 1.3092, grad_norm: 5.1040 2021-03-31 23:58:45,567 - mmaction - INFO - Epoch [23][1180/1760] lr: 1.500e-03, eta: 11:32:11, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6401, top5_acc: 0.8656, loss_cls: 1.4196, loss: 1.4196, grad_norm: 5.3338 2021-03-31 23:59:01,911 - mmaction - INFO - Epoch [23][1200/1760] lr: 1.500e-03, eta: 11:31:53, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6516, top5_acc: 0.8693, loss_cls: 1.3426, loss: 1.3426, grad_norm: 5.1451 2021-03-31 23:59:18,297 - mmaction - INFO - Epoch [23][1220/1760] lr: 1.500e-03, eta: 11:31:34, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6542, top5_acc: 0.8719, loss_cls: 1.3425, loss: 1.3425, grad_norm: 5.1711 2021-03-31 23:59:34,679 - mmaction - INFO - Epoch [23][1240/1760] lr: 1.500e-03, eta: 11:31:16, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6792, top5_acc: 0.8693, loss_cls: 1.2759, loss: 1.2759, grad_norm: 4.9091 2021-03-31 23:59:51,001 - mmaction - INFO - Epoch [23][1260/1760] lr: 1.500e-03, eta: 11:30:58, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6375, top5_acc: 0.8568, loss_cls: 1.3878, loss: 1.3878, grad_norm: 5.2583 2021-04-01 00:00:11,956 - mmaction - INFO - Epoch [23][1280/1760] lr: 1.500e-03, eta: 11:30:44, time: 1.022, data_time: 0.001, memory: 10390, top1_acc: 0.6521, top5_acc: 0.8719, loss_cls: 1.3264, loss: 1.3264, grad_norm: 5.1545 2021-04-01 00:00:33,018 - mmaction - INFO - Epoch [23][1300/1760] lr: 1.500e-03, eta: 11:30:32, time: 1.080, data_time: 0.270, memory: 10390, top1_acc: 0.6474, top5_acc: 0.8672, loss_cls: 1.3531, loss: 1.3531, grad_norm: 5.2121 2021-04-01 00:00:49,363 - mmaction - INFO - Epoch [23][1320/1760] lr: 1.500e-03, eta: 11:30:14, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6323, top5_acc: 0.8781, loss_cls: 1.3635, loss: 1.3635, grad_norm: 5.2537 2021-04-01 00:01:05,646 - mmaction - INFO - Epoch [23][1340/1760] lr: 1.500e-03, eta: 11:29:55, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.6526, top5_acc: 0.8557, loss_cls: 1.3713, loss: 1.3713, grad_norm: 5.1757 2021-04-01 00:01:22,067 - mmaction - INFO - Epoch [23][1360/1760] lr: 1.500e-03, eta: 11:29:37, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6411, top5_acc: 0.8635, loss_cls: 1.3895, loss: 1.3895, grad_norm: 5.4054 2021-04-01 00:01:38,391 - mmaction - INFO - Epoch [23][1380/1760] lr: 1.500e-03, eta: 11:29:19, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6286, top5_acc: 0.8661, loss_cls: 1.4154, loss: 1.4154, grad_norm: 5.3679 2021-04-01 00:01:54,765 - mmaction - INFO - Epoch [23][1400/1760] lr: 1.500e-03, eta: 11:29:00, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6443, top5_acc: 0.8661, loss_cls: 1.3611, loss: 1.3611, grad_norm: 5.3207 2021-04-01 00:02:11,139 - mmaction - INFO - Epoch [23][1420/1760] lr: 1.500e-03, eta: 11:28:42, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6312, top5_acc: 0.8672, loss_cls: 1.3718, loss: 1.3718, grad_norm: 5.3468 2021-04-01 00:02:27,470 - mmaction - INFO - Epoch [23][1440/1760] lr: 1.500e-03, eta: 11:28:24, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6443, top5_acc: 0.8724, loss_cls: 1.3497, loss: 1.3497, grad_norm: 5.1883 2021-04-01 00:02:43,787 - mmaction - INFO - Epoch [23][1460/1760] lr: 1.500e-03, eta: 11:28:05, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6458, top5_acc: 0.8719, loss_cls: 1.3806, loss: 1.3806, grad_norm: 5.3557 2021-04-01 00:03:00,147 - mmaction - INFO - Epoch [23][1480/1760] lr: 1.500e-03, eta: 11:27:47, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6625, top5_acc: 0.8839, loss_cls: 1.2964, loss: 1.2964, grad_norm: 5.1767 2021-04-01 00:03:16,553 - mmaction - INFO - Epoch [23][1500/1760] lr: 1.500e-03, eta: 11:27:29, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.6562, top5_acc: 0.8693, loss_cls: 1.3255, loss: 1.3255, grad_norm: 5.3088 2021-04-01 00:03:33,051 - mmaction - INFO - Epoch [23][1520/1760] lr: 1.500e-03, eta: 11:27:10, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.6427, top5_acc: 0.8734, loss_cls: 1.3399, loss: 1.3399, grad_norm: 5.3622 2021-04-01 00:03:49,448 - mmaction - INFO - Epoch [23][1540/1760] lr: 1.500e-03, eta: 11:26:52, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6484, top5_acc: 0.8625, loss_cls: 1.3524, loss: 1.3524, grad_norm: 5.2772 2021-04-01 00:04:05,823 - mmaction - INFO - Epoch [23][1560/1760] lr: 1.500e-03, eta: 11:26:34, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6562, top5_acc: 0.8698, loss_cls: 1.3146, loss: 1.3146, grad_norm: 5.1623 2021-04-01 00:04:22,198 - mmaction - INFO - Epoch [23][1580/1760] lr: 1.500e-03, eta: 11:26:15, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6641, top5_acc: 0.8750, loss_cls: 1.3151, loss: 1.3151, grad_norm: 5.2149 2021-04-01 00:04:38,528 - mmaction - INFO - Epoch [23][1600/1760] lr: 1.500e-03, eta: 11:25:57, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6609, top5_acc: 0.8760, loss_cls: 1.3142, loss: 1.3142, grad_norm: 5.1698 2021-04-01 00:04:54,839 - mmaction - INFO - Epoch [23][1620/1760] lr: 1.500e-03, eta: 11:25:39, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6521, top5_acc: 0.8703, loss_cls: 1.3759, loss: 1.3759, grad_norm: 5.3150 2021-04-01 00:05:13,758 - mmaction - INFO - Epoch [23][1640/1760] lr: 1.500e-03, eta: 11:25:23, time: 0.933, data_time: 0.002, memory: 10390, top1_acc: 0.6703, top5_acc: 0.8781, loss_cls: 1.3094, loss: 1.3094, grad_norm: 5.0850 2021-04-01 00:05:30,205 - mmaction - INFO - Epoch [23][1660/1760] lr: 1.500e-03, eta: 11:25:05, time: 0.835, data_time: 0.013, memory: 10390, top1_acc: 0.6469, top5_acc: 0.8661, loss_cls: 1.3546, loss: 1.3546, grad_norm: 5.2667 2021-04-01 00:05:46,599 - mmaction - INFO - Epoch [23][1680/1760] lr: 1.500e-03, eta: 11:24:47, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6583, top5_acc: 0.8807, loss_cls: 1.2880, loss: 1.2880, grad_norm: 5.3506 2021-04-01 00:06:02,975 - mmaction - INFO - Epoch [23][1700/1760] lr: 1.500e-03, eta: 11:24:28, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6536, top5_acc: 0.8573, loss_cls: 1.3893, loss: 1.3893, grad_norm: 5.2854 2021-04-01 00:06:19,398 - mmaction - INFO - Epoch [23][1720/1760] lr: 1.500e-03, eta: 11:24:10, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.6516, top5_acc: 0.8719, loss_cls: 1.3378, loss: 1.3378, grad_norm: 5.2857 2021-04-01 00:06:35,733 - mmaction - INFO - Epoch [23][1740/1760] lr: 1.500e-03, eta: 11:23:52, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6641, top5_acc: 0.8750, loss_cls: 1.3130, loss: 1.3130, grad_norm: 5.2400 2021-04-01 00:06:51,877 - mmaction - INFO - Epoch [23][1760/1760] lr: 1.500e-03, eta: 11:23:33, time: 0.806, data_time: 0.002, memory: 10390, top1_acc: 0.6361, top5_acc: 0.8681, loss_cls: 1.4018, loss: 1.4018, grad_norm: 5.3566 2021-04-01 00:07:07,411 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-04-01 00:11:20,982 - mmaction - INFO - Epoch [24][20/1760] lr: 1.500e-03, eta: 11:27:49, time: 12.488, data_time: 11.628, memory: 10390, top1_acc: 0.6516, top5_acc: 0.8672, loss_cls: 1.3452, loss: 1.3452, grad_norm: 5.1915 2021-04-01 00:11:37,153 - mmaction - INFO - Epoch [24][40/1760] lr: 1.500e-03, eta: 11:27:30, time: 0.815, data_time: 0.011, memory: 10390, top1_acc: 0.6594, top5_acc: 0.8849, loss_cls: 1.2852, loss: 1.2852, grad_norm: 5.1670 2021-04-01 00:11:53,292 - mmaction - INFO - Epoch [24][60/1760] lr: 1.500e-03, eta: 11:27:11, time: 0.806, data_time: 0.002, memory: 10390, top1_acc: 0.6599, top5_acc: 0.8755, loss_cls: 1.3060, loss: 1.3060, grad_norm: 5.1270 2021-04-01 00:12:09,446 - mmaction - INFO - Epoch [24][80/1760] lr: 1.500e-03, eta: 11:26:52, time: 0.808, data_time: 0.002, memory: 10390, top1_acc: 0.6562, top5_acc: 0.8693, loss_cls: 1.3175, loss: 1.3175, grad_norm: 5.3596 2021-04-01 00:12:25,607 - mmaction - INFO - Epoch [24][100/1760] lr: 1.500e-03, eta: 11:26:34, time: 0.808, data_time: 0.002, memory: 10390, top1_acc: 0.6667, top5_acc: 0.8885, loss_cls: 1.2519, loss: 1.2519, grad_norm: 5.1770 2021-04-01 00:12:41,835 - mmaction - INFO - Epoch [24][120/1760] lr: 1.500e-03, eta: 11:26:15, time: 0.812, data_time: 0.001, memory: 10390, top1_acc: 0.6521, top5_acc: 0.8714, loss_cls: 1.3405, loss: 1.3405, grad_norm: 5.4151 2021-04-01 00:12:58,116 - mmaction - INFO - Epoch [24][140/1760] lr: 1.500e-03, eta: 11:25:56, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.6375, top5_acc: 0.8625, loss_cls: 1.3735, loss: 1.3735, grad_norm: 5.4266 2021-04-01 00:13:14,490 - mmaction - INFO - Epoch [24][160/1760] lr: 1.500e-03, eta: 11:25:38, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6469, top5_acc: 0.8766, loss_cls: 1.3021, loss: 1.3021, grad_norm: 5.2656 2021-04-01 00:13:30,873 - mmaction - INFO - Epoch [24][180/1760] lr: 1.500e-03, eta: 11:25:19, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6490, top5_acc: 0.8708, loss_cls: 1.3445, loss: 1.3445, grad_norm: 5.4618 2021-04-01 00:13:47,178 - mmaction - INFO - Epoch [24][200/1760] lr: 1.500e-03, eta: 11:25:01, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6505, top5_acc: 0.8755, loss_cls: 1.3299, loss: 1.3299, grad_norm: 5.4074 2021-04-01 00:14:03,478 - mmaction - INFO - Epoch [24][220/1760] lr: 1.500e-03, eta: 11:24:42, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.6672, top5_acc: 0.8823, loss_cls: 1.2929, loss: 1.2929, grad_norm: 5.2095 2021-04-01 00:14:19,879 - mmaction - INFO - Epoch [24][240/1760] lr: 1.500e-03, eta: 11:24:24, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.6547, top5_acc: 0.8802, loss_cls: 1.2980, loss: 1.2980, grad_norm: 5.3221 2021-04-01 00:14:36,245 - mmaction - INFO - Epoch [24][260/1760] lr: 1.500e-03, eta: 11:24:05, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6464, top5_acc: 0.8750, loss_cls: 1.3405, loss: 1.3405, grad_norm: 5.4943 2021-04-01 00:14:52,539 - mmaction - INFO - Epoch [24][280/1760] lr: 1.500e-03, eta: 11:23:46, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.6609, top5_acc: 0.8760, loss_cls: 1.2852, loss: 1.2852, grad_norm: 5.1710 2021-04-01 00:15:08,900 - mmaction - INFO - Epoch [24][300/1760] lr: 1.500e-03, eta: 11:23:28, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6521, top5_acc: 0.8870, loss_cls: 1.2901, loss: 1.2901, grad_norm: 5.2906 2021-04-01 00:15:25,197 - mmaction - INFO - Epoch [24][320/1760] lr: 1.500e-03, eta: 11:23:09, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.6583, top5_acc: 0.8667, loss_cls: 1.3643, loss: 1.3643, grad_norm: 5.3790 2021-04-01 00:15:41,635 - mmaction - INFO - Epoch [24][340/1760] lr: 1.500e-03, eta: 11:22:51, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.6578, top5_acc: 0.8870, loss_cls: 1.2614, loss: 1.2614, grad_norm: 5.3503 2021-04-01 00:15:57,997 - mmaction - INFO - Epoch [24][360/1760] lr: 1.500e-03, eta: 11:22:32, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6557, top5_acc: 0.8755, loss_cls: 1.3084, loss: 1.3084, grad_norm: 5.4615 2021-04-01 00:16:14,337 - mmaction - INFO - Epoch [24][380/1760] lr: 1.500e-03, eta: 11:22:14, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6448, top5_acc: 0.8635, loss_cls: 1.3609, loss: 1.3609, grad_norm: 5.3728 2021-04-01 00:16:30,691 - mmaction - INFO - Epoch [24][400/1760] lr: 1.500e-03, eta: 11:21:55, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6500, top5_acc: 0.8646, loss_cls: 1.3283, loss: 1.3283, grad_norm: 5.4528 2021-04-01 00:16:47,079 - mmaction - INFO - Epoch [24][420/1760] lr: 1.500e-03, eta: 11:21:37, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6578, top5_acc: 0.8724, loss_cls: 1.3110, loss: 1.3110, grad_norm: 5.2982 2021-04-01 00:17:03,388 - mmaction - INFO - Epoch [24][440/1760] lr: 1.500e-03, eta: 11:21:18, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6714, top5_acc: 0.8760, loss_cls: 1.3066, loss: 1.3066, grad_norm: 5.3709 2021-04-01 00:17:19,718 - mmaction - INFO - Epoch [24][460/1760] lr: 1.500e-03, eta: 11:21:00, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6510, top5_acc: 0.8547, loss_cls: 1.3628, loss: 1.3628, grad_norm: 5.2688 2021-04-01 00:17:36,055 - mmaction - INFO - Epoch [24][480/1760] lr: 1.500e-03, eta: 11:20:41, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6516, top5_acc: 0.8844, loss_cls: 1.2873, loss: 1.2873, grad_norm: 5.3007 2021-04-01 00:17:52,494 - mmaction - INFO - Epoch [24][500/1760] lr: 1.500e-03, eta: 11:20:23, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.6328, top5_acc: 0.8578, loss_cls: 1.4214, loss: 1.4214, grad_norm: 5.6125 2021-04-01 00:18:08,866 - mmaction - INFO - Epoch [24][520/1760] lr: 1.500e-03, eta: 11:20:04, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6661, top5_acc: 0.8844, loss_cls: 1.2634, loss: 1.2634, grad_norm: 5.1819 2021-04-01 00:18:25,246 - mmaction - INFO - Epoch [24][540/1760] lr: 1.500e-03, eta: 11:19:46, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6344, top5_acc: 0.8646, loss_cls: 1.3942, loss: 1.3942, grad_norm: 5.4548 2021-04-01 00:18:41,645 - mmaction - INFO - Epoch [24][560/1760] lr: 1.500e-03, eta: 11:19:27, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6500, top5_acc: 0.8661, loss_cls: 1.3586, loss: 1.3586, grad_norm: 5.3396 2021-04-01 00:18:57,960 - mmaction - INFO - Epoch [24][580/1760] lr: 1.500e-03, eta: 11:19:09, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6547, top5_acc: 0.8703, loss_cls: 1.3569, loss: 1.3569, grad_norm: 5.3585 2021-04-01 00:19:14,334 - mmaction - INFO - Epoch [24][600/1760] lr: 1.500e-03, eta: 11:18:50, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6443, top5_acc: 0.8682, loss_cls: 1.3512, loss: 1.3512, grad_norm: 5.4276 2021-04-01 00:19:30,667 - mmaction - INFO - Epoch [24][620/1760] lr: 1.500e-03, eta: 11:18:31, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6562, top5_acc: 0.8849, loss_cls: 1.2804, loss: 1.2804, grad_norm: 5.1755 2021-04-01 00:19:47,009 - mmaction - INFO - Epoch [24][640/1760] lr: 1.500e-03, eta: 11:18:13, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6526, top5_acc: 0.8693, loss_cls: 1.3394, loss: 1.3394, grad_norm: 5.2681 2021-04-01 00:20:03,362 - mmaction - INFO - Epoch [24][660/1760] lr: 1.500e-03, eta: 11:17:54, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6547, top5_acc: 0.8698, loss_cls: 1.3053, loss: 1.3053, grad_norm: 5.3054 2021-04-01 00:20:19,729 - mmaction - INFO - Epoch [24][680/1760] lr: 1.500e-03, eta: 11:17:36, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6797, top5_acc: 0.8755, loss_cls: 1.2618, loss: 1.2618, grad_norm: 5.1217 2021-04-01 00:20:36,123 - mmaction - INFO - Epoch [24][700/1760] lr: 1.500e-03, eta: 11:17:18, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6552, top5_acc: 0.8719, loss_cls: 1.3160, loss: 1.3160, grad_norm: 5.2268 2021-04-01 00:20:52,416 - mmaction - INFO - Epoch [24][720/1760] lr: 1.500e-03, eta: 11:16:59, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.6578, top5_acc: 0.8781, loss_cls: 1.2834, loss: 1.2834, grad_norm: 5.1933 2021-04-01 00:21:08,820 - mmaction - INFO - Epoch [24][740/1760] lr: 1.500e-03, eta: 11:16:40, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6490, top5_acc: 0.8755, loss_cls: 1.3239, loss: 1.3239, grad_norm: 5.4240 2021-04-01 00:21:25,197 - mmaction - INFO - Epoch [24][760/1760] lr: 1.500e-03, eta: 11:16:22, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6359, top5_acc: 0.8641, loss_cls: 1.3771, loss: 1.3771, grad_norm: 5.5351 2021-04-01 00:21:41,508 - mmaction - INFO - Epoch [24][780/1760] lr: 1.500e-03, eta: 11:16:03, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6542, top5_acc: 0.8771, loss_cls: 1.3104, loss: 1.3104, grad_norm: 5.4751 2021-04-01 00:21:57,817 - mmaction - INFO - Epoch [24][800/1760] lr: 1.500e-03, eta: 11:15:45, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6672, top5_acc: 0.8812, loss_cls: 1.2778, loss: 1.2778, grad_norm: 5.3130 2021-04-01 00:22:14,202 - mmaction - INFO - Epoch [24][820/1760] lr: 1.500e-03, eta: 11:15:26, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6568, top5_acc: 0.8771, loss_cls: 1.3006, loss: 1.3006, grad_norm: 5.1753 2021-04-01 00:22:30,599 - mmaction - INFO - Epoch [24][840/1760] lr: 1.500e-03, eta: 11:15:08, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.6401, top5_acc: 0.8714, loss_cls: 1.3631, loss: 1.3631, grad_norm: 5.5419 2021-04-01 00:22:46,911 - mmaction - INFO - Epoch [24][860/1760] lr: 1.500e-03, eta: 11:14:50, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6625, top5_acc: 0.8724, loss_cls: 1.3085, loss: 1.3085, grad_norm: 5.4379 2021-04-01 00:23:03,290 - mmaction - INFO - Epoch [24][880/1760] lr: 1.500e-03, eta: 11:14:31, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6495, top5_acc: 0.8630, loss_cls: 1.3293, loss: 1.3293, grad_norm: 5.3247 2021-04-01 00:23:19,671 - mmaction - INFO - Epoch [24][900/1760] lr: 1.500e-03, eta: 11:14:13, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6698, top5_acc: 0.8844, loss_cls: 1.2614, loss: 1.2614, grad_norm: 5.3320 2021-04-01 00:23:35,988 - mmaction - INFO - Epoch [24][920/1760] lr: 1.500e-03, eta: 11:13:54, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6667, top5_acc: 0.8839, loss_cls: 1.2757, loss: 1.2757, grad_norm: 5.2806 2021-04-01 00:23:52,322 - mmaction - INFO - Epoch [24][940/1760] lr: 1.500e-03, eta: 11:13:36, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6578, top5_acc: 0.8740, loss_cls: 1.3077, loss: 1.3077, grad_norm: 5.4121 2021-04-01 00:24:08,830 - mmaction - INFO - Epoch [24][960/1760] lr: 1.500e-03, eta: 11:13:17, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.6693, top5_acc: 0.8786, loss_cls: 1.2642, loss: 1.2642, grad_norm: 5.2129 2021-04-01 00:24:25,242 - mmaction - INFO - Epoch [24][980/1760] lr: 1.500e-03, eta: 11:12:59, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6521, top5_acc: 0.8677, loss_cls: 1.3228, loss: 1.3228, grad_norm: 5.2586 2021-04-01 00:24:41,598 - mmaction - INFO - Epoch [24][1000/1760] lr: 1.500e-03, eta: 11:12:40, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6536, top5_acc: 0.8620, loss_cls: 1.3643, loss: 1.3643, grad_norm: 5.5827 2021-04-01 00:24:57,903 - mmaction - INFO - Epoch [24][1020/1760] lr: 1.500e-03, eta: 11:12:22, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.6531, top5_acc: 0.8802, loss_cls: 1.3229, loss: 1.3229, grad_norm: 5.3264 2021-04-01 00:25:14,223 - mmaction - INFO - Epoch [24][1040/1760] lr: 1.500e-03, eta: 11:12:03, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6536, top5_acc: 0.8724, loss_cls: 1.3351, loss: 1.3351, grad_norm: 5.3848 2021-04-01 00:25:30,553 - mmaction - INFO - Epoch [24][1060/1760] lr: 1.500e-03, eta: 11:11:45, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6542, top5_acc: 0.8688, loss_cls: 1.3218, loss: 1.3218, grad_norm: 5.2207 2021-04-01 00:25:46,936 - mmaction - INFO - Epoch [24][1080/1760] lr: 1.500e-03, eta: 11:11:26, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6562, top5_acc: 0.8760, loss_cls: 1.2967, loss: 1.2967, grad_norm: 5.3785 2021-04-01 00:26:03,289 - mmaction - INFO - Epoch [24][1100/1760] lr: 1.500e-03, eta: 11:11:08, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6547, top5_acc: 0.8693, loss_cls: 1.3327, loss: 1.3327, grad_norm: 5.5992 2021-04-01 00:26:19,584 - mmaction - INFO - Epoch [24][1120/1760] lr: 1.500e-03, eta: 11:10:49, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.6474, top5_acc: 0.8708, loss_cls: 1.3427, loss: 1.3427, grad_norm: 5.4278 2021-04-01 00:26:35,902 - mmaction - INFO - Epoch [24][1140/1760] lr: 1.500e-03, eta: 11:10:31, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6693, top5_acc: 0.8792, loss_cls: 1.2930, loss: 1.2930, grad_norm: 5.3807 2021-04-01 00:26:52,216 - mmaction - INFO - Epoch [24][1160/1760] lr: 1.500e-03, eta: 11:10:12, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6562, top5_acc: 0.8812, loss_cls: 1.2932, loss: 1.2932, grad_norm: 5.3495 2021-04-01 00:27:08,550 - mmaction - INFO - Epoch [24][1180/1760] lr: 1.500e-03, eta: 11:09:54, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6339, top5_acc: 0.8641, loss_cls: 1.3842, loss: 1.3842, grad_norm: 5.5498 2021-04-01 00:27:24,885 - mmaction - INFO - Epoch [24][1200/1760] lr: 1.500e-03, eta: 11:09:36, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6443, top5_acc: 0.8667, loss_cls: 1.3758, loss: 1.3758, grad_norm: 5.4972 2021-04-01 00:27:41,315 - mmaction - INFO - Epoch [24][1220/1760] lr: 1.500e-03, eta: 11:09:17, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.6422, top5_acc: 0.8729, loss_cls: 1.3226, loss: 1.3226, grad_norm: 5.4841 2021-04-01 00:27:57,620 - mmaction - INFO - Epoch [24][1240/1760] lr: 1.500e-03, eta: 11:08:59, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6672, top5_acc: 0.8786, loss_cls: 1.2991, loss: 1.2991, grad_norm: 5.2318 2021-04-01 00:28:13,997 - mmaction - INFO - Epoch [24][1260/1760] lr: 1.500e-03, eta: 11:08:40, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6698, top5_acc: 0.8719, loss_cls: 1.2970, loss: 1.2970, grad_norm: 5.4198 2021-04-01 00:28:30,369 - mmaction - INFO - Epoch [24][1280/1760] lr: 1.500e-03, eta: 11:08:22, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6740, top5_acc: 0.8875, loss_cls: 1.2208, loss: 1.2208, grad_norm: 5.3364 2021-04-01 00:28:46,757 - mmaction - INFO - Epoch [24][1300/1760] lr: 1.500e-03, eta: 11:08:03, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6604, top5_acc: 0.8786, loss_cls: 1.2775, loss: 1.2775, grad_norm: 5.3605 2021-04-01 00:29:03,113 - mmaction - INFO - Epoch [24][1320/1760] lr: 1.500e-03, eta: 11:07:45, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6661, top5_acc: 0.8776, loss_cls: 1.2758, loss: 1.2758, grad_norm: 5.3280 2021-04-01 00:29:19,445 - mmaction - INFO - Epoch [24][1340/1760] lr: 1.500e-03, eta: 11:07:26, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6422, top5_acc: 0.8677, loss_cls: 1.3714, loss: 1.3714, grad_norm: 5.5525 2021-04-01 00:29:35,767 - mmaction - INFO - Epoch [24][1360/1760] lr: 1.500e-03, eta: 11:07:08, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6708, top5_acc: 0.8812, loss_cls: 1.2906, loss: 1.2906, grad_norm: 5.2498 2021-04-01 00:29:52,104 - mmaction - INFO - Epoch [24][1380/1760] lr: 1.500e-03, eta: 11:06:50, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6661, top5_acc: 0.8745, loss_cls: 1.2870, loss: 1.2870, grad_norm: 5.3182 2021-04-01 00:30:08,471 - mmaction - INFO - Epoch [24][1400/1760] lr: 1.500e-03, eta: 11:06:31, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6562, top5_acc: 0.8781, loss_cls: 1.3043, loss: 1.3043, grad_norm: 5.5138 2021-04-01 00:30:24,846 - mmaction - INFO - Epoch [24][1420/1760] lr: 1.500e-03, eta: 11:06:13, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6573, top5_acc: 0.8766, loss_cls: 1.3105, loss: 1.3105, grad_norm: 5.4556 2021-04-01 00:30:41,223 - mmaction - INFO - Epoch [24][1440/1760] lr: 1.500e-03, eta: 11:05:54, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6391, top5_acc: 0.8620, loss_cls: 1.4022, loss: 1.4022, grad_norm: 5.5279 2021-04-01 00:30:57,542 - mmaction - INFO - Epoch [24][1460/1760] lr: 1.500e-03, eta: 11:05:36, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6594, top5_acc: 0.8807, loss_cls: 1.2853, loss: 1.2853, grad_norm: 5.3336 2021-04-01 00:31:13,883 - mmaction - INFO - Epoch [24][1480/1760] lr: 1.500e-03, eta: 11:05:17, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6615, top5_acc: 0.8760, loss_cls: 1.2899, loss: 1.2899, grad_norm: 5.3916 2021-04-01 00:31:30,188 - mmaction - INFO - Epoch [24][1500/1760] lr: 1.500e-03, eta: 11:04:59, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6651, top5_acc: 0.8812, loss_cls: 1.2504, loss: 1.2504, grad_norm: 5.3845 2021-04-01 00:31:46,553 - mmaction - INFO - Epoch [24][1520/1760] lr: 1.500e-03, eta: 11:04:41, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6594, top5_acc: 0.8672, loss_cls: 1.3310, loss: 1.3310, grad_norm: 5.5265 2021-04-01 00:32:02,958 - mmaction - INFO - Epoch [24][1540/1760] lr: 1.500e-03, eta: 11:04:22, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6422, top5_acc: 0.8708, loss_cls: 1.3684, loss: 1.3684, grad_norm: 5.5267 2021-04-01 00:32:19,337 - mmaction - INFO - Epoch [24][1560/1760] lr: 1.500e-03, eta: 11:04:04, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6714, top5_acc: 0.8828, loss_cls: 1.2702, loss: 1.2702, grad_norm: 5.3152 2021-04-01 00:32:35,680 - mmaction - INFO - Epoch [24][1580/1760] lr: 1.500e-03, eta: 11:03:45, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6583, top5_acc: 0.8688, loss_cls: 1.3186, loss: 1.3186, grad_norm: 5.4779 2021-04-01 00:32:51,954 - mmaction - INFO - Epoch [24][1600/1760] lr: 1.500e-03, eta: 11:03:27, time: 0.814, data_time: 0.001, memory: 10390, top1_acc: 0.6240, top5_acc: 0.8583, loss_cls: 1.3956, loss: 1.3956, grad_norm: 5.7223 2021-04-01 00:33:08,279 - mmaction - INFO - Epoch [24][1620/1760] lr: 1.500e-03, eta: 11:03:08, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6417, top5_acc: 0.8635, loss_cls: 1.3851, loss: 1.3851, grad_norm: 5.6056 2021-04-01 00:33:24,661 - mmaction - INFO - Epoch [24][1640/1760] lr: 1.500e-03, eta: 11:02:50, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6661, top5_acc: 0.8875, loss_cls: 1.2849, loss: 1.2849, grad_norm: 5.4305 2021-04-01 00:33:41,059 - mmaction - INFO - Epoch [24][1660/1760] lr: 1.500e-03, eta: 11:02:32, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6557, top5_acc: 0.8745, loss_cls: 1.3443, loss: 1.3443, grad_norm: 5.5436 2021-04-01 00:33:57,430 - mmaction - INFO - Epoch [24][1680/1760] lr: 1.500e-03, eta: 11:02:13, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6557, top5_acc: 0.8828, loss_cls: 1.2722, loss: 1.2722, grad_norm: 5.4448 2021-04-01 00:34:13,791 - mmaction - INFO - Epoch [24][1700/1760] lr: 1.500e-03, eta: 11:01:55, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6599, top5_acc: 0.8734, loss_cls: 1.3047, loss: 1.3047, grad_norm: 5.6051 2021-04-01 00:34:30,125 - mmaction - INFO - Epoch [24][1720/1760] lr: 1.500e-03, eta: 11:01:36, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6464, top5_acc: 0.8594, loss_cls: 1.3805, loss: 1.3805, grad_norm: 5.6041 2021-04-01 00:34:46,501 - mmaction - INFO - Epoch [24][1740/1760] lr: 1.500e-03, eta: 11:01:18, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6505, top5_acc: 0.8750, loss_cls: 1.3063, loss: 1.3063, grad_norm: 5.4497 2021-04-01 00:35:02,577 - mmaction - INFO - Epoch [24][1760/1760] lr: 1.500e-03, eta: 11:00:59, time: 0.805, data_time: 0.002, memory: 10390, top1_acc: 0.6547, top5_acc: 0.8697, loss_cls: 1.3405, loss: 1.3405, grad_norm: 5.5090 2021-04-01 00:35:09,250 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-04-01 00:36:46,992 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 00:36:47,426 - mmaction - INFO - top1_acc 0.5883 top5_acc 0.8533 2021-04-01 00:36:47,427 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 00:36:47,492 - mmaction - INFO - mean_acc 0.5241 2021-04-01 00:36:47,771 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. 2021-04-01 00:36:47,772 - mmaction - INFO - Best top1_acc is 0.5883 at 24 epoch. 2021-04-01 00:36:47,781 - mmaction - INFO - Epoch(val) [24][1760] top1_acc: 0.5883, top5_acc: 0.8533, mean_class_accuracy: 0.5241 2021-04-01 00:37:27,649 - mmaction - INFO - Epoch [25][20/1760] lr: 1.500e-03, eta: 11:01:06, time: 1.993, data_time: 1.110, memory: 10390, top1_acc: 0.6818, top5_acc: 0.8932, loss_cls: 1.2433, loss: 1.2433, grad_norm: 5.2658 2021-04-01 00:37:43,941 - mmaction - INFO - Epoch [25][40/1760] lr: 1.500e-03, eta: 11:00:48, time: 0.815, data_time: 0.004, memory: 10390, top1_acc: 0.6573, top5_acc: 0.8729, loss_cls: 1.3098, loss: 1.3098, grad_norm: 5.4701 2021-04-01 00:38:00,339 - mmaction - INFO - Epoch [25][60/1760] lr: 1.500e-03, eta: 11:00:30, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6609, top5_acc: 0.8755, loss_cls: 1.3242, loss: 1.3242, grad_norm: 5.4531 2021-04-01 00:38:16,852 - mmaction - INFO - Epoch [25][80/1760] lr: 1.500e-03, eta: 11:00:11, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.6682, top5_acc: 0.8661, loss_cls: 1.3184, loss: 1.3184, grad_norm: 5.3779 2021-04-01 00:38:33,442 - mmaction - INFO - Epoch [25][100/1760] lr: 1.500e-03, eta: 10:59:53, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6594, top5_acc: 0.8839, loss_cls: 1.2932, loss: 1.2932, grad_norm: 5.4765 2021-04-01 00:38:49,859 - mmaction - INFO - Epoch [25][120/1760] lr: 1.500e-03, eta: 10:59:35, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.6703, top5_acc: 0.8750, loss_cls: 1.2885, loss: 1.2885, grad_norm: 5.3453 2021-04-01 00:39:06,197 - mmaction - INFO - Epoch [25][140/1760] lr: 1.500e-03, eta: 10:59:16, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6453, top5_acc: 0.8781, loss_cls: 1.3029, loss: 1.3029, grad_norm: 5.5693 2021-04-01 00:39:22,555 - mmaction - INFO - Epoch [25][160/1760] lr: 1.500e-03, eta: 10:58:58, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6646, top5_acc: 0.8693, loss_cls: 1.3103, loss: 1.3103, grad_norm: 5.4021 2021-04-01 00:39:38,936 - mmaction - INFO - Epoch [25][180/1760] lr: 1.500e-03, eta: 10:58:40, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6422, top5_acc: 0.8651, loss_cls: 1.3404, loss: 1.3404, grad_norm: 5.7148 2021-04-01 00:39:55,333 - mmaction - INFO - Epoch [25][200/1760] lr: 1.500e-03, eta: 10:58:21, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6677, top5_acc: 0.8839, loss_cls: 1.2543, loss: 1.2543, grad_norm: 5.4106 2021-04-01 00:40:11,863 - mmaction - INFO - Epoch [25][220/1760] lr: 1.500e-03, eta: 10:58:03, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.6516, top5_acc: 0.8688, loss_cls: 1.3301, loss: 1.3301, grad_norm: 5.5500 2021-04-01 00:40:28,200 - mmaction - INFO - Epoch [25][240/1760] lr: 1.500e-03, eta: 10:57:45, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6469, top5_acc: 0.8776, loss_cls: 1.3183, loss: 1.3183, grad_norm: 5.4417 2021-04-01 00:40:44,563 - mmaction - INFO - Epoch [25][260/1760] lr: 1.500e-03, eta: 10:57:26, time: 0.818, data_time: 0.000, memory: 10390, top1_acc: 0.6802, top5_acc: 0.8922, loss_cls: 1.2159, loss: 1.2159, grad_norm: 5.3046 2021-04-01 00:41:00,960 - mmaction - INFO - Epoch [25][280/1760] lr: 1.500e-03, eta: 10:57:08, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6708, top5_acc: 0.8781, loss_cls: 1.2849, loss: 1.2849, grad_norm: 5.4058 2021-04-01 00:41:17,339 - mmaction - INFO - Epoch [25][300/1760] lr: 1.500e-03, eta: 10:56:50, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6724, top5_acc: 0.8719, loss_cls: 1.2681, loss: 1.2681, grad_norm: 5.4485 2021-04-01 00:41:33,663 - mmaction - INFO - Epoch [25][320/1760] lr: 1.500e-03, eta: 10:56:31, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6620, top5_acc: 0.8734, loss_cls: 1.2835, loss: 1.2835, grad_norm: 5.3821 2021-04-01 00:41:50,006 - mmaction - INFO - Epoch [25][340/1760] lr: 1.500e-03, eta: 10:56:13, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6500, top5_acc: 0.8828, loss_cls: 1.2984, loss: 1.2984, grad_norm: 5.5206 2021-04-01 00:42:06,375 - mmaction - INFO - Epoch [25][360/1760] lr: 1.500e-03, eta: 10:55:54, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6698, top5_acc: 0.8875, loss_cls: 1.2335, loss: 1.2335, grad_norm: 5.4351 2021-04-01 00:42:22,749 - mmaction - INFO - Epoch [25][380/1760] lr: 1.500e-03, eta: 10:55:36, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6802, top5_acc: 0.8844, loss_cls: 1.2385, loss: 1.2385, grad_norm: 5.3981 2021-04-01 00:42:39,129 - mmaction - INFO - Epoch [25][400/1760] lr: 1.500e-03, eta: 10:55:18, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6714, top5_acc: 0.8807, loss_cls: 1.2579, loss: 1.2579, grad_norm: 5.5169 2021-04-01 00:42:55,460 - mmaction - INFO - Epoch [25][420/1760] lr: 1.500e-03, eta: 10:54:59, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6583, top5_acc: 0.8849, loss_cls: 1.3026, loss: 1.3026, grad_norm: 5.6981 2021-04-01 00:43:11,833 - mmaction - INFO - Epoch [25][440/1760] lr: 1.500e-03, eta: 10:54:41, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6438, top5_acc: 0.8630, loss_cls: 1.3577, loss: 1.3577, grad_norm: 5.6697 2021-04-01 00:43:28,195 - mmaction - INFO - Epoch [25][460/1760] lr: 1.500e-03, eta: 10:54:23, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6854, top5_acc: 0.8938, loss_cls: 1.2267, loss: 1.2267, grad_norm: 5.4377 2021-04-01 00:43:44,584 - mmaction - INFO - Epoch [25][480/1760] lr: 1.500e-03, eta: 10:54:04, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6531, top5_acc: 0.8682, loss_cls: 1.3218, loss: 1.3218, grad_norm: 5.6200 2021-04-01 00:44:00,981 - mmaction - INFO - Epoch [25][500/1760] lr: 1.500e-03, eta: 10:53:46, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.6776, top5_acc: 0.8870, loss_cls: 1.2451, loss: 1.2451, grad_norm: 5.5215 2021-04-01 00:44:17,357 - mmaction - INFO - Epoch [25][520/1760] lr: 1.500e-03, eta: 10:53:28, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6651, top5_acc: 0.8786, loss_cls: 1.2728, loss: 1.2728, grad_norm: 5.4321 2021-04-01 00:44:33,653 - mmaction - INFO - Epoch [25][540/1760] lr: 1.500e-03, eta: 10:53:09, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.6578, top5_acc: 0.8812, loss_cls: 1.2890, loss: 1.2890, grad_norm: 5.5849 2021-04-01 00:44:50,053 - mmaction - INFO - Epoch [25][560/1760] lr: 1.500e-03, eta: 10:52:51, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6703, top5_acc: 0.8938, loss_cls: 1.2140, loss: 1.2140, grad_norm: 5.4690 2021-04-01 00:45:06,431 - mmaction - INFO - Epoch [25][580/1760] lr: 1.500e-03, eta: 10:52:32, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6458, top5_acc: 0.8661, loss_cls: 1.3537, loss: 1.3537, grad_norm: 5.7412 2021-04-01 00:45:22,766 - mmaction - INFO - Epoch [25][600/1760] lr: 1.500e-03, eta: 10:52:14, time: 0.817, data_time: 0.000, memory: 10390, top1_acc: 0.6568, top5_acc: 0.8828, loss_cls: 1.2940, loss: 1.2940, grad_norm: 5.7556 2021-04-01 00:45:39,163 - mmaction - INFO - Epoch [25][620/1760] lr: 1.500e-03, eta: 10:51:56, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6714, top5_acc: 0.8797, loss_cls: 1.2610, loss: 1.2610, grad_norm: 5.4330 2021-04-01 00:45:55,538 - mmaction - INFO - Epoch [25][640/1760] lr: 1.500e-03, eta: 10:51:37, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6547, top5_acc: 0.8714, loss_cls: 1.3118, loss: 1.3118, grad_norm: 5.5658 2021-04-01 00:46:11,894 - mmaction - INFO - Epoch [25][660/1760] lr: 1.500e-03, eta: 10:51:19, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6625, top5_acc: 0.8672, loss_cls: 1.3550, loss: 1.3550, grad_norm: 5.5390 2021-04-01 00:46:28,270 - mmaction - INFO - Epoch [25][680/1760] lr: 1.500e-03, eta: 10:51:01, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6703, top5_acc: 0.8839, loss_cls: 1.2639, loss: 1.2639, grad_norm: 5.6103 2021-04-01 00:46:44,736 - mmaction - INFO - Epoch [25][700/1760] lr: 1.500e-03, eta: 10:50:42, time: 0.823, data_time: 0.002, memory: 10390, top1_acc: 0.6667, top5_acc: 0.8714, loss_cls: 1.2946, loss: 1.2946, grad_norm: 5.5758 2021-04-01 00:47:01,060 - mmaction - INFO - Epoch [25][720/1760] lr: 1.500e-03, eta: 10:50:24, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6500, top5_acc: 0.8729, loss_cls: 1.3482, loss: 1.3482, grad_norm: 5.6852 2021-04-01 00:47:17,393 - mmaction - INFO - Epoch [25][740/1760] lr: 1.500e-03, eta: 10:50:06, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6760, top5_acc: 0.8786, loss_cls: 1.2702, loss: 1.2702, grad_norm: 5.4644 2021-04-01 00:47:33,741 - mmaction - INFO - Epoch [25][760/1760] lr: 1.500e-03, eta: 10:49:47, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6734, top5_acc: 0.8880, loss_cls: 1.2296, loss: 1.2296, grad_norm: 5.5364 2021-04-01 00:47:50,151 - mmaction - INFO - Epoch [25][780/1760] lr: 1.500e-03, eta: 10:49:29, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6672, top5_acc: 0.8807, loss_cls: 1.2638, loss: 1.2638, grad_norm: 5.6296 2021-04-01 00:48:06,495 - mmaction - INFO - Epoch [25][800/1760] lr: 1.500e-03, eta: 10:49:11, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6719, top5_acc: 0.8760, loss_cls: 1.2750, loss: 1.2750, grad_norm: 5.5501 2021-04-01 00:48:22,939 - mmaction - INFO - Epoch [25][820/1760] lr: 1.500e-03, eta: 10:48:52, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.6677, top5_acc: 0.8807, loss_cls: 1.2775, loss: 1.2775, grad_norm: 5.5818 2021-04-01 00:48:39,221 - mmaction - INFO - Epoch [25][840/1760] lr: 1.500e-03, eta: 10:48:34, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.6745, top5_acc: 0.8807, loss_cls: 1.2559, loss: 1.2559, grad_norm: 5.4918 2021-04-01 00:48:55,581 - mmaction - INFO - Epoch [25][860/1760] lr: 1.500e-03, eta: 10:48:16, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6708, top5_acc: 0.8797, loss_cls: 1.2775, loss: 1.2775, grad_norm: 5.4849 2021-04-01 00:49:11,919 - mmaction - INFO - Epoch [25][880/1760] lr: 1.500e-03, eta: 10:47:57, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6641, top5_acc: 0.8734, loss_cls: 1.3207, loss: 1.3207, grad_norm: 5.5431 2021-04-01 00:49:28,369 - mmaction - INFO - Epoch [25][900/1760] lr: 1.500e-03, eta: 10:47:39, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.6573, top5_acc: 0.8740, loss_cls: 1.2885, loss: 1.2885, grad_norm: 5.5105 2021-04-01 00:49:44,708 - mmaction - INFO - Epoch [25][920/1760] lr: 1.500e-03, eta: 10:47:21, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6552, top5_acc: 0.8594, loss_cls: 1.3731, loss: 1.3731, grad_norm: 5.5649 2021-04-01 00:50:01,060 - mmaction - INFO - Epoch [25][940/1760] lr: 1.500e-03, eta: 10:47:02, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6604, top5_acc: 0.8818, loss_cls: 1.2893, loss: 1.2893, grad_norm: 5.4701 2021-04-01 00:50:17,519 - mmaction - INFO - Epoch [25][960/1760] lr: 1.500e-03, eta: 10:46:44, time: 0.824, data_time: 0.001, memory: 10390, top1_acc: 0.6724, top5_acc: 0.8812, loss_cls: 1.2884, loss: 1.2884, grad_norm: 5.5407 2021-04-01 00:50:33,905 - mmaction - INFO - Epoch [25][980/1760] lr: 1.500e-03, eta: 10:46:26, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6615, top5_acc: 0.8729, loss_cls: 1.3112, loss: 1.3112, grad_norm: 5.6536 2021-04-01 00:50:50,292 - mmaction - INFO - Epoch [25][1000/1760] lr: 1.500e-03, eta: 10:46:08, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6792, top5_acc: 0.8792, loss_cls: 1.2519, loss: 1.2519, grad_norm: 5.4732 2021-04-01 00:51:06,656 - mmaction - INFO - Epoch [25][1020/1760] lr: 1.500e-03, eta: 10:45:49, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6687, top5_acc: 0.8781, loss_cls: 1.2684, loss: 1.2684, grad_norm: 5.6312 2021-04-01 00:51:23,014 - mmaction - INFO - Epoch [25][1040/1760] lr: 1.500e-03, eta: 10:45:31, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6599, top5_acc: 0.8766, loss_cls: 1.3159, loss: 1.3159, grad_norm: 5.5783 2021-04-01 00:51:39,335 - mmaction - INFO - Epoch [25][1060/1760] lr: 1.500e-03, eta: 10:45:13, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6578, top5_acc: 0.8776, loss_cls: 1.2908, loss: 1.2908, grad_norm: 5.4783 2021-04-01 00:51:55,717 - mmaction - INFO - Epoch [25][1080/1760] lr: 1.500e-03, eta: 10:44:54, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6573, top5_acc: 0.8776, loss_cls: 1.3010, loss: 1.3010, grad_norm: 5.5332 2021-04-01 00:52:12,102 - mmaction - INFO - Epoch [25][1100/1760] lr: 1.500e-03, eta: 10:44:36, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6823, top5_acc: 0.8833, loss_cls: 1.2234, loss: 1.2234, grad_norm: 5.3811 2021-04-01 00:52:28,465 - mmaction - INFO - Epoch [25][1120/1760] lr: 1.500e-03, eta: 10:44:18, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6677, top5_acc: 0.8797, loss_cls: 1.2774, loss: 1.2774, grad_norm: 5.5327 2021-04-01 00:52:44,793 - mmaction - INFO - Epoch [25][1140/1760] lr: 1.500e-03, eta: 10:43:59, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6833, top5_acc: 0.8818, loss_cls: 1.2285, loss: 1.2285, grad_norm: 5.5209 2021-04-01 00:53:01,156 - mmaction - INFO - Epoch [25][1160/1760] lr: 1.500e-03, eta: 10:43:41, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6635, top5_acc: 0.8797, loss_cls: 1.2689, loss: 1.2689, grad_norm: 5.4416 2021-04-01 00:53:17,511 - mmaction - INFO - Epoch [25][1180/1760] lr: 1.500e-03, eta: 10:43:23, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6797, top5_acc: 0.8875, loss_cls: 1.1950, loss: 1.1950, grad_norm: 5.4192 2021-04-01 00:53:33,885 - mmaction - INFO - Epoch [25][1200/1760] lr: 1.500e-03, eta: 10:43:05, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6677, top5_acc: 0.8703, loss_cls: 1.3166, loss: 1.3166, grad_norm: 5.6253 2021-04-01 00:53:50,274 - mmaction - INFO - Epoch [25][1220/1760] lr: 1.500e-03, eta: 10:42:46, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6714, top5_acc: 0.8833, loss_cls: 1.2596, loss: 1.2596, grad_norm: 5.4066 2021-04-01 00:54:06,651 - mmaction - INFO - Epoch [25][1240/1760] lr: 1.500e-03, eta: 10:42:28, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6719, top5_acc: 0.8698, loss_cls: 1.2723, loss: 1.2723, grad_norm: 5.4716 2021-04-01 00:54:22,967 - mmaction - INFO - Epoch [25][1260/1760] lr: 1.500e-03, eta: 10:42:10, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6760, top5_acc: 0.8938, loss_cls: 1.1885, loss: 1.1885, grad_norm: 5.4231 2021-04-01 00:54:39,349 - mmaction - INFO - Epoch [25][1280/1760] lr: 1.500e-03, eta: 10:41:51, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6401, top5_acc: 0.8573, loss_cls: 1.4088, loss: 1.4088, grad_norm: 5.8808 2021-04-01 00:54:55,734 - mmaction - INFO - Epoch [25][1300/1760] lr: 1.500e-03, eta: 10:41:33, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6609, top5_acc: 0.8682, loss_cls: 1.2979, loss: 1.2979, grad_norm: 5.5814 2021-04-01 00:55:12,101 - mmaction - INFO - Epoch [25][1320/1760] lr: 1.500e-03, eta: 10:41:15, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6693, top5_acc: 0.8922, loss_cls: 1.2666, loss: 1.2666, grad_norm: 5.5347 2021-04-01 00:55:28,418 - mmaction - INFO - Epoch [25][1340/1760] lr: 1.500e-03, eta: 10:40:56, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6417, top5_acc: 0.8630, loss_cls: 1.3732, loss: 1.3732, grad_norm: 5.7652 2021-04-01 00:55:44,792 - mmaction - INFO - Epoch [25][1360/1760] lr: 1.500e-03, eta: 10:40:38, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6531, top5_acc: 0.8797, loss_cls: 1.2845, loss: 1.2845, grad_norm: 5.7372 2021-04-01 00:56:01,183 - mmaction - INFO - Epoch [25][1380/1760] lr: 1.500e-03, eta: 10:40:20, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6786, top5_acc: 0.8771, loss_cls: 1.2799, loss: 1.2799, grad_norm: 5.6369 2021-04-01 00:56:17,513 - mmaction - INFO - Epoch [25][1400/1760] lr: 1.500e-03, eta: 10:40:02, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6448, top5_acc: 0.8734, loss_cls: 1.3225, loss: 1.3225, grad_norm: 5.8717 2021-04-01 00:56:33,869 - mmaction - INFO - Epoch [25][1420/1760] lr: 1.500e-03, eta: 10:39:43, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6755, top5_acc: 0.8786, loss_cls: 1.2535, loss: 1.2535, grad_norm: 5.5020 2021-04-01 00:56:50,204 - mmaction - INFO - Epoch [25][1440/1760] lr: 1.500e-03, eta: 10:39:25, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6474, top5_acc: 0.8740, loss_cls: 1.3609, loss: 1.3609, grad_norm: 5.6870 2021-04-01 00:57:06,597 - mmaction - INFO - Epoch [25][1460/1760] lr: 1.500e-03, eta: 10:39:07, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6672, top5_acc: 0.8885, loss_cls: 1.2671, loss: 1.2671, grad_norm: 5.5840 2021-04-01 00:57:22,902 - mmaction - INFO - Epoch [25][1480/1760] lr: 1.500e-03, eta: 10:38:48, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6630, top5_acc: 0.8870, loss_cls: 1.2465, loss: 1.2465, grad_norm: 5.5133 2021-04-01 00:57:39,203 - mmaction - INFO - Epoch [25][1500/1760] lr: 1.500e-03, eta: 10:38:30, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6687, top5_acc: 0.8839, loss_cls: 1.2108, loss: 1.2108, grad_norm: 5.4110 2021-04-01 00:57:55,539 - mmaction - INFO - Epoch [25][1520/1760] lr: 1.500e-03, eta: 10:38:12, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6682, top5_acc: 0.8833, loss_cls: 1.2692, loss: 1.2692, grad_norm: 5.5927 2021-04-01 00:58:11,919 - mmaction - INFO - Epoch [25][1540/1760] lr: 1.500e-03, eta: 10:37:54, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6615, top5_acc: 0.8615, loss_cls: 1.3427, loss: 1.3427, grad_norm: 5.7278 2021-04-01 00:58:28,275 - mmaction - INFO - Epoch [25][1560/1760] lr: 1.500e-03, eta: 10:37:35, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6651, top5_acc: 0.8812, loss_cls: 1.2868, loss: 1.2868, grad_norm: 5.7432 2021-04-01 00:58:44,610 - mmaction - INFO - Epoch [25][1580/1760] lr: 1.500e-03, eta: 10:37:17, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6547, top5_acc: 0.8661, loss_cls: 1.3305, loss: 1.3305, grad_norm: 5.7267 2021-04-01 00:59:00,944 - mmaction - INFO - Epoch [25][1600/1760] lr: 1.500e-03, eta: 10:36:59, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6719, top5_acc: 0.8880, loss_cls: 1.2349, loss: 1.2349, grad_norm: 5.5230 2021-04-01 00:59:17,270 - mmaction - INFO - Epoch [25][1620/1760] lr: 1.500e-03, eta: 10:36:40, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6490, top5_acc: 0.8734, loss_cls: 1.3360, loss: 1.3360, grad_norm: 5.8696 2021-04-01 00:59:33,633 - mmaction - INFO - Epoch [25][1640/1760] lr: 1.500e-03, eta: 10:36:22, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6354, top5_acc: 0.8766, loss_cls: 1.3375, loss: 1.3375, grad_norm: 5.7586 2021-04-01 00:59:50,037 - mmaction - INFO - Epoch [25][1660/1760] lr: 1.500e-03, eta: 10:36:04, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6526, top5_acc: 0.8641, loss_cls: 1.3504, loss: 1.3504, grad_norm: 5.7393 2021-04-01 01:00:06,402 - mmaction - INFO - Epoch [25][1680/1760] lr: 1.500e-03, eta: 10:35:46, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6578, top5_acc: 0.8708, loss_cls: 1.3147, loss: 1.3147, grad_norm: 5.6873 2021-04-01 01:00:22,657 - mmaction - INFO - Epoch [25][1700/1760] lr: 1.500e-03, eta: 10:35:27, time: 0.813, data_time: 0.001, memory: 10390, top1_acc: 0.6510, top5_acc: 0.8641, loss_cls: 1.3475, loss: 1.3475, grad_norm: 5.5411 2021-04-01 01:00:39,001 - mmaction - INFO - Epoch [25][1720/1760] lr: 1.500e-03, eta: 10:35:09, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6578, top5_acc: 0.8620, loss_cls: 1.3648, loss: 1.3648, grad_norm: 5.7650 2021-04-01 01:00:55,368 - mmaction - INFO - Epoch [25][1740/1760] lr: 1.500e-03, eta: 10:34:51, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6813, top5_acc: 0.8849, loss_cls: 1.2672, loss: 1.2672, grad_norm: 5.6417 2021-04-01 01:01:11,462 - mmaction - INFO - Epoch [25][1760/1760] lr: 1.500e-03, eta: 10:34:32, time: 0.804, data_time: 0.002, memory: 10390, top1_acc: 0.6615, top5_acc: 0.8867, loss_cls: 1.2590, loss: 1.2590, grad_norm: 5.6758 2021-04-01 01:01:17,135 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-04-01 01:02:23,797 - mmaction - INFO - Epoch [26][20/1760] lr: 1.500e-03, eta: 10:35:03, time: 3.265, data_time: 2.294, memory: 10390, top1_acc: 0.6536, top5_acc: 0.8729, loss_cls: 1.3190, loss: 1.3190, grad_norm: 5.6760 2021-04-01 01:02:40,992 - mmaction - INFO - Epoch [26][40/1760] lr: 1.500e-03, eta: 10:34:45, time: 0.860, data_time: 0.003, memory: 10390, top1_acc: 0.6813, top5_acc: 0.8932, loss_cls: 1.2249, loss: 1.2249, grad_norm: 5.6094 2021-04-01 01:02:57,475 - mmaction - INFO - Epoch [26][60/1760] lr: 1.500e-03, eta: 10:34:27, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.6714, top5_acc: 0.8938, loss_cls: 1.2235, loss: 1.2235, grad_norm: 5.5389 2021-04-01 01:03:13,821 - mmaction - INFO - Epoch [26][80/1760] lr: 1.500e-03, eta: 10:34:09, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6672, top5_acc: 0.8828, loss_cls: 1.2571, loss: 1.2571, grad_norm: 5.6046 2021-04-01 01:03:30,212 - mmaction - INFO - Epoch [26][100/1760] lr: 1.500e-03, eta: 10:33:51, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6807, top5_acc: 0.8927, loss_cls: 1.2352, loss: 1.2352, grad_norm: 5.6476 2021-04-01 01:03:46,575 - mmaction - INFO - Epoch [26][120/1760] lr: 1.500e-03, eta: 10:33:32, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6687, top5_acc: 0.8724, loss_cls: 1.2662, loss: 1.2662, grad_norm: 5.4840 2021-04-01 01:04:02,891 - mmaction - INFO - Epoch [26][140/1760] lr: 1.500e-03, eta: 10:33:14, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6833, top5_acc: 0.8927, loss_cls: 1.2237, loss: 1.2237, grad_norm: 5.5350 2021-04-01 01:04:19,210 - mmaction - INFO - Epoch [26][160/1760] lr: 1.500e-03, eta: 10:32:56, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6641, top5_acc: 0.8807, loss_cls: 1.3032, loss: 1.3032, grad_norm: 5.7469 2021-04-01 01:04:35,638 - mmaction - INFO - Epoch [26][180/1760] lr: 1.500e-03, eta: 10:32:38, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.6656, top5_acc: 0.8839, loss_cls: 1.2672, loss: 1.2672, grad_norm: 5.7378 2021-04-01 01:04:51,999 - mmaction - INFO - Epoch [26][200/1760] lr: 1.500e-03, eta: 10:32:19, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6802, top5_acc: 0.8729, loss_cls: 1.2523, loss: 1.2523, grad_norm: 5.4799 2021-04-01 01:05:08,932 - mmaction - INFO - Epoch [26][220/1760] lr: 1.500e-03, eta: 10:32:02, time: 0.845, data_time: 0.002, memory: 10390, top1_acc: 0.6672, top5_acc: 0.8833, loss_cls: 1.2943, loss: 1.2943, grad_norm: 5.7586 2021-04-01 01:05:25,293 - mmaction - INFO - Epoch [26][240/1760] lr: 1.500e-03, eta: 10:31:43, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6646, top5_acc: 0.8818, loss_cls: 1.2624, loss: 1.2624, grad_norm: 5.7497 2021-04-01 01:05:41,637 - mmaction - INFO - Epoch [26][260/1760] lr: 1.500e-03, eta: 10:31:25, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6609, top5_acc: 0.8828, loss_cls: 1.3063, loss: 1.3063, grad_norm: 5.7286 2021-04-01 01:05:58,017 - mmaction - INFO - Epoch [26][280/1760] lr: 1.500e-03, eta: 10:31:07, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6708, top5_acc: 0.8906, loss_cls: 1.2014, loss: 1.2014, grad_norm: 5.5537 2021-04-01 01:06:14,361 - mmaction - INFO - Epoch [26][300/1760] lr: 1.500e-03, eta: 10:30:48, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6604, top5_acc: 0.8724, loss_cls: 1.2981, loss: 1.2981, grad_norm: 5.6830 2021-04-01 01:06:30,697 - mmaction - INFO - Epoch [26][320/1760] lr: 1.500e-03, eta: 10:30:30, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6604, top5_acc: 0.8771, loss_cls: 1.3016, loss: 1.3016, grad_norm: 5.7674 2021-04-01 01:06:47,073 - mmaction - INFO - Epoch [26][340/1760] lr: 1.500e-03, eta: 10:30:12, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6714, top5_acc: 0.8771, loss_cls: 1.2745, loss: 1.2745, grad_norm: 5.5609 2021-04-01 01:07:03,402 - mmaction - INFO - Epoch [26][360/1760] lr: 1.500e-03, eta: 10:29:54, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6427, top5_acc: 0.8786, loss_cls: 1.3300, loss: 1.3300, grad_norm: 5.8496 2021-04-01 01:07:19,728 - mmaction - INFO - Epoch [26][380/1760] lr: 1.500e-03, eta: 10:29:35, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6896, top5_acc: 0.8984, loss_cls: 1.1795, loss: 1.1795, grad_norm: 5.4697 2021-04-01 01:07:36,052 - mmaction - INFO - Epoch [26][400/1760] lr: 1.500e-03, eta: 10:29:17, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6609, top5_acc: 0.8755, loss_cls: 1.3165, loss: 1.3165, grad_norm: 5.7458 2021-04-01 01:07:52,419 - mmaction - INFO - Epoch [26][420/1760] lr: 1.500e-03, eta: 10:28:59, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6833, top5_acc: 0.8938, loss_cls: 1.1822, loss: 1.1822, grad_norm: 5.4152 2021-04-01 01:08:08,777 - mmaction - INFO - Epoch [26][440/1760] lr: 1.500e-03, eta: 10:28:41, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6719, top5_acc: 0.8812, loss_cls: 1.2852, loss: 1.2852, grad_norm: 5.7853 2021-04-01 01:08:25,158 - mmaction - INFO - Epoch [26][460/1760] lr: 1.500e-03, eta: 10:28:22, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6661, top5_acc: 0.8911, loss_cls: 1.2598, loss: 1.2598, grad_norm: 5.6817 2021-04-01 01:08:41,488 - mmaction - INFO - Epoch [26][480/1760] lr: 1.500e-03, eta: 10:28:04, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6651, top5_acc: 0.8672, loss_cls: 1.3014, loss: 1.3014, grad_norm: 5.7424 2021-04-01 01:08:57,894 - mmaction - INFO - Epoch [26][500/1760] lr: 1.500e-03, eta: 10:27:46, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6724, top5_acc: 0.8844, loss_cls: 1.2205, loss: 1.2205, grad_norm: 5.5997 2021-04-01 01:09:14,241 - mmaction - INFO - Epoch [26][520/1760] lr: 1.500e-03, eta: 10:27:28, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6635, top5_acc: 0.8792, loss_cls: 1.2720, loss: 1.2720, grad_norm: 5.7609 2021-04-01 01:09:30,570 - mmaction - INFO - Epoch [26][540/1760] lr: 1.500e-03, eta: 10:27:09, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6708, top5_acc: 0.8839, loss_cls: 1.2560, loss: 1.2560, grad_norm: 5.8103 2021-04-01 01:09:46,907 - mmaction - INFO - Epoch [26][560/1760] lr: 1.500e-03, eta: 10:26:51, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6620, top5_acc: 0.8854, loss_cls: 1.2546, loss: 1.2546, grad_norm: 5.7377 2021-04-01 01:10:03,290 - mmaction - INFO - Epoch [26][580/1760] lr: 1.500e-03, eta: 10:26:33, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6802, top5_acc: 0.8828, loss_cls: 1.2424, loss: 1.2424, grad_norm: 5.8072 2021-04-01 01:10:19,643 - mmaction - INFO - Epoch [26][600/1760] lr: 1.500e-03, eta: 10:26:15, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6745, top5_acc: 0.8891, loss_cls: 1.2442, loss: 1.2442, grad_norm: 5.7937 2021-04-01 01:10:36,064 - mmaction - INFO - Epoch [26][620/1760] lr: 1.500e-03, eta: 10:25:56, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6562, top5_acc: 0.8750, loss_cls: 1.3192, loss: 1.3192, grad_norm: 5.7334 2021-04-01 01:10:52,431 - mmaction - INFO - Epoch [26][640/1760] lr: 1.500e-03, eta: 10:25:38, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6661, top5_acc: 0.8792, loss_cls: 1.2768, loss: 1.2768, grad_norm: 5.7919 2021-04-01 01:11:08,779 - mmaction - INFO - Epoch [26][660/1760] lr: 1.500e-03, eta: 10:25:20, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6594, top5_acc: 0.8729, loss_cls: 1.3092, loss: 1.3092, grad_norm: 5.8203 2021-04-01 01:11:25,134 - mmaction - INFO - Epoch [26][680/1760] lr: 1.500e-03, eta: 10:25:02, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6651, top5_acc: 0.8750, loss_cls: 1.2865, loss: 1.2865, grad_norm: 5.7088 2021-04-01 01:11:41,516 - mmaction - INFO - Epoch [26][700/1760] lr: 1.500e-03, eta: 10:24:43, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6661, top5_acc: 0.8880, loss_cls: 1.2566, loss: 1.2566, grad_norm: 5.7320 2021-04-01 01:11:57,835 - mmaction - INFO - Epoch [26][720/1760] lr: 1.500e-03, eta: 10:24:25, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6771, top5_acc: 0.8792, loss_cls: 1.2642, loss: 1.2642, grad_norm: 5.7419 2021-04-01 01:12:14,187 - mmaction - INFO - Epoch [26][740/1760] lr: 1.500e-03, eta: 10:24:07, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6953, top5_acc: 0.8875, loss_cls: 1.2039, loss: 1.2039, grad_norm: 5.6521 2021-04-01 01:12:30,511 - mmaction - INFO - Epoch [26][760/1760] lr: 1.500e-03, eta: 10:23:49, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6615, top5_acc: 0.8854, loss_cls: 1.2538, loss: 1.2538, grad_norm: 5.8773 2021-04-01 01:12:46,911 - mmaction - INFO - Epoch [26][780/1760] lr: 1.500e-03, eta: 10:23:30, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6766, top5_acc: 0.8812, loss_cls: 1.2609, loss: 1.2609, grad_norm: 5.8672 2021-04-01 01:13:03,283 - mmaction - INFO - Epoch [26][800/1760] lr: 1.500e-03, eta: 10:23:12, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6792, top5_acc: 0.8844, loss_cls: 1.2255, loss: 1.2255, grad_norm: 5.7215 2021-04-01 01:13:19,631 - mmaction - INFO - Epoch [26][820/1760] lr: 1.500e-03, eta: 10:22:54, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6583, top5_acc: 0.8833, loss_cls: 1.2639, loss: 1.2639, grad_norm: 5.8088 2021-04-01 01:13:35,993 - mmaction - INFO - Epoch [26][840/1760] lr: 1.500e-03, eta: 10:22:36, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6766, top5_acc: 0.8812, loss_cls: 1.2446, loss: 1.2446, grad_norm: 5.6925 2021-04-01 01:13:52,318 - mmaction - INFO - Epoch [26][860/1760] lr: 1.500e-03, eta: 10:22:17, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6672, top5_acc: 0.8823, loss_cls: 1.2735, loss: 1.2735, grad_norm: 5.8275 2021-04-01 01:14:08,602 - mmaction - INFO - Epoch [26][880/1760] lr: 1.500e-03, eta: 10:21:59, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.6661, top5_acc: 0.8865, loss_cls: 1.2701, loss: 1.2701, grad_norm: 5.7768 2021-04-01 01:14:25,040 - mmaction - INFO - Epoch [26][900/1760] lr: 1.500e-03, eta: 10:21:41, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.6766, top5_acc: 0.8828, loss_cls: 1.2382, loss: 1.2382, grad_norm: 5.6022 2021-04-01 01:14:41,397 - mmaction - INFO - Epoch [26][920/1760] lr: 1.500e-03, eta: 10:21:23, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6750, top5_acc: 0.8776, loss_cls: 1.2940, loss: 1.2940, grad_norm: 5.9801 2021-04-01 01:14:57,751 - mmaction - INFO - Epoch [26][940/1760] lr: 1.500e-03, eta: 10:21:05, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6760, top5_acc: 0.8859, loss_cls: 1.2358, loss: 1.2358, grad_norm: 5.8764 2021-04-01 01:15:14,104 - mmaction - INFO - Epoch [26][960/1760] lr: 1.500e-03, eta: 10:20:46, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6557, top5_acc: 0.8823, loss_cls: 1.2921, loss: 1.2921, grad_norm: 5.7754 2021-04-01 01:15:30,498 - mmaction - INFO - Epoch [26][980/1760] lr: 1.500e-03, eta: 10:20:28, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6922, top5_acc: 0.8854, loss_cls: 1.2283, loss: 1.2283, grad_norm: 5.6490 2021-04-01 01:15:46,868 - mmaction - INFO - Epoch [26][1000/1760] lr: 1.500e-03, eta: 10:20:10, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6609, top5_acc: 0.8818, loss_cls: 1.2913, loss: 1.2913, grad_norm: 5.8483 2021-04-01 01:16:03,221 - mmaction - INFO - Epoch [26][1020/1760] lr: 1.500e-03, eta: 10:19:52, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6755, top5_acc: 0.8708, loss_cls: 1.2802, loss: 1.2802, grad_norm: 5.7368 2021-04-01 01:16:19,537 - mmaction - INFO - Epoch [26][1040/1760] lr: 1.500e-03, eta: 10:19:33, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6573, top5_acc: 0.8833, loss_cls: 1.2674, loss: 1.2674, grad_norm: 5.7412 2021-04-01 01:16:35,893 - mmaction - INFO - Epoch [26][1060/1760] lr: 1.500e-03, eta: 10:19:15, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6672, top5_acc: 0.8714, loss_cls: 1.2792, loss: 1.2792, grad_norm: 5.7842 2021-04-01 01:16:52,266 - mmaction - INFO - Epoch [26][1080/1760] lr: 1.500e-03, eta: 10:18:57, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6661, top5_acc: 0.8724, loss_cls: 1.3084, loss: 1.3084, grad_norm: 5.8085 2021-04-01 01:17:08,627 - mmaction - INFO - Epoch [26][1100/1760] lr: 1.500e-03, eta: 10:18:39, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6813, top5_acc: 0.8766, loss_cls: 1.2547, loss: 1.2547, grad_norm: 5.7476 2021-04-01 01:17:24,994 - mmaction - INFO - Epoch [26][1120/1760] lr: 1.500e-03, eta: 10:18:21, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6630, top5_acc: 0.8833, loss_cls: 1.2527, loss: 1.2527, grad_norm: 5.8261 2021-04-01 01:17:41,368 - mmaction - INFO - Epoch [26][1140/1760] lr: 1.500e-03, eta: 10:18:02, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6615, top5_acc: 0.8760, loss_cls: 1.2839, loss: 1.2839, grad_norm: 5.8279 2021-04-01 01:17:57,876 - mmaction - INFO - Epoch [26][1160/1760] lr: 1.500e-03, eta: 10:17:44, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.6724, top5_acc: 0.8740, loss_cls: 1.2639, loss: 1.2639, grad_norm: 5.8636 2021-04-01 01:18:14,188 - mmaction - INFO - Epoch [26][1180/1760] lr: 1.500e-03, eta: 10:17:26, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6755, top5_acc: 0.8849, loss_cls: 1.2519, loss: 1.2519, grad_norm: 5.8832 2021-04-01 01:18:30,549 - mmaction - INFO - Epoch [26][1200/1760] lr: 1.500e-03, eta: 10:17:08, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6682, top5_acc: 0.8875, loss_cls: 1.2297, loss: 1.2297, grad_norm: 5.8609 2021-04-01 01:18:46,904 - mmaction - INFO - Epoch [26][1220/1760] lr: 1.500e-03, eta: 10:16:50, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6573, top5_acc: 0.8776, loss_cls: 1.3112, loss: 1.3112, grad_norm: 5.9687 2021-04-01 01:19:03,241 - mmaction - INFO - Epoch [26][1240/1760] lr: 1.500e-03, eta: 10:16:32, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6573, top5_acc: 0.8651, loss_cls: 1.3120, loss: 1.3120, grad_norm: 5.9472 2021-04-01 01:19:19,640 - mmaction - INFO - Epoch [26][1260/1760] lr: 1.500e-03, eta: 10:16:13, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6568, top5_acc: 0.8708, loss_cls: 1.3023, loss: 1.3023, grad_norm: 5.9005 2021-04-01 01:19:35,938 - mmaction - INFO - Epoch [26][1280/1760] lr: 1.500e-03, eta: 10:15:55, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.6932, top5_acc: 0.8844, loss_cls: 1.2209, loss: 1.2209, grad_norm: 5.5861 2021-04-01 01:19:52,326 - mmaction - INFO - Epoch [26][1300/1760] lr: 1.500e-03, eta: 10:15:37, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6693, top5_acc: 0.8844, loss_cls: 1.2452, loss: 1.2452, grad_norm: 5.9051 2021-04-01 01:20:08,698 - mmaction - INFO - Epoch [26][1320/1760] lr: 1.500e-03, eta: 10:15:19, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6724, top5_acc: 0.8771, loss_cls: 1.2666, loss: 1.2666, grad_norm: 5.9918 2021-04-01 01:20:25,105 - mmaction - INFO - Epoch [26][1340/1760] lr: 1.500e-03, eta: 10:15:01, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6604, top5_acc: 0.8745, loss_cls: 1.2874, loss: 1.2874, grad_norm: 5.7863 2021-04-01 01:20:41,441 - mmaction - INFO - Epoch [26][1360/1760] lr: 1.500e-03, eta: 10:14:42, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6646, top5_acc: 0.8797, loss_cls: 1.2690, loss: 1.2690, grad_norm: 5.7912 2021-04-01 01:20:57,825 - mmaction - INFO - Epoch [26][1380/1760] lr: 1.500e-03, eta: 10:14:24, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6693, top5_acc: 0.8750, loss_cls: 1.2906, loss: 1.2906, grad_norm: 5.8469 2021-04-01 01:21:14,197 - mmaction - INFO - Epoch [26][1400/1760] lr: 1.500e-03, eta: 10:14:06, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6755, top5_acc: 0.8849, loss_cls: 1.2668, loss: 1.2668, grad_norm: 5.8296 2021-04-01 01:21:30,503 - mmaction - INFO - Epoch [26][1420/1760] lr: 1.500e-03, eta: 10:13:48, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6682, top5_acc: 0.8688, loss_cls: 1.2885, loss: 1.2885, grad_norm: 5.8802 2021-04-01 01:21:46,810 - mmaction - INFO - Epoch [26][1440/1760] lr: 1.500e-03, eta: 10:13:30, time: 0.815, data_time: 0.000, memory: 10390, top1_acc: 0.6641, top5_acc: 0.8714, loss_cls: 1.2922, loss: 1.2922, grad_norm: 5.8452 2021-04-01 01:22:03,191 - mmaction - INFO - Epoch [26][1460/1760] lr: 1.500e-03, eta: 10:13:12, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6818, top5_acc: 0.8844, loss_cls: 1.2647, loss: 1.2647, grad_norm: 5.7974 2021-04-01 01:22:19,567 - mmaction - INFO - Epoch [26][1480/1760] lr: 1.500e-03, eta: 10:12:53, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6708, top5_acc: 0.8828, loss_cls: 1.2461, loss: 1.2461, grad_norm: 5.9805 2021-04-01 01:22:35,908 - mmaction - INFO - Epoch [26][1500/1760] lr: 1.500e-03, eta: 10:12:35, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6646, top5_acc: 0.8755, loss_cls: 1.2707, loss: 1.2707, grad_norm: 5.9491 2021-04-01 01:22:52,350 - mmaction - INFO - Epoch [26][1520/1760] lr: 1.500e-03, eta: 10:12:17, time: 0.823, data_time: 0.001, memory: 10390, top1_acc: 0.6531, top5_acc: 0.8703, loss_cls: 1.3014, loss: 1.3014, grad_norm: 5.9150 2021-04-01 01:23:08,733 - mmaction - INFO - Epoch [26][1540/1760] lr: 1.500e-03, eta: 10:11:59, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6698, top5_acc: 0.8865, loss_cls: 1.2557, loss: 1.2557, grad_norm: 5.9031 2021-04-01 01:23:25,082 - mmaction - INFO - Epoch [26][1560/1760] lr: 1.500e-03, eta: 10:11:41, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6750, top5_acc: 0.8911, loss_cls: 1.2453, loss: 1.2453, grad_norm: 5.9272 2021-04-01 01:23:41,495 - mmaction - INFO - Epoch [26][1580/1760] lr: 1.500e-03, eta: 10:11:23, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6651, top5_acc: 0.8938, loss_cls: 1.2454, loss: 1.2454, grad_norm: 6.0301 2021-04-01 01:23:57,879 - mmaction - INFO - Epoch [26][1600/1760] lr: 1.500e-03, eta: 10:11:05, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6422, top5_acc: 0.8750, loss_cls: 1.3037, loss: 1.3037, grad_norm: 6.0325 2021-04-01 01:24:14,258 - mmaction - INFO - Epoch [26][1620/1760] lr: 1.500e-03, eta: 10:10:46, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6646, top5_acc: 0.8812, loss_cls: 1.2683, loss: 1.2683, grad_norm: 5.9413 2021-04-01 01:24:30,637 - mmaction - INFO - Epoch [26][1640/1760] lr: 1.500e-03, eta: 10:10:28, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6474, top5_acc: 0.8708, loss_cls: 1.3184, loss: 1.3184, grad_norm: 5.9492 2021-04-01 01:24:47,188 - mmaction - INFO - Epoch [26][1660/1760] lr: 1.500e-03, eta: 10:10:10, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.6672, top5_acc: 0.8786, loss_cls: 1.2426, loss: 1.2426, grad_norm: 5.7705 2021-04-01 01:25:03,819 - mmaction - INFO - Epoch [26][1680/1760] lr: 1.500e-03, eta: 10:09:52, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.6703, top5_acc: 0.8750, loss_cls: 1.2803, loss: 1.2803, grad_norm: 5.7946 2021-04-01 01:25:20,404 - mmaction - INFO - Epoch [26][1700/1760] lr: 1.500e-03, eta: 10:09:34, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6771, top5_acc: 0.8865, loss_cls: 1.2215, loss: 1.2215, grad_norm: 5.8302 2021-04-01 01:25:37,015 - mmaction - INFO - Epoch [26][1720/1760] lr: 1.500e-03, eta: 10:09:16, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6760, top5_acc: 0.8979, loss_cls: 1.2311, loss: 1.2311, grad_norm: 5.9261 2021-04-01 01:25:53,641 - mmaction - INFO - Epoch [26][1740/1760] lr: 1.500e-03, eta: 10:08:59, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6677, top5_acc: 0.8964, loss_cls: 1.2421, loss: 1.2421, grad_norm: 5.8582 2021-04-01 01:26:09,943 - mmaction - INFO - Epoch [26][1760/1760] lr: 1.500e-03, eta: 10:08:40, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6584, top5_acc: 0.8676, loss_cls: 1.3234, loss: 1.3234, grad_norm: 5.8373 2021-04-01 01:26:16,317 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-04-01 01:27:50,403 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 01:27:50,735 - mmaction - INFO - top1_acc 0.5887 top5_acc 0.8541 2021-04-01 01:27:50,735 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 01:27:50,757 - mmaction - INFO - mean_acc 0.5278 2021-04-01 01:27:51,456 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. 2021-04-01 01:27:51,456 - mmaction - INFO - Best top1_acc is 0.5887 at 26 epoch. 2021-04-01 01:27:51,465 - mmaction - INFO - Epoch(val) [26][1760] top1_acc: 0.5887, top5_acc: 0.8541, mean_class_accuracy: 0.5278 2021-04-01 01:28:32,548 - mmaction - INFO - Epoch [27][20/1760] lr: 1.500e-03, eta: 10:08:45, time: 2.054, data_time: 1.212, memory: 10390, top1_acc: 0.6776, top5_acc: 0.8755, loss_cls: 1.2669, loss: 1.2669, grad_norm: 5.8504 2021-04-01 01:28:48,799 - mmaction - INFO - Epoch [27][40/1760] lr: 1.500e-03, eta: 10:08:27, time: 0.813, data_time: 0.003, memory: 10390, top1_acc: 0.6760, top5_acc: 0.8812, loss_cls: 1.2289, loss: 1.2289, grad_norm: 5.6763 2021-04-01 01:29:05,170 - mmaction - INFO - Epoch [27][60/1760] lr: 1.500e-03, eta: 10:08:09, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6932, top5_acc: 0.8885, loss_cls: 1.1935, loss: 1.1935, grad_norm: 5.6646 2021-04-01 01:29:21,553 - mmaction - INFO - Epoch [27][80/1760] lr: 1.500e-03, eta: 10:07:50, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6948, top5_acc: 0.8922, loss_cls: 1.1924, loss: 1.1924, grad_norm: 5.6570 2021-04-01 01:29:37,848 - mmaction - INFO - Epoch [27][100/1760] lr: 1.500e-03, eta: 10:07:32, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.6771, top5_acc: 0.8682, loss_cls: 1.2819, loss: 1.2819, grad_norm: 5.8763 2021-04-01 01:29:54,220 - mmaction - INFO - Epoch [27][120/1760] lr: 1.500e-03, eta: 10:07:14, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6875, top5_acc: 0.8698, loss_cls: 1.2573, loss: 1.2573, grad_norm: 5.7340 2021-04-01 01:30:11,222 - mmaction - INFO - Epoch [27][140/1760] lr: 1.500e-03, eta: 10:06:56, time: 0.849, data_time: 0.002, memory: 10390, top1_acc: 0.6901, top5_acc: 0.8854, loss_cls: 1.2081, loss: 1.2081, grad_norm: 5.7097 2021-04-01 01:30:27,588 - mmaction - INFO - Epoch [27][160/1760] lr: 1.500e-03, eta: 10:06:38, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6516, top5_acc: 0.8839, loss_cls: 1.2687, loss: 1.2687, grad_norm: 5.8537 2021-04-01 01:30:43,940 - mmaction - INFO - Epoch [27][180/1760] lr: 1.500e-03, eta: 10:06:20, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6661, top5_acc: 0.8833, loss_cls: 1.2518, loss: 1.2518, grad_norm: 6.0158 2021-04-01 01:31:00,284 - mmaction - INFO - Epoch [27][200/1760] lr: 1.500e-03, eta: 10:06:02, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6687, top5_acc: 0.8750, loss_cls: 1.2717, loss: 1.2717, grad_norm: 5.8558 2021-04-01 01:31:16,575 - mmaction - INFO - Epoch [27][220/1760] lr: 1.500e-03, eta: 10:05:44, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.6786, top5_acc: 0.8781, loss_cls: 1.2481, loss: 1.2481, grad_norm: 5.8933 2021-04-01 01:31:32,954 - mmaction - INFO - Epoch [27][240/1760] lr: 1.500e-03, eta: 10:05:26, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6625, top5_acc: 0.8833, loss_cls: 1.2548, loss: 1.2548, grad_norm: 5.8045 2021-04-01 01:31:49,305 - mmaction - INFO - Epoch [27][260/1760] lr: 1.500e-03, eta: 10:05:07, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6521, top5_acc: 0.8729, loss_cls: 1.2997, loss: 1.2997, grad_norm: 6.0259 2021-04-01 01:32:05,635 - mmaction - INFO - Epoch [27][280/1760] lr: 1.500e-03, eta: 10:04:49, time: 0.817, data_time: 0.000, memory: 10390, top1_acc: 0.6771, top5_acc: 0.8854, loss_cls: 1.2269, loss: 1.2269, grad_norm: 6.0661 2021-04-01 01:32:22,029 - mmaction - INFO - Epoch [27][300/1760] lr: 1.500e-03, eta: 10:04:31, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6839, top5_acc: 0.8854, loss_cls: 1.2333, loss: 1.2333, grad_norm: 5.8799 2021-04-01 01:32:38,378 - mmaction - INFO - Epoch [27][320/1760] lr: 1.500e-03, eta: 10:04:13, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6813, top5_acc: 0.8896, loss_cls: 1.2081, loss: 1.2081, grad_norm: 5.8667 2021-04-01 01:32:54,742 - mmaction - INFO - Epoch [27][340/1760] lr: 1.500e-03, eta: 10:03:55, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6745, top5_acc: 0.8922, loss_cls: 1.2282, loss: 1.2282, grad_norm: 5.9665 2021-04-01 01:33:11,031 - mmaction - INFO - Epoch [27][360/1760] lr: 1.500e-03, eta: 10:03:37, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.6896, top5_acc: 0.8896, loss_cls: 1.2274, loss: 1.2274, grad_norm: 5.8820 2021-04-01 01:33:27,397 - mmaction - INFO - Epoch [27][380/1760] lr: 1.500e-03, eta: 10:03:18, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6672, top5_acc: 0.8828, loss_cls: 1.2470, loss: 1.2470, grad_norm: 5.9155 2021-04-01 01:33:43,818 - mmaction - INFO - Epoch [27][400/1760] lr: 1.500e-03, eta: 10:03:00, time: 0.822, data_time: 0.001, memory: 10390, top1_acc: 0.6922, top5_acc: 0.8984, loss_cls: 1.2022, loss: 1.2022, grad_norm: 5.9307 2021-04-01 01:34:00,170 - mmaction - INFO - Epoch [27][420/1760] lr: 1.500e-03, eta: 10:02:42, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6734, top5_acc: 0.8880, loss_cls: 1.2132, loss: 1.2132, grad_norm: 5.8827 2021-04-01 01:34:16,490 - mmaction - INFO - Epoch [27][440/1760] lr: 1.500e-03, eta: 10:02:24, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6724, top5_acc: 0.8833, loss_cls: 1.2236, loss: 1.2236, grad_norm: 6.0291 2021-04-01 01:34:32,877 - mmaction - INFO - Epoch [27][460/1760] lr: 1.500e-03, eta: 10:02:06, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6828, top5_acc: 0.8797, loss_cls: 1.2475, loss: 1.2475, grad_norm: 5.9650 2021-04-01 01:34:49,180 - mmaction - INFO - Epoch [27][480/1760] lr: 1.500e-03, eta: 10:01:48, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.6609, top5_acc: 0.8823, loss_cls: 1.2395, loss: 1.2395, grad_norm: 5.9197 2021-04-01 01:35:05,514 - mmaction - INFO - Epoch [27][500/1760] lr: 1.500e-03, eta: 10:01:30, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6703, top5_acc: 0.8792, loss_cls: 1.2506, loss: 1.2506, grad_norm: 5.8547 2021-04-01 01:35:21,861 - mmaction - INFO - Epoch [27][520/1760] lr: 1.500e-03, eta: 10:01:11, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6818, top5_acc: 0.8901, loss_cls: 1.1875, loss: 1.1875, grad_norm: 5.6905 2021-04-01 01:35:38,309 - mmaction - INFO - Epoch [27][540/1760] lr: 1.500e-03, eta: 10:00:53, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.6667, top5_acc: 0.8812, loss_cls: 1.2851, loss: 1.2851, grad_norm: 5.9644 2021-04-01 01:35:54,661 - mmaction - INFO - Epoch [27][560/1760] lr: 1.500e-03, eta: 10:00:35, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6479, top5_acc: 0.8776, loss_cls: 1.3367, loss: 1.3367, grad_norm: 6.2602 2021-04-01 01:36:11,026 - mmaction - INFO - Epoch [27][580/1760] lr: 1.500e-03, eta: 10:00:17, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6734, top5_acc: 0.8917, loss_cls: 1.2082, loss: 1.2082, grad_norm: 5.9084 2021-04-01 01:36:27,366 - mmaction - INFO - Epoch [27][600/1760] lr: 1.500e-03, eta: 9:59:59, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6672, top5_acc: 0.8870, loss_cls: 1.2597, loss: 1.2597, grad_norm: 5.9901 2021-04-01 01:36:43,705 - mmaction - INFO - Epoch [27][620/1760] lr: 1.500e-03, eta: 9:59:41, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6703, top5_acc: 0.8812, loss_cls: 1.2567, loss: 1.2567, grad_norm: 5.9622 2021-04-01 01:37:00,077 - mmaction - INFO - Epoch [27][640/1760] lr: 1.500e-03, eta: 9:59:23, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6755, top5_acc: 0.8917, loss_cls: 1.2043, loss: 1.2043, grad_norm: 5.9187 2021-04-01 01:37:16,407 - mmaction - INFO - Epoch [27][660/1760] lr: 1.500e-03, eta: 9:59:05, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6672, top5_acc: 0.8849, loss_cls: 1.2418, loss: 1.2418, grad_norm: 6.1462 2021-04-01 01:37:32,772 - mmaction - INFO - Epoch [27][680/1760] lr: 1.500e-03, eta: 9:58:46, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6807, top5_acc: 0.8771, loss_cls: 1.2573, loss: 1.2573, grad_norm: 5.9152 2021-04-01 01:37:49,180 - mmaction - INFO - Epoch [27][700/1760] lr: 1.500e-03, eta: 9:58:28, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6646, top5_acc: 0.8781, loss_cls: 1.2798, loss: 1.2798, grad_norm: 6.0440 2021-04-01 01:38:05,541 - mmaction - INFO - Epoch [27][720/1760] lr: 1.500e-03, eta: 9:58:10, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6828, top5_acc: 0.8901, loss_cls: 1.2227, loss: 1.2227, grad_norm: 5.8941 2021-04-01 01:38:21,883 - mmaction - INFO - Epoch [27][740/1760] lr: 1.500e-03, eta: 9:57:52, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6917, top5_acc: 0.8870, loss_cls: 1.2052, loss: 1.2052, grad_norm: 5.9171 2021-04-01 01:38:38,110 - mmaction - INFO - Epoch [27][760/1760] lr: 1.500e-03, eta: 9:57:34, time: 0.812, data_time: 0.001, memory: 10390, top1_acc: 0.6885, top5_acc: 0.8818, loss_cls: 1.2247, loss: 1.2247, grad_norm: 5.9158 2021-04-01 01:38:54,490 - mmaction - INFO - Epoch [27][780/1760] lr: 1.500e-03, eta: 9:57:16, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6443, top5_acc: 0.8651, loss_cls: 1.3479, loss: 1.3479, grad_norm: 6.0413 2021-04-01 01:39:10,786 - mmaction - INFO - Epoch [27][800/1760] lr: 1.500e-03, eta: 9:56:58, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.6948, top5_acc: 0.8854, loss_cls: 1.2155, loss: 1.2155, grad_norm: 5.8526 2021-04-01 01:39:27,138 - mmaction - INFO - Epoch [27][820/1760] lr: 1.500e-03, eta: 9:56:40, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6781, top5_acc: 0.8906, loss_cls: 1.2220, loss: 1.2220, grad_norm: 5.8702 2021-04-01 01:39:43,506 - mmaction - INFO - Epoch [27][840/1760] lr: 1.500e-03, eta: 9:56:21, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6839, top5_acc: 0.8906, loss_cls: 1.1904, loss: 1.1904, grad_norm: 5.8976 2021-04-01 01:39:59,844 - mmaction - INFO - Epoch [27][860/1760] lr: 1.500e-03, eta: 9:56:03, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6786, top5_acc: 0.8823, loss_cls: 1.2282, loss: 1.2282, grad_norm: 5.9764 2021-04-01 01:40:16,131 - mmaction - INFO - Epoch [27][880/1760] lr: 1.500e-03, eta: 9:55:45, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.6698, top5_acc: 0.8812, loss_cls: 1.2157, loss: 1.2157, grad_norm: 5.8757 2021-04-01 01:40:32,459 - mmaction - INFO - Epoch [27][900/1760] lr: 1.500e-03, eta: 9:55:27, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6807, top5_acc: 0.8906, loss_cls: 1.2098, loss: 1.2098, grad_norm: 5.9207 2021-04-01 01:40:48,777 - mmaction - INFO - Epoch [27][920/1760] lr: 1.500e-03, eta: 9:55:09, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6755, top5_acc: 0.8932, loss_cls: 1.2323, loss: 1.2323, grad_norm: 6.1052 2021-04-01 01:41:05,122 - mmaction - INFO - Epoch [27][940/1760] lr: 1.500e-03, eta: 9:54:51, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6750, top5_acc: 0.8875, loss_cls: 1.2577, loss: 1.2577, grad_norm: 6.1680 2021-04-01 01:41:21,451 - mmaction - INFO - Epoch [27][960/1760] lr: 1.500e-03, eta: 9:54:33, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6599, top5_acc: 0.8750, loss_cls: 1.2840, loss: 1.2840, grad_norm: 6.1341 2021-04-01 01:41:37,815 - mmaction - INFO - Epoch [27][980/1760] lr: 1.500e-03, eta: 9:54:15, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6807, top5_acc: 0.8943, loss_cls: 1.2052, loss: 1.2052, grad_norm: 5.9611 2021-04-01 01:41:54,155 - mmaction - INFO - Epoch [27][1000/1760] lr: 1.500e-03, eta: 9:53:56, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6609, top5_acc: 0.8771, loss_cls: 1.2850, loss: 1.2850, grad_norm: 6.0220 2021-04-01 01:42:10,501 - mmaction - INFO - Epoch [27][1020/1760] lr: 1.500e-03, eta: 9:53:38, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6922, top5_acc: 0.8839, loss_cls: 1.2162, loss: 1.2162, grad_norm: 6.0048 2021-04-01 01:42:26,833 - mmaction - INFO - Epoch [27][1040/1760] lr: 1.500e-03, eta: 9:53:20, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6729, top5_acc: 0.8943, loss_cls: 1.2181, loss: 1.2181, grad_norm: 5.9677 2021-04-01 01:42:43,200 - mmaction - INFO - Epoch [27][1060/1760] lr: 1.500e-03, eta: 9:53:02, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6646, top5_acc: 0.8880, loss_cls: 1.2474, loss: 1.2474, grad_norm: 6.2730 2021-04-01 01:42:59,551 - mmaction - INFO - Epoch [27][1080/1760] lr: 1.500e-03, eta: 9:52:44, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6656, top5_acc: 0.8896, loss_cls: 1.2632, loss: 1.2632, grad_norm: 6.0627 2021-04-01 01:43:15,926 - mmaction - INFO - Epoch [27][1100/1760] lr: 1.500e-03, eta: 9:52:26, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6703, top5_acc: 0.8865, loss_cls: 1.2307, loss: 1.2307, grad_norm: 6.0093 2021-04-01 01:43:32,299 - mmaction - INFO - Epoch [27][1120/1760] lr: 1.500e-03, eta: 9:52:08, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6656, top5_acc: 0.8807, loss_cls: 1.2758, loss: 1.2758, grad_norm: 6.2504 2021-04-01 01:43:48,689 - mmaction - INFO - Epoch [27][1140/1760] lr: 1.500e-03, eta: 9:51:50, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6594, top5_acc: 0.8807, loss_cls: 1.2660, loss: 1.2660, grad_norm: 6.0036 2021-04-01 01:44:05,047 - mmaction - INFO - Epoch [27][1160/1760] lr: 1.500e-03, eta: 9:51:32, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6839, top5_acc: 0.8839, loss_cls: 1.2185, loss: 1.2185, grad_norm: 5.9357 2021-04-01 01:44:21,368 - mmaction - INFO - Epoch [27][1180/1760] lr: 1.500e-03, eta: 9:51:14, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6906, top5_acc: 0.8833, loss_cls: 1.2314, loss: 1.2314, grad_norm: 5.8515 2021-04-01 01:44:37,726 - mmaction - INFO - Epoch [27][1200/1760] lr: 1.500e-03, eta: 9:50:55, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6802, top5_acc: 0.8927, loss_cls: 1.1956, loss: 1.1956, grad_norm: 5.8100 2021-04-01 01:44:54,102 - mmaction - INFO - Epoch [27][1220/1760] lr: 1.500e-03, eta: 9:50:37, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6781, top5_acc: 0.8724, loss_cls: 1.2693, loss: 1.2693, grad_norm: 6.0542 2021-04-01 01:45:10,465 - mmaction - INFO - Epoch [27][1240/1760] lr: 1.500e-03, eta: 9:50:19, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6630, top5_acc: 0.8823, loss_cls: 1.2726, loss: 1.2726, grad_norm: 6.0688 2021-04-01 01:45:26,891 - mmaction - INFO - Epoch [27][1260/1760] lr: 1.500e-03, eta: 9:50:01, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6698, top5_acc: 0.8823, loss_cls: 1.2557, loss: 1.2557, grad_norm: 6.1097 2021-04-01 01:45:43,279 - mmaction - INFO - Epoch [27][1280/1760] lr: 1.500e-03, eta: 9:49:43, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6620, top5_acc: 0.8896, loss_cls: 1.2543, loss: 1.2543, grad_norm: 6.2361 2021-04-01 01:45:59,642 - mmaction - INFO - Epoch [27][1300/1760] lr: 1.500e-03, eta: 9:49:25, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6615, top5_acc: 0.8672, loss_cls: 1.3232, loss: 1.3232, grad_norm: 6.1256 2021-04-01 01:46:16,034 - mmaction - INFO - Epoch [27][1320/1760] lr: 1.500e-03, eta: 9:49:07, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6802, top5_acc: 0.8823, loss_cls: 1.2366, loss: 1.2366, grad_norm: 5.9426 2021-04-01 01:46:32,386 - mmaction - INFO - Epoch [27][1340/1760] lr: 1.500e-03, eta: 9:48:49, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6740, top5_acc: 0.8818, loss_cls: 1.2461, loss: 1.2461, grad_norm: 6.0464 2021-04-01 01:46:48,745 - mmaction - INFO - Epoch [27][1360/1760] lr: 1.500e-03, eta: 9:48:31, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6438, top5_acc: 0.8682, loss_cls: 1.3722, loss: 1.3722, grad_norm: 6.1902 2021-04-01 01:47:05,103 - mmaction - INFO - Epoch [27][1380/1760] lr: 1.500e-03, eta: 9:48:13, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6703, top5_acc: 0.8875, loss_cls: 1.2569, loss: 1.2569, grad_norm: 6.0389 2021-04-01 01:47:21,445 - mmaction - INFO - Epoch [27][1400/1760] lr: 1.500e-03, eta: 9:47:55, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6755, top5_acc: 0.8823, loss_cls: 1.2227, loss: 1.2227, grad_norm: 5.8863 2021-04-01 01:47:37,779 - mmaction - INFO - Epoch [27][1420/1760] lr: 1.500e-03, eta: 9:47:37, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6760, top5_acc: 0.8823, loss_cls: 1.2497, loss: 1.2497, grad_norm: 6.0153 2021-04-01 01:47:54,126 - mmaction - INFO - Epoch [27][1440/1760] lr: 1.500e-03, eta: 9:47:19, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6932, top5_acc: 0.8875, loss_cls: 1.2065, loss: 1.2065, grad_norm: 5.8593 2021-04-01 01:48:10,528 - mmaction - INFO - Epoch [27][1460/1760] lr: 1.500e-03, eta: 9:47:01, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6750, top5_acc: 0.8932, loss_cls: 1.2200, loss: 1.2200, grad_norm: 6.0760 2021-04-01 01:48:26,909 - mmaction - INFO - Epoch [27][1480/1760] lr: 1.500e-03, eta: 9:46:43, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6792, top5_acc: 0.8880, loss_cls: 1.2186, loss: 1.2186, grad_norm: 5.9471 2021-04-01 01:48:43,260 - mmaction - INFO - Epoch [27][1500/1760] lr: 1.500e-03, eta: 9:46:25, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6880, top5_acc: 0.8927, loss_cls: 1.1938, loss: 1.1938, grad_norm: 6.0405 2021-04-01 01:48:59,567 - mmaction - INFO - Epoch [27][1520/1760] lr: 1.500e-03, eta: 9:46:06, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6693, top5_acc: 0.8750, loss_cls: 1.2927, loss: 1.2927, grad_norm: 6.0098 2021-04-01 01:49:15,854 - mmaction - INFO - Epoch [27][1540/1760] lr: 1.500e-03, eta: 9:45:48, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.6714, top5_acc: 0.8698, loss_cls: 1.2698, loss: 1.2698, grad_norm: 6.1119 2021-04-01 01:49:32,196 - mmaction - INFO - Epoch [27][1560/1760] lr: 1.500e-03, eta: 9:45:30, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6844, top5_acc: 0.8797, loss_cls: 1.2217, loss: 1.2217, grad_norm: 5.8549 2021-04-01 01:49:48,548 - mmaction - INFO - Epoch [27][1580/1760] lr: 1.500e-03, eta: 9:45:12, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6797, top5_acc: 0.8875, loss_cls: 1.2293, loss: 1.2293, grad_norm: 6.1450 2021-04-01 01:50:04,866 - mmaction - INFO - Epoch [27][1600/1760] lr: 1.500e-03, eta: 9:44:54, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6651, top5_acc: 0.8828, loss_cls: 1.2675, loss: 1.2675, grad_norm: 6.0643 2021-04-01 01:50:21,206 - mmaction - INFO - Epoch [27][1620/1760] lr: 1.500e-03, eta: 9:44:36, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6438, top5_acc: 0.8776, loss_cls: 1.3066, loss: 1.3066, grad_norm: 6.3334 2021-04-01 01:50:37,540 - mmaction - INFO - Epoch [27][1640/1760] lr: 1.500e-03, eta: 9:44:18, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6672, top5_acc: 0.8859, loss_cls: 1.2727, loss: 1.2727, grad_norm: 6.1768 2021-04-01 01:50:53,953 - mmaction - INFO - Epoch [27][1660/1760] lr: 1.500e-03, eta: 9:44:00, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6750, top5_acc: 0.8828, loss_cls: 1.2499, loss: 1.2499, grad_norm: 6.0166 2021-04-01 01:51:10,299 - mmaction - INFO - Epoch [27][1680/1760] lr: 1.500e-03, eta: 9:43:42, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6724, top5_acc: 0.8812, loss_cls: 1.2454, loss: 1.2454, grad_norm: 6.1876 2021-04-01 01:51:26,650 - mmaction - INFO - Epoch [27][1700/1760] lr: 1.500e-03, eta: 9:43:24, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6880, top5_acc: 0.8896, loss_cls: 1.2073, loss: 1.2073, grad_norm: 5.9886 2021-04-01 01:51:43,021 - mmaction - INFO - Epoch [27][1720/1760] lr: 1.500e-03, eta: 9:43:06, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6781, top5_acc: 0.8802, loss_cls: 1.2629, loss: 1.2629, grad_norm: 6.1228 2021-04-01 01:51:59,401 - mmaction - INFO - Epoch [27][1740/1760] lr: 1.500e-03, eta: 9:42:48, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6656, top5_acc: 0.8849, loss_cls: 1.2629, loss: 1.2629, grad_norm: 6.0874 2021-04-01 01:52:15,480 - mmaction - INFO - Epoch [27][1760/1760] lr: 1.500e-03, eta: 9:42:29, time: 0.805, data_time: 0.001, memory: 10390, top1_acc: 0.6679, top5_acc: 0.8856, loss_cls: 1.2807, loss: 1.2807, grad_norm: 6.0981 2021-04-01 01:52:21,541 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-04-01 01:53:30,078 - mmaction - INFO - Epoch [28][20/1760] lr: 1.500e-03, eta: 9:42:55, time: 3.394, data_time: 2.440, memory: 10390, top1_acc: 0.6917, top5_acc: 0.8859, loss_cls: 1.1744, loss: 1.1744, grad_norm: 5.8716 2021-04-01 01:53:46,312 - mmaction - INFO - Epoch [28][40/1760] lr: 1.500e-03, eta: 9:42:37, time: 0.812, data_time: 0.004, memory: 10390, top1_acc: 0.6948, top5_acc: 0.8927, loss_cls: 1.1931, loss: 1.1931, grad_norm: 5.9918 2021-04-01 01:54:02,705 - mmaction - INFO - Epoch [28][60/1760] lr: 1.500e-03, eta: 9:42:19, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6953, top5_acc: 0.8927, loss_cls: 1.1889, loss: 1.1889, grad_norm: 6.0472 2021-04-01 01:54:19,078 - mmaction - INFO - Epoch [28][80/1760] lr: 1.500e-03, eta: 9:42:01, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6745, top5_acc: 0.8958, loss_cls: 1.2168, loss: 1.2168, grad_norm: 6.2996 2021-04-01 01:54:35,449 - mmaction - INFO - Epoch [28][100/1760] lr: 1.500e-03, eta: 9:41:43, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6745, top5_acc: 0.8969, loss_cls: 1.1944, loss: 1.1944, grad_norm: 6.0735 2021-04-01 01:54:51,851 - mmaction - INFO - Epoch [28][120/1760] lr: 1.500e-03, eta: 9:41:25, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.6865, top5_acc: 0.8948, loss_cls: 1.1927, loss: 1.1927, grad_norm: 5.9491 2021-04-01 01:55:11,128 - mmaction - INFO - Epoch [28][140/1760] lr: 1.500e-03, eta: 9:41:09, time: 0.958, data_time: 0.002, memory: 10390, top1_acc: 0.6786, top5_acc: 0.8927, loss_cls: 1.2001, loss: 1.2001, grad_norm: 6.0040 2021-04-01 01:55:27,558 - mmaction - INFO - Epoch [28][160/1760] lr: 1.500e-03, eta: 9:40:51, time: 0.827, data_time: 0.007, memory: 10390, top1_acc: 0.6891, top5_acc: 0.8766, loss_cls: 1.2417, loss: 1.2417, grad_norm: 6.0236 2021-04-01 01:55:43,914 - mmaction - INFO - Epoch [28][180/1760] lr: 1.500e-03, eta: 9:40:33, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6875, top5_acc: 0.9016, loss_cls: 1.1604, loss: 1.1604, grad_norm: 5.9646 2021-04-01 01:56:00,297 - mmaction - INFO - Epoch [28][200/1760] lr: 1.500e-03, eta: 9:40:15, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6620, top5_acc: 0.8802, loss_cls: 1.2697, loss: 1.2697, grad_norm: 6.2351 2021-04-01 01:56:16,705 - mmaction - INFO - Epoch [28][220/1760] lr: 1.500e-03, eta: 9:39:57, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6740, top5_acc: 0.8839, loss_cls: 1.2383, loss: 1.2383, grad_norm: 6.1240 2021-04-01 01:56:33,081 - mmaction - INFO - Epoch [28][240/1760] lr: 1.500e-03, eta: 9:39:39, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6776, top5_acc: 0.8927, loss_cls: 1.2160, loss: 1.2160, grad_norm: 6.1486 2021-04-01 01:56:49,479 - mmaction - INFO - Epoch [28][260/1760] lr: 1.500e-03, eta: 9:39:21, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6797, top5_acc: 0.8792, loss_cls: 1.2533, loss: 1.2533, grad_norm: 6.1147 2021-04-01 01:57:05,878 - mmaction - INFO - Epoch [28][280/1760] lr: 1.500e-03, eta: 9:39:03, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.6844, top5_acc: 0.8870, loss_cls: 1.2211, loss: 1.2211, grad_norm: 5.9692 2021-04-01 01:57:22,243 - mmaction - INFO - Epoch [28][300/1760] lr: 1.500e-03, eta: 9:38:45, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6521, top5_acc: 0.8828, loss_cls: 1.2916, loss: 1.2916, grad_norm: 6.1891 2021-04-01 01:57:38,574 - mmaction - INFO - Epoch [28][320/1760] lr: 1.500e-03, eta: 9:38:27, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6740, top5_acc: 0.8880, loss_cls: 1.2205, loss: 1.2205, grad_norm: 6.0721 2021-04-01 01:57:54,969 - mmaction - INFO - Epoch [28][340/1760] lr: 1.500e-03, eta: 9:38:09, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6766, top5_acc: 0.8849, loss_cls: 1.2615, loss: 1.2615, grad_norm: 6.1306 2021-04-01 01:58:11,316 - mmaction - INFO - Epoch [28][360/1760] lr: 1.500e-03, eta: 9:37:51, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6786, top5_acc: 0.8839, loss_cls: 1.2487, loss: 1.2487, grad_norm: 6.1562 2021-04-01 01:58:27,638 - mmaction - INFO - Epoch [28][380/1760] lr: 1.500e-03, eta: 9:37:33, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6865, top5_acc: 0.8771, loss_cls: 1.2417, loss: 1.2417, grad_norm: 6.1202 2021-04-01 01:58:43,963 - mmaction - INFO - Epoch [28][400/1760] lr: 1.500e-03, eta: 9:37:15, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6693, top5_acc: 0.8844, loss_cls: 1.2463, loss: 1.2463, grad_norm: 6.2766 2021-04-01 01:59:00,351 - mmaction - INFO - Epoch [28][420/1760] lr: 1.500e-03, eta: 9:36:57, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6943, top5_acc: 0.8932, loss_cls: 1.1715, loss: 1.1715, grad_norm: 6.0676 2021-04-01 01:59:16,691 - mmaction - INFO - Epoch [28][440/1760] lr: 1.500e-03, eta: 9:36:38, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6750, top5_acc: 0.8786, loss_cls: 1.2476, loss: 1.2476, grad_norm: 6.3526 2021-04-01 01:59:33,126 - mmaction - INFO - Epoch [28][460/1760] lr: 1.500e-03, eta: 9:36:20, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.6693, top5_acc: 0.8854, loss_cls: 1.2431, loss: 1.2431, grad_norm: 6.2204 2021-04-01 01:59:49,466 - mmaction - INFO - Epoch [28][480/1760] lr: 1.500e-03, eta: 9:36:02, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6615, top5_acc: 0.8745, loss_cls: 1.2554, loss: 1.2554, grad_norm: 6.1434 2021-04-01 02:00:05,877 - mmaction - INFO - Epoch [28][500/1760] lr: 1.500e-03, eta: 9:35:44, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6521, top5_acc: 0.8891, loss_cls: 1.2409, loss: 1.2409, grad_norm: 6.2173 2021-04-01 02:00:22,178 - mmaction - INFO - Epoch [28][520/1760] lr: 1.500e-03, eta: 9:35:26, time: 0.815, data_time: 0.000, memory: 10390, top1_acc: 0.6833, top5_acc: 0.8833, loss_cls: 1.2153, loss: 1.2153, grad_norm: 6.2458 2021-04-01 02:00:38,564 - mmaction - INFO - Epoch [28][540/1760] lr: 1.500e-03, eta: 9:35:08, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6964, top5_acc: 0.8974, loss_cls: 1.1606, loss: 1.1606, grad_norm: 6.0880 2021-04-01 02:00:54,939 - mmaction - INFO - Epoch [28][560/1760] lr: 1.500e-03, eta: 9:34:50, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6932, top5_acc: 0.8865, loss_cls: 1.1938, loss: 1.1938, grad_norm: 6.0863 2021-04-01 02:01:11,304 - mmaction - INFO - Epoch [28][580/1760] lr: 1.500e-03, eta: 9:34:32, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6693, top5_acc: 0.8865, loss_cls: 1.2262, loss: 1.2262, grad_norm: 6.0993 2021-04-01 02:01:27,680 - mmaction - INFO - Epoch [28][600/1760] lr: 1.500e-03, eta: 9:34:14, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6792, top5_acc: 0.8927, loss_cls: 1.2178, loss: 1.2178, grad_norm: 6.1412 2021-04-01 02:01:44,014 - mmaction - INFO - Epoch [28][620/1760] lr: 1.500e-03, eta: 9:33:56, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6693, top5_acc: 0.8859, loss_cls: 1.2639, loss: 1.2639, grad_norm: 6.3485 2021-04-01 02:02:00,370 - mmaction - INFO - Epoch [28][640/1760] lr: 1.500e-03, eta: 9:33:38, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6745, top5_acc: 0.8797, loss_cls: 1.2654, loss: 1.2654, grad_norm: 6.1474 2021-04-01 02:02:16,740 - mmaction - INFO - Epoch [28][660/1760] lr: 1.500e-03, eta: 9:33:20, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6656, top5_acc: 0.8875, loss_cls: 1.2480, loss: 1.2480, grad_norm: 6.1275 2021-04-01 02:02:33,129 - mmaction - INFO - Epoch [28][680/1760] lr: 1.500e-03, eta: 9:33:02, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6750, top5_acc: 0.8901, loss_cls: 1.2161, loss: 1.2161, grad_norm: 6.0901 2021-04-01 02:02:49,491 - mmaction - INFO - Epoch [28][700/1760] lr: 1.500e-03, eta: 9:32:44, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6661, top5_acc: 0.8734, loss_cls: 1.2786, loss: 1.2786, grad_norm: 6.2605 2021-04-01 02:03:05,906 - mmaction - INFO - Epoch [28][720/1760] lr: 1.500e-03, eta: 9:32:26, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.6823, top5_acc: 0.8964, loss_cls: 1.2124, loss: 1.2124, grad_norm: 6.2315 2021-04-01 02:03:22,302 - mmaction - INFO - Epoch [28][740/1760] lr: 1.500e-03, eta: 9:32:08, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6833, top5_acc: 0.8828, loss_cls: 1.2068, loss: 1.2068, grad_norm: 6.0635 2021-04-01 02:03:38,685 - mmaction - INFO - Epoch [28][760/1760] lr: 1.500e-03, eta: 9:31:50, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6766, top5_acc: 0.8875, loss_cls: 1.2181, loss: 1.2181, grad_norm: 6.1704 2021-04-01 02:03:55,073 - mmaction - INFO - Epoch [28][780/1760] lr: 1.500e-03, eta: 9:31:32, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6875, top5_acc: 0.8922, loss_cls: 1.1818, loss: 1.1818, grad_norm: 5.9472 2021-04-01 02:04:11,440 - mmaction - INFO - Epoch [28][800/1760] lr: 1.500e-03, eta: 9:31:14, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6828, top5_acc: 0.8859, loss_cls: 1.2500, loss: 1.2500, grad_norm: 6.1644 2021-04-01 02:04:27,831 - mmaction - INFO - Epoch [28][820/1760] lr: 1.500e-03, eta: 9:30:56, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6635, top5_acc: 0.8682, loss_cls: 1.3157, loss: 1.3157, grad_norm: 6.3405 2021-04-01 02:04:44,226 - mmaction - INFO - Epoch [28][840/1760] lr: 1.500e-03, eta: 9:30:38, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6687, top5_acc: 0.8797, loss_cls: 1.2763, loss: 1.2763, grad_norm: 6.1236 2021-04-01 02:05:00,819 - mmaction - INFO - Epoch [28][860/1760] lr: 1.500e-03, eta: 9:30:20, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6740, top5_acc: 0.8807, loss_cls: 1.2542, loss: 1.2542, grad_norm: 6.3353 2021-04-01 02:05:17,158 - mmaction - INFO - Epoch [28][880/1760] lr: 1.500e-03, eta: 9:30:02, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6750, top5_acc: 0.8964, loss_cls: 1.2034, loss: 1.2034, grad_norm: 6.3378 2021-04-01 02:05:33,512 - mmaction - INFO - Epoch [28][900/1760] lr: 1.500e-03, eta: 9:29:44, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6776, top5_acc: 0.8802, loss_cls: 1.2526, loss: 1.2526, grad_norm: 6.1984 2021-04-01 02:05:49,878 - mmaction - INFO - Epoch [28][920/1760] lr: 1.500e-03, eta: 9:29:26, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6776, top5_acc: 0.8917, loss_cls: 1.2241, loss: 1.2241, grad_norm: 6.4339 2021-04-01 02:06:06,293 - mmaction - INFO - Epoch [28][940/1760] lr: 1.500e-03, eta: 9:29:08, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6719, top5_acc: 0.8714, loss_cls: 1.2651, loss: 1.2651, grad_norm: 6.4343 2021-04-01 02:06:22,880 - mmaction - INFO - Epoch [28][960/1760] lr: 1.500e-03, eta: 9:28:50, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6599, top5_acc: 0.8807, loss_cls: 1.2646, loss: 1.2646, grad_norm: 6.3202 2021-04-01 02:06:39,506 - mmaction - INFO - Epoch [28][980/1760] lr: 1.500e-03, eta: 9:28:32, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6813, top5_acc: 0.8953, loss_cls: 1.2012, loss: 1.2012, grad_norm: 6.1383 2021-04-01 02:06:56,149 - mmaction - INFO - Epoch [28][1000/1760] lr: 1.500e-03, eta: 9:28:15, time: 0.833, data_time: 0.001, memory: 10390, top1_acc: 0.6917, top5_acc: 0.8953, loss_cls: 1.1870, loss: 1.1870, grad_norm: 6.2306 2021-04-01 02:07:12,760 - mmaction - INFO - Epoch [28][1020/1760] lr: 1.500e-03, eta: 9:27:57, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6818, top5_acc: 0.8865, loss_cls: 1.2286, loss: 1.2286, grad_norm: 6.2883 2021-04-01 02:07:29,385 - mmaction - INFO - Epoch [28][1040/1760] lr: 1.500e-03, eta: 9:27:39, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.6828, top5_acc: 0.8797, loss_cls: 1.2626, loss: 1.2626, grad_norm: 6.3116 2021-04-01 02:07:45,978 - mmaction - INFO - Epoch [28][1060/1760] lr: 1.500e-03, eta: 9:27:21, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6802, top5_acc: 0.8755, loss_cls: 1.2241, loss: 1.2241, grad_norm: 6.0541 2021-04-01 02:08:02,576 - mmaction - INFO - Epoch [28][1080/1760] lr: 1.500e-03, eta: 9:27:03, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6786, top5_acc: 0.8849, loss_cls: 1.2421, loss: 1.2421, grad_norm: 6.3024 2021-04-01 02:08:19,169 - mmaction - INFO - Epoch [28][1100/1760] lr: 1.500e-03, eta: 9:26:46, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6818, top5_acc: 0.8844, loss_cls: 1.2394, loss: 1.2394, grad_norm: 6.1551 2021-04-01 02:08:35,754 - mmaction - INFO - Epoch [28][1120/1760] lr: 1.500e-03, eta: 9:26:28, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6958, top5_acc: 0.9005, loss_cls: 1.1423, loss: 1.1423, grad_norm: 6.0608 2021-04-01 02:08:52,353 - mmaction - INFO - Epoch [28][1140/1760] lr: 1.500e-03, eta: 9:26:10, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6708, top5_acc: 0.8776, loss_cls: 1.2646, loss: 1.2646, grad_norm: 6.2905 2021-04-01 02:09:09,025 - mmaction - INFO - Epoch [28][1160/1760] lr: 1.500e-03, eta: 9:25:52, time: 0.834, data_time: 0.001, memory: 10390, top1_acc: 0.6823, top5_acc: 0.8885, loss_cls: 1.2168, loss: 1.2168, grad_norm: 6.2559 2021-04-01 02:09:25,634 - mmaction - INFO - Epoch [28][1180/1760] lr: 1.500e-03, eta: 9:25:34, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6844, top5_acc: 0.8771, loss_cls: 1.1985, loss: 1.1985, grad_norm: 6.0882 2021-04-01 02:09:42,242 - mmaction - INFO - Epoch [28][1200/1760] lr: 1.500e-03, eta: 9:25:17, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6781, top5_acc: 0.8714, loss_cls: 1.2320, loss: 1.2320, grad_norm: 6.0585 2021-04-01 02:09:58,868 - mmaction - INFO - Epoch [28][1220/1760] lr: 1.500e-03, eta: 9:24:59, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6906, top5_acc: 0.8938, loss_cls: 1.1762, loss: 1.1762, grad_norm: 6.1677 2021-04-01 02:10:15,467 - mmaction - INFO - Epoch [28][1240/1760] lr: 1.500e-03, eta: 9:24:41, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6859, top5_acc: 0.8990, loss_cls: 1.1800, loss: 1.1800, grad_norm: 6.0837 2021-04-01 02:10:32,084 - mmaction - INFO - Epoch [28][1260/1760] lr: 1.500e-03, eta: 9:24:23, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6844, top5_acc: 0.8896, loss_cls: 1.2251, loss: 1.2251, grad_norm: 6.2960 2021-04-01 02:10:48,670 - mmaction - INFO - Epoch [28][1280/1760] lr: 1.500e-03, eta: 9:24:05, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6729, top5_acc: 0.8792, loss_cls: 1.2423, loss: 1.2423, grad_norm: 6.0809 2021-04-01 02:11:05,284 - mmaction - INFO - Epoch [28][1300/1760] lr: 1.500e-03, eta: 9:23:48, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6729, top5_acc: 0.8859, loss_cls: 1.2275, loss: 1.2275, grad_norm: 6.3733 2021-04-01 02:11:21,857 - mmaction - INFO - Epoch [28][1320/1760] lr: 1.500e-03, eta: 9:23:30, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.6932, top5_acc: 0.8932, loss_cls: 1.1759, loss: 1.1759, grad_norm: 6.1110 2021-04-01 02:11:38,467 - mmaction - INFO - Epoch [28][1340/1760] lr: 1.500e-03, eta: 9:23:12, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6771, top5_acc: 0.8849, loss_cls: 1.2405, loss: 1.2405, grad_norm: 6.1806 2021-04-01 02:11:55,061 - mmaction - INFO - Epoch [28][1360/1760] lr: 1.500e-03, eta: 9:22:54, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6682, top5_acc: 0.8870, loss_cls: 1.2378, loss: 1.2378, grad_norm: 6.3225 2021-04-01 02:12:11,681 - mmaction - INFO - Epoch [28][1380/1760] lr: 1.500e-03, eta: 9:22:36, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6745, top5_acc: 0.8901, loss_cls: 1.2149, loss: 1.2149, grad_norm: 6.3235 2021-04-01 02:12:28,253 - mmaction - INFO - Epoch [28][1400/1760] lr: 1.500e-03, eta: 9:22:19, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.6896, top5_acc: 0.8969, loss_cls: 1.2052, loss: 1.2052, grad_norm: 6.2196 2021-04-01 02:12:44,870 - mmaction - INFO - Epoch [28][1420/1760] lr: 1.500e-03, eta: 9:22:01, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6651, top5_acc: 0.8797, loss_cls: 1.2814, loss: 1.2814, grad_norm: 6.4499 2021-04-01 02:13:01,460 - mmaction - INFO - Epoch [28][1440/1760] lr: 1.500e-03, eta: 9:21:43, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6609, top5_acc: 0.8844, loss_cls: 1.2369, loss: 1.2369, grad_norm: 6.1459 2021-04-01 02:13:18,053 - mmaction - INFO - Epoch [28][1460/1760] lr: 1.500e-03, eta: 9:21:25, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6620, top5_acc: 0.8766, loss_cls: 1.2480, loss: 1.2480, grad_norm: 6.4920 2021-04-01 02:13:34,613 - mmaction - INFO - Epoch [28][1480/1760] lr: 1.500e-03, eta: 9:21:07, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.6943, top5_acc: 0.8891, loss_cls: 1.1734, loss: 1.1734, grad_norm: 6.0830 2021-04-01 02:13:51,205 - mmaction - INFO - Epoch [28][1500/1760] lr: 1.500e-03, eta: 9:20:50, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6755, top5_acc: 0.8922, loss_cls: 1.2168, loss: 1.2168, grad_norm: 6.3003 2021-04-01 02:14:07,850 - mmaction - INFO - Epoch [28][1520/1760] lr: 1.500e-03, eta: 9:20:32, time: 0.833, data_time: 0.001, memory: 10390, top1_acc: 0.6943, top5_acc: 0.8911, loss_cls: 1.1956, loss: 1.1956, grad_norm: 6.1675 2021-04-01 02:14:24,433 - mmaction - INFO - Epoch [28][1540/1760] lr: 1.500e-03, eta: 9:20:14, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6901, top5_acc: 0.8839, loss_cls: 1.2090, loss: 1.2090, grad_norm: 6.2849 2021-04-01 02:14:41,031 - mmaction - INFO - Epoch [28][1560/1760] lr: 1.500e-03, eta: 9:19:56, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6740, top5_acc: 0.8839, loss_cls: 1.2477, loss: 1.2477, grad_norm: 6.3739 2021-04-01 02:14:57,622 - mmaction - INFO - Epoch [28][1580/1760] lr: 1.500e-03, eta: 9:19:38, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6839, top5_acc: 0.8854, loss_cls: 1.2371, loss: 1.2371, grad_norm: 6.2049 2021-04-01 02:15:14,252 - mmaction - INFO - Epoch [28][1600/1760] lr: 1.500e-03, eta: 9:19:21, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.6818, top5_acc: 0.8990, loss_cls: 1.1823, loss: 1.1823, grad_norm: 6.2270 2021-04-01 02:15:30,877 - mmaction - INFO - Epoch [28][1620/1760] lr: 1.500e-03, eta: 9:19:03, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6771, top5_acc: 0.8807, loss_cls: 1.2336, loss: 1.2336, grad_norm: 6.2243 2021-04-01 02:15:47,480 - mmaction - INFO - Epoch [28][1640/1760] lr: 1.500e-03, eta: 9:18:45, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6865, top5_acc: 0.8990, loss_cls: 1.1634, loss: 1.1634, grad_norm: 6.1557 2021-04-01 02:16:04,075 - mmaction - INFO - Epoch [28][1660/1760] lr: 1.500e-03, eta: 9:18:27, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6818, top5_acc: 0.8849, loss_cls: 1.2263, loss: 1.2263, grad_norm: 6.2674 2021-04-01 02:16:20,698 - mmaction - INFO - Epoch [28][1680/1760] lr: 1.500e-03, eta: 9:18:10, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.6667, top5_acc: 0.8865, loss_cls: 1.2545, loss: 1.2545, grad_norm: 6.3844 2021-04-01 02:16:37,326 - mmaction - INFO - Epoch [28][1700/1760] lr: 1.500e-03, eta: 9:17:52, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6828, top5_acc: 0.8922, loss_cls: 1.2431, loss: 1.2431, grad_norm: 6.1969 2021-04-01 02:16:53,918 - mmaction - INFO - Epoch [28][1720/1760] lr: 1.500e-03, eta: 9:17:34, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6766, top5_acc: 0.8823, loss_cls: 1.2345, loss: 1.2345, grad_norm: 6.4355 2021-04-01 02:17:10,518 - mmaction - INFO - Epoch [28][1740/1760] lr: 1.500e-03, eta: 9:17:16, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6750, top5_acc: 0.8875, loss_cls: 1.2091, loss: 1.2091, grad_norm: 6.4085 2021-04-01 02:17:26,857 - mmaction - INFO - Epoch [28][1760/1760] lr: 1.500e-03, eta: 9:16:58, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6446, top5_acc: 0.8761, loss_cls: 1.3350, loss: 1.3350, grad_norm: 6.7394 2021-04-01 02:17:31,933 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-04-01 02:21:49,087 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 02:21:49,600 - mmaction - INFO - top1_acc 0.5931 top5_acc 0.8605 2021-04-01 02:21:49,600 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 02:21:49,721 - mmaction - INFO - mean_acc 0.5285 2021-04-01 02:21:50,577 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. 2021-04-01 02:21:50,578 - mmaction - INFO - Best top1_acc is 0.5931 at 28 epoch. 2021-04-01 02:21:50,608 - mmaction - INFO - Epoch(val) [28][1760] top1_acc: 0.5931, top5_acc: 0.8605, mean_class_accuracy: 0.5285 2021-04-01 02:25:14,856 - mmaction - INFO - Epoch [29][20/1760] lr: 1.500e-03, eta: 9:19:08, time: 10.209, data_time: 9.376, memory: 10390, top1_acc: 0.6870, top5_acc: 0.8875, loss_cls: 1.2086, loss: 1.2086, grad_norm: 6.1062 2021-04-01 02:25:30,954 - mmaction - INFO - Epoch [29][40/1760] lr: 1.500e-03, eta: 9:18:49, time: 0.806, data_time: 0.005, memory: 10390, top1_acc: 0.6964, top5_acc: 0.8938, loss_cls: 1.1529, loss: 1.1529, grad_norm: 6.1644 2021-04-01 02:25:47,068 - mmaction - INFO - Epoch [29][60/1760] lr: 1.500e-03, eta: 9:18:31, time: 0.805, data_time: 0.002, memory: 10390, top1_acc: 0.6828, top5_acc: 0.8917, loss_cls: 1.2176, loss: 1.2176, grad_norm: 6.3299 2021-04-01 02:26:03,198 - mmaction - INFO - Epoch [29][80/1760] lr: 1.500e-03, eta: 9:18:13, time: 0.807, data_time: 0.001, memory: 10390, top1_acc: 0.6807, top5_acc: 0.8917, loss_cls: 1.2082, loss: 1.2082, grad_norm: 6.3333 2021-04-01 02:26:19,357 - mmaction - INFO - Epoch [29][100/1760] lr: 1.500e-03, eta: 9:17:55, time: 0.807, data_time: 0.002, memory: 10390, top1_acc: 0.6911, top5_acc: 0.8917, loss_cls: 1.1996, loss: 1.1996, grad_norm: 6.2214 2021-04-01 02:26:35,631 - mmaction - INFO - Epoch [29][120/1760] lr: 1.500e-03, eta: 9:17:36, time: 0.814, data_time: 0.001, memory: 10390, top1_acc: 0.6896, top5_acc: 0.8865, loss_cls: 1.1993, loss: 1.1993, grad_norm: 6.1889 2021-04-01 02:26:51,885 - mmaction - INFO - Epoch [29][140/1760] lr: 1.500e-03, eta: 9:17:18, time: 0.812, data_time: 0.002, memory: 10390, top1_acc: 0.6844, top5_acc: 0.8865, loss_cls: 1.1992, loss: 1.1992, grad_norm: 6.1850 2021-04-01 02:27:08,203 - mmaction - INFO - Epoch [29][160/1760] lr: 1.500e-03, eta: 9:17:00, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6891, top5_acc: 0.8917, loss_cls: 1.1940, loss: 1.1940, grad_norm: 6.2080 2021-04-01 02:27:24,493 - mmaction - INFO - Epoch [29][180/1760] lr: 1.500e-03, eta: 9:16:42, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.6932, top5_acc: 0.8969, loss_cls: 1.1805, loss: 1.1805, grad_norm: 6.1112 2021-04-01 02:27:40,824 - mmaction - INFO - Epoch [29][200/1760] lr: 1.500e-03, eta: 9:16:24, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6760, top5_acc: 0.8901, loss_cls: 1.2048, loss: 1.2048, grad_norm: 6.2299 2021-04-01 02:27:57,194 - mmaction - INFO - Epoch [29][220/1760] lr: 1.500e-03, eta: 9:16:06, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6771, top5_acc: 0.8797, loss_cls: 1.2277, loss: 1.2277, grad_norm: 6.2492 2021-04-01 02:28:13,583 - mmaction - INFO - Epoch [29][240/1760] lr: 1.500e-03, eta: 9:15:48, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6875, top5_acc: 0.8906, loss_cls: 1.1934, loss: 1.1934, grad_norm: 6.3503 2021-04-01 02:28:29,946 - mmaction - INFO - Epoch [29][260/1760] lr: 1.500e-03, eta: 9:15:30, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6729, top5_acc: 0.8943, loss_cls: 1.1780, loss: 1.1780, grad_norm: 6.2827 2021-04-01 02:28:46,278 - mmaction - INFO - Epoch [29][280/1760] lr: 1.500e-03, eta: 9:15:11, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6854, top5_acc: 0.8849, loss_cls: 1.2028, loss: 1.2028, grad_norm: 6.3837 2021-04-01 02:29:02,613 - mmaction - INFO - Epoch [29][300/1760] lr: 1.500e-03, eta: 9:14:53, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6635, top5_acc: 0.9005, loss_cls: 1.2320, loss: 1.2320, grad_norm: 6.6004 2021-04-01 02:29:18,961 - mmaction - INFO - Epoch [29][320/1760] lr: 1.500e-03, eta: 9:14:35, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6937, top5_acc: 0.8943, loss_cls: 1.2023, loss: 1.2023, grad_norm: 6.3379 2021-04-01 02:29:35,375 - mmaction - INFO - Epoch [29][340/1760] lr: 1.500e-03, eta: 9:14:17, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6641, top5_acc: 0.8880, loss_cls: 1.2628, loss: 1.2628, grad_norm: 6.5149 2021-04-01 02:29:51,708 - mmaction - INFO - Epoch [29][360/1760] lr: 1.500e-03, eta: 9:13:59, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6870, top5_acc: 0.8922, loss_cls: 1.2018, loss: 1.2018, grad_norm: 6.1842 2021-04-01 02:30:08,132 - mmaction - INFO - Epoch [29][380/1760] lr: 1.500e-03, eta: 9:13:41, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.6927, top5_acc: 0.8969, loss_cls: 1.1733, loss: 1.1733, grad_norm: 6.3844 2021-04-01 02:30:24,524 - mmaction - INFO - Epoch [29][400/1760] lr: 1.500e-03, eta: 9:13:23, time: 0.820, data_time: 0.000, memory: 10390, top1_acc: 0.6745, top5_acc: 0.8719, loss_cls: 1.2460, loss: 1.2460, grad_norm: 6.4299 2021-04-01 02:30:40,880 - mmaction - INFO - Epoch [29][420/1760] lr: 1.500e-03, eta: 9:13:05, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6740, top5_acc: 0.8896, loss_cls: 1.2088, loss: 1.2088, grad_norm: 6.4984 2021-04-01 02:30:57,213 - mmaction - INFO - Epoch [29][440/1760] lr: 1.500e-03, eta: 9:12:47, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6859, top5_acc: 0.8943, loss_cls: 1.1800, loss: 1.1800, grad_norm: 6.4562 2021-04-01 02:31:13,622 - mmaction - INFO - Epoch [29][460/1760] lr: 1.500e-03, eta: 9:12:29, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6943, top5_acc: 0.8974, loss_cls: 1.1687, loss: 1.1687, grad_norm: 6.2138 2021-04-01 02:31:29,953 - mmaction - INFO - Epoch [29][480/1760] lr: 1.500e-03, eta: 9:12:11, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6885, top5_acc: 0.8932, loss_cls: 1.1912, loss: 1.1912, grad_norm: 6.3038 2021-04-01 02:31:46,394 - mmaction - INFO - Epoch [29][500/1760] lr: 1.500e-03, eta: 9:11:53, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.7031, top5_acc: 0.8953, loss_cls: 1.1510, loss: 1.1510, grad_norm: 6.2242 2021-04-01 02:32:02,799 - mmaction - INFO - Epoch [29][520/1760] lr: 1.500e-03, eta: 9:11:35, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.6807, top5_acc: 0.8943, loss_cls: 1.1997, loss: 1.1997, grad_norm: 6.0732 2021-04-01 02:32:19,159 - mmaction - INFO - Epoch [29][540/1760] lr: 1.500e-03, eta: 9:11:17, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6802, top5_acc: 0.8896, loss_cls: 1.2162, loss: 1.2162, grad_norm: 6.5784 2021-04-01 02:32:35,593 - mmaction - INFO - Epoch [29][560/1760] lr: 1.500e-03, eta: 9:10:59, time: 0.822, data_time: 0.001, memory: 10390, top1_acc: 0.6750, top5_acc: 0.8870, loss_cls: 1.2346, loss: 1.2346, grad_norm: 6.4032 2021-04-01 02:32:51,931 - mmaction - INFO - Epoch [29][580/1760] lr: 1.500e-03, eta: 9:10:41, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6740, top5_acc: 0.8859, loss_cls: 1.1931, loss: 1.1931, grad_norm: 6.2840 2021-04-01 02:33:08,291 - mmaction - INFO - Epoch [29][600/1760] lr: 1.500e-03, eta: 9:10:22, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6891, top5_acc: 0.8922, loss_cls: 1.1792, loss: 1.1792, grad_norm: 6.3020 2021-04-01 02:33:24,743 - mmaction - INFO - Epoch [29][620/1760] lr: 1.500e-03, eta: 9:10:04, time: 0.823, data_time: 0.002, memory: 10390, top1_acc: 0.6734, top5_acc: 0.8812, loss_cls: 1.2213, loss: 1.2213, grad_norm: 6.3152 2021-04-01 02:33:41,095 - mmaction - INFO - Epoch [29][640/1760] lr: 1.500e-03, eta: 9:09:46, time: 0.817, data_time: 0.000, memory: 10390, top1_acc: 0.6797, top5_acc: 0.8943, loss_cls: 1.2098, loss: 1.2098, grad_norm: 6.4485 2021-04-01 02:33:57,478 - mmaction - INFO - Epoch [29][660/1760] lr: 1.500e-03, eta: 9:09:28, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6708, top5_acc: 0.8859, loss_cls: 1.2371, loss: 1.2371, grad_norm: 6.4393 2021-04-01 02:34:13,835 - mmaction - INFO - Epoch [29][680/1760] lr: 1.500e-03, eta: 9:09:10, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6828, top5_acc: 0.8901, loss_cls: 1.2008, loss: 1.2008, grad_norm: 6.4768 2021-04-01 02:34:30,230 - mmaction - INFO - Epoch [29][700/1760] lr: 1.500e-03, eta: 9:08:52, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6740, top5_acc: 0.8823, loss_cls: 1.2292, loss: 1.2292, grad_norm: 6.4132 2021-04-01 02:34:46,598 - mmaction - INFO - Epoch [29][720/1760] lr: 1.500e-03, eta: 9:08:34, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6979, top5_acc: 0.8932, loss_cls: 1.1523, loss: 1.1523, grad_norm: 6.2099 2021-04-01 02:35:03,001 - mmaction - INFO - Epoch [29][740/1760] lr: 1.500e-03, eta: 9:08:16, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6891, top5_acc: 0.8938, loss_cls: 1.1857, loss: 1.1857, grad_norm: 6.4212 2021-04-01 02:35:19,403 - mmaction - INFO - Epoch [29][760/1760] lr: 1.500e-03, eta: 9:07:58, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.6771, top5_acc: 0.8828, loss_cls: 1.2194, loss: 1.2194, grad_norm: 6.3770 2021-04-01 02:35:35,803 - mmaction - INFO - Epoch [29][780/1760] lr: 1.500e-03, eta: 9:07:40, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6760, top5_acc: 0.8786, loss_cls: 1.2228, loss: 1.2228, grad_norm: 6.4390 2021-04-01 02:35:52,148 - mmaction - INFO - Epoch [29][800/1760] lr: 1.500e-03, eta: 9:07:22, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6771, top5_acc: 0.8932, loss_cls: 1.2054, loss: 1.2054, grad_norm: 6.3885 2021-04-01 02:36:08,600 - mmaction - INFO - Epoch [29][820/1760] lr: 1.500e-03, eta: 9:07:04, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.6672, top5_acc: 0.8755, loss_cls: 1.2630, loss: 1.2630, grad_norm: 6.4413 2021-04-01 02:36:24,915 - mmaction - INFO - Epoch [29][840/1760] lr: 1.500e-03, eta: 9:06:46, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6979, top5_acc: 0.8938, loss_cls: 1.1582, loss: 1.1582, grad_norm: 6.2122 2021-04-01 02:36:41,370 - mmaction - INFO - Epoch [29][860/1760] lr: 1.500e-03, eta: 9:06:28, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.6844, top5_acc: 0.8797, loss_cls: 1.2047, loss: 1.2047, grad_norm: 6.1709 2021-04-01 02:36:57,703 - mmaction - INFO - Epoch [29][880/1760] lr: 1.500e-03, eta: 9:06:10, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6760, top5_acc: 0.8818, loss_cls: 1.2465, loss: 1.2465, grad_norm: 6.3690 2021-04-01 02:37:14,085 - mmaction - INFO - Epoch [29][900/1760] lr: 1.500e-03, eta: 9:05:52, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6901, top5_acc: 0.9187, loss_cls: 1.1347, loss: 1.1347, grad_norm: 6.4114 2021-04-01 02:37:30,436 - mmaction - INFO - Epoch [29][920/1760] lr: 1.500e-03, eta: 9:05:34, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6818, top5_acc: 0.8859, loss_cls: 1.2451, loss: 1.2451, grad_norm: 6.6591 2021-04-01 02:37:46,833 - mmaction - INFO - Epoch [29][940/1760] lr: 1.500e-03, eta: 9:05:16, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7010, top5_acc: 0.8984, loss_cls: 1.1514, loss: 1.1514, grad_norm: 6.1718 2021-04-01 02:38:03,189 - mmaction - INFO - Epoch [29][960/1760] lr: 1.500e-03, eta: 9:04:58, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6589, top5_acc: 0.8688, loss_cls: 1.2710, loss: 1.2710, grad_norm: 6.5831 2021-04-01 02:38:19,603 - mmaction - INFO - Epoch [29][980/1760] lr: 1.500e-03, eta: 9:04:40, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6979, top5_acc: 0.8984, loss_cls: 1.1292, loss: 1.1292, grad_norm: 6.3664 2021-04-01 02:38:35,976 - mmaction - INFO - Epoch [29][1000/1760] lr: 1.500e-03, eta: 9:04:22, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6771, top5_acc: 0.8911, loss_cls: 1.2090, loss: 1.2090, grad_norm: 6.6548 2021-04-01 02:38:52,478 - mmaction - INFO - Epoch [29][1020/1760] lr: 1.500e-03, eta: 9:04:04, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.6750, top5_acc: 0.8875, loss_cls: 1.2593, loss: 1.2593, grad_norm: 6.6572 2021-04-01 02:39:09,083 - mmaction - INFO - Epoch [29][1040/1760] lr: 1.500e-03, eta: 9:03:46, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6948, top5_acc: 0.8948, loss_cls: 1.1535, loss: 1.1535, grad_norm: 6.3811 2021-04-01 02:39:25,714 - mmaction - INFO - Epoch [29][1060/1760] lr: 1.500e-03, eta: 9:03:28, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7010, top5_acc: 0.8953, loss_cls: 1.1567, loss: 1.1567, grad_norm: 6.2762 2021-04-01 02:39:42,294 - mmaction - INFO - Epoch [29][1080/1760] lr: 1.500e-03, eta: 9:03:10, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.6943, top5_acc: 0.8943, loss_cls: 1.1697, loss: 1.1697, grad_norm: 6.3222 2021-04-01 02:39:58,903 - mmaction - INFO - Epoch [29][1100/1760] lr: 1.500e-03, eta: 9:02:52, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6833, top5_acc: 0.8953, loss_cls: 1.1766, loss: 1.1766, grad_norm: 6.2999 2021-04-01 02:40:15,488 - mmaction - INFO - Epoch [29][1120/1760] lr: 1.500e-03, eta: 9:02:35, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6839, top5_acc: 0.8880, loss_cls: 1.2056, loss: 1.2056, grad_norm: 6.3429 2021-04-01 02:40:32,064 - mmaction - INFO - Epoch [29][1140/1760] lr: 1.500e-03, eta: 9:02:17, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.6911, top5_acc: 0.8958, loss_cls: 1.1736, loss: 1.1736, grad_norm: 6.3175 2021-04-01 02:40:48,697 - mmaction - INFO - Epoch [29][1160/1760] lr: 1.500e-03, eta: 9:01:59, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.6828, top5_acc: 0.8990, loss_cls: 1.1744, loss: 1.1744, grad_norm: 6.4650 2021-04-01 02:41:05,320 - mmaction - INFO - Epoch [29][1180/1760] lr: 1.500e-03, eta: 9:01:41, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6729, top5_acc: 0.8865, loss_cls: 1.2490, loss: 1.2490, grad_norm: 6.6987 2021-04-01 02:41:21,918 - mmaction - INFO - Epoch [29][1200/1760] lr: 1.500e-03, eta: 9:01:23, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6714, top5_acc: 0.8844, loss_cls: 1.2507, loss: 1.2507, grad_norm: 6.6940 2021-04-01 02:41:38,510 - mmaction - INFO - Epoch [29][1220/1760] lr: 1.500e-03, eta: 9:01:05, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6682, top5_acc: 0.8714, loss_cls: 1.2550, loss: 1.2550, grad_norm: 6.4540 2021-04-01 02:41:55,112 - mmaction - INFO - Epoch [29][1240/1760] lr: 1.500e-03, eta: 9:00:48, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6917, top5_acc: 0.8948, loss_cls: 1.2261, loss: 1.2261, grad_norm: 6.4930 2021-04-01 02:42:11,710 - mmaction - INFO - Epoch [29][1260/1760] lr: 1.500e-03, eta: 9:00:30, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6802, top5_acc: 0.9000, loss_cls: 1.1731, loss: 1.1731, grad_norm: 6.3653 2021-04-01 02:42:28,328 - mmaction - INFO - Epoch [29][1280/1760] lr: 1.500e-03, eta: 9:00:12, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6833, top5_acc: 0.8932, loss_cls: 1.1900, loss: 1.1900, grad_norm: 6.2817 2021-04-01 02:42:44,943 - mmaction - INFO - Epoch [29][1300/1760] lr: 1.500e-03, eta: 8:59:54, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6823, top5_acc: 0.8875, loss_cls: 1.2107, loss: 1.2107, grad_norm: 6.5219 2021-04-01 02:43:01,544 - mmaction - INFO - Epoch [29][1320/1760] lr: 1.500e-03, eta: 8:59:36, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6901, top5_acc: 0.8896, loss_cls: 1.1988, loss: 1.1988, grad_norm: 6.3008 2021-04-01 02:43:18,140 - mmaction - INFO - Epoch [29][1340/1760] lr: 1.500e-03, eta: 8:59:18, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6990, top5_acc: 0.8875, loss_cls: 1.1750, loss: 1.1750, grad_norm: 6.2891 2021-04-01 02:43:34,766 - mmaction - INFO - Epoch [29][1360/1760] lr: 1.500e-03, eta: 8:59:01, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.6760, top5_acc: 0.8693, loss_cls: 1.2848, loss: 1.2848, grad_norm: 6.5775 2021-04-01 02:43:51,353 - mmaction - INFO - Epoch [29][1380/1760] lr: 1.500e-03, eta: 8:58:43, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6672, top5_acc: 0.8818, loss_cls: 1.2475, loss: 1.2475, grad_norm: 6.5575 2021-04-01 02:44:07,936 - mmaction - INFO - Epoch [29][1400/1760] lr: 1.500e-03, eta: 8:58:25, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6906, top5_acc: 0.8958, loss_cls: 1.1808, loss: 1.1808, grad_norm: 6.5009 2021-04-01 02:44:24,549 - mmaction - INFO - Epoch [29][1420/1760] lr: 1.500e-03, eta: 8:58:07, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6740, top5_acc: 0.8771, loss_cls: 1.2437, loss: 1.2437, grad_norm: 6.5197 2021-04-01 02:44:41,188 - mmaction - INFO - Epoch [29][1440/1760] lr: 1.500e-03, eta: 8:57:49, time: 0.833, data_time: 0.001, memory: 10390, top1_acc: 0.6708, top5_acc: 0.8833, loss_cls: 1.2247, loss: 1.2247, grad_norm: 6.5916 2021-04-01 02:44:57,790 - mmaction - INFO - Epoch [29][1460/1760] lr: 1.500e-03, eta: 8:57:31, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6771, top5_acc: 0.8807, loss_cls: 1.2402, loss: 1.2402, grad_norm: 6.5804 2021-04-01 02:45:14,385 - mmaction - INFO - Epoch [29][1480/1760] lr: 1.500e-03, eta: 8:57:14, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6797, top5_acc: 0.8927, loss_cls: 1.2097, loss: 1.2097, grad_norm: 6.3962 2021-04-01 02:45:30,982 - mmaction - INFO - Epoch [29][1500/1760] lr: 1.500e-03, eta: 8:56:56, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6818, top5_acc: 0.8828, loss_cls: 1.2401, loss: 1.2401, grad_norm: 6.3753 2021-04-01 02:45:47,543 - mmaction - INFO - Epoch [29][1520/1760] lr: 1.500e-03, eta: 8:56:38, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6953, top5_acc: 0.8901, loss_cls: 1.1711, loss: 1.1711, grad_norm: 6.3276 2021-04-01 02:46:04,128 - mmaction - INFO - Epoch [29][1540/1760] lr: 1.500e-03, eta: 8:56:20, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6875, top5_acc: 0.8859, loss_cls: 1.2213, loss: 1.2213, grad_norm: 6.3863 2021-04-01 02:46:20,740 - mmaction - INFO - Epoch [29][1560/1760] lr: 1.500e-03, eta: 8:56:02, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6891, top5_acc: 0.8917, loss_cls: 1.1754, loss: 1.1754, grad_norm: 6.4331 2021-04-01 02:46:37,339 - mmaction - INFO - Epoch [29][1580/1760] lr: 1.500e-03, eta: 8:55:44, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6708, top5_acc: 0.8891, loss_cls: 1.2134, loss: 1.2134, grad_norm: 6.4882 2021-04-01 02:46:53,945 - mmaction - INFO - Epoch [29][1600/1760] lr: 1.500e-03, eta: 8:55:27, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6823, top5_acc: 0.8776, loss_cls: 1.2481, loss: 1.2481, grad_norm: 6.4916 2021-04-01 02:47:10,555 - mmaction - INFO - Epoch [29][1620/1760] lr: 1.500e-03, eta: 8:55:09, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6875, top5_acc: 0.8844, loss_cls: 1.2005, loss: 1.2005, grad_norm: 6.5060 2021-04-01 02:47:27,152 - mmaction - INFO - Epoch [29][1640/1760] lr: 1.500e-03, eta: 8:54:51, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6880, top5_acc: 0.8740, loss_cls: 1.2371, loss: 1.2371, grad_norm: 6.3480 2021-04-01 02:47:43,757 - mmaction - INFO - Epoch [29][1660/1760] lr: 1.500e-03, eta: 8:54:33, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6776, top5_acc: 0.8823, loss_cls: 1.2322, loss: 1.2322, grad_norm: 6.5540 2021-04-01 02:48:00,367 - mmaction - INFO - Epoch [29][1680/1760] lr: 1.500e-03, eta: 8:54:15, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6823, top5_acc: 0.8839, loss_cls: 1.2012, loss: 1.2012, grad_norm: 6.4861 2021-04-01 02:48:16,965 - mmaction - INFO - Epoch [29][1700/1760] lr: 1.500e-03, eta: 8:53:57, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6875, top5_acc: 0.8906, loss_cls: 1.1760, loss: 1.1760, grad_norm: 6.4787 2021-04-01 02:48:33,574 - mmaction - INFO - Epoch [29][1720/1760] lr: 1.500e-03, eta: 8:53:40, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6667, top5_acc: 0.8906, loss_cls: 1.2309, loss: 1.2309, grad_norm: 6.6154 2021-04-01 02:48:50,165 - mmaction - INFO - Epoch [29][1740/1760] lr: 1.500e-03, eta: 8:53:22, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6755, top5_acc: 0.8802, loss_cls: 1.2557, loss: 1.2557, grad_norm: 6.5977 2021-04-01 02:49:06,496 - mmaction - INFO - Epoch [29][1760/1760] lr: 1.500e-03, eta: 8:53:04, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6769, top5_acc: 0.8840, loss_cls: 1.2327, loss: 1.2327, grad_norm: 6.4543 2021-04-01 02:49:12,132 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-04-01 02:50:18,945 - mmaction - INFO - Epoch [30][20/1760] lr: 1.500e-03, eta: 8:53:21, time: 3.259, data_time: 2.410, memory: 10390, top1_acc: 0.7042, top5_acc: 0.8964, loss_cls: 1.1302, loss: 1.1302, grad_norm: 6.0930 2021-04-01 02:50:35,222 - mmaction - INFO - Epoch [30][40/1760] lr: 1.500e-03, eta: 8:53:03, time: 0.814, data_time: 0.005, memory: 10390, top1_acc: 0.6781, top5_acc: 0.8865, loss_cls: 1.2086, loss: 1.2086, grad_norm: 6.4496 2021-04-01 02:50:51,620 - mmaction - INFO - Epoch [30][60/1760] lr: 1.500e-03, eta: 8:52:45, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6906, top5_acc: 0.8823, loss_cls: 1.2250, loss: 1.2250, grad_norm: 6.4618 2021-04-01 02:51:08,010 - mmaction - INFO - Epoch [30][80/1760] lr: 1.500e-03, eta: 8:52:27, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1357, loss: 1.1357, grad_norm: 6.3579 2021-04-01 02:51:24,488 - mmaction - INFO - Epoch [30][100/1760] lr: 1.500e-03, eta: 8:52:09, time: 0.823, data_time: 0.002, memory: 10390, top1_acc: 0.6828, top5_acc: 0.8943, loss_cls: 1.2113, loss: 1.2113, grad_norm: 6.5700 2021-04-01 02:51:41,036 - mmaction - INFO - Epoch [30][120/1760] lr: 1.500e-03, eta: 8:51:51, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7021, top5_acc: 0.8974, loss_cls: 1.1507, loss: 1.1507, grad_norm: 6.4137 2021-04-01 02:51:57,532 - mmaction - INFO - Epoch [30][140/1760] lr: 1.500e-03, eta: 8:51:33, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.6620, top5_acc: 0.8781, loss_cls: 1.2504, loss: 1.2504, grad_norm: 6.5946 2021-04-01 02:52:14,057 - mmaction - INFO - Epoch [30][160/1760] lr: 1.500e-03, eta: 8:51:15, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7042, top5_acc: 0.8958, loss_cls: 1.1630, loss: 1.1630, grad_norm: 6.2645 2021-04-01 02:52:30,561 - mmaction - INFO - Epoch [30][180/1760] lr: 1.500e-03, eta: 8:50:57, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7083, top5_acc: 0.9099, loss_cls: 1.0798, loss: 1.0798, grad_norm: 6.3643 2021-04-01 02:52:47,080 - mmaction - INFO - Epoch [30][200/1760] lr: 1.500e-03, eta: 8:50:40, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7057, top5_acc: 0.9047, loss_cls: 1.1219, loss: 1.1219, grad_norm: 6.4983 2021-04-01 02:53:03,589 - mmaction - INFO - Epoch [30][220/1760] lr: 1.500e-03, eta: 8:50:22, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7005, top5_acc: 0.8974, loss_cls: 1.1704, loss: 1.1704, grad_norm: 6.3365 2021-04-01 02:53:20,075 - mmaction - INFO - Epoch [30][240/1760] lr: 1.500e-03, eta: 8:50:04, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.6974, top5_acc: 0.9010, loss_cls: 1.1530, loss: 1.1530, grad_norm: 6.3113 2021-04-01 02:53:36,582 - mmaction - INFO - Epoch [30][260/1760] lr: 1.500e-03, eta: 8:49:46, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.6885, top5_acc: 0.8885, loss_cls: 1.1914, loss: 1.1914, grad_norm: 6.5214 2021-04-01 02:53:53,058 - mmaction - INFO - Epoch [30][280/1760] lr: 1.500e-03, eta: 8:49:28, time: 0.824, data_time: 0.001, memory: 10390, top1_acc: 0.6953, top5_acc: 0.8948, loss_cls: 1.1488, loss: 1.1488, grad_norm: 6.3930 2021-04-01 02:54:09,563 - mmaction - INFO - Epoch [30][300/1760] lr: 1.500e-03, eta: 8:49:10, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.6802, top5_acc: 0.8828, loss_cls: 1.2243, loss: 1.2243, grad_norm: 6.6107 2021-04-01 02:54:26,060 - mmaction - INFO - Epoch [30][320/1760] lr: 1.500e-03, eta: 8:48:52, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.6896, top5_acc: 0.8927, loss_cls: 1.1545, loss: 1.1545, grad_norm: 6.5334 2021-04-01 02:54:42,561 - mmaction - INFO - Epoch [30][340/1760] lr: 1.500e-03, eta: 8:48:34, time: 0.824, data_time: 0.001, memory: 10390, top1_acc: 0.6969, top5_acc: 0.8969, loss_cls: 1.1754, loss: 1.1754, grad_norm: 6.5350 2021-04-01 02:54:59,058 - mmaction - INFO - Epoch [30][360/1760] lr: 1.500e-03, eta: 8:48:16, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.6927, top5_acc: 0.8964, loss_cls: 1.1375, loss: 1.1375, grad_norm: 6.4524 2021-04-01 02:55:15,557 - mmaction - INFO - Epoch [30][380/1760] lr: 1.500e-03, eta: 8:47:58, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.6771, top5_acc: 0.8844, loss_cls: 1.2165, loss: 1.2165, grad_norm: 6.5283 2021-04-01 02:55:32,099 - mmaction - INFO - Epoch [30][400/1760] lr: 1.500e-03, eta: 8:47:40, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.6984, top5_acc: 0.8833, loss_cls: 1.1554, loss: 1.1554, grad_norm: 6.3800 2021-04-01 02:55:48,606 - mmaction - INFO - Epoch [30][420/1760] lr: 1.500e-03, eta: 8:47:23, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.6917, top5_acc: 0.8979, loss_cls: 1.1602, loss: 1.1602, grad_norm: 6.3783 2021-04-01 02:56:05,096 - mmaction - INFO - Epoch [30][440/1760] lr: 1.500e-03, eta: 8:47:05, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.6917, top5_acc: 0.8885, loss_cls: 1.1631, loss: 1.1631, grad_norm: 6.4416 2021-04-01 02:56:21,625 - mmaction - INFO - Epoch [30][460/1760] lr: 1.500e-03, eta: 8:46:47, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.6885, top5_acc: 0.8984, loss_cls: 1.1634, loss: 1.1634, grad_norm: 6.5198 2021-04-01 02:56:38,110 - mmaction - INFO - Epoch [30][480/1760] lr: 1.500e-03, eta: 8:46:29, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.6870, top5_acc: 0.8911, loss_cls: 1.1747, loss: 1.1747, grad_norm: 6.5086 2021-04-01 02:56:54,621 - mmaction - INFO - Epoch [30][500/1760] lr: 1.500e-03, eta: 8:46:11, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.6813, top5_acc: 0.8781, loss_cls: 1.2409, loss: 1.2409, grad_norm: 6.7493 2021-04-01 02:57:11,128 - mmaction - INFO - Epoch [30][520/1760] lr: 1.500e-03, eta: 8:45:53, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7026, top5_acc: 0.8938, loss_cls: 1.1464, loss: 1.1464, grad_norm: 6.2894 2021-04-01 02:57:27,643 - mmaction - INFO - Epoch [30][540/1760] lr: 1.500e-03, eta: 8:45:35, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.6932, top5_acc: 0.9042, loss_cls: 1.1324, loss: 1.1324, grad_norm: 6.5178 2021-04-01 02:57:44,159 - mmaction - INFO - Epoch [30][560/1760] lr: 1.500e-03, eta: 8:45:17, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.6802, top5_acc: 0.8896, loss_cls: 1.1934, loss: 1.1934, grad_norm: 6.5539 2021-04-01 02:58:00,675 - mmaction - INFO - Epoch [30][580/1760] lr: 1.500e-03, eta: 8:44:59, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.6964, top5_acc: 0.8979, loss_cls: 1.1449, loss: 1.1449, grad_norm: 6.5627 2021-04-01 02:58:17,154 - mmaction - INFO - Epoch [30][600/1760] lr: 1.500e-03, eta: 8:44:42, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.6818, top5_acc: 0.8844, loss_cls: 1.2052, loss: 1.2052, grad_norm: 6.5843 2021-04-01 02:58:33,653 - mmaction - INFO - Epoch [30][620/1760] lr: 1.500e-03, eta: 8:44:24, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.6937, top5_acc: 0.8969, loss_cls: 1.1442, loss: 1.1442, grad_norm: 6.6131 2021-04-01 02:58:50,186 - mmaction - INFO - Epoch [30][640/1760] lr: 1.500e-03, eta: 8:44:06, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.6760, top5_acc: 0.8917, loss_cls: 1.2092, loss: 1.2092, grad_norm: 6.8259 2021-04-01 02:59:06,736 - mmaction - INFO - Epoch [30][660/1760] lr: 1.500e-03, eta: 8:43:48, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.6740, top5_acc: 0.8911, loss_cls: 1.2324, loss: 1.2324, grad_norm: 6.7336 2021-04-01 02:59:23,245 - mmaction - INFO - Epoch [30][680/1760] lr: 1.500e-03, eta: 8:43:30, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.6885, top5_acc: 0.8922, loss_cls: 1.1957, loss: 1.1957, grad_norm: 6.4271 2021-04-01 02:59:39,776 - mmaction - INFO - Epoch [30][700/1760] lr: 1.500e-03, eta: 8:43:12, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.6755, top5_acc: 0.8875, loss_cls: 1.2203, loss: 1.2203, grad_norm: 6.7554 2021-04-01 02:59:56,312 - mmaction - INFO - Epoch [30][720/1760] lr: 1.500e-03, eta: 8:42:54, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.6823, top5_acc: 0.8922, loss_cls: 1.1796, loss: 1.1796, grad_norm: 6.5720 2021-04-01 03:00:12,835 - mmaction - INFO - Epoch [30][740/1760] lr: 1.500e-03, eta: 8:42:36, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.6844, top5_acc: 0.8906, loss_cls: 1.2289, loss: 1.2289, grad_norm: 6.7779 2021-04-01 03:00:29,344 - mmaction - INFO - Epoch [30][760/1760] lr: 1.500e-03, eta: 8:42:19, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.6948, top5_acc: 0.8917, loss_cls: 1.2069, loss: 1.2069, grad_norm: 6.6296 2021-04-01 03:00:45,865 - mmaction - INFO - Epoch [30][780/1760] lr: 1.500e-03, eta: 8:42:01, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.6792, top5_acc: 0.8807, loss_cls: 1.2391, loss: 1.2391, grad_norm: 6.7464 2021-04-01 03:01:02,344 - mmaction - INFO - Epoch [30][800/1760] lr: 1.500e-03, eta: 8:41:43, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.7010, top5_acc: 0.8823, loss_cls: 1.1980, loss: 1.1980, grad_norm: 6.4946 2021-04-01 03:01:18,849 - mmaction - INFO - Epoch [30][820/1760] lr: 1.500e-03, eta: 8:41:25, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.6781, top5_acc: 0.8891, loss_cls: 1.2161, loss: 1.2161, grad_norm: 6.7120 2021-04-01 03:01:35,336 - mmaction - INFO - Epoch [30][840/1760] lr: 1.500e-03, eta: 8:41:07, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.6786, top5_acc: 0.8870, loss_cls: 1.2614, loss: 1.2614, grad_norm: 6.7255 2021-04-01 03:01:51,902 - mmaction - INFO - Epoch [30][860/1760] lr: 1.500e-03, eta: 8:40:49, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.6823, top5_acc: 0.8927, loss_cls: 1.1942, loss: 1.1942, grad_norm: 6.5798 2021-04-01 03:02:08,386 - mmaction - INFO - Epoch [30][880/1760] lr: 1.500e-03, eta: 8:40:31, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.6896, top5_acc: 0.8839, loss_cls: 1.1889, loss: 1.1889, grad_norm: 6.5541 2021-04-01 03:02:24,888 - mmaction - INFO - Epoch [30][900/1760] lr: 1.500e-03, eta: 8:40:13, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.6797, top5_acc: 0.8906, loss_cls: 1.2100, loss: 1.2100, grad_norm: 6.5668 2021-04-01 03:02:41,410 - mmaction - INFO - Epoch [30][920/1760] lr: 1.500e-03, eta: 8:39:56, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.6854, top5_acc: 0.9036, loss_cls: 1.1387, loss: 1.1387, grad_norm: 6.2957 2021-04-01 03:02:57,939 - mmaction - INFO - Epoch [30][940/1760] lr: 1.500e-03, eta: 8:39:38, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.6969, top5_acc: 0.8901, loss_cls: 1.1617, loss: 1.1617, grad_norm: 6.3536 2021-04-01 03:03:14,453 - mmaction - INFO - Epoch [30][960/1760] lr: 1.500e-03, eta: 8:39:20, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.6911, top5_acc: 0.8958, loss_cls: 1.1741, loss: 1.1741, grad_norm: 6.4689 2021-04-01 03:03:30,961 - mmaction - INFO - Epoch [30][980/1760] lr: 1.500e-03, eta: 8:39:02, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.6870, top5_acc: 0.8906, loss_cls: 1.1895, loss: 1.1895, grad_norm: 6.7065 2021-04-01 03:03:47,472 - mmaction - INFO - Epoch [30][1000/1760] lr: 1.500e-03, eta: 8:38:44, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.6792, top5_acc: 0.8745, loss_cls: 1.2337, loss: 1.2337, grad_norm: 6.7100 2021-04-01 03:04:03,973 - mmaction - INFO - Epoch [30][1020/1760] lr: 1.500e-03, eta: 8:38:26, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.6781, top5_acc: 0.8833, loss_cls: 1.2048, loss: 1.2048, grad_norm: 6.6376 2021-04-01 03:04:20,485 - mmaction - INFO - Epoch [30][1040/1760] lr: 1.500e-03, eta: 8:38:08, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.6891, top5_acc: 0.8964, loss_cls: 1.1557, loss: 1.1557, grad_norm: 6.4264 2021-04-01 03:04:36,991 - mmaction - INFO - Epoch [30][1060/1760] lr: 1.500e-03, eta: 8:37:51, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.6734, top5_acc: 0.8880, loss_cls: 1.2210, loss: 1.2210, grad_norm: 6.7394 2021-04-01 03:04:53,485 - mmaction - INFO - Epoch [30][1080/1760] lr: 1.500e-03, eta: 8:37:33, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.6714, top5_acc: 0.8875, loss_cls: 1.2254, loss: 1.2254, grad_norm: 6.5764 2021-04-01 03:05:10,020 - mmaction - INFO - Epoch [30][1100/1760] lr: 1.500e-03, eta: 8:37:15, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.6854, top5_acc: 0.8849, loss_cls: 1.2132, loss: 1.2132, grad_norm: 6.6193 2021-04-01 03:05:26,530 - mmaction - INFO - Epoch [30][1120/1760] lr: 1.500e-03, eta: 8:36:57, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.6828, top5_acc: 0.8948, loss_cls: 1.1834, loss: 1.1834, grad_norm: 6.6325 2021-04-01 03:05:43,051 - mmaction - INFO - Epoch [30][1140/1760] lr: 1.500e-03, eta: 8:36:39, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.6568, top5_acc: 0.8844, loss_cls: 1.2508, loss: 1.2508, grad_norm: 6.9532 2021-04-01 03:05:59,595 - mmaction - INFO - Epoch [30][1160/1760] lr: 1.500e-03, eta: 8:36:21, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.6781, top5_acc: 0.8870, loss_cls: 1.2180, loss: 1.2180, grad_norm: 6.7270 2021-04-01 03:06:16,116 - mmaction - INFO - Epoch [30][1180/1760] lr: 1.500e-03, eta: 8:36:03, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.6802, top5_acc: 0.8932, loss_cls: 1.2160, loss: 1.2160, grad_norm: 6.6117 2021-04-01 03:06:32,611 - mmaction - INFO - Epoch [30][1200/1760] lr: 1.500e-03, eta: 8:35:46, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.6797, top5_acc: 0.8932, loss_cls: 1.2103, loss: 1.2103, grad_norm: 6.6777 2021-04-01 03:06:49,155 - mmaction - INFO - Epoch [30][1220/1760] lr: 1.500e-03, eta: 8:35:28, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.6797, top5_acc: 0.8927, loss_cls: 1.2095, loss: 1.2095, grad_norm: 6.6276 2021-04-01 03:07:05,677 - mmaction - INFO - Epoch [30][1240/1760] lr: 1.500e-03, eta: 8:35:10, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7005, top5_acc: 0.8859, loss_cls: 1.1558, loss: 1.1558, grad_norm: 6.5032 2021-04-01 03:07:22,207 - mmaction - INFO - Epoch [30][1260/1760] lr: 1.500e-03, eta: 8:34:52, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.6885, top5_acc: 0.8979, loss_cls: 1.1483, loss: 1.1483, grad_norm: 6.5441 2021-04-01 03:07:38,730 - mmaction - INFO - Epoch [30][1280/1760] lr: 1.500e-03, eta: 8:34:34, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7089, top5_acc: 0.8953, loss_cls: 1.1434, loss: 1.1434, grad_norm: 6.4560 2021-04-01 03:07:55,248 - mmaction - INFO - Epoch [30][1300/1760] lr: 1.500e-03, eta: 8:34:16, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7021, top5_acc: 0.9016, loss_cls: 1.0970, loss: 1.0970, grad_norm: 6.2985 2021-04-01 03:08:11,737 - mmaction - INFO - Epoch [30][1320/1760] lr: 1.500e-03, eta: 8:33:59, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.6792, top5_acc: 0.8870, loss_cls: 1.2163, loss: 1.2163, grad_norm: 6.6699 2021-04-01 03:08:28,277 - mmaction - INFO - Epoch [30][1340/1760] lr: 1.500e-03, eta: 8:33:41, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.6771, top5_acc: 0.8911, loss_cls: 1.2038, loss: 1.2038, grad_norm: 6.5942 2021-04-01 03:08:44,770 - mmaction - INFO - Epoch [30][1360/1760] lr: 1.500e-03, eta: 8:33:23, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.6797, top5_acc: 0.8917, loss_cls: 1.2017, loss: 1.2017, grad_norm: 6.7353 2021-04-01 03:09:01,282 - mmaction - INFO - Epoch [30][1380/1760] lr: 1.500e-03, eta: 8:33:05, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7063, top5_acc: 0.8906, loss_cls: 1.1383, loss: 1.1383, grad_norm: 6.4554 2021-04-01 03:09:17,777 - mmaction - INFO - Epoch [30][1400/1760] lr: 1.500e-03, eta: 8:32:47, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.6984, top5_acc: 0.9031, loss_cls: 1.1245, loss: 1.1245, grad_norm: 6.5685 2021-04-01 03:09:34,314 - mmaction - INFO - Epoch [30][1420/1760] lr: 1.500e-03, eta: 8:32:29, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.6786, top5_acc: 0.8844, loss_cls: 1.2240, loss: 1.2240, grad_norm: 6.6929 2021-04-01 03:09:50,806 - mmaction - INFO - Epoch [30][1440/1760] lr: 1.500e-03, eta: 8:32:11, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.7078, top5_acc: 0.8854, loss_cls: 1.1727, loss: 1.1727, grad_norm: 6.4176 2021-04-01 03:10:07,309 - mmaction - INFO - Epoch [30][1460/1760] lr: 1.500e-03, eta: 8:31:54, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.6839, top5_acc: 0.8979, loss_cls: 1.1993, loss: 1.1993, grad_norm: 6.8006 2021-04-01 03:10:23,819 - mmaction - INFO - Epoch [30][1480/1760] lr: 1.500e-03, eta: 8:31:36, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.6818, top5_acc: 0.8797, loss_cls: 1.2423, loss: 1.2423, grad_norm: 6.9098 2021-04-01 03:10:40,319 - mmaction - INFO - Epoch [30][1500/1760] lr: 1.500e-03, eta: 8:31:18, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.6807, top5_acc: 0.9016, loss_cls: 1.1746, loss: 1.1746, grad_norm: 6.7059 2021-04-01 03:10:56,833 - mmaction - INFO - Epoch [30][1520/1760] lr: 1.500e-03, eta: 8:31:00, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.6797, top5_acc: 0.8828, loss_cls: 1.1978, loss: 1.1978, grad_norm: 6.8494 2021-04-01 03:11:13,347 - mmaction - INFO - Epoch [30][1540/1760] lr: 1.500e-03, eta: 8:30:42, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.6792, top5_acc: 0.8922, loss_cls: 1.2097, loss: 1.2097, grad_norm: 6.7381 2021-04-01 03:11:29,853 - mmaction - INFO - Epoch [30][1560/1760] lr: 1.500e-03, eta: 8:30:24, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.6740, top5_acc: 0.8906, loss_cls: 1.2366, loss: 1.2366, grad_norm: 6.8116 2021-04-01 03:11:46,399 - mmaction - INFO - Epoch [30][1580/1760] lr: 1.500e-03, eta: 8:30:07, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.6813, top5_acc: 0.8844, loss_cls: 1.2253, loss: 1.2253, grad_norm: 6.6261 2021-04-01 03:12:02,920 - mmaction - INFO - Epoch [30][1600/1760] lr: 1.500e-03, eta: 8:29:49, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.6729, top5_acc: 0.8891, loss_cls: 1.1852, loss: 1.1852, grad_norm: 6.6426 2021-04-01 03:12:19,417 - mmaction - INFO - Epoch [30][1620/1760] lr: 1.500e-03, eta: 8:29:31, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.6833, top5_acc: 0.8932, loss_cls: 1.1973, loss: 1.1973, grad_norm: 6.8028 2021-04-01 03:12:35,924 - mmaction - INFO - Epoch [30][1640/1760] lr: 1.500e-03, eta: 8:29:13, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.6865, top5_acc: 0.8833, loss_cls: 1.1939, loss: 1.1939, grad_norm: 6.8327 2021-04-01 03:12:52,464 - mmaction - INFO - Epoch [30][1660/1760] lr: 1.500e-03, eta: 8:28:55, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.6896, top5_acc: 0.8896, loss_cls: 1.2083, loss: 1.2083, grad_norm: 6.6466 2021-04-01 03:13:08,962 - mmaction - INFO - Epoch [30][1680/1760] lr: 1.500e-03, eta: 8:28:37, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.6818, top5_acc: 0.8865, loss_cls: 1.2277, loss: 1.2277, grad_norm: 6.7957 2021-04-01 03:13:25,473 - mmaction - INFO - Epoch [30][1700/1760] lr: 1.500e-03, eta: 8:28:20, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.6922, top5_acc: 0.8969, loss_cls: 1.1733, loss: 1.1733, grad_norm: 6.6628 2021-04-01 03:13:41,997 - mmaction - INFO - Epoch [30][1720/1760] lr: 1.500e-03, eta: 8:28:02, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.6693, top5_acc: 0.8818, loss_cls: 1.2445, loss: 1.2445, grad_norm: 6.7369 2021-04-01 03:13:58,510 - mmaction - INFO - Epoch [30][1740/1760] lr: 1.500e-03, eta: 8:27:44, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.6766, top5_acc: 0.8922, loss_cls: 1.1756, loss: 1.1756, grad_norm: 6.7588 2021-04-01 03:14:14,750 - mmaction - INFO - Epoch [30][1760/1760] lr: 1.500e-03, eta: 8:27:26, time: 0.813, data_time: 0.001, memory: 10390, top1_acc: 0.6859, top5_acc: 0.8867, loss_cls: 1.2159, loss: 1.2159, grad_norm: 6.8160 2021-04-01 03:14:16,271 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-04-01 03:15:24,312 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 03:15:24,641 - mmaction - INFO - top1_acc 0.5924 top5_acc 0.8554 2021-04-01 03:15:24,641 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 03:15:24,663 - mmaction - INFO - mean_acc 0.5353 2021-04-01 03:15:24,669 - mmaction - INFO - Epoch(val) [30][1760] top1_acc: 0.5924, top5_acc: 0.8554, mean_class_accuracy: 0.5353 2021-04-01 03:16:26,626 - mmaction - INFO - Epoch [31][20/1760] lr: 1.500e-03, eta: 8:27:38, time: 3.097, data_time: 2.281, memory: 10390, top1_acc: 0.7036, top5_acc: 0.8911, loss_cls: 1.1429, loss: 1.1429, grad_norm: 6.2751 2021-04-01 03:16:42,771 - mmaction - INFO - Epoch [31][40/1760] lr: 1.500e-03, eta: 8:27:20, time: 0.808, data_time: 0.004, memory: 10390, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.0906, loss: 1.0906, grad_norm: 6.5286 2021-04-01 03:16:58,986 - mmaction - INFO - Epoch [31][60/1760] lr: 1.500e-03, eta: 8:27:02, time: 0.811, data_time: 0.002, memory: 10390, top1_acc: 0.7177, top5_acc: 0.9010, loss_cls: 1.1038, loss: 1.1038, grad_norm: 6.5888 2021-04-01 03:17:15,335 - mmaction - INFO - Epoch [31][80/1760] lr: 1.500e-03, eta: 8:26:44, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6901, top5_acc: 0.8906, loss_cls: 1.1697, loss: 1.1697, grad_norm: 6.6890 2021-04-01 03:17:31,728 - mmaction - INFO - Epoch [31][100/1760] lr: 1.500e-03, eta: 8:26:26, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6766, top5_acc: 0.9016, loss_cls: 1.1752, loss: 1.1752, grad_norm: 6.6920 2021-04-01 03:17:48,044 - mmaction - INFO - Epoch [31][120/1760] lr: 1.500e-03, eta: 8:26:08, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.7073, top5_acc: 0.9078, loss_cls: 1.1032, loss: 1.1032, grad_norm: 6.4848 2021-04-01 03:18:04,640 - mmaction - INFO - Epoch [31][140/1760] lr: 1.500e-03, eta: 8:25:51, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6854, top5_acc: 0.8979, loss_cls: 1.1692, loss: 1.1692, grad_norm: 6.5053 2021-04-01 03:18:21,257 - mmaction - INFO - Epoch [31][160/1760] lr: 1.500e-03, eta: 8:25:33, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7063, top5_acc: 0.9078, loss_cls: 1.1131, loss: 1.1131, grad_norm: 6.5084 2021-04-01 03:18:37,849 - mmaction - INFO - Epoch [31][180/1760] lr: 1.500e-03, eta: 8:25:15, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6859, top5_acc: 0.8870, loss_cls: 1.1840, loss: 1.1840, grad_norm: 6.7369 2021-04-01 03:18:54,434 - mmaction - INFO - Epoch [31][200/1760] lr: 1.500e-03, eta: 8:24:57, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6969, top5_acc: 0.8990, loss_cls: 1.1334, loss: 1.1334, grad_norm: 6.6578 2021-04-01 03:19:11,031 - mmaction - INFO - Epoch [31][220/1760] lr: 1.500e-03, eta: 8:24:39, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6849, top5_acc: 0.8896, loss_cls: 1.1877, loss: 1.1877, grad_norm: 6.8606 2021-04-01 03:19:27,611 - mmaction - INFO - Epoch [31][240/1760] lr: 1.500e-03, eta: 8:24:22, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7005, top5_acc: 0.8911, loss_cls: 1.1598, loss: 1.1598, grad_norm: 6.6763 2021-04-01 03:19:44,190 - mmaction - INFO - Epoch [31][260/1760] lr: 1.500e-03, eta: 8:24:04, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.6964, top5_acc: 0.8984, loss_cls: 1.1388, loss: 1.1388, grad_norm: 6.5769 2021-04-01 03:20:00,785 - mmaction - INFO - Epoch [31][280/1760] lr: 1.500e-03, eta: 8:23:46, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7063, top5_acc: 0.9036, loss_cls: 1.1442, loss: 1.1442, grad_norm: 6.8479 2021-04-01 03:20:17,688 - mmaction - INFO - Epoch [31][300/1760] lr: 1.500e-03, eta: 8:23:28, time: 0.841, data_time: 0.002, memory: 10390, top1_acc: 0.6661, top5_acc: 0.8990, loss_cls: 1.2278, loss: 1.2278, grad_norm: 7.2084 2021-04-01 03:20:34,262 - mmaction - INFO - Epoch [31][320/1760] lr: 1.500e-03, eta: 8:23:11, time: 0.833, data_time: 0.005, memory: 10390, top1_acc: 0.7120, top5_acc: 0.9104, loss_cls: 1.0932, loss: 1.0932, grad_norm: 6.4636 2021-04-01 03:20:50,862 - mmaction - INFO - Epoch [31][340/1760] lr: 1.500e-03, eta: 8:22:53, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6729, top5_acc: 0.8802, loss_cls: 1.2280, loss: 1.2280, grad_norm: 6.7182 2021-04-01 03:21:07,429 - mmaction - INFO - Epoch [31][360/1760] lr: 1.500e-03, eta: 8:22:35, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6990, top5_acc: 0.8990, loss_cls: 1.1339, loss: 1.1339, grad_norm: 6.6372 2021-04-01 03:21:24,008 - mmaction - INFO - Epoch [31][380/1760] lr: 1.500e-03, eta: 8:22:17, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.6901, top5_acc: 0.8849, loss_cls: 1.1722, loss: 1.1722, grad_norm: 6.7078 2021-04-01 03:21:40,592 - mmaction - INFO - Epoch [31][400/1760] lr: 1.500e-03, eta: 8:22:00, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6870, top5_acc: 0.8917, loss_cls: 1.1859, loss: 1.1859, grad_norm: 6.7180 2021-04-01 03:21:57,212 - mmaction - INFO - Epoch [31][420/1760] lr: 1.500e-03, eta: 8:21:42, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6870, top5_acc: 0.8958, loss_cls: 1.1547, loss: 1.1547, grad_norm: 6.8293 2021-04-01 03:22:13,823 - mmaction - INFO - Epoch [31][440/1760] lr: 1.500e-03, eta: 8:21:24, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6911, top5_acc: 0.9000, loss_cls: 1.1794, loss: 1.1794, grad_norm: 7.0499 2021-04-01 03:22:30,390 - mmaction - INFO - Epoch [31][460/1760] lr: 1.500e-03, eta: 8:21:06, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.6865, top5_acc: 0.8958, loss_cls: 1.1791, loss: 1.1791, grad_norm: 6.9374 2021-04-01 03:22:47,019 - mmaction - INFO - Epoch [31][480/1760] lr: 1.500e-03, eta: 8:20:48, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.6719, top5_acc: 0.8812, loss_cls: 1.2259, loss: 1.2259, grad_norm: 6.8604 2021-04-01 03:23:03,589 - mmaction - INFO - Epoch [31][500/1760] lr: 1.500e-03, eta: 8:20:31, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.6932, top5_acc: 0.8969, loss_cls: 1.1566, loss: 1.1566, grad_norm: 6.7320 2021-04-01 03:23:20,208 - mmaction - INFO - Epoch [31][520/1760] lr: 1.500e-03, eta: 8:20:13, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.6917, top5_acc: 0.9005, loss_cls: 1.1564, loss: 1.1564, grad_norm: 6.7914 2021-04-01 03:23:36,801 - mmaction - INFO - Epoch [31][540/1760] lr: 1.500e-03, eta: 8:19:55, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6870, top5_acc: 0.8870, loss_cls: 1.1913, loss: 1.1913, grad_norm: 6.6358 2021-04-01 03:23:53,394 - mmaction - INFO - Epoch [31][560/1760] lr: 1.500e-03, eta: 8:19:37, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6818, top5_acc: 0.8854, loss_cls: 1.2076, loss: 1.2076, grad_norm: 6.8716 2021-04-01 03:24:09,999 - mmaction - INFO - Epoch [31][580/1760] lr: 1.500e-03, eta: 8:19:20, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6984, top5_acc: 0.8922, loss_cls: 1.1815, loss: 1.1815, grad_norm: 6.6847 2021-04-01 03:24:26,598 - mmaction - INFO - Epoch [31][600/1760] lr: 1.500e-03, eta: 8:19:02, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6979, top5_acc: 0.8969, loss_cls: 1.1322, loss: 1.1322, grad_norm: 6.6643 2021-04-01 03:24:43,213 - mmaction - INFO - Epoch [31][620/1760] lr: 1.500e-03, eta: 8:18:44, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7010, top5_acc: 0.9052, loss_cls: 1.1101, loss: 1.1101, grad_norm: 6.7524 2021-04-01 03:24:59,789 - mmaction - INFO - Epoch [31][640/1760] lr: 1.500e-03, eta: 8:18:26, time: 0.829, data_time: 0.000, memory: 10390, top1_acc: 0.6922, top5_acc: 0.8901, loss_cls: 1.1903, loss: 1.1903, grad_norm: 6.7259 2021-04-01 03:25:16,409 - mmaction - INFO - Epoch [31][660/1760] lr: 1.500e-03, eta: 8:18:09, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6995, top5_acc: 0.8885, loss_cls: 1.1642, loss: 1.1642, grad_norm: 6.9145 2021-04-01 03:25:33,003 - mmaction - INFO - Epoch [31][680/1760] lr: 1.500e-03, eta: 8:17:51, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6995, top5_acc: 0.8906, loss_cls: 1.1765, loss: 1.1765, grad_norm: 6.8240 2021-04-01 03:25:49,595 - mmaction - INFO - Epoch [31][700/1760] lr: 1.500e-03, eta: 8:17:33, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6937, top5_acc: 0.8995, loss_cls: 1.1404, loss: 1.1404, grad_norm: 6.6917 2021-04-01 03:26:06,182 - mmaction - INFO - Epoch [31][720/1760] lr: 1.500e-03, eta: 8:17:15, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6854, top5_acc: 0.8969, loss_cls: 1.1706, loss: 1.1706, grad_norm: 6.7976 2021-04-01 03:26:22,774 - mmaction - INFO - Epoch [31][740/1760] lr: 1.500e-03, eta: 8:16:58, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6854, top5_acc: 0.9031, loss_cls: 1.1524, loss: 1.1524, grad_norm: 6.7322 2021-04-01 03:26:39,350 - mmaction - INFO - Epoch [31][760/1760] lr: 1.500e-03, eta: 8:16:40, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7057, top5_acc: 0.8964, loss_cls: 1.1291, loss: 1.1291, grad_norm: 6.7150 2021-04-01 03:26:55,943 - mmaction - INFO - Epoch [31][780/1760] lr: 1.500e-03, eta: 8:16:22, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6969, top5_acc: 0.9016, loss_cls: 1.1519, loss: 1.1519, grad_norm: 6.7681 2021-04-01 03:27:12,590 - mmaction - INFO - Epoch [31][800/1760] lr: 1.500e-03, eta: 8:16:04, time: 0.833, data_time: 0.002, memory: 10390, top1_acc: 0.6771, top5_acc: 0.8948, loss_cls: 1.2120, loss: 1.2120, grad_norm: 6.8077 2021-04-01 03:27:29,205 - mmaction - INFO - Epoch [31][820/1760] lr: 1.500e-03, eta: 8:15:46, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6984, top5_acc: 0.8995, loss_cls: 1.1319, loss: 1.1319, grad_norm: 6.7855 2021-04-01 03:27:45,806 - mmaction - INFO - Epoch [31][840/1760] lr: 1.500e-03, eta: 8:15:29, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6958, top5_acc: 0.9005, loss_cls: 1.1460, loss: 1.1460, grad_norm: 6.7261 2021-04-01 03:28:02,406 - mmaction - INFO - Epoch [31][860/1760] lr: 1.500e-03, eta: 8:15:11, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7000, top5_acc: 0.8995, loss_cls: 1.1497, loss: 1.1497, grad_norm: 6.4983 2021-04-01 03:28:18,974 - mmaction - INFO - Epoch [31][880/1760] lr: 1.500e-03, eta: 8:14:53, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.6776, top5_acc: 0.8901, loss_cls: 1.2180, loss: 1.2180, grad_norm: 6.9155 2021-04-01 03:28:35,552 - mmaction - INFO - Epoch [31][900/1760] lr: 1.500e-03, eta: 8:14:35, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.6922, top5_acc: 0.8891, loss_cls: 1.1820, loss: 1.1820, grad_norm: 6.7662 2021-04-01 03:28:52,112 - mmaction - INFO - Epoch [31][920/1760] lr: 1.500e-03, eta: 8:14:18, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.6932, top5_acc: 0.8958, loss_cls: 1.1788, loss: 1.1788, grad_norm: 6.9625 2021-04-01 03:29:08,718 - mmaction - INFO - Epoch [31][940/1760] lr: 1.500e-03, eta: 8:14:00, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6865, top5_acc: 0.8901, loss_cls: 1.1861, loss: 1.1861, grad_norm: 6.7869 2021-04-01 03:29:25,349 - mmaction - INFO - Epoch [31][960/1760] lr: 1.500e-03, eta: 8:13:42, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.6859, top5_acc: 0.8812, loss_cls: 1.2268, loss: 1.2268, grad_norm: 6.8708 2021-04-01 03:29:41,953 - mmaction - INFO - Epoch [31][980/1760] lr: 1.500e-03, eta: 8:13:24, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6937, top5_acc: 0.8797, loss_cls: 1.1769, loss: 1.1769, grad_norm: 6.8382 2021-04-01 03:29:58,556 - mmaction - INFO - Epoch [31][1000/1760] lr: 1.500e-03, eta: 8:13:07, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6802, top5_acc: 0.8870, loss_cls: 1.2239, loss: 1.2239, grad_norm: 6.8397 2021-04-01 03:30:15,146 - mmaction - INFO - Epoch [31][1020/1760] lr: 1.500e-03, eta: 8:12:49, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6797, top5_acc: 0.8953, loss_cls: 1.1892, loss: 1.1892, grad_norm: 6.8924 2021-04-01 03:30:31,725 - mmaction - INFO - Epoch [31][1040/1760] lr: 1.500e-03, eta: 8:12:31, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7083, top5_acc: 0.9042, loss_cls: 1.0918, loss: 1.0918, grad_norm: 6.6706 2021-04-01 03:30:48,308 - mmaction - INFO - Epoch [31][1060/1760] lr: 1.500e-03, eta: 8:12:13, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7068, top5_acc: 0.9005, loss_cls: 1.1341, loss: 1.1341, grad_norm: 6.8858 2021-04-01 03:31:04,908 - mmaction - INFO - Epoch [31][1080/1760] lr: 1.500e-03, eta: 8:11:56, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6859, top5_acc: 0.8880, loss_cls: 1.2005, loss: 1.2005, grad_norm: 6.9627 2021-04-01 03:31:21,516 - mmaction - INFO - Epoch [31][1100/1760] lr: 1.500e-03, eta: 8:11:38, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6901, top5_acc: 0.8885, loss_cls: 1.1621, loss: 1.1621, grad_norm: 6.8037 2021-04-01 03:31:38,119 - mmaction - INFO - Epoch [31][1120/1760] lr: 1.500e-03, eta: 8:11:20, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6859, top5_acc: 0.8901, loss_cls: 1.1939, loss: 1.1939, grad_norm: 6.9194 2021-04-01 03:31:54,690 - mmaction - INFO - Epoch [31][1140/1760] lr: 1.500e-03, eta: 8:11:02, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.6870, top5_acc: 0.8927, loss_cls: 1.1922, loss: 1.1922, grad_norm: 6.9832 2021-04-01 03:32:11,306 - mmaction - INFO - Epoch [31][1160/1760] lr: 1.500e-03, eta: 8:10:45, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6922, top5_acc: 0.8901, loss_cls: 1.1721, loss: 1.1721, grad_norm: 6.7934 2021-04-01 03:32:27,901 - mmaction - INFO - Epoch [31][1180/1760] lr: 1.500e-03, eta: 8:10:27, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6859, top5_acc: 0.8906, loss_cls: 1.2014, loss: 1.2014, grad_norm: 6.9620 2021-04-01 03:32:44,492 - mmaction - INFO - Epoch [31][1200/1760] lr: 1.500e-03, eta: 8:10:09, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6792, top5_acc: 0.9005, loss_cls: 1.1809, loss: 1.1809, grad_norm: 6.8818 2021-04-01 03:33:01,131 - mmaction - INFO - Epoch [31][1220/1760] lr: 1.500e-03, eta: 8:09:51, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6953, top5_acc: 0.8990, loss_cls: 1.1454, loss: 1.1454, grad_norm: 6.9028 2021-04-01 03:33:17,732 - mmaction - INFO - Epoch [31][1240/1760] lr: 1.500e-03, eta: 8:09:34, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6792, top5_acc: 0.8958, loss_cls: 1.1940, loss: 1.1940, grad_norm: 7.0490 2021-04-01 03:33:34,356 - mmaction - INFO - Epoch [31][1260/1760] lr: 1.500e-03, eta: 8:09:16, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6969, top5_acc: 0.8906, loss_cls: 1.1750, loss: 1.1750, grad_norm: 6.9879 2021-04-01 03:33:50,975 - mmaction - INFO - Epoch [31][1280/1760] lr: 1.500e-03, eta: 8:08:58, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6927, top5_acc: 0.8875, loss_cls: 1.1856, loss: 1.1856, grad_norm: 6.7654 2021-04-01 03:34:07,563 - mmaction - INFO - Epoch [31][1300/1760] lr: 1.500e-03, eta: 8:08:41, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6875, top5_acc: 0.8870, loss_cls: 1.2038, loss: 1.2038, grad_norm: 6.9108 2021-04-01 03:34:24,168 - mmaction - INFO - Epoch [31][1320/1760] lr: 1.500e-03, eta: 8:08:23, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6969, top5_acc: 0.8990, loss_cls: 1.1406, loss: 1.1406, grad_norm: 6.8852 2021-04-01 03:34:40,741 - mmaction - INFO - Epoch [31][1340/1760] lr: 1.500e-03, eta: 8:08:05, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.6818, top5_acc: 0.8984, loss_cls: 1.1681, loss: 1.1681, grad_norm: 6.8809 2021-04-01 03:34:57,341 - mmaction - INFO - Epoch [31][1360/1760] lr: 1.500e-03, eta: 8:07:47, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6870, top5_acc: 0.8953, loss_cls: 1.2032, loss: 1.2032, grad_norm: 6.9889 2021-04-01 03:35:13,971 - mmaction - INFO - Epoch [31][1380/1760] lr: 1.500e-03, eta: 8:07:30, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6937, top5_acc: 0.9062, loss_cls: 1.1343, loss: 1.1343, grad_norm: 6.8230 2021-04-01 03:35:30,625 - mmaction - INFO - Epoch [31][1400/1760] lr: 1.500e-03, eta: 8:07:12, time: 0.833, data_time: 0.001, memory: 10390, top1_acc: 0.6922, top5_acc: 0.8932, loss_cls: 1.1706, loss: 1.1706, grad_norm: 6.7417 2021-04-01 03:35:47,198 - mmaction - INFO - Epoch [31][1420/1760] lr: 1.500e-03, eta: 8:06:54, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.6839, top5_acc: 0.8802, loss_cls: 1.2469, loss: 1.2469, grad_norm: 7.0435 2021-04-01 03:36:03,787 - mmaction - INFO - Epoch [31][1440/1760] lr: 1.500e-03, eta: 8:06:36, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6781, top5_acc: 0.8943, loss_cls: 1.1875, loss: 1.1875, grad_norm: 6.8348 2021-04-01 03:36:20,406 - mmaction - INFO - Epoch [31][1460/1760] lr: 1.500e-03, eta: 8:06:19, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7120, top5_acc: 0.8911, loss_cls: 1.1343, loss: 1.1343, grad_norm: 6.5217 2021-04-01 03:36:37,025 - mmaction - INFO - Epoch [31][1480/1760] lr: 1.500e-03, eta: 8:06:01, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7193, top5_acc: 0.9016, loss_cls: 1.1035, loss: 1.1035, grad_norm: 6.6748 2021-04-01 03:36:53,641 - mmaction - INFO - Epoch [31][1500/1760] lr: 1.500e-03, eta: 8:05:43, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6927, top5_acc: 0.9031, loss_cls: 1.1534, loss: 1.1534, grad_norm: 6.8738 2021-04-01 03:37:10,242 - mmaction - INFO - Epoch [31][1520/1760] lr: 1.500e-03, eta: 8:05:26, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6979, top5_acc: 0.8974, loss_cls: 1.1484, loss: 1.1484, grad_norm: 6.8363 2021-04-01 03:37:26,845 - mmaction - INFO - Epoch [31][1540/1760] lr: 1.500e-03, eta: 8:05:08, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6922, top5_acc: 0.9031, loss_cls: 1.1698, loss: 1.1698, grad_norm: 6.9045 2021-04-01 03:37:43,470 - mmaction - INFO - Epoch [31][1560/1760] lr: 1.500e-03, eta: 8:04:50, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6885, top5_acc: 0.8938, loss_cls: 1.1799, loss: 1.1799, grad_norm: 6.8616 2021-04-01 03:38:00,061 - mmaction - INFO - Epoch [31][1580/1760] lr: 1.500e-03, eta: 8:04:32, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7130, top5_acc: 0.8891, loss_cls: 1.1442, loss: 1.1442, grad_norm: 6.6918 2021-04-01 03:38:16,679 - mmaction - INFO - Epoch [31][1600/1760] lr: 1.500e-03, eta: 8:04:15, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6875, top5_acc: 0.8854, loss_cls: 1.2044, loss: 1.2044, grad_norm: 6.8737 2021-04-01 03:38:33,284 - mmaction - INFO - Epoch [31][1620/1760] lr: 1.500e-03, eta: 8:03:57, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6844, top5_acc: 0.8964, loss_cls: 1.1954, loss: 1.1954, grad_norm: 6.9245 2021-04-01 03:38:49,898 - mmaction - INFO - Epoch [31][1640/1760] lr: 1.500e-03, eta: 8:03:39, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6932, top5_acc: 0.8958, loss_cls: 1.1595, loss: 1.1595, grad_norm: 6.9311 2021-04-01 03:39:06,452 - mmaction - INFO - Epoch [31][1660/1760] lr: 1.500e-03, eta: 8:03:21, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7042, top5_acc: 0.8948, loss_cls: 1.1408, loss: 1.1408, grad_norm: 6.7791 2021-04-01 03:39:23,045 - mmaction - INFO - Epoch [31][1680/1760] lr: 1.500e-03, eta: 8:03:04, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6839, top5_acc: 0.8854, loss_cls: 1.2081, loss: 1.2081, grad_norm: 6.9144 2021-04-01 03:39:39,635 - mmaction - INFO - Epoch [31][1700/1760] lr: 1.500e-03, eta: 8:02:46, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6948, top5_acc: 0.9031, loss_cls: 1.1545, loss: 1.1545, grad_norm: 7.0223 2021-04-01 03:39:56,241 - mmaction - INFO - Epoch [31][1720/1760] lr: 1.500e-03, eta: 8:02:28, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7068, top5_acc: 0.9010, loss_cls: 1.1351, loss: 1.1351, grad_norm: 6.8019 2021-04-01 03:40:12,849 - mmaction - INFO - Epoch [31][1740/1760] lr: 1.500e-03, eta: 8:02:11, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6948, top5_acc: 0.8974, loss_cls: 1.1571, loss: 1.1571, grad_norm: 6.8541 2021-04-01 03:40:29,198 - mmaction - INFO - Epoch [31][1760/1760] lr: 1.500e-03, eta: 8:01:53, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6838, top5_acc: 0.8761, loss_cls: 1.2333, loss: 1.2333, grad_norm: 7.0522 2021-04-01 03:40:33,888 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-04-01 03:41:27,987 - mmaction - INFO - Epoch [32][20/1760] lr: 1.500e-03, eta: 8:01:58, time: 2.689, data_time: 1.864, memory: 10390, top1_acc: 0.6901, top5_acc: 0.8969, loss_cls: 1.1709, loss: 1.1709, grad_norm: 6.8266 2021-04-01 03:41:44,241 - mmaction - INFO - Epoch [32][40/1760] lr: 1.500e-03, eta: 8:01:40, time: 0.813, data_time: 0.003, memory: 10390, top1_acc: 0.6854, top5_acc: 0.8865, loss_cls: 1.1936, loss: 1.1936, grad_norm: 7.0017 2021-04-01 03:42:00,578 - mmaction - INFO - Epoch [32][60/1760] lr: 1.500e-03, eta: 8:01:22, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6896, top5_acc: 0.8969, loss_cls: 1.1578, loss: 1.1578, grad_norm: 7.0384 2021-04-01 03:42:17,009 - mmaction - INFO - Epoch [32][80/1760] lr: 1.500e-03, eta: 8:01:04, time: 0.822, data_time: 0.001, memory: 10390, top1_acc: 0.6943, top5_acc: 0.8885, loss_cls: 1.1739, loss: 1.1739, grad_norm: 6.9289 2021-04-01 03:42:33,395 - mmaction - INFO - Epoch [32][100/1760] lr: 1.500e-03, eta: 8:00:46, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7026, top5_acc: 0.8995, loss_cls: 1.1409, loss: 1.1409, grad_norm: 6.8677 2021-04-01 03:42:49,767 - mmaction - INFO - Epoch [32][120/1760] lr: 1.500e-03, eta: 8:00:28, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6922, top5_acc: 0.8938, loss_cls: 1.1610, loss: 1.1610, grad_norm: 7.0409 2021-04-01 03:43:06,155 - mmaction - INFO - Epoch [32][140/1760] lr: 1.500e-03, eta: 8:00:10, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6859, top5_acc: 0.8896, loss_cls: 1.1913, loss: 1.1913, grad_norm: 7.0950 2021-04-01 03:43:22,537 - mmaction - INFO - Epoch [32][160/1760] lr: 1.500e-03, eta: 7:59:53, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7000, top5_acc: 0.8979, loss_cls: 1.1429, loss: 1.1429, grad_norm: 6.9847 2021-04-01 03:43:38,931 - mmaction - INFO - Epoch [32][180/1760] lr: 1.500e-03, eta: 7:59:35, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7224, top5_acc: 0.9073, loss_cls: 1.0777, loss: 1.0777, grad_norm: 6.7169 2021-04-01 03:43:55,308 - mmaction - INFO - Epoch [32][200/1760] lr: 1.500e-03, eta: 7:59:17, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7005, top5_acc: 0.9062, loss_cls: 1.1186, loss: 1.1186, grad_norm: 6.9869 2021-04-01 03:44:11,693 - mmaction - INFO - Epoch [32][220/1760] lr: 1.500e-03, eta: 7:58:59, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6771, top5_acc: 0.8833, loss_cls: 1.1960, loss: 1.1960, grad_norm: 7.0447 2021-04-01 03:44:28,074 - mmaction - INFO - Epoch [32][240/1760] lr: 1.500e-03, eta: 7:58:41, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7120, top5_acc: 0.9031, loss_cls: 1.1007, loss: 1.1007, grad_norm: 6.6037 2021-04-01 03:44:44,471 - mmaction - INFO - Epoch [32][260/1760] lr: 1.500e-03, eta: 7:58:23, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6969, top5_acc: 0.8979, loss_cls: 1.1616, loss: 1.1616, grad_norm: 7.0653 2021-04-01 03:45:00,853 - mmaction - INFO - Epoch [32][280/1760] lr: 1.500e-03, eta: 7:58:05, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6969, top5_acc: 0.9010, loss_cls: 1.1187, loss: 1.1187, grad_norm: 6.9688 2021-04-01 03:45:18,444 - mmaction - INFO - Epoch [32][300/1760] lr: 1.500e-03, eta: 7:57:48, time: 0.870, data_time: 0.002, memory: 10390, top1_acc: 0.7068, top5_acc: 0.8911, loss_cls: 1.1494, loss: 1.1494, grad_norm: 6.9188 2021-04-01 03:45:34,832 - mmaction - INFO - Epoch [32][320/1760] lr: 1.500e-03, eta: 7:57:30, time: 0.829, data_time: 0.010, memory: 10390, top1_acc: 0.6870, top5_acc: 0.8964, loss_cls: 1.1850, loss: 1.1850, grad_norm: 7.0627 2021-04-01 03:45:51,217 - mmaction - INFO - Epoch [32][340/1760] lr: 1.500e-03, eta: 7:57:13, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6937, top5_acc: 0.8917, loss_cls: 1.1751, loss: 1.1751, grad_norm: 7.1979 2021-04-01 03:46:07,612 - mmaction - INFO - Epoch [32][360/1760] lr: 1.500e-03, eta: 7:56:55, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6927, top5_acc: 0.8948, loss_cls: 1.1814, loss: 1.1814, grad_norm: 6.9428 2021-04-01 03:46:23,948 - mmaction - INFO - Epoch [32][380/1760] lr: 1.500e-03, eta: 7:56:37, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7042, top5_acc: 0.8964, loss_cls: 1.1568, loss: 1.1568, grad_norm: 7.0240 2021-04-01 03:46:40,370 - mmaction - INFO - Epoch [32][400/1760] lr: 1.500e-03, eta: 7:56:19, time: 0.822, data_time: 0.001, memory: 10390, top1_acc: 0.7005, top5_acc: 0.8932, loss_cls: 1.1891, loss: 1.1891, grad_norm: 7.0978 2021-04-01 03:46:56,724 - mmaction - INFO - Epoch [32][420/1760] lr: 1.500e-03, eta: 7:56:01, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7000, top5_acc: 0.8917, loss_cls: 1.1599, loss: 1.1599, grad_norm: 6.7903 2021-04-01 03:47:13,145 - mmaction - INFO - Epoch [32][440/1760] lr: 1.500e-03, eta: 7:55:43, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.6995, top5_acc: 0.8953, loss_cls: 1.1249, loss: 1.1249, grad_norm: 6.9604 2021-04-01 03:47:29,507 - mmaction - INFO - Epoch [32][460/1760] lr: 1.500e-03, eta: 7:55:26, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6943, top5_acc: 0.8922, loss_cls: 1.1811, loss: 1.1811, grad_norm: 7.0999 2021-04-01 03:47:45,907 - mmaction - INFO - Epoch [32][480/1760] lr: 1.500e-03, eta: 7:55:08, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.6917, top5_acc: 0.8901, loss_cls: 1.1867, loss: 1.1867, grad_norm: 7.0730 2021-04-01 03:48:02,309 - mmaction - INFO - Epoch [32][500/1760] lr: 1.500e-03, eta: 7:54:50, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7099, top5_acc: 0.9031, loss_cls: 1.1223, loss: 1.1223, grad_norm: 6.8639 2021-04-01 03:48:18,677 - mmaction - INFO - Epoch [32][520/1760] lr: 1.500e-03, eta: 7:54:32, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7141, top5_acc: 0.9016, loss_cls: 1.0979, loss: 1.0979, grad_norm: 6.7815 2021-04-01 03:48:35,071 - mmaction - INFO - Epoch [32][540/1760] lr: 1.500e-03, eta: 7:54:14, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7016, top5_acc: 0.8979, loss_cls: 1.1104, loss: 1.1104, grad_norm: 6.9103 2021-04-01 03:48:51,396 - mmaction - INFO - Epoch [32][560/1760] lr: 1.500e-03, eta: 7:53:56, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6979, top5_acc: 0.8943, loss_cls: 1.1747, loss: 1.1747, grad_norm: 7.0573 2021-04-01 03:49:07,769 - mmaction - INFO - Epoch [32][580/1760] lr: 1.500e-03, eta: 7:53:38, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6865, top5_acc: 0.8922, loss_cls: 1.1760, loss: 1.1760, grad_norm: 7.1173 2021-04-01 03:49:24,085 - mmaction - INFO - Epoch [32][600/1760] lr: 1.500e-03, eta: 7:53:21, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6995, top5_acc: 0.8990, loss_cls: 1.1243, loss: 1.1243, grad_norm: 6.5658 2021-04-01 03:49:40,409 - mmaction - INFO - Epoch [32][620/1760] lr: 1.500e-03, eta: 7:53:03, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6927, top5_acc: 0.8948, loss_cls: 1.1842, loss: 1.1842, grad_norm: 7.1092 2021-04-01 03:49:56,777 - mmaction - INFO - Epoch [32][640/1760] lr: 1.500e-03, eta: 7:52:45, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6807, top5_acc: 0.8865, loss_cls: 1.2090, loss: 1.2090, grad_norm: 7.0873 2021-04-01 03:50:13,147 - mmaction - INFO - Epoch [32][660/1760] lr: 1.500e-03, eta: 7:52:27, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6990, top5_acc: 0.8995, loss_cls: 1.1377, loss: 1.1377, grad_norm: 7.1782 2021-04-01 03:50:29,539 - mmaction - INFO - Epoch [32][680/1760] lr: 1.500e-03, eta: 7:52:09, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6901, top5_acc: 0.8958, loss_cls: 1.1663, loss: 1.1663, grad_norm: 7.0525 2021-04-01 03:50:45,922 - mmaction - INFO - Epoch [32][700/1760] lr: 1.500e-03, eta: 7:51:51, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7141, top5_acc: 0.9109, loss_cls: 1.0878, loss: 1.0878, grad_norm: 6.9975 2021-04-01 03:51:02,266 - mmaction - INFO - Epoch [32][720/1760] lr: 1.500e-03, eta: 7:51:33, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6964, top5_acc: 0.8948, loss_cls: 1.1475, loss: 1.1475, grad_norm: 6.9609 2021-04-01 03:51:18,585 - mmaction - INFO - Epoch [32][740/1760] lr: 1.500e-03, eta: 7:51:16, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.6932, top5_acc: 0.8880, loss_cls: 1.1792, loss: 1.1792, grad_norm: 6.8512 2021-04-01 03:51:34,879 - mmaction - INFO - Epoch [32][760/1760] lr: 1.500e-03, eta: 7:50:58, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.6927, top5_acc: 0.8922, loss_cls: 1.1645, loss: 1.1645, grad_norm: 6.9324 2021-04-01 03:51:51,278 - mmaction - INFO - Epoch [32][780/1760] lr: 1.500e-03, eta: 7:50:40, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7016, top5_acc: 0.8995, loss_cls: 1.1291, loss: 1.1291, grad_norm: 7.0010 2021-04-01 03:52:07,643 - mmaction - INFO - Epoch [32][800/1760] lr: 1.500e-03, eta: 7:50:22, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6849, top5_acc: 0.8995, loss_cls: 1.1451, loss: 1.1451, grad_norm: 7.0559 2021-04-01 03:52:23,982 - mmaction - INFO - Epoch [32][820/1760] lr: 1.500e-03, eta: 7:50:04, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.6885, top5_acc: 0.9036, loss_cls: 1.1488, loss: 1.1488, grad_norm: 7.3471 2021-04-01 03:52:40,230 - mmaction - INFO - Epoch [32][840/1760] lr: 1.500e-03, eta: 7:49:46, time: 0.813, data_time: 0.001, memory: 10390, top1_acc: 0.6807, top5_acc: 0.9005, loss_cls: 1.1885, loss: 1.1885, grad_norm: 7.2327 2021-04-01 03:52:56,595 - mmaction - INFO - Epoch [32][860/1760] lr: 1.500e-03, eta: 7:49:28, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6990, top5_acc: 0.8885, loss_cls: 1.1718, loss: 1.1718, grad_norm: 7.2574 2021-04-01 03:53:12,977 - mmaction - INFO - Epoch [32][880/1760] lr: 1.500e-03, eta: 7:49:11, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6927, top5_acc: 0.9026, loss_cls: 1.1630, loss: 1.1630, grad_norm: 7.2073 2021-04-01 03:53:29,377 - mmaction - INFO - Epoch [32][900/1760] lr: 1.500e-03, eta: 7:48:53, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6937, top5_acc: 0.8891, loss_cls: 1.1673, loss: 1.1673, grad_norm: 7.0545 2021-04-01 03:53:45,688 - mmaction - INFO - Epoch [32][920/1760] lr: 1.500e-03, eta: 7:48:35, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.6964, top5_acc: 0.8880, loss_cls: 1.1856, loss: 1.1856, grad_norm: 7.0687 2021-04-01 03:54:02,090 - mmaction - INFO - Epoch [32][940/1760] lr: 1.500e-03, eta: 7:48:17, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6682, top5_acc: 0.8844, loss_cls: 1.1970, loss: 1.1970, grad_norm: 7.1661 2021-04-01 03:54:18,500 - mmaction - INFO - Epoch [32][960/1760] lr: 1.500e-03, eta: 7:47:59, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.6891, top5_acc: 0.9005, loss_cls: 1.1748, loss: 1.1748, grad_norm: 7.1473 2021-04-01 03:54:34,870 - mmaction - INFO - Epoch [32][980/1760] lr: 1.500e-03, eta: 7:47:41, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6896, top5_acc: 0.8875, loss_cls: 1.1890, loss: 1.1890, grad_norm: 6.9731 2021-04-01 03:54:51,399 - mmaction - INFO - Epoch [32][1000/1760] lr: 1.500e-03, eta: 7:47:24, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7026, top5_acc: 0.9010, loss_cls: 1.1750, loss: 1.1750, grad_norm: 7.1215 2021-04-01 03:55:07,996 - mmaction - INFO - Epoch [32][1020/1760] lr: 1.500e-03, eta: 7:47:06, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6917, top5_acc: 0.8875, loss_cls: 1.1786, loss: 1.1786, grad_norm: 7.1113 2021-04-01 03:55:24,581 - mmaction - INFO - Epoch [32][1040/1760] lr: 1.500e-03, eta: 7:46:48, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.6990, top5_acc: 0.9135, loss_cls: 1.0822, loss: 1.0822, grad_norm: 6.9940 2021-04-01 03:55:41,164 - mmaction - INFO - Epoch [32][1060/1760] lr: 1.500e-03, eta: 7:46:31, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7016, top5_acc: 0.8948, loss_cls: 1.1251, loss: 1.1251, grad_norm: 6.9513 2021-04-01 03:55:57,760 - mmaction - INFO - Epoch [32][1080/1760] lr: 1.500e-03, eta: 7:46:13, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7063, top5_acc: 0.9078, loss_cls: 1.0884, loss: 1.0884, grad_norm: 6.8418 2021-04-01 03:56:14,384 - mmaction - INFO - Epoch [32][1100/1760] lr: 1.500e-03, eta: 7:45:55, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6990, top5_acc: 0.8943, loss_cls: 1.1205, loss: 1.1205, grad_norm: 7.1434 2021-04-01 03:56:30,978 - mmaction - INFO - Epoch [32][1120/1760] lr: 1.500e-03, eta: 7:45:38, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6828, top5_acc: 0.8984, loss_cls: 1.1809, loss: 1.1809, grad_norm: 7.1297 2021-04-01 03:56:47,572 - mmaction - INFO - Epoch [32][1140/1760] lr: 1.500e-03, eta: 7:45:20, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7073, top5_acc: 0.8875, loss_cls: 1.1749, loss: 1.1749, grad_norm: 6.9561 2021-04-01 03:57:04,151 - mmaction - INFO - Epoch [32][1160/1760] lr: 1.500e-03, eta: 7:45:02, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6776, top5_acc: 0.8932, loss_cls: 1.1885, loss: 1.1885, grad_norm: 7.1805 2021-04-01 03:57:20,796 - mmaction - INFO - Epoch [32][1180/1760] lr: 1.500e-03, eta: 7:44:45, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.6870, top5_acc: 0.8974, loss_cls: 1.1565, loss: 1.1565, grad_norm: 7.1007 2021-04-01 03:57:37,414 - mmaction - INFO - Epoch [32][1200/1760] lr: 1.500e-03, eta: 7:44:27, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.6750, top5_acc: 0.8828, loss_cls: 1.2139, loss: 1.2139, grad_norm: 7.1211 2021-04-01 03:57:54,003 - mmaction - INFO - Epoch [32][1220/1760] lr: 1.500e-03, eta: 7:44:09, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6891, top5_acc: 0.8885, loss_cls: 1.2114, loss: 1.2114, grad_norm: 7.1400 2021-04-01 03:58:10,611 - mmaction - INFO - Epoch [32][1240/1760] lr: 1.500e-03, eta: 7:43:51, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6932, top5_acc: 0.8995, loss_cls: 1.1417, loss: 1.1417, grad_norm: 7.0118 2021-04-01 03:58:27,239 - mmaction - INFO - Epoch [32][1260/1760] lr: 1.500e-03, eta: 7:43:34, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7000, top5_acc: 0.8990, loss_cls: 1.1203, loss: 1.1203, grad_norm: 6.9294 2021-04-01 03:58:43,826 - mmaction - INFO - Epoch [32][1280/1760] lr: 1.500e-03, eta: 7:43:16, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7052, top5_acc: 0.8948, loss_cls: 1.1016, loss: 1.1016, grad_norm: 6.7959 2021-04-01 03:59:00,443 - mmaction - INFO - Epoch [32][1300/1760] lr: 1.500e-03, eta: 7:42:58, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6943, top5_acc: 0.8891, loss_cls: 1.1737, loss: 1.1737, grad_norm: 7.1433 2021-04-01 03:59:17,059 - mmaction - INFO - Epoch [32][1320/1760] lr: 1.500e-03, eta: 7:42:41, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6964, top5_acc: 0.8969, loss_cls: 1.1753, loss: 1.1753, grad_norm: 7.1794 2021-04-01 03:59:33,649 - mmaction - INFO - Epoch [32][1340/1760] lr: 1.500e-03, eta: 7:42:23, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.6813, top5_acc: 0.8943, loss_cls: 1.1698, loss: 1.1698, grad_norm: 7.1555 2021-04-01 03:59:50,260 - mmaction - INFO - Epoch [32][1360/1760] lr: 1.500e-03, eta: 7:42:05, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7031, top5_acc: 0.8922, loss_cls: 1.1524, loss: 1.1524, grad_norm: 7.0431 2021-04-01 04:00:06,861 - mmaction - INFO - Epoch [32][1380/1760] lr: 1.500e-03, eta: 7:41:48, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6865, top5_acc: 0.8849, loss_cls: 1.2087, loss: 1.2087, grad_norm: 7.2717 2021-04-01 04:00:23,432 - mmaction - INFO - Epoch [32][1400/1760] lr: 1.500e-03, eta: 7:41:30, time: 0.829, data_time: 0.000, memory: 10390, top1_acc: 0.6911, top5_acc: 0.8927, loss_cls: 1.1946, loss: 1.1946, grad_norm: 7.0235 2021-04-01 04:00:40,023 - mmaction - INFO - Epoch [32][1420/1760] lr: 1.500e-03, eta: 7:41:12, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6943, top5_acc: 0.8953, loss_cls: 1.1372, loss: 1.1372, grad_norm: 6.8585 2021-04-01 04:00:56,648 - mmaction - INFO - Epoch [32][1440/1760] lr: 1.500e-03, eta: 7:40:55, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.6781, top5_acc: 0.9010, loss_cls: 1.1918, loss: 1.1918, grad_norm: 7.2423 2021-04-01 04:01:13,287 - mmaction - INFO - Epoch [32][1460/1760] lr: 1.500e-03, eta: 7:40:37, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.6854, top5_acc: 0.8979, loss_cls: 1.1684, loss: 1.1684, grad_norm: 7.2577 2021-04-01 04:01:29,871 - mmaction - INFO - Epoch [32][1480/1760] lr: 1.500e-03, eta: 7:40:19, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7083, top5_acc: 0.8885, loss_cls: 1.1754, loss: 1.1754, grad_norm: 7.1482 2021-04-01 04:01:46,462 - mmaction - INFO - Epoch [32][1500/1760] lr: 1.500e-03, eta: 7:40:02, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6943, top5_acc: 0.9036, loss_cls: 1.1298, loss: 1.1298, grad_norm: 6.9787 2021-04-01 04:02:03,086 - mmaction - INFO - Epoch [32][1520/1760] lr: 1.500e-03, eta: 7:39:44, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7005, top5_acc: 0.9078, loss_cls: 1.1273, loss: 1.1273, grad_norm: 7.0264 2021-04-01 04:02:19,717 - mmaction - INFO - Epoch [32][1540/1760] lr: 1.500e-03, eta: 7:39:26, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.6937, top5_acc: 0.9047, loss_cls: 1.1422, loss: 1.1422, grad_norm: 6.9080 2021-04-01 04:02:36,329 - mmaction - INFO - Epoch [32][1560/1760] lr: 1.500e-03, eta: 7:39:09, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6865, top5_acc: 0.8922, loss_cls: 1.1476, loss: 1.1476, grad_norm: 6.8795 2021-04-01 04:02:52,952 - mmaction - INFO - Epoch [32][1580/1760] lr: 1.500e-03, eta: 7:38:51, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.6984, top5_acc: 0.9047, loss_cls: 1.1025, loss: 1.1025, grad_norm: 6.8300 2021-04-01 04:03:09,570 - mmaction - INFO - Epoch [32][1600/1760] lr: 1.500e-03, eta: 7:38:33, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7135, top5_acc: 0.9021, loss_cls: 1.0922, loss: 1.0922, grad_norm: 6.9359 2021-04-01 04:03:26,223 - mmaction - INFO - Epoch [32][1620/1760] lr: 1.500e-03, eta: 7:38:16, time: 0.833, data_time: 0.001, memory: 10390, top1_acc: 0.6964, top5_acc: 0.9005, loss_cls: 1.1355, loss: 1.1355, grad_norm: 7.1124 2021-04-01 04:03:42,802 - mmaction - INFO - Epoch [32][1640/1760] lr: 1.500e-03, eta: 7:37:58, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7005, top5_acc: 0.8943, loss_cls: 1.1464, loss: 1.1464, grad_norm: 7.1563 2021-04-01 04:03:59,430 - mmaction - INFO - Epoch [32][1660/1760] lr: 1.500e-03, eta: 7:37:40, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7109, top5_acc: 0.9062, loss_cls: 1.0892, loss: 1.0892, grad_norm: 7.0696 2021-04-01 04:04:16,038 - mmaction - INFO - Epoch [32][1680/1760] lr: 1.500e-03, eta: 7:37:23, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6990, top5_acc: 0.8891, loss_cls: 1.1778, loss: 1.1778, grad_norm: 7.4712 2021-04-01 04:04:32,638 - mmaction - INFO - Epoch [32][1700/1760] lr: 1.500e-03, eta: 7:37:05, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6901, top5_acc: 0.8964, loss_cls: 1.1841, loss: 1.1841, grad_norm: 7.2752 2021-04-01 04:04:49,230 - mmaction - INFO - Epoch [32][1720/1760] lr: 1.500e-03, eta: 7:36:47, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6760, top5_acc: 0.8839, loss_cls: 1.2293, loss: 1.2293, grad_norm: 7.1365 2021-04-01 04:05:05,818 - mmaction - INFO - Epoch [32][1740/1760] lr: 1.500e-03, eta: 7:36:30, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6792, top5_acc: 0.8885, loss_cls: 1.2201, loss: 1.2201, grad_norm: 7.3438 2021-04-01 04:05:22,152 - mmaction - INFO - Epoch [32][1760/1760] lr: 1.500e-03, eta: 7:36:12, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7007, top5_acc: 0.9084, loss_cls: 1.1192, loss: 1.1192, grad_norm: 7.1290 2021-04-01 04:05:25,186 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-04-01 04:09:07,777 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 04:09:08,108 - mmaction - INFO - top1_acc 0.5947 top5_acc 0.8592 2021-04-01 04:09:08,108 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 04:09:08,130 - mmaction - INFO - mean_acc 0.5278 2021-04-01 04:09:08,875 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. 2021-04-01 04:09:08,875 - mmaction - INFO - Best top1_acc is 0.5947 at 32 epoch. 2021-04-01 04:09:08,884 - mmaction - INFO - Epoch(val) [32][1760] top1_acc: 0.5947, top5_acc: 0.8592, mean_class_accuracy: 0.5278 2021-04-01 04:10:48,037 - mmaction - INFO - Epoch [33][20/1760] lr: 1.500e-03, eta: 7:36:41, time: 4.950, data_time: 4.011, memory: 10390, top1_acc: 0.7141, top5_acc: 0.9094, loss_cls: 1.0751, loss: 1.0751, grad_norm: 6.8682 2021-04-01 04:11:04,194 - mmaction - INFO - Epoch [33][40/1760] lr: 1.500e-03, eta: 7:36:23, time: 0.815, data_time: 0.012, memory: 10390, top1_acc: 0.7000, top5_acc: 0.8906, loss_cls: 1.1647, loss: 1.1647, grad_norm: 7.1112 2021-04-01 04:11:20,302 - mmaction - INFO - Epoch [33][60/1760] lr: 1.500e-03, eta: 7:36:05, time: 0.805, data_time: 0.002, memory: 10390, top1_acc: 0.7042, top5_acc: 0.8974, loss_cls: 1.1449, loss: 1.1449, grad_norm: 7.1689 2021-04-01 04:11:36,426 - mmaction - INFO - Epoch [33][80/1760] lr: 1.500e-03, eta: 7:35:47, time: 0.806, data_time: 0.001, memory: 10390, top1_acc: 0.6943, top5_acc: 0.8781, loss_cls: 1.2194, loss: 1.2194, grad_norm: 7.2102 2021-04-01 04:11:52,787 - mmaction - INFO - Epoch [33][100/1760] lr: 1.500e-03, eta: 7:35:29, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7021, top5_acc: 0.8906, loss_cls: 1.1515, loss: 1.1515, grad_norm: 7.0310 2021-04-01 04:12:09,181 - mmaction - INFO - Epoch [33][120/1760] lr: 1.500e-03, eta: 7:35:11, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7167, top5_acc: 0.8943, loss_cls: 1.0935, loss: 1.0935, grad_norm: 7.0636 2021-04-01 04:12:25,556 - mmaction - INFO - Epoch [33][140/1760] lr: 1.500e-03, eta: 7:34:53, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7005, top5_acc: 0.9042, loss_cls: 1.1094, loss: 1.1094, grad_norm: 7.2014 2021-04-01 04:12:41,881 - mmaction - INFO - Epoch [33][160/1760] lr: 1.500e-03, eta: 7:34:35, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6974, top5_acc: 0.8917, loss_cls: 1.1647, loss: 1.1647, grad_norm: 7.0287 2021-04-01 04:12:58,217 - mmaction - INFO - Epoch [33][180/1760] lr: 1.500e-03, eta: 7:34:18, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7047, top5_acc: 0.8849, loss_cls: 1.1735, loss: 1.1735, grad_norm: 7.0315 2021-04-01 04:13:14,555 - mmaction - INFO - Epoch [33][200/1760] lr: 1.500e-03, eta: 7:34:00, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6917, top5_acc: 0.8922, loss_cls: 1.1671, loss: 1.1671, grad_norm: 7.3374 2021-04-01 04:13:30,928 - mmaction - INFO - Epoch [33][220/1760] lr: 1.500e-03, eta: 7:33:42, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6854, top5_acc: 0.8901, loss_cls: 1.1702, loss: 1.1702, grad_norm: 7.3528 2021-04-01 04:13:47,315 - mmaction - INFO - Epoch [33][240/1760] lr: 1.500e-03, eta: 7:33:24, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7099, top5_acc: 0.9094, loss_cls: 1.0775, loss: 1.0775, grad_norm: 6.8420 2021-04-01 04:14:03,719 - mmaction - INFO - Epoch [33][260/1760] lr: 1.500e-03, eta: 7:33:06, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6984, top5_acc: 0.8938, loss_cls: 1.1456, loss: 1.1456, grad_norm: 7.3156 2021-04-01 04:14:20,087 - mmaction - INFO - Epoch [33][280/1760] lr: 1.500e-03, eta: 7:32:48, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6911, top5_acc: 0.8917, loss_cls: 1.1673, loss: 1.1673, grad_norm: 7.1510 2021-04-01 04:14:36,467 - mmaction - INFO - Epoch [33][300/1760] lr: 1.500e-03, eta: 7:32:31, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7005, top5_acc: 0.9109, loss_cls: 1.1177, loss: 1.1177, grad_norm: 7.2976 2021-04-01 04:14:52,854 - mmaction - INFO - Epoch [33][320/1760] lr: 1.500e-03, eta: 7:32:13, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7010, top5_acc: 0.8948, loss_cls: 1.1438, loss: 1.1438, grad_norm: 7.1982 2021-04-01 04:15:09,241 - mmaction - INFO - Epoch [33][340/1760] lr: 1.500e-03, eta: 7:31:55, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7068, top5_acc: 0.9094, loss_cls: 1.0886, loss: 1.0886, grad_norm: 7.1732 2021-04-01 04:15:25,621 - mmaction - INFO - Epoch [33][360/1760] lr: 1.500e-03, eta: 7:31:37, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7005, top5_acc: 0.8969, loss_cls: 1.1357, loss: 1.1357, grad_norm: 7.0411 2021-04-01 04:15:42,007 - mmaction - INFO - Epoch [33][380/1760] lr: 1.500e-03, eta: 7:31:19, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7047, top5_acc: 0.9068, loss_cls: 1.0989, loss: 1.0989, grad_norm: 6.9871 2021-04-01 04:15:58,403 - mmaction - INFO - Epoch [33][400/1760] lr: 1.500e-03, eta: 7:31:02, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7031, top5_acc: 0.9016, loss_cls: 1.1214, loss: 1.1214, grad_norm: 7.1645 2021-04-01 04:16:14,783 - mmaction - INFO - Epoch [33][420/1760] lr: 1.500e-03, eta: 7:30:44, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6953, top5_acc: 0.8943, loss_cls: 1.1792, loss: 1.1792, grad_norm: 7.3777 2021-04-01 04:16:31,123 - mmaction - INFO - Epoch [33][440/1760] lr: 1.500e-03, eta: 7:30:26, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6974, top5_acc: 0.8995, loss_cls: 1.1373, loss: 1.1373, grad_norm: 7.0894 2021-04-01 04:16:47,548 - mmaction - INFO - Epoch [33][460/1760] lr: 1.500e-03, eta: 7:30:08, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7130, top5_acc: 0.9057, loss_cls: 1.1007, loss: 1.1007, grad_norm: 7.2076 2021-04-01 04:17:03,954 - mmaction - INFO - Epoch [33][480/1760] lr: 1.500e-03, eta: 7:29:50, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.7115, top5_acc: 0.9099, loss_cls: 1.0822, loss: 1.0822, grad_norm: 6.8805 2021-04-01 04:17:20,331 - mmaction - INFO - Epoch [33][500/1760] lr: 1.500e-03, eta: 7:29:33, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6844, top5_acc: 0.8922, loss_cls: 1.1567, loss: 1.1567, grad_norm: 7.2270 2021-04-01 04:17:36,702 - mmaction - INFO - Epoch [33][520/1760] lr: 1.500e-03, eta: 7:29:15, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6870, top5_acc: 0.8927, loss_cls: 1.1791, loss: 1.1791, grad_norm: 7.2845 2021-04-01 04:17:53,083 - mmaction - INFO - Epoch [33][540/1760] lr: 1.500e-03, eta: 7:28:57, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7031, top5_acc: 0.9010, loss_cls: 1.1321, loss: 1.1321, grad_norm: 7.2118 2021-04-01 04:18:09,456 - mmaction - INFO - Epoch [33][560/1760] lr: 1.500e-03, eta: 7:28:39, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7089, top5_acc: 0.9026, loss_cls: 1.1330, loss: 1.1330, grad_norm: 7.4139 2021-04-01 04:18:25,850 - mmaction - INFO - Epoch [33][580/1760] lr: 1.500e-03, eta: 7:28:21, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6854, top5_acc: 0.8943, loss_cls: 1.1792, loss: 1.1792, grad_norm: 7.5479 2021-04-01 04:18:42,221 - mmaction - INFO - Epoch [33][600/1760] lr: 1.500e-03, eta: 7:28:04, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7161, top5_acc: 0.9036, loss_cls: 1.0859, loss: 1.0859, grad_norm: 7.1161 2021-04-01 04:18:58,620 - mmaction - INFO - Epoch [33][620/1760] lr: 1.500e-03, eta: 7:27:46, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7068, top5_acc: 0.9057, loss_cls: 1.0766, loss: 1.0766, grad_norm: 7.0970 2021-04-01 04:19:14,976 - mmaction - INFO - Epoch [33][640/1760] lr: 1.500e-03, eta: 7:27:28, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7182, top5_acc: 0.9031, loss_cls: 1.0812, loss: 1.0812, grad_norm: 6.8789 2021-04-01 04:19:31,406 - mmaction - INFO - Epoch [33][660/1760] lr: 1.500e-03, eta: 7:27:10, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7021, top5_acc: 0.9073, loss_cls: 1.1025, loss: 1.1025, grad_norm: 7.0387 2021-04-01 04:19:47,765 - mmaction - INFO - Epoch [33][680/1760] lr: 1.500e-03, eta: 7:26:52, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6964, top5_acc: 0.8880, loss_cls: 1.1596, loss: 1.1596, grad_norm: 7.2946 2021-04-01 04:20:04,176 - mmaction - INFO - Epoch [33][700/1760] lr: 1.500e-03, eta: 7:26:35, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6797, top5_acc: 0.8802, loss_cls: 1.2285, loss: 1.2285, grad_norm: 7.2682 2021-04-01 04:20:20,531 - mmaction - INFO - Epoch [33][720/1760] lr: 1.500e-03, eta: 7:26:17, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7031, top5_acc: 0.8958, loss_cls: 1.1487, loss: 1.1487, grad_norm: 7.0215 2021-04-01 04:20:36,921 - mmaction - INFO - Epoch [33][740/1760] lr: 1.500e-03, eta: 7:25:59, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6865, top5_acc: 0.8911, loss_cls: 1.1659, loss: 1.1659, grad_norm: 7.2992 2021-04-01 04:20:53,245 - mmaction - INFO - Epoch [33][760/1760] lr: 1.500e-03, eta: 7:25:41, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7219, top5_acc: 0.8995, loss_cls: 1.0700, loss: 1.0700, grad_norm: 6.9149 2021-04-01 04:21:09,690 - mmaction - INFO - Epoch [33][780/1760] lr: 1.500e-03, eta: 7:25:23, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.7016, top5_acc: 0.8958, loss_cls: 1.1323, loss: 1.1323, grad_norm: 7.3131 2021-04-01 04:21:26,064 - mmaction - INFO - Epoch [33][800/1760] lr: 1.500e-03, eta: 7:25:06, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7052, top5_acc: 0.9016, loss_cls: 1.1083, loss: 1.1083, grad_norm: 7.1348 2021-04-01 04:21:42,415 - mmaction - INFO - Epoch [33][820/1760] lr: 1.500e-03, eta: 7:24:48, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6943, top5_acc: 0.8964, loss_cls: 1.1592, loss: 1.1592, grad_norm: 7.2120 2021-04-01 04:21:58,855 - mmaction - INFO - Epoch [33][840/1760] lr: 1.500e-03, eta: 7:24:30, time: 0.823, data_time: 0.002, memory: 10390, top1_acc: 0.6943, top5_acc: 0.8901, loss_cls: 1.1843, loss: 1.1843, grad_norm: 7.4108 2021-04-01 04:22:15,232 - mmaction - INFO - Epoch [33][860/1760] lr: 1.500e-03, eta: 7:24:12, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6760, top5_acc: 0.8839, loss_cls: 1.2129, loss: 1.2129, grad_norm: 7.3768 2021-04-01 04:22:31,607 - mmaction - INFO - Epoch [33][880/1760] lr: 1.500e-03, eta: 7:23:54, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6891, top5_acc: 0.8880, loss_cls: 1.2011, loss: 1.2011, grad_norm: 7.3576 2021-04-01 04:22:48,000 - mmaction - INFO - Epoch [33][900/1760] lr: 1.500e-03, eta: 7:23:37, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6948, top5_acc: 0.8938, loss_cls: 1.1330, loss: 1.1330, grad_norm: 7.3349 2021-04-01 04:23:04,378 - mmaction - INFO - Epoch [33][920/1760] lr: 1.500e-03, eta: 7:23:19, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6891, top5_acc: 0.9068, loss_cls: 1.1409, loss: 1.1409, grad_norm: 7.3573 2021-04-01 04:23:20,768 - mmaction - INFO - Epoch [33][940/1760] lr: 1.500e-03, eta: 7:23:01, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6870, top5_acc: 0.8979, loss_cls: 1.1387, loss: 1.1387, grad_norm: 7.3702 2021-04-01 04:23:37,142 - mmaction - INFO - Epoch [33][960/1760] lr: 1.500e-03, eta: 7:22:43, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7016, top5_acc: 0.9005, loss_cls: 1.1175, loss: 1.1175, grad_norm: 7.1984 2021-04-01 04:23:53,537 - mmaction - INFO - Epoch [33][980/1760] lr: 1.500e-03, eta: 7:22:25, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6948, top5_acc: 0.8948, loss_cls: 1.1501, loss: 1.1501, grad_norm: 7.2864 2021-04-01 04:24:09,930 - mmaction - INFO - Epoch [33][1000/1760] lr: 1.500e-03, eta: 7:22:08, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7031, top5_acc: 0.8943, loss_cls: 1.1337, loss: 1.1337, grad_norm: 7.1292 2021-04-01 04:24:26,328 - mmaction - INFO - Epoch [33][1020/1760] lr: 1.500e-03, eta: 7:21:50, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6990, top5_acc: 0.8948, loss_cls: 1.1880, loss: 1.1880, grad_norm: 7.2824 2021-04-01 04:24:42,691 - mmaction - INFO - Epoch [33][1040/1760] lr: 1.500e-03, eta: 7:21:32, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6896, top5_acc: 0.8974, loss_cls: 1.1561, loss: 1.1561, grad_norm: 7.2602 2021-04-01 04:24:59,040 - mmaction - INFO - Epoch [33][1060/1760] lr: 1.500e-03, eta: 7:21:14, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7016, top5_acc: 0.8943, loss_cls: 1.1325, loss: 1.1325, grad_norm: 7.0974 2021-04-01 04:25:15,449 - mmaction - INFO - Epoch [33][1080/1760] lr: 1.500e-03, eta: 7:20:57, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.6995, top5_acc: 0.9062, loss_cls: 1.1421, loss: 1.1421, grad_norm: 7.4585 2021-04-01 04:25:31,791 - mmaction - INFO - Epoch [33][1100/1760] lr: 1.500e-03, eta: 7:20:39, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7109, top5_acc: 0.9016, loss_cls: 1.0959, loss: 1.0959, grad_norm: 7.2303 2021-04-01 04:25:48,213 - mmaction - INFO - Epoch [33][1120/1760] lr: 1.500e-03, eta: 7:20:21, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.7063, top5_acc: 0.8953, loss_cls: 1.1433, loss: 1.1433, grad_norm: 7.1328 2021-04-01 04:26:04,607 - mmaction - INFO - Epoch [33][1140/1760] lr: 1.500e-03, eta: 7:20:03, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6854, top5_acc: 0.8948, loss_cls: 1.1714, loss: 1.1714, grad_norm: 7.5141 2021-04-01 04:26:20,984 - mmaction - INFO - Epoch [33][1160/1760] lr: 1.500e-03, eta: 7:19:46, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6937, top5_acc: 0.8969, loss_cls: 1.1786, loss: 1.1786, grad_norm: 7.3738 2021-04-01 04:26:37,371 - mmaction - INFO - Epoch [33][1180/1760] lr: 1.500e-03, eta: 7:19:28, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6771, top5_acc: 0.8901, loss_cls: 1.2068, loss: 1.2068, grad_norm: 7.3386 2021-04-01 04:26:53,763 - mmaction - INFO - Epoch [33][1200/1760] lr: 1.500e-03, eta: 7:19:10, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6917, top5_acc: 0.8964, loss_cls: 1.1618, loss: 1.1618, grad_norm: 7.2079 2021-04-01 04:27:10,136 - mmaction - INFO - Epoch [33][1220/1760] lr: 1.500e-03, eta: 7:18:52, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7000, top5_acc: 0.9062, loss_cls: 1.0911, loss: 1.0911, grad_norm: 7.1096 2021-04-01 04:27:26,523 - mmaction - INFO - Epoch [33][1240/1760] lr: 1.500e-03, eta: 7:18:34, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6854, top5_acc: 0.8922, loss_cls: 1.1592, loss: 1.1592, grad_norm: 7.3610 2021-04-01 04:27:42,906 - mmaction - INFO - Epoch [33][1260/1760] lr: 1.500e-03, eta: 7:18:17, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6854, top5_acc: 0.9010, loss_cls: 1.1525, loss: 1.1525, grad_norm: 7.4177 2021-04-01 04:27:59,300 - mmaction - INFO - Epoch [33][1280/1760] lr: 1.500e-03, eta: 7:17:59, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7052, top5_acc: 0.9073, loss_cls: 1.0871, loss: 1.0871, grad_norm: 7.1747 2021-04-01 04:28:15,663 - mmaction - INFO - Epoch [33][1300/1760] lr: 1.500e-03, eta: 7:17:41, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7120, top5_acc: 0.8958, loss_cls: 1.1304, loss: 1.1304, grad_norm: 6.9330 2021-04-01 04:28:32,063 - mmaction - INFO - Epoch [33][1320/1760] lr: 1.500e-03, eta: 7:17:23, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7000, top5_acc: 0.8818, loss_cls: 1.2001, loss: 1.2001, grad_norm: 7.2530 2021-04-01 04:28:48,426 - mmaction - INFO - Epoch [33][1340/1760] lr: 1.500e-03, eta: 7:17:06, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6937, top5_acc: 0.8927, loss_cls: 1.1568, loss: 1.1568, grad_norm: 7.3660 2021-04-01 04:29:04,828 - mmaction - INFO - Epoch [33][1360/1760] lr: 1.500e-03, eta: 7:16:48, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7057, top5_acc: 0.8948, loss_cls: 1.1228, loss: 1.1228, grad_norm: 7.1956 2021-04-01 04:29:21,206 - mmaction - INFO - Epoch [33][1380/1760] lr: 1.500e-03, eta: 7:16:30, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6948, top5_acc: 0.8984, loss_cls: 1.1580, loss: 1.1580, grad_norm: 7.1305 2021-04-01 04:29:37,670 - mmaction - INFO - Epoch [33][1400/1760] lr: 1.500e-03, eta: 7:16:12, time: 0.823, data_time: 0.002, memory: 10390, top1_acc: 0.6734, top5_acc: 0.8927, loss_cls: 1.2135, loss: 1.2135, grad_norm: 7.3444 2021-04-01 04:29:54,192 - mmaction - INFO - Epoch [33][1420/1760] lr: 1.500e-03, eta: 7:15:55, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7026, top5_acc: 0.8995, loss_cls: 1.1269, loss: 1.1269, grad_norm: 7.2587 2021-04-01 04:30:10,683 - mmaction - INFO - Epoch [33][1440/1760] lr: 1.500e-03, eta: 7:15:37, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7047, top5_acc: 0.8964, loss_cls: 1.1236, loss: 1.1236, grad_norm: 7.3076 2021-04-01 04:30:27,234 - mmaction - INFO - Epoch [33][1460/1760] lr: 1.500e-03, eta: 7:15:19, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.6917, top5_acc: 0.8974, loss_cls: 1.1231, loss: 1.1231, grad_norm: 7.2490 2021-04-01 04:30:43,763 - mmaction - INFO - Epoch [33][1480/1760] lr: 1.500e-03, eta: 7:15:02, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.6849, top5_acc: 0.8891, loss_cls: 1.2041, loss: 1.2041, grad_norm: 7.3530 2021-04-01 04:31:00,285 - mmaction - INFO - Epoch [33][1500/1760] lr: 1.500e-03, eta: 7:14:44, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.6927, top5_acc: 0.9005, loss_cls: 1.1362, loss: 1.1362, grad_norm: 7.2869 2021-04-01 04:31:16,816 - mmaction - INFO - Epoch [33][1520/1760] lr: 1.500e-03, eta: 7:14:26, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.6958, top5_acc: 0.9021, loss_cls: 1.1320, loss: 1.1320, grad_norm: 7.1742 2021-04-01 04:31:33,329 - mmaction - INFO - Epoch [33][1540/1760] lr: 1.500e-03, eta: 7:14:09, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7031, top5_acc: 0.9042, loss_cls: 1.1171, loss: 1.1171, grad_norm: 7.2228 2021-04-01 04:31:49,856 - mmaction - INFO - Epoch [33][1560/1760] lr: 1.500e-03, eta: 7:13:51, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.6969, top5_acc: 0.8922, loss_cls: 1.1818, loss: 1.1818, grad_norm: 7.1865 2021-04-01 04:32:06,379 - mmaction - INFO - Epoch [33][1580/1760] lr: 1.500e-03, eta: 7:13:33, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.6969, top5_acc: 0.9052, loss_cls: 1.1203, loss: 1.1203, grad_norm: 7.1348 2021-04-01 04:32:22,922 - mmaction - INFO - Epoch [33][1600/1760] lr: 1.500e-03, eta: 7:13:16, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7089, top5_acc: 0.8938, loss_cls: 1.1241, loss: 1.1241, grad_norm: 7.2254 2021-04-01 04:32:39,427 - mmaction - INFO - Epoch [33][1620/1760] lr: 1.500e-03, eta: 7:12:58, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7281, top5_acc: 0.9047, loss_cls: 1.0325, loss: 1.0325, grad_norm: 6.9006 2021-04-01 04:32:55,928 - mmaction - INFO - Epoch [33][1640/1760] lr: 1.500e-03, eta: 7:12:40, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.6927, top5_acc: 0.8818, loss_cls: 1.1876, loss: 1.1876, grad_norm: 7.4826 2021-04-01 04:33:12,449 - mmaction - INFO - Epoch [33][1660/1760] lr: 1.500e-03, eta: 7:12:22, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7021, top5_acc: 0.8958, loss_cls: 1.1466, loss: 1.1466, grad_norm: 7.3956 2021-04-01 04:33:28,958 - mmaction - INFO - Epoch [33][1680/1760] lr: 1.500e-03, eta: 7:12:05, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.6943, top5_acc: 0.9010, loss_cls: 1.1378, loss: 1.1378, grad_norm: 7.3088 2021-04-01 04:33:45,477 - mmaction - INFO - Epoch [33][1700/1760] lr: 1.500e-03, eta: 7:11:47, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7047, top5_acc: 0.9052, loss_cls: 1.1172, loss: 1.1172, grad_norm: 7.3841 2021-04-01 04:34:02,011 - mmaction - INFO - Epoch [33][1720/1760] lr: 1.500e-03, eta: 7:11:29, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.6719, top5_acc: 0.8839, loss_cls: 1.2382, loss: 1.2382, grad_norm: 7.7780 2021-04-01 04:34:18,524 - mmaction - INFO - Epoch [33][1740/1760] lr: 1.500e-03, eta: 7:11:12, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.6911, top5_acc: 0.8911, loss_cls: 1.1583, loss: 1.1583, grad_norm: 7.3484 2021-04-01 04:34:34,753 - mmaction - INFO - Epoch [33][1760/1760] lr: 1.500e-03, eta: 7:10:54, time: 0.811, data_time: 0.002, memory: 10390, top1_acc: 0.7044, top5_acc: 0.9025, loss_cls: 1.1319, loss: 1.1319, grad_norm: 7.4311 2021-04-01 04:34:39,271 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-04-01 04:35:40,686 - mmaction - INFO - Epoch [34][20/1760] lr: 1.500e-03, eta: 7:10:59, time: 3.034, data_time: 2.209, memory: 10390, top1_acc: 0.7042, top5_acc: 0.9021, loss_cls: 1.1183, loss: 1.1183, grad_norm: 7.3029 2021-04-01 04:35:57,052 - mmaction - INFO - Epoch [34][40/1760] lr: 1.500e-03, eta: 7:10:41, time: 0.819, data_time: 0.004, memory: 10390, top1_acc: 0.7021, top5_acc: 0.8984, loss_cls: 1.1185, loss: 1.1185, grad_norm: 7.3588 2021-04-01 04:36:13,445 - mmaction - INFO - Epoch [34][60/1760] lr: 1.500e-03, eta: 7:10:23, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7135, top5_acc: 0.9089, loss_cls: 1.1089, loss: 1.1089, grad_norm: 7.5001 2021-04-01 04:36:29,860 - mmaction - INFO - Epoch [34][80/1760] lr: 1.500e-03, eta: 7:10:06, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.6990, top5_acc: 0.9026, loss_cls: 1.1118, loss: 1.1118, grad_norm: 7.1945 2021-04-01 04:36:46,339 - mmaction - INFO - Epoch [34][100/1760] lr: 1.500e-03, eta: 7:09:48, time: 0.823, data_time: 0.002, memory: 10390, top1_acc: 0.7036, top5_acc: 0.9068, loss_cls: 1.0891, loss: 1.0891, grad_norm: 7.3672 2021-04-01 04:37:02,920 - mmaction - INFO - Epoch [34][120/1760] lr: 1.500e-03, eta: 7:09:30, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7260, top5_acc: 0.9005, loss_cls: 1.0695, loss: 1.0695, grad_norm: 7.2159 2021-04-01 04:37:19,468 - mmaction - INFO - Epoch [34][140/1760] lr: 1.500e-03, eta: 7:09:13, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7083, top5_acc: 0.9120, loss_cls: 1.0725, loss: 1.0725, grad_norm: 7.1944 2021-04-01 04:37:36,017 - mmaction - INFO - Epoch [34][160/1760] lr: 1.500e-03, eta: 7:08:55, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7010, top5_acc: 0.9031, loss_cls: 1.1136, loss: 1.1136, grad_norm: 7.5235 2021-04-01 04:37:52,578 - mmaction - INFO - Epoch [34][180/1760] lr: 1.500e-03, eta: 7:08:37, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.6906, top5_acc: 0.8984, loss_cls: 1.1180, loss: 1.1180, grad_norm: 7.3487 2021-04-01 04:38:09,131 - mmaction - INFO - Epoch [34][200/1760] lr: 1.500e-03, eta: 7:08:20, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7089, top5_acc: 0.8927, loss_cls: 1.1320, loss: 1.1320, grad_norm: 7.3465 2021-04-01 04:38:25,649 - mmaction - INFO - Epoch [34][220/1760] lr: 1.500e-03, eta: 7:08:02, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7135, top5_acc: 0.9057, loss_cls: 1.0756, loss: 1.0756, grad_norm: 7.1849 2021-04-01 04:38:42,194 - mmaction - INFO - Epoch [34][240/1760] lr: 1.500e-03, eta: 7:07:44, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.6958, top5_acc: 0.8979, loss_cls: 1.1389, loss: 1.1389, grad_norm: 7.7203 2021-04-01 04:38:58,726 - mmaction - INFO - Epoch [34][260/1760] lr: 1.500e-03, eta: 7:07:27, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7036, top5_acc: 0.8859, loss_cls: 1.1646, loss: 1.1646, grad_norm: 7.4492 2021-04-01 04:39:15,229 - mmaction - INFO - Epoch [34][280/1760] lr: 1.500e-03, eta: 7:07:09, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7036, top5_acc: 0.8859, loss_cls: 1.1462, loss: 1.1462, grad_norm: 6.9949 2021-04-01 04:39:31,743 - mmaction - INFO - Epoch [34][300/1760] lr: 1.500e-03, eta: 7:06:51, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7063, top5_acc: 0.8896, loss_cls: 1.1467, loss: 1.1467, grad_norm: 7.1248 2021-04-01 04:39:48,244 - mmaction - INFO - Epoch [34][320/1760] lr: 1.500e-03, eta: 7:06:33, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.7042, top5_acc: 0.9031, loss_cls: 1.1002, loss: 1.1002, grad_norm: 7.2633 2021-04-01 04:40:06,217 - mmaction - INFO - Epoch [34][340/1760] lr: 1.500e-03, eta: 7:06:16, time: 0.891, data_time: 0.002, memory: 10390, top1_acc: 0.7068, top5_acc: 0.8891, loss_cls: 1.1386, loss: 1.1386, grad_norm: 7.3196 2021-04-01 04:40:22,666 - mmaction - INFO - Epoch [34][360/1760] lr: 1.500e-03, eta: 7:05:59, time: 0.831, data_time: 0.013, memory: 10390, top1_acc: 0.7021, top5_acc: 0.8969, loss_cls: 1.1492, loss: 1.1492, grad_norm: 7.5690 2021-04-01 04:40:39,071 - mmaction - INFO - Epoch [34][380/1760] lr: 1.500e-03, eta: 7:05:41, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6969, top5_acc: 0.8891, loss_cls: 1.1631, loss: 1.1631, grad_norm: 7.3564 2021-04-01 04:40:55,482 - mmaction - INFO - Epoch [34][400/1760] lr: 1.500e-03, eta: 7:05:23, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7010, top5_acc: 0.9047, loss_cls: 1.1043, loss: 1.1043, grad_norm: 7.5797 2021-04-01 04:41:11,883 - mmaction - INFO - Epoch [34][420/1760] lr: 1.500e-03, eta: 7:05:06, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7120, top5_acc: 0.8969, loss_cls: 1.1018, loss: 1.1018, grad_norm: 7.3093 2021-04-01 04:41:28,249 - mmaction - INFO - Epoch [34][440/1760] lr: 1.500e-03, eta: 7:04:48, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6828, top5_acc: 0.8849, loss_cls: 1.1848, loss: 1.1848, grad_norm: 7.6312 2021-04-01 04:41:44,642 - mmaction - INFO - Epoch [34][460/1760] lr: 1.500e-03, eta: 7:04:30, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7182, top5_acc: 0.9109, loss_cls: 1.0586, loss: 1.0586, grad_norm: 7.2166 2021-04-01 04:42:01,021 - mmaction - INFO - Epoch [34][480/1760] lr: 1.500e-03, eta: 7:04:12, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6906, top5_acc: 0.9047, loss_cls: 1.1300, loss: 1.1300, grad_norm: 7.4594 2021-04-01 04:42:17,408 - mmaction - INFO - Epoch [34][500/1760] lr: 1.500e-03, eta: 7:03:55, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6974, top5_acc: 0.9109, loss_cls: 1.1183, loss: 1.1183, grad_norm: 7.4031 2021-04-01 04:42:33,793 - mmaction - INFO - Epoch [34][520/1760] lr: 1.500e-03, eta: 7:03:37, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6984, top5_acc: 0.8917, loss_cls: 1.1839, loss: 1.1839, grad_norm: 7.5456 2021-04-01 04:42:50,178 - mmaction - INFO - Epoch [34][540/1760] lr: 1.500e-03, eta: 7:03:19, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7156, top5_acc: 0.9042, loss_cls: 1.0601, loss: 1.0601, grad_norm: 7.1237 2021-04-01 04:43:06,555 - mmaction - INFO - Epoch [34][560/1760] lr: 1.500e-03, eta: 7:03:01, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7078, top5_acc: 0.8984, loss_cls: 1.1074, loss: 1.1074, grad_norm: 7.0507 2021-04-01 04:43:22,957 - mmaction - INFO - Epoch [34][580/1760] lr: 1.500e-03, eta: 7:02:44, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6984, top5_acc: 0.9068, loss_cls: 1.0900, loss: 1.0900, grad_norm: 7.3283 2021-04-01 04:43:39,326 - mmaction - INFO - Epoch [34][600/1760] lr: 1.500e-03, eta: 7:02:26, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7094, top5_acc: 0.9026, loss_cls: 1.1118, loss: 1.1118, grad_norm: 7.3543 2021-04-01 04:43:55,712 - mmaction - INFO - Epoch [34][620/1760] lr: 1.500e-03, eta: 7:02:08, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6922, top5_acc: 0.8948, loss_cls: 1.1450, loss: 1.1450, grad_norm: 7.4103 2021-04-01 04:44:12,095 - mmaction - INFO - Epoch [34][640/1760] lr: 1.500e-03, eta: 7:01:50, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6875, top5_acc: 0.8844, loss_cls: 1.1956, loss: 1.1956, grad_norm: 7.3956 2021-04-01 04:44:28,485 - mmaction - INFO - Epoch [34][660/1760] lr: 1.500e-03, eta: 7:01:33, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7036, top5_acc: 0.8995, loss_cls: 1.1191, loss: 1.1191, grad_norm: 7.4293 2021-04-01 04:44:44,870 - mmaction - INFO - Epoch [34][680/1760] lr: 1.500e-03, eta: 7:01:15, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6880, top5_acc: 0.8932, loss_cls: 1.1457, loss: 1.1457, grad_norm: 7.3999 2021-04-01 04:45:01,261 - mmaction - INFO - Epoch [34][700/1760] lr: 1.500e-03, eta: 7:00:57, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7260, top5_acc: 0.9042, loss_cls: 1.0885, loss: 1.0885, grad_norm: 7.0941 2021-04-01 04:45:17,630 - mmaction - INFO - Epoch [34][720/1760] lr: 1.500e-03, eta: 7:00:39, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7135, top5_acc: 0.8964, loss_cls: 1.0976, loss: 1.0976, grad_norm: 7.1927 2021-04-01 04:45:34,023 - mmaction - INFO - Epoch [34][740/1760] lr: 1.500e-03, eta: 7:00:22, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7031, top5_acc: 0.9005, loss_cls: 1.1199, loss: 1.1199, grad_norm: 7.2229 2021-04-01 04:45:50,400 - mmaction - INFO - Epoch [34][760/1760] lr: 1.500e-03, eta: 7:00:04, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6854, top5_acc: 0.9000, loss_cls: 1.1551, loss: 1.1551, grad_norm: 7.5236 2021-04-01 04:46:06,804 - mmaction - INFO - Epoch [34][780/1760] lr: 1.500e-03, eta: 6:59:46, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6906, top5_acc: 0.8948, loss_cls: 1.1618, loss: 1.1618, grad_norm: 7.5489 2021-04-01 04:46:23,167 - mmaction - INFO - Epoch [34][800/1760] lr: 1.500e-03, eta: 6:59:28, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7104, top5_acc: 0.8979, loss_cls: 1.1106, loss: 1.1106, grad_norm: 7.3816 2021-04-01 04:46:39,555 - mmaction - INFO - Epoch [34][820/1760] lr: 1.500e-03, eta: 6:59:11, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6880, top5_acc: 0.8880, loss_cls: 1.1646, loss: 1.1646, grad_norm: 7.4618 2021-04-01 04:46:55,930 - mmaction - INFO - Epoch [34][840/1760] lr: 1.500e-03, eta: 6:58:53, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7172, top5_acc: 0.9120, loss_cls: 1.0683, loss: 1.0683, grad_norm: 7.3551 2021-04-01 04:47:12,316 - mmaction - INFO - Epoch [34][860/1760] lr: 1.500e-03, eta: 6:58:35, time: 0.819, data_time: 0.000, memory: 10390, top1_acc: 0.6906, top5_acc: 0.9005, loss_cls: 1.1478, loss: 1.1478, grad_norm: 7.7071 2021-04-01 04:47:28,709 - mmaction - INFO - Epoch [34][880/1760] lr: 1.500e-03, eta: 6:58:18, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7042, top5_acc: 0.9094, loss_cls: 1.1121, loss: 1.1121, grad_norm: 7.5378 2021-04-01 04:47:45,081 - mmaction - INFO - Epoch [34][900/1760] lr: 1.500e-03, eta: 6:58:00, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7089, top5_acc: 0.8964, loss_cls: 1.1103, loss: 1.1103, grad_norm: 7.3731 2021-04-01 04:48:01,485 - mmaction - INFO - Epoch [34][920/1760] lr: 1.500e-03, eta: 6:57:42, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7245, top5_acc: 0.9057, loss_cls: 1.0702, loss: 1.0702, grad_norm: 7.2522 2021-04-01 04:48:17,859 - mmaction - INFO - Epoch [34][940/1760] lr: 1.500e-03, eta: 6:57:24, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7026, top5_acc: 0.9052, loss_cls: 1.1193, loss: 1.1193, grad_norm: 7.3007 2021-04-01 04:48:34,245 - mmaction - INFO - Epoch [34][960/1760] lr: 1.500e-03, eta: 6:57:07, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6844, top5_acc: 0.8911, loss_cls: 1.1943, loss: 1.1943, grad_norm: 7.5261 2021-04-01 04:48:50,620 - mmaction - INFO - Epoch [34][980/1760] lr: 1.500e-03, eta: 6:56:49, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7057, top5_acc: 0.8979, loss_cls: 1.1435, loss: 1.1435, grad_norm: 7.3165 2021-04-01 04:49:07,020 - mmaction - INFO - Epoch [34][1000/1760] lr: 1.500e-03, eta: 6:56:31, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7042, top5_acc: 0.9057, loss_cls: 1.0881, loss: 1.0881, grad_norm: 7.3258 2021-04-01 04:49:23,385 - mmaction - INFO - Epoch [34][1020/1760] lr: 1.500e-03, eta: 6:56:13, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6984, top5_acc: 0.9000, loss_cls: 1.1375, loss: 1.1375, grad_norm: 7.5127 2021-04-01 04:49:39,793 - mmaction - INFO - Epoch [34][1040/1760] lr: 1.500e-03, eta: 6:55:56, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7099, top5_acc: 0.9062, loss_cls: 1.1096, loss: 1.1096, grad_norm: 7.7449 2021-04-01 04:49:56,151 - mmaction - INFO - Epoch [34][1060/1760] lr: 1.500e-03, eta: 6:55:38, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6927, top5_acc: 0.8911, loss_cls: 1.1673, loss: 1.1673, grad_norm: 7.5041 2021-04-01 04:50:12,579 - mmaction - INFO - Epoch [34][1080/1760] lr: 1.500e-03, eta: 6:55:20, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.6969, top5_acc: 0.9036, loss_cls: 1.1337, loss: 1.1337, grad_norm: 7.4580 2021-04-01 04:50:28,927 - mmaction - INFO - Epoch [34][1100/1760] lr: 1.500e-03, eta: 6:55:03, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6927, top5_acc: 0.8901, loss_cls: 1.1819, loss: 1.1819, grad_norm: 7.5663 2021-04-01 04:50:45,320 - mmaction - INFO - Epoch [34][1120/1760] lr: 1.500e-03, eta: 6:54:45, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6917, top5_acc: 0.8901, loss_cls: 1.1724, loss: 1.1724, grad_norm: 7.5748 2021-04-01 04:51:01,698 - mmaction - INFO - Epoch [34][1140/1760] lr: 1.500e-03, eta: 6:54:27, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7000, top5_acc: 0.9005, loss_cls: 1.1383, loss: 1.1383, grad_norm: 7.3894 2021-04-01 04:51:18,088 - mmaction - INFO - Epoch [34][1160/1760] lr: 1.500e-03, eta: 6:54:09, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7172, top5_acc: 0.8906, loss_cls: 1.1362, loss: 1.1362, grad_norm: 7.3530 2021-04-01 04:51:34,481 - mmaction - INFO - Epoch [34][1180/1760] lr: 1.500e-03, eta: 6:53:52, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6911, top5_acc: 0.8958, loss_cls: 1.1278, loss: 1.1278, grad_norm: 7.4042 2021-04-01 04:51:50,878 - mmaction - INFO - Epoch [34][1200/1760] lr: 1.500e-03, eta: 6:53:34, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7276, top5_acc: 0.9073, loss_cls: 1.0727, loss: 1.0727, grad_norm: 7.3033 2021-04-01 04:52:07,225 - mmaction - INFO - Epoch [34][1220/1760] lr: 1.500e-03, eta: 6:53:16, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7094, top5_acc: 0.9057, loss_cls: 1.1122, loss: 1.1122, grad_norm: 7.4986 2021-04-01 04:52:23,618 - mmaction - INFO - Epoch [34][1240/1760] lr: 1.500e-03, eta: 6:52:59, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6906, top5_acc: 0.8932, loss_cls: 1.1721, loss: 1.1721, grad_norm: 7.5682 2021-04-01 04:52:39,997 - mmaction - INFO - Epoch [34][1260/1760] lr: 1.500e-03, eta: 6:52:41, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6958, top5_acc: 0.8849, loss_cls: 1.1718, loss: 1.1718, grad_norm: 7.4928 2021-04-01 04:52:56,416 - mmaction - INFO - Epoch [34][1280/1760] lr: 1.500e-03, eta: 6:52:23, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7036, top5_acc: 0.9026, loss_cls: 1.1208, loss: 1.1208, grad_norm: 7.3278 2021-04-01 04:53:12,767 - mmaction - INFO - Epoch [34][1300/1760] lr: 1.500e-03, eta: 6:52:05, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6880, top5_acc: 0.9042, loss_cls: 1.1637, loss: 1.1637, grad_norm: 7.5600 2021-04-01 04:53:29,187 - mmaction - INFO - Epoch [34][1320/1760] lr: 1.500e-03, eta: 6:51:48, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7083, top5_acc: 0.9036, loss_cls: 1.0966, loss: 1.0966, grad_norm: 7.3551 2021-04-01 04:53:45,530 - mmaction - INFO - Epoch [34][1340/1760] lr: 1.500e-03, eta: 6:51:30, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7052, top5_acc: 0.8990, loss_cls: 1.1413, loss: 1.1413, grad_norm: 7.5254 2021-04-01 04:54:01,929 - mmaction - INFO - Epoch [34][1360/1760] lr: 1.500e-03, eta: 6:51:12, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6969, top5_acc: 0.9094, loss_cls: 1.1176, loss: 1.1176, grad_norm: 7.4942 2021-04-01 04:54:18,300 - mmaction - INFO - Epoch [34][1380/1760] lr: 1.500e-03, eta: 6:50:55, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7115, top5_acc: 0.8958, loss_cls: 1.1100, loss: 1.1100, grad_norm: 7.2579 2021-04-01 04:54:34,703 - mmaction - INFO - Epoch [34][1400/1760] lr: 1.500e-03, eta: 6:50:37, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7099, top5_acc: 0.8943, loss_cls: 1.1345, loss: 1.1345, grad_norm: 7.4070 2021-04-01 04:54:51,139 - mmaction - INFO - Epoch [34][1420/1760] lr: 1.500e-03, eta: 6:50:19, time: 0.822, data_time: 0.001, memory: 10390, top1_acc: 0.6833, top5_acc: 0.8927, loss_cls: 1.1739, loss: 1.1739, grad_norm: 7.7328 2021-04-01 04:55:07,509 - mmaction - INFO - Epoch [34][1440/1760] lr: 1.500e-03, eta: 6:50:02, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6906, top5_acc: 0.9000, loss_cls: 1.1353, loss: 1.1353, grad_norm: 7.7920 2021-04-01 04:55:23,843 - mmaction - INFO - Epoch [34][1460/1760] lr: 1.500e-03, eta: 6:49:44, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7104, top5_acc: 0.8990, loss_cls: 1.1168, loss: 1.1168, grad_norm: 7.5458 2021-04-01 04:55:40,224 - mmaction - INFO - Epoch [34][1480/1760] lr: 1.500e-03, eta: 6:49:26, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6880, top5_acc: 0.8958, loss_cls: 1.1723, loss: 1.1723, grad_norm: 7.6122 2021-04-01 04:55:56,605 - mmaction - INFO - Epoch [34][1500/1760] lr: 1.500e-03, eta: 6:49:08, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6969, top5_acc: 0.8891, loss_cls: 1.1529, loss: 1.1529, grad_norm: 7.4749 2021-04-01 04:56:13,004 - mmaction - INFO - Epoch [34][1520/1760] lr: 1.500e-03, eta: 6:48:51, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6828, top5_acc: 0.8896, loss_cls: 1.1902, loss: 1.1902, grad_norm: 7.6973 2021-04-01 04:56:29,368 - mmaction - INFO - Epoch [34][1540/1760] lr: 1.500e-03, eta: 6:48:33, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6953, top5_acc: 0.8906, loss_cls: 1.1601, loss: 1.1601, grad_norm: 7.4216 2021-04-01 04:56:45,802 - mmaction - INFO - Epoch [34][1560/1760] lr: 1.500e-03, eta: 6:48:15, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7010, top5_acc: 0.8958, loss_cls: 1.1148, loss: 1.1148, grad_norm: 7.2322 2021-04-01 04:57:02,141 - mmaction - INFO - Epoch [34][1580/1760] lr: 1.500e-03, eta: 6:47:58, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7089, top5_acc: 0.9031, loss_cls: 1.1165, loss: 1.1165, grad_norm: 7.6572 2021-04-01 04:57:18,525 - mmaction - INFO - Epoch [34][1600/1760] lr: 1.500e-03, eta: 6:47:40, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6953, top5_acc: 0.9010, loss_cls: 1.1221, loss: 1.1221, grad_norm: 7.5313 2021-04-01 04:57:34,916 - mmaction - INFO - Epoch [34][1620/1760] lr: 1.500e-03, eta: 6:47:22, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6880, top5_acc: 0.8901, loss_cls: 1.1725, loss: 1.1725, grad_norm: 7.5241 2021-04-01 04:57:51,306 - mmaction - INFO - Epoch [34][1640/1760] lr: 1.500e-03, eta: 6:47:05, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7000, top5_acc: 0.9000, loss_cls: 1.1555, loss: 1.1555, grad_norm: 7.5995 2021-04-01 04:58:07,676 - mmaction - INFO - Epoch [34][1660/1760] lr: 1.500e-03, eta: 6:46:47, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6979, top5_acc: 0.8901, loss_cls: 1.1438, loss: 1.1438, grad_norm: 7.4485 2021-04-01 04:58:24,069 - mmaction - INFO - Epoch [34][1680/1760] lr: 1.500e-03, eta: 6:46:29, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6911, top5_acc: 0.8927, loss_cls: 1.1611, loss: 1.1611, grad_norm: 7.2943 2021-04-01 04:58:40,460 - mmaction - INFO - Epoch [34][1700/1760] lr: 1.500e-03, eta: 6:46:11, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7052, top5_acc: 0.8932, loss_cls: 1.1509, loss: 1.1509, grad_norm: 7.3778 2021-04-01 04:58:56,844 - mmaction - INFO - Epoch [34][1720/1760] lr: 1.500e-03, eta: 6:45:54, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7135, top5_acc: 0.8932, loss_cls: 1.1358, loss: 1.1358, grad_norm: 7.4275 2021-04-01 04:59:13,211 - mmaction - INFO - Epoch [34][1740/1760] lr: 1.500e-03, eta: 6:45:36, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6948, top5_acc: 0.8938, loss_cls: 1.1479, loss: 1.1479, grad_norm: 7.6393 2021-04-01 04:59:29,379 - mmaction - INFO - Epoch [34][1760/1760] lr: 1.500e-03, eta: 6:45:18, time: 0.808, data_time: 0.002, memory: 10390, top1_acc: 0.6864, top5_acc: 0.8988, loss_cls: 1.1765, loss: 1.1765, grad_norm: 7.5336 2021-04-01 04:59:34,150 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-04-01 05:03:25,318 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 05:03:25,652 - mmaction - INFO - top1_acc 0.5941 top5_acc 0.8561 2021-04-01 05:03:25,652 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 05:03:25,747 - mmaction - INFO - mean_acc 0.5301 2021-04-01 05:03:25,753 - mmaction - INFO - Epoch(val) [34][1760] top1_acc: 0.5941, top5_acc: 0.8561, mean_class_accuracy: 0.5301 2021-04-01 05:05:00,469 - mmaction - INFO - Epoch [35][20/1760] lr: 1.500e-03, eta: 6:45:37, time: 4.735, data_time: 3.886, memory: 10390, top1_acc: 0.7063, top5_acc: 0.9120, loss_cls: 1.1104, loss: 1.1104, grad_norm: 7.5466 2021-04-01 05:05:16,601 - mmaction - INFO - Epoch [35][40/1760] lr: 1.500e-03, eta: 6:45:20, time: 0.807, data_time: 0.004, memory: 10390, top1_acc: 0.6953, top5_acc: 0.8964, loss_cls: 1.1782, loss: 1.1782, grad_norm: 7.4831 2021-04-01 05:05:32,753 - mmaction - INFO - Epoch [35][60/1760] lr: 1.500e-03, eta: 6:45:02, time: 0.807, data_time: 0.002, memory: 10390, top1_acc: 0.7172, top5_acc: 0.9099, loss_cls: 1.0616, loss: 1.0616, grad_norm: 7.5176 2021-04-01 05:05:49,035 - mmaction - INFO - Epoch [35][80/1760] lr: 1.500e-03, eta: 6:44:44, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.7219, top5_acc: 0.9010, loss_cls: 1.0975, loss: 1.0975, grad_norm: 7.3098 2021-04-01 05:06:05,358 - mmaction - INFO - Epoch [35][100/1760] lr: 1.500e-03, eta: 6:44:26, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7161, top5_acc: 0.9052, loss_cls: 1.0764, loss: 1.0764, grad_norm: 7.2876 2021-04-01 05:06:21,701 - mmaction - INFO - Epoch [35][120/1760] lr: 1.500e-03, eta: 6:44:08, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7266, top5_acc: 0.9135, loss_cls: 1.0106, loss: 1.0106, grad_norm: 7.0389 2021-04-01 05:06:38,216 - mmaction - INFO - Epoch [35][140/1760] lr: 1.500e-03, eta: 6:43:51, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.6995, top5_acc: 0.8969, loss_cls: 1.1169, loss: 1.1169, grad_norm: 7.5870 2021-04-01 05:06:54,702 - mmaction - INFO - Epoch [35][160/1760] lr: 1.500e-03, eta: 6:43:33, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7146, top5_acc: 0.9000, loss_cls: 1.0923, loss: 1.0923, grad_norm: 7.4454 2021-04-01 05:07:11,043 - mmaction - INFO - Epoch [35][180/1760] lr: 1.500e-03, eta: 6:43:15, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7172, top5_acc: 0.9057, loss_cls: 1.0644, loss: 1.0644, grad_norm: 7.1955 2021-04-01 05:07:27,387 - mmaction - INFO - Epoch [35][200/1760] lr: 1.500e-03, eta: 6:42:58, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6990, top5_acc: 0.8958, loss_cls: 1.1313, loss: 1.1313, grad_norm: 7.6858 2021-04-01 05:07:43,781 - mmaction - INFO - Epoch [35][220/1760] lr: 1.500e-03, eta: 6:42:40, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7094, top5_acc: 0.9073, loss_cls: 1.0846, loss: 1.0846, grad_norm: 7.4673 2021-04-01 05:08:00,166 - mmaction - INFO - Epoch [35][240/1760] lr: 1.500e-03, eta: 6:42:22, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7089, top5_acc: 0.9109, loss_cls: 1.0692, loss: 1.0692, grad_norm: 7.4435 2021-04-01 05:08:16,556 - mmaction - INFO - Epoch [35][260/1760] lr: 1.500e-03, eta: 6:42:04, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7224, top5_acc: 0.9073, loss_cls: 1.0413, loss: 1.0413, grad_norm: 7.1322 2021-04-01 05:08:32,951 - mmaction - INFO - Epoch [35][280/1760] lr: 1.500e-03, eta: 6:41:47, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6870, top5_acc: 0.8969, loss_cls: 1.1585, loss: 1.1585, grad_norm: 7.8111 2021-04-01 05:08:49,330 - mmaction - INFO - Epoch [35][300/1760] lr: 1.500e-03, eta: 6:41:29, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7073, top5_acc: 0.9052, loss_cls: 1.0759, loss: 1.0759, grad_norm: 7.4661 2021-04-01 05:09:05,705 - mmaction - INFO - Epoch [35][320/1760] lr: 1.500e-03, eta: 6:41:11, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7203, top5_acc: 0.9078, loss_cls: 1.0665, loss: 1.0665, grad_norm: 7.3688 2021-04-01 05:09:22,077 - mmaction - INFO - Epoch [35][340/1760] lr: 1.500e-03, eta: 6:40:54, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7146, top5_acc: 0.9005, loss_cls: 1.0934, loss: 1.0934, grad_norm: 7.5108 2021-04-01 05:09:38,486 - mmaction - INFO - Epoch [35][360/1760] lr: 1.500e-03, eta: 6:40:36, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6948, top5_acc: 0.8880, loss_cls: 1.1555, loss: 1.1555, grad_norm: 7.7496 2021-04-01 05:09:54,938 - mmaction - INFO - Epoch [35][380/1760] lr: 1.500e-03, eta: 6:40:18, time: 0.823, data_time: 0.001, memory: 10390, top1_acc: 0.7125, top5_acc: 0.9109, loss_cls: 1.0815, loss: 1.0815, grad_norm: 7.4320 2021-04-01 05:10:11,545 - mmaction - INFO - Epoch [35][400/1760] lr: 1.500e-03, eta: 6:40:01, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7057, top5_acc: 0.8943, loss_cls: 1.1492, loss: 1.1492, grad_norm: 7.5546 2021-04-01 05:10:28,195 - mmaction - INFO - Epoch [35][420/1760] lr: 1.500e-03, eta: 6:39:43, time: 0.833, data_time: 0.001, memory: 10390, top1_acc: 0.6984, top5_acc: 0.9000, loss_cls: 1.1331, loss: 1.1331, grad_norm: 7.7815 2021-04-01 05:10:44,777 - mmaction - INFO - Epoch [35][440/1760] lr: 1.500e-03, eta: 6:39:25, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7063, top5_acc: 0.9083, loss_cls: 1.0702, loss: 1.0702, grad_norm: 7.6575 2021-04-01 05:11:01,375 - mmaction - INFO - Epoch [35][460/1760] lr: 1.500e-03, eta: 6:39:08, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7047, top5_acc: 0.9062, loss_cls: 1.0877, loss: 1.0877, grad_norm: 7.6946 2021-04-01 05:11:17,955 - mmaction - INFO - Epoch [35][480/1760] lr: 1.500e-03, eta: 6:38:50, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7182, top5_acc: 0.9068, loss_cls: 1.1000, loss: 1.1000, grad_norm: 7.6076 2021-04-01 05:11:34,543 - mmaction - INFO - Epoch [35][500/1760] lr: 1.500e-03, eta: 6:38:33, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6990, top5_acc: 0.8974, loss_cls: 1.1477, loss: 1.1477, grad_norm: 7.9701 2021-04-01 05:11:51,150 - mmaction - INFO - Epoch [35][520/1760] lr: 1.500e-03, eta: 6:38:15, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6974, top5_acc: 0.9016, loss_cls: 1.1236, loss: 1.1236, grad_norm: 7.5821 2021-04-01 05:12:07,742 - mmaction - INFO - Epoch [35][540/1760] lr: 1.500e-03, eta: 6:37:57, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7052, top5_acc: 0.8943, loss_cls: 1.1349, loss: 1.1349, grad_norm: 7.6701 2021-04-01 05:12:24,354 - mmaction - INFO - Epoch [35][560/1760] lr: 1.500e-03, eta: 6:37:40, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6859, top5_acc: 0.8938, loss_cls: 1.1975, loss: 1.1975, grad_norm: 7.7318 2021-04-01 05:12:40,955 - mmaction - INFO - Epoch [35][580/1760] lr: 1.500e-03, eta: 6:37:22, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7021, top5_acc: 0.8969, loss_cls: 1.1395, loss: 1.1395, grad_norm: 7.4107 2021-04-01 05:12:57,578 - mmaction - INFO - Epoch [35][600/1760] lr: 1.500e-03, eta: 6:37:05, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7208, top5_acc: 0.9016, loss_cls: 1.0894, loss: 1.0894, grad_norm: 7.3674 2021-04-01 05:13:14,161 - mmaction - INFO - Epoch [35][620/1760] lr: 1.500e-03, eta: 6:36:47, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7109, top5_acc: 0.8870, loss_cls: 1.1289, loss: 1.1289, grad_norm: 7.5444 2021-04-01 05:13:30,747 - mmaction - INFO - Epoch [35][640/1760] lr: 1.500e-03, eta: 6:36:29, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7094, top5_acc: 0.9099, loss_cls: 1.0716, loss: 1.0716, grad_norm: 7.2353 2021-04-01 05:13:47,345 - mmaction - INFO - Epoch [35][660/1760] lr: 1.500e-03, eta: 6:36:12, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7104, top5_acc: 0.8995, loss_cls: 1.1037, loss: 1.1037, grad_norm: 7.5403 2021-04-01 05:14:03,980 - mmaction - INFO - Epoch [35][680/1760] lr: 1.500e-03, eta: 6:35:54, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6953, top5_acc: 0.9026, loss_cls: 1.1222, loss: 1.1222, grad_norm: 7.7838 2021-04-01 05:14:20,579 - mmaction - INFO - Epoch [35][700/1760] lr: 1.500e-03, eta: 6:35:37, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7198, top5_acc: 0.9031, loss_cls: 1.0532, loss: 1.0532, grad_norm: 7.4289 2021-04-01 05:14:37,177 - mmaction - INFO - Epoch [35][720/1760] lr: 1.500e-03, eta: 6:35:19, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7104, top5_acc: 0.9047, loss_cls: 1.0992, loss: 1.0992, grad_norm: 7.7712 2021-04-01 05:14:53,801 - mmaction - INFO - Epoch [35][740/1760] lr: 1.500e-03, eta: 6:35:01, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7177, top5_acc: 0.9073, loss_cls: 1.0779, loss: 1.0779, grad_norm: 7.5978 2021-04-01 05:15:10,416 - mmaction - INFO - Epoch [35][760/1760] lr: 1.500e-03, eta: 6:34:44, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6865, top5_acc: 0.8979, loss_cls: 1.1724, loss: 1.1724, grad_norm: 7.7198 2021-04-01 05:15:27,025 - mmaction - INFO - Epoch [35][780/1760] lr: 1.500e-03, eta: 6:34:26, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7109, top5_acc: 0.9161, loss_cls: 1.0584, loss: 1.0584, grad_norm: 7.5821 2021-04-01 05:15:43,673 - mmaction - INFO - Epoch [35][800/1760] lr: 1.500e-03, eta: 6:34:09, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.7151, top5_acc: 0.9010, loss_cls: 1.0923, loss: 1.0923, grad_norm: 7.6268 2021-04-01 05:16:00,250 - mmaction - INFO - Epoch [35][820/1760] lr: 1.500e-03, eta: 6:33:51, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7135, top5_acc: 0.9052, loss_cls: 1.0815, loss: 1.0815, grad_norm: 7.5731 2021-04-01 05:16:16,872 - mmaction - INFO - Epoch [35][840/1760] lr: 1.500e-03, eta: 6:33:33, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7188, top5_acc: 0.8995, loss_cls: 1.0792, loss: 1.0792, grad_norm: 7.4781 2021-04-01 05:16:33,507 - mmaction - INFO - Epoch [35][860/1760] lr: 1.500e-03, eta: 6:33:16, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7000, top5_acc: 0.9052, loss_cls: 1.1024, loss: 1.1024, grad_norm: 7.5525 2021-04-01 05:16:50,105 - mmaction - INFO - Epoch [35][880/1760] lr: 1.500e-03, eta: 6:32:58, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7156, top5_acc: 0.9052, loss_cls: 1.1130, loss: 1.1130, grad_norm: 7.6278 2021-04-01 05:17:06,703 - mmaction - INFO - Epoch [35][900/1760] lr: 1.500e-03, eta: 6:32:41, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7052, top5_acc: 0.9151, loss_cls: 1.0620, loss: 1.0620, grad_norm: 7.5120 2021-04-01 05:17:23,291 - mmaction - INFO - Epoch [35][920/1760] lr: 1.500e-03, eta: 6:32:23, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7193, top5_acc: 0.9026, loss_cls: 1.1055, loss: 1.1055, grad_norm: 7.6220 2021-04-01 05:17:39,932 - mmaction - INFO - Epoch [35][940/1760] lr: 1.500e-03, eta: 6:32:05, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7000, top5_acc: 0.9026, loss_cls: 1.1062, loss: 1.1062, grad_norm: 7.7804 2021-04-01 05:17:56,483 - mmaction - INFO - Epoch [35][960/1760] lr: 1.500e-03, eta: 6:31:48, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7057, top5_acc: 0.8943, loss_cls: 1.1390, loss: 1.1390, grad_norm: 7.5249 2021-04-01 05:18:13,091 - mmaction - INFO - Epoch [35][980/1760] lr: 1.500e-03, eta: 6:31:30, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6984, top5_acc: 0.9031, loss_cls: 1.1561, loss: 1.1561, grad_norm: 7.6969 2021-04-01 05:18:29,696 - mmaction - INFO - Epoch [35][1000/1760] lr: 1.500e-03, eta: 6:31:13, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6844, top5_acc: 0.8917, loss_cls: 1.1361, loss: 1.1361, grad_norm: 7.7349 2021-04-01 05:18:46,327 - mmaction - INFO - Epoch [35][1020/1760] lr: 1.500e-03, eta: 6:30:55, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6937, top5_acc: 0.8979, loss_cls: 1.1446, loss: 1.1446, grad_norm: 7.8197 2021-04-01 05:19:02,958 - mmaction - INFO - Epoch [35][1040/1760] lr: 1.500e-03, eta: 6:30:38, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7109, top5_acc: 0.9000, loss_cls: 1.1066, loss: 1.1066, grad_norm: 7.6519 2021-04-01 05:19:19,560 - mmaction - INFO - Epoch [35][1060/1760] lr: 1.500e-03, eta: 6:30:20, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7036, top5_acc: 0.9031, loss_cls: 1.1354, loss: 1.1354, grad_norm: 7.7863 2021-04-01 05:19:36,173 - mmaction - INFO - Epoch [35][1080/1760] lr: 1.500e-03, eta: 6:30:02, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6865, top5_acc: 0.8896, loss_cls: 1.1803, loss: 1.1803, grad_norm: 8.1223 2021-04-01 05:19:52,807 - mmaction - INFO - Epoch [35][1100/1760] lr: 1.500e-03, eta: 6:29:45, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7146, top5_acc: 0.8974, loss_cls: 1.0999, loss: 1.0999, grad_norm: 7.4625 2021-04-01 05:20:09,415 - mmaction - INFO - Epoch [35][1120/1760] lr: 1.500e-03, eta: 6:29:27, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6885, top5_acc: 0.8896, loss_cls: 1.1799, loss: 1.1799, grad_norm: 7.9759 2021-04-01 05:20:26,000 - mmaction - INFO - Epoch [35][1140/1760] lr: 1.500e-03, eta: 6:29:10, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6823, top5_acc: 0.8891, loss_cls: 1.2021, loss: 1.2021, grad_norm: 8.0003 2021-04-01 05:20:42,663 - mmaction - INFO - Epoch [35][1160/1760] lr: 1.500e-03, eta: 6:28:52, time: 0.833, data_time: 0.001, memory: 10390, top1_acc: 0.6953, top5_acc: 0.8875, loss_cls: 1.1919, loss: 1.1919, grad_norm: 7.8432 2021-04-01 05:20:59,245 - mmaction - INFO - Epoch [35][1180/1760] lr: 1.500e-03, eta: 6:28:34, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7156, top5_acc: 0.8995, loss_cls: 1.1127, loss: 1.1127, grad_norm: 7.5598 2021-04-01 05:21:15,842 - mmaction - INFO - Epoch [35][1200/1760] lr: 1.500e-03, eta: 6:28:17, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7141, top5_acc: 0.9010, loss_cls: 1.0995, loss: 1.0995, grad_norm: 7.5950 2021-04-01 05:21:32,414 - mmaction - INFO - Epoch [35][1220/1760] lr: 1.500e-03, eta: 6:27:59, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7047, top5_acc: 0.9078, loss_cls: 1.1193, loss: 1.1193, grad_norm: 7.6719 2021-04-01 05:21:49,050 - mmaction - INFO - Epoch [35][1240/1760] lr: 1.500e-03, eta: 6:27:42, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.6906, top5_acc: 0.8953, loss_cls: 1.1401, loss: 1.1401, grad_norm: 7.5319 2021-04-01 05:22:05,652 - mmaction - INFO - Epoch [35][1260/1760] lr: 1.500e-03, eta: 6:27:24, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6932, top5_acc: 0.8891, loss_cls: 1.1710, loss: 1.1710, grad_norm: 7.8698 2021-04-01 05:22:22,249 - mmaction - INFO - Epoch [35][1280/1760] lr: 1.500e-03, eta: 6:27:07, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7125, top5_acc: 0.8995, loss_cls: 1.1228, loss: 1.1228, grad_norm: 7.7796 2021-04-01 05:22:38,856 - mmaction - INFO - Epoch [35][1300/1760] lr: 1.500e-03, eta: 6:26:49, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6974, top5_acc: 0.8969, loss_cls: 1.1343, loss: 1.1343, grad_norm: 7.8197 2021-04-01 05:22:55,439 - mmaction - INFO - Epoch [35][1320/1760] lr: 1.500e-03, eta: 6:26:31, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6979, top5_acc: 0.9068, loss_cls: 1.1175, loss: 1.1175, grad_norm: 7.7899 2021-04-01 05:23:12,067 - mmaction - INFO - Epoch [35][1340/1760] lr: 1.500e-03, eta: 6:26:14, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6953, top5_acc: 0.8984, loss_cls: 1.1462, loss: 1.1462, grad_norm: 7.7304 2021-04-01 05:23:28,645 - mmaction - INFO - Epoch [35][1360/1760] lr: 1.500e-03, eta: 6:25:56, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.6896, top5_acc: 0.8922, loss_cls: 1.1645, loss: 1.1645, grad_norm: 7.6640 2021-04-01 05:23:45,240 - mmaction - INFO - Epoch [35][1380/1760] lr: 1.500e-03, eta: 6:25:39, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7130, top5_acc: 0.9073, loss_cls: 1.0845, loss: 1.0845, grad_norm: 7.4680 2021-04-01 05:24:01,824 - mmaction - INFO - Epoch [35][1400/1760] lr: 1.500e-03, eta: 6:25:21, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7021, top5_acc: 0.8927, loss_cls: 1.1683, loss: 1.1683, grad_norm: 7.6339 2021-04-01 05:24:18,424 - mmaction - INFO - Epoch [35][1420/1760] lr: 1.500e-03, eta: 6:25:03, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7156, top5_acc: 0.9062, loss_cls: 1.0942, loss: 1.0942, grad_norm: 7.3681 2021-04-01 05:24:35,032 - mmaction - INFO - Epoch [35][1440/1760] lr: 1.500e-03, eta: 6:24:46, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7000, top5_acc: 0.9000, loss_cls: 1.1364, loss: 1.1364, grad_norm: 7.7509 2021-04-01 05:24:51,632 - mmaction - INFO - Epoch [35][1460/1760] lr: 1.500e-03, eta: 6:24:28, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7026, top5_acc: 0.8958, loss_cls: 1.1262, loss: 1.1262, grad_norm: 7.7464 2021-04-01 05:25:08,254 - mmaction - INFO - Epoch [35][1480/1760] lr: 1.500e-03, eta: 6:24:11, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.6891, top5_acc: 0.8943, loss_cls: 1.1727, loss: 1.1727, grad_norm: 7.9287 2021-04-01 05:25:24,839 - mmaction - INFO - Epoch [35][1500/1760] lr: 1.500e-03, eta: 6:23:53, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7057, top5_acc: 0.9099, loss_cls: 1.0987, loss: 1.0987, grad_norm: 7.6278 2021-04-01 05:25:41,426 - mmaction - INFO - Epoch [35][1520/1760] lr: 1.500e-03, eta: 6:23:36, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6995, top5_acc: 0.8953, loss_cls: 1.1407, loss: 1.1407, grad_norm: 7.6029 2021-04-01 05:25:58,054 - mmaction - INFO - Epoch [35][1540/1760] lr: 1.500e-03, eta: 6:23:18, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7063, top5_acc: 0.9094, loss_cls: 1.0972, loss: 1.0972, grad_norm: 7.6281 2021-04-01 05:26:14,641 - mmaction - INFO - Epoch [35][1560/1760] lr: 1.500e-03, eta: 6:23:00, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6937, top5_acc: 0.8839, loss_cls: 1.1637, loss: 1.1637, grad_norm: 7.9507 2021-04-01 05:26:31,234 - mmaction - INFO - Epoch [35][1580/1760] lr: 1.500e-03, eta: 6:22:43, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6953, top5_acc: 0.8984, loss_cls: 1.1602, loss: 1.1602, grad_norm: 7.7757 2021-04-01 05:26:47,847 - mmaction - INFO - Epoch [35][1600/1760] lr: 1.500e-03, eta: 6:22:25, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6865, top5_acc: 0.8969, loss_cls: 1.1631, loss: 1.1631, grad_norm: 7.8757 2021-04-01 05:27:04,470 - mmaction - INFO - Epoch [35][1620/1760] lr: 1.500e-03, eta: 6:22:08, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7089, top5_acc: 0.9036, loss_cls: 1.0885, loss: 1.0885, grad_norm: 7.4690 2021-04-01 05:27:21,102 - mmaction - INFO - Epoch [35][1640/1760] lr: 1.500e-03, eta: 6:21:50, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.6964, top5_acc: 0.8974, loss_cls: 1.1261, loss: 1.1261, grad_norm: 7.5197 2021-04-01 05:27:37,695 - mmaction - INFO - Epoch [35][1660/1760] lr: 1.500e-03, eta: 6:21:33, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7073, top5_acc: 0.9130, loss_cls: 1.0947, loss: 1.0947, grad_norm: 7.4708 2021-04-01 05:27:54,309 - mmaction - INFO - Epoch [35][1680/1760] lr: 1.500e-03, eta: 6:21:15, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6870, top5_acc: 0.8943, loss_cls: 1.1523, loss: 1.1523, grad_norm: 7.7576 2021-04-01 05:28:10,920 - mmaction - INFO - Epoch [35][1700/1760] lr: 1.500e-03, eta: 6:20:57, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7021, top5_acc: 0.8891, loss_cls: 1.1476, loss: 1.1476, grad_norm: 7.6698 2021-04-01 05:28:27,507 - mmaction - INFO - Epoch [35][1720/1760] lr: 1.500e-03, eta: 6:20:40, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6927, top5_acc: 0.9005, loss_cls: 1.1432, loss: 1.1432, grad_norm: 7.9401 2021-04-01 05:28:44,112 - mmaction - INFO - Epoch [35][1740/1760] lr: 1.500e-03, eta: 6:20:22, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6943, top5_acc: 0.8828, loss_cls: 1.1836, loss: 1.1836, grad_norm: 7.6891 2021-04-01 05:29:00,424 - mmaction - INFO - Epoch [35][1760/1760] lr: 1.500e-03, eta: 6:20:05, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.7119, top5_acc: 0.8988, loss_cls: 1.1138, loss: 1.1138, grad_norm: 7.6294 2021-04-01 05:29:04,979 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-04-01 05:29:59,181 - mmaction - INFO - Epoch [36][20/1760] lr: 1.500e-03, eta: 6:20:03, time: 2.634, data_time: 1.825, memory: 10390, top1_acc: 0.7266, top5_acc: 0.9062, loss_cls: 1.0677, loss: 1.0677, grad_norm: 7.5963 2021-04-01 05:30:15,458 - mmaction - INFO - Epoch [36][40/1760] lr: 1.500e-03, eta: 6:19:45, time: 0.814, data_time: 0.003, memory: 10390, top1_acc: 0.7141, top5_acc: 0.9130, loss_cls: 1.0578, loss: 1.0578, grad_norm: 7.2812 2021-04-01 05:30:31,854 - mmaction - INFO - Epoch [36][60/1760] lr: 1.500e-03, eta: 6:19:27, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7120, top5_acc: 0.9047, loss_cls: 1.0811, loss: 1.0811, grad_norm: 7.6241 2021-04-01 05:30:48,242 - mmaction - INFO - Epoch [36][80/1760] lr: 1.500e-03, eta: 6:19:09, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7109, top5_acc: 0.8901, loss_cls: 1.1170, loss: 1.1170, grad_norm: 7.5645 2021-04-01 05:31:04,642 - mmaction - INFO - Epoch [36][100/1760] lr: 1.500e-03, eta: 6:18:52, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7083, top5_acc: 0.9052, loss_cls: 1.0829, loss: 1.0829, grad_norm: 7.6824 2021-04-01 05:31:21,010 - mmaction - INFO - Epoch [36][120/1760] lr: 1.500e-03, eta: 6:18:34, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7146, top5_acc: 0.8979, loss_cls: 1.0926, loss: 1.0926, grad_norm: 7.5659 2021-04-01 05:31:37,403 - mmaction - INFO - Epoch [36][140/1760] lr: 1.500e-03, eta: 6:18:16, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7177, top5_acc: 0.8995, loss_cls: 1.0923, loss: 1.0923, grad_norm: 7.6140 2021-04-01 05:31:53,787 - mmaction - INFO - Epoch [36][160/1760] lr: 1.500e-03, eta: 6:17:59, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7297, top5_acc: 0.9010, loss_cls: 1.0573, loss: 1.0573, grad_norm: 7.3959 2021-04-01 05:32:10,191 - mmaction - INFO - Epoch [36][180/1760] lr: 1.500e-03, eta: 6:17:41, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7063, top5_acc: 0.8964, loss_cls: 1.1192, loss: 1.1192, grad_norm: 7.6239 2021-04-01 05:32:26,534 - mmaction - INFO - Epoch [36][200/1760] lr: 1.500e-03, eta: 6:17:23, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7016, top5_acc: 0.9052, loss_cls: 1.0868, loss: 1.0868, grad_norm: 7.4825 2021-04-01 05:32:42,941 - mmaction - INFO - Epoch [36][220/1760] lr: 1.500e-03, eta: 6:17:06, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7297, top5_acc: 0.9036, loss_cls: 1.0448, loss: 1.0448, grad_norm: 7.5193 2021-04-01 05:32:59,289 - mmaction - INFO - Epoch [36][240/1760] lr: 1.500e-03, eta: 6:16:48, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7151, top5_acc: 0.9031, loss_cls: 1.0533, loss: 1.0533, grad_norm: 7.6808 2021-04-01 05:33:15,706 - mmaction - INFO - Epoch [36][260/1760] lr: 1.500e-03, eta: 6:16:30, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6969, top5_acc: 0.8995, loss_cls: 1.1397, loss: 1.1397, grad_norm: 7.8632 2021-04-01 05:33:32,041 - mmaction - INFO - Epoch [36][280/1760] lr: 1.500e-03, eta: 6:16:13, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7406, top5_acc: 0.9130, loss_cls: 1.0052, loss: 1.0052, grad_norm: 7.4965 2021-04-01 05:33:48,360 - mmaction - INFO - Epoch [36][300/1760] lr: 1.500e-03, eta: 6:15:55, time: 0.813, data_time: 0.002, memory: 10390, top1_acc: 0.7099, top5_acc: 0.9000, loss_cls: 1.1051, loss: 1.1051, grad_norm: 7.5828 2021-04-01 05:34:04,731 - mmaction - INFO - Epoch [36][320/1760] lr: 1.500e-03, eta: 6:15:37, time: 0.822, data_time: 0.004, memory: 10390, top1_acc: 0.7130, top5_acc: 0.9062, loss_cls: 1.0775, loss: 1.0775, grad_norm: 7.6176 2021-04-01 05:34:21,110 - mmaction - INFO - Epoch [36][340/1760] lr: 1.500e-03, eta: 6:15:20, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7229, top5_acc: 0.9026, loss_cls: 1.0894, loss: 1.0894, grad_norm: 7.7113 2021-04-01 05:34:37,428 - mmaction - INFO - Epoch [36][360/1760] lr: 1.500e-03, eta: 6:15:02, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.7281, top5_acc: 0.9099, loss_cls: 1.0415, loss: 1.0415, grad_norm: 7.5216 2021-04-01 05:34:53,797 - mmaction - INFO - Epoch [36][380/1760] lr: 1.500e-03, eta: 6:14:44, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7021, top5_acc: 0.9047, loss_cls: 1.1026, loss: 1.1026, grad_norm: 7.8904 2021-04-01 05:35:10,196 - mmaction - INFO - Epoch [36][400/1760] lr: 1.500e-03, eta: 6:14:27, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7151, top5_acc: 0.9094, loss_cls: 1.0528, loss: 1.0528, grad_norm: 7.5994 2021-04-01 05:35:26,559 - mmaction - INFO - Epoch [36][420/1760] lr: 1.500e-03, eta: 6:14:09, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.6922, top5_acc: 0.8911, loss_cls: 1.1590, loss: 1.1590, grad_norm: 8.0044 2021-04-01 05:35:42,949 - mmaction - INFO - Epoch [36][440/1760] lr: 1.500e-03, eta: 6:13:51, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7047, top5_acc: 0.8995, loss_cls: 1.1230, loss: 1.1230, grad_norm: 7.9567 2021-04-01 05:35:59,367 - mmaction - INFO - Epoch [36][460/1760] lr: 1.500e-03, eta: 6:13:34, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7063, top5_acc: 0.9057, loss_cls: 1.1464, loss: 1.1464, grad_norm: 7.9301 2021-04-01 05:36:15,742 - mmaction - INFO - Epoch [36][480/1760] lr: 1.500e-03, eta: 6:13:16, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7083, top5_acc: 0.9005, loss_cls: 1.0662, loss: 1.0662, grad_norm: 7.6563 2021-04-01 05:36:32,105 - mmaction - INFO - Epoch [36][500/1760] lr: 1.500e-03, eta: 6:12:58, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7182, top5_acc: 0.9089, loss_cls: 1.0642, loss: 1.0642, grad_norm: 7.7194 2021-04-01 05:36:48,479 - mmaction - INFO - Epoch [36][520/1760] lr: 1.500e-03, eta: 6:12:41, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6911, top5_acc: 0.8990, loss_cls: 1.1496, loss: 1.1496, grad_norm: 8.0088 2021-04-01 05:37:04,895 - mmaction - INFO - Epoch [36][540/1760] lr: 1.500e-03, eta: 6:12:23, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7089, top5_acc: 0.8979, loss_cls: 1.0812, loss: 1.0812, grad_norm: 7.8694 2021-04-01 05:37:21,262 - mmaction - INFO - Epoch [36][560/1760] lr: 1.500e-03, eta: 6:12:05, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7083, top5_acc: 0.8969, loss_cls: 1.1288, loss: 1.1288, grad_norm: 7.9226 2021-04-01 05:37:37,644 - mmaction - INFO - Epoch [36][580/1760] lr: 1.500e-03, eta: 6:11:48, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6984, top5_acc: 0.8927, loss_cls: 1.1543, loss: 1.1543, grad_norm: 7.7657 2021-04-01 05:37:54,005 - mmaction - INFO - Epoch [36][600/1760] lr: 1.500e-03, eta: 6:11:30, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7156, top5_acc: 0.9021, loss_cls: 1.0618, loss: 1.0618, grad_norm: 7.5733 2021-04-01 05:38:10,416 - mmaction - INFO - Epoch [36][620/1760] lr: 1.500e-03, eta: 6:11:13, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7010, top5_acc: 0.9083, loss_cls: 1.0993, loss: 1.0993, grad_norm: 7.7358 2021-04-01 05:38:26,783 - mmaction - INFO - Epoch [36][640/1760] lr: 1.500e-03, eta: 6:10:55, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6984, top5_acc: 0.9036, loss_cls: 1.1244, loss: 1.1244, grad_norm: 7.8937 2021-04-01 05:38:43,178 - mmaction - INFO - Epoch [36][660/1760] lr: 1.500e-03, eta: 6:10:37, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7036, top5_acc: 0.9005, loss_cls: 1.1123, loss: 1.1123, grad_norm: 7.8318 2021-04-01 05:38:59,570 - mmaction - INFO - Epoch [36][680/1760] lr: 1.500e-03, eta: 6:10:20, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.0862, loss: 1.0862, grad_norm: 7.7529 2021-04-01 05:39:15,954 - mmaction - INFO - Epoch [36][700/1760] lr: 1.500e-03, eta: 6:10:02, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7078, top5_acc: 0.9151, loss_cls: 1.0761, loss: 1.0761, grad_norm: 7.6939 2021-04-01 05:39:32,330 - mmaction - INFO - Epoch [36][720/1760] lr: 1.500e-03, eta: 6:09:44, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6880, top5_acc: 0.9005, loss_cls: 1.1522, loss: 1.1522, grad_norm: 7.8455 2021-04-01 05:39:48,721 - mmaction - INFO - Epoch [36][740/1760] lr: 1.500e-03, eta: 6:09:27, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7141, top5_acc: 0.8969, loss_cls: 1.1046, loss: 1.1046, grad_norm: 7.5667 2021-04-01 05:40:05,092 - mmaction - INFO - Epoch [36][760/1760] lr: 1.500e-03, eta: 6:09:09, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7172, top5_acc: 0.9010, loss_cls: 1.0731, loss: 1.0731, grad_norm: 7.6129 2021-04-01 05:40:21,500 - mmaction - INFO - Epoch [36][780/1760] lr: 1.500e-03, eta: 6:08:51, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7016, top5_acc: 0.8964, loss_cls: 1.1129, loss: 1.1129, grad_norm: 7.7797 2021-04-01 05:40:37,874 - mmaction - INFO - Epoch [36][800/1760] lr: 1.500e-03, eta: 6:08:34, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7104, top5_acc: 0.9000, loss_cls: 1.1040, loss: 1.1040, grad_norm: 7.6498 2021-04-01 05:40:54,254 - mmaction - INFO - Epoch [36][820/1760] lr: 1.500e-03, eta: 6:08:16, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6979, top5_acc: 0.8854, loss_cls: 1.1476, loss: 1.1476, grad_norm: 7.8657 2021-04-01 05:41:10,625 - mmaction - INFO - Epoch [36][840/1760] lr: 1.500e-03, eta: 6:07:58, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7281, top5_acc: 0.9120, loss_cls: 1.0396, loss: 1.0396, grad_norm: 7.7460 2021-04-01 05:41:27,012 - mmaction - INFO - Epoch [36][860/1760] lr: 1.500e-03, eta: 6:07:41, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6854, top5_acc: 0.9016, loss_cls: 1.1701, loss: 1.1701, grad_norm: 7.9970 2021-04-01 05:41:43,390 - mmaction - INFO - Epoch [36][880/1760] lr: 1.500e-03, eta: 6:07:23, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7203, top5_acc: 0.9141, loss_cls: 1.0484, loss: 1.0484, grad_norm: 7.6298 2021-04-01 05:41:59,792 - mmaction - INFO - Epoch [36][900/1760] lr: 1.500e-03, eta: 6:07:05, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7172, top5_acc: 0.9073, loss_cls: 1.1082, loss: 1.1082, grad_norm: 7.8919 2021-04-01 05:42:16,168 - mmaction - INFO - Epoch [36][920/1760] lr: 1.500e-03, eta: 6:06:48, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7083, top5_acc: 0.9000, loss_cls: 1.1129, loss: 1.1129, grad_norm: 7.6375 2021-04-01 05:42:32,556 - mmaction - INFO - Epoch [36][940/1760] lr: 1.500e-03, eta: 6:06:30, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7104, top5_acc: 0.9036, loss_cls: 1.0947, loss: 1.0947, grad_norm: 7.7381 2021-04-01 05:42:48,930 - mmaction - INFO - Epoch [36][960/1760] lr: 1.500e-03, eta: 6:06:13, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7042, top5_acc: 0.8958, loss_cls: 1.1357, loss: 1.1357, grad_norm: 8.0434 2021-04-01 05:43:05,319 - mmaction - INFO - Epoch [36][980/1760] lr: 1.500e-03, eta: 6:05:55, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6984, top5_acc: 0.8911, loss_cls: 1.1389, loss: 1.1389, grad_norm: 7.8225 2021-04-01 05:43:21,699 - mmaction - INFO - Epoch [36][1000/1760] lr: 1.500e-03, eta: 6:05:37, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7130, top5_acc: 0.9036, loss_cls: 1.0850, loss: 1.0850, grad_norm: 7.7358 2021-04-01 05:43:38,102 - mmaction - INFO - Epoch [36][1020/1760] lr: 1.500e-03, eta: 6:05:20, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7083, top5_acc: 0.9073, loss_cls: 1.0905, loss: 1.0905, grad_norm: 7.6764 2021-04-01 05:43:54,472 - mmaction - INFO - Epoch [36][1040/1760] lr: 1.500e-03, eta: 6:05:02, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6979, top5_acc: 0.9000, loss_cls: 1.0987, loss: 1.0987, grad_norm: 7.8471 2021-04-01 05:44:10,880 - mmaction - INFO - Epoch [36][1060/1760] lr: 1.500e-03, eta: 6:04:44, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7146, top5_acc: 0.9042, loss_cls: 1.0940, loss: 1.0940, grad_norm: 7.7754 2021-04-01 05:44:27,248 - mmaction - INFO - Epoch [36][1080/1760] lr: 1.500e-03, eta: 6:04:27, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7021, top5_acc: 0.8995, loss_cls: 1.1231, loss: 1.1231, grad_norm: 7.9693 2021-04-01 05:44:43,641 - mmaction - INFO - Epoch [36][1100/1760] lr: 1.500e-03, eta: 6:04:09, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7047, top5_acc: 0.8948, loss_cls: 1.1252, loss: 1.1252, grad_norm: 7.7050 2021-04-01 05:44:59,998 - mmaction - INFO - Epoch [36][1120/1760] lr: 1.500e-03, eta: 6:03:52, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7224, top5_acc: 0.9026, loss_cls: 1.0771, loss: 1.0771, grad_norm: 7.8903 2021-04-01 05:45:16,396 - mmaction - INFO - Epoch [36][1140/1760] lr: 1.500e-03, eta: 6:03:34, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7146, top5_acc: 0.9036, loss_cls: 1.0893, loss: 1.0893, grad_norm: 7.7446 2021-04-01 05:45:32,837 - mmaction - INFO - Epoch [36][1160/1760] lr: 1.500e-03, eta: 6:03:16, time: 0.823, data_time: 0.001, memory: 10390, top1_acc: 0.7094, top5_acc: 0.8995, loss_cls: 1.0808, loss: 1.0808, grad_norm: 7.6761 2021-04-01 05:45:49,378 - mmaction - INFO - Epoch [36][1180/1760] lr: 1.500e-03, eta: 6:02:59, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7078, top5_acc: 0.9026, loss_cls: 1.1161, loss: 1.1161, grad_norm: 7.7861 2021-04-01 05:46:05,758 - mmaction - INFO - Epoch [36][1200/1760] lr: 1.500e-03, eta: 6:02:41, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6896, top5_acc: 0.8984, loss_cls: 1.1139, loss: 1.1139, grad_norm: 7.7899 2021-04-01 05:46:22,148 - mmaction - INFO - Epoch [36][1220/1760] lr: 1.500e-03, eta: 6:02:23, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7151, top5_acc: 0.9057, loss_cls: 1.0701, loss: 1.0701, grad_norm: 7.7830 2021-04-01 05:46:38,501 - mmaction - INFO - Epoch [36][1240/1760] lr: 1.500e-03, eta: 6:02:06, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6875, top5_acc: 0.8943, loss_cls: 1.1794, loss: 1.1794, grad_norm: 8.0529 2021-04-01 05:46:54,909 - mmaction - INFO - Epoch [36][1260/1760] lr: 1.500e-03, eta: 6:01:48, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7099, top5_acc: 0.9005, loss_cls: 1.1049, loss: 1.1049, grad_norm: 7.7508 2021-04-01 05:47:11,308 - mmaction - INFO - Epoch [36][1280/1760] lr: 1.500e-03, eta: 6:01:31, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7010, top5_acc: 0.9052, loss_cls: 1.1155, loss: 1.1155, grad_norm: 7.7982 2021-04-01 05:47:27,679 - mmaction - INFO - Epoch [36][1300/1760] lr: 1.500e-03, eta: 6:01:13, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7031, top5_acc: 0.8917, loss_cls: 1.1394, loss: 1.1394, grad_norm: 7.9584 2021-04-01 05:47:44,070 - mmaction - INFO - Epoch [36][1320/1760] lr: 1.500e-03, eta: 6:00:55, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7016, top5_acc: 0.8917, loss_cls: 1.1570, loss: 1.1570, grad_norm: 7.7568 2021-04-01 05:48:00,443 - mmaction - INFO - Epoch [36][1340/1760] lr: 1.500e-03, eta: 6:00:38, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6990, top5_acc: 0.9073, loss_cls: 1.1170, loss: 1.1170, grad_norm: 7.8058 2021-04-01 05:48:16,829 - mmaction - INFO - Epoch [36][1360/1760] lr: 1.500e-03, eta: 6:00:20, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7099, top5_acc: 0.9104, loss_cls: 1.0885, loss: 1.0885, grad_norm: 7.7357 2021-04-01 05:48:33,211 - mmaction - INFO - Epoch [36][1380/1760] lr: 1.500e-03, eta: 6:00:02, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7047, top5_acc: 0.8974, loss_cls: 1.1417, loss: 1.1417, grad_norm: 8.0491 2021-04-01 05:48:49,581 - mmaction - INFO - Epoch [36][1400/1760] lr: 1.500e-03, eta: 5:59:45, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7125, top5_acc: 0.8964, loss_cls: 1.1313, loss: 1.1313, grad_norm: 7.9640 2021-04-01 05:49:05,990 - mmaction - INFO - Epoch [36][1420/1760] lr: 1.500e-03, eta: 5:59:27, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7089, top5_acc: 0.8917, loss_cls: 1.1228, loss: 1.1228, grad_norm: 7.8026 2021-04-01 05:49:22,357 - mmaction - INFO - Epoch [36][1440/1760] lr: 1.500e-03, eta: 5:59:10, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7073, top5_acc: 0.8974, loss_cls: 1.1111, loss: 1.1111, grad_norm: 7.9992 2021-04-01 05:49:38,741 - mmaction - INFO - Epoch [36][1460/1760] lr: 1.500e-03, eta: 5:58:52, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6906, top5_acc: 0.8885, loss_cls: 1.1751, loss: 1.1751, grad_norm: 7.9093 2021-04-01 05:49:55,150 - mmaction - INFO - Epoch [36][1480/1760] lr: 1.500e-03, eta: 5:58:34, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.7073, top5_acc: 0.8964, loss_cls: 1.1319, loss: 1.1319, grad_norm: 7.8025 2021-04-01 05:50:11,511 - mmaction - INFO - Epoch [36][1500/1760] lr: 1.500e-03, eta: 5:58:17, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6979, top5_acc: 0.8891, loss_cls: 1.1728, loss: 1.1728, grad_norm: 8.1147 2021-04-01 05:50:27,898 - mmaction - INFO - Epoch [36][1520/1760] lr: 1.500e-03, eta: 5:57:59, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7000, top5_acc: 0.8917, loss_cls: 1.1484, loss: 1.1484, grad_norm: 7.9322 2021-04-01 05:50:44,286 - mmaction - INFO - Epoch [36][1540/1760] lr: 1.500e-03, eta: 5:57:42, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6964, top5_acc: 0.8948, loss_cls: 1.1453, loss: 1.1453, grad_norm: 7.7890 2021-04-01 05:51:00,663 - mmaction - INFO - Epoch [36][1560/1760] lr: 1.500e-03, eta: 5:57:24, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7120, top5_acc: 0.8984, loss_cls: 1.1248, loss: 1.1248, grad_norm: 7.9540 2021-04-01 05:51:17,081 - mmaction - INFO - Epoch [36][1580/1760] lr: 1.500e-03, eta: 5:57:06, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7010, top5_acc: 0.8990, loss_cls: 1.1184, loss: 1.1184, grad_norm: 7.8265 2021-04-01 05:51:33,416 - mmaction - INFO - Epoch [36][1600/1760] lr: 1.500e-03, eta: 5:56:49, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.6849, top5_acc: 0.9000, loss_cls: 1.1699, loss: 1.1699, grad_norm: 8.0828 2021-04-01 05:51:49,813 - mmaction - INFO - Epoch [36][1620/1760] lr: 1.500e-03, eta: 5:56:31, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7063, top5_acc: 0.8943, loss_cls: 1.1200, loss: 1.1200, grad_norm: 7.8327 2021-04-01 05:52:06,205 - mmaction - INFO - Epoch [36][1640/1760] lr: 1.500e-03, eta: 5:56:13, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7109, top5_acc: 0.9005, loss_cls: 1.1145, loss: 1.1145, grad_norm: 7.8500 2021-04-01 05:52:22,595 - mmaction - INFO - Epoch [36][1660/1760] lr: 1.500e-03, eta: 5:55:56, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6979, top5_acc: 0.9036, loss_cls: 1.1249, loss: 1.1249, grad_norm: 7.9247 2021-04-01 05:52:38,963 - mmaction - INFO - Epoch [36][1680/1760] lr: 1.500e-03, eta: 5:55:38, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7068, top5_acc: 0.8917, loss_cls: 1.1135, loss: 1.1135, grad_norm: 7.7771 2021-04-01 05:52:55,355 - mmaction - INFO - Epoch [36][1700/1760] lr: 1.500e-03, eta: 5:55:21, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7073, top5_acc: 0.8984, loss_cls: 1.1192, loss: 1.1192, grad_norm: 7.7805 2021-04-01 05:53:11,738 - mmaction - INFO - Epoch [36][1720/1760] lr: 1.500e-03, eta: 5:55:03, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7167, top5_acc: 0.9052, loss_cls: 1.0929, loss: 1.0929, grad_norm: 7.7422 2021-04-01 05:53:28,127 - mmaction - INFO - Epoch [36][1740/1760] lr: 1.500e-03, eta: 5:54:45, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6849, top5_acc: 0.9078, loss_cls: 1.1182, loss: 1.1182, grad_norm: 7.9478 2021-04-01 05:53:44,234 - mmaction - INFO - Epoch [36][1760/1760] lr: 1.500e-03, eta: 5:54:28, time: 0.806, data_time: 0.001, memory: 10390, top1_acc: 0.6997, top5_acc: 0.8898, loss_cls: 1.1252, loss: 1.1252, grad_norm: 7.8733 2021-04-01 05:53:52,777 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-04-01 05:56:26,098 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 05:56:26,504 - mmaction - INFO - top1_acc 0.5954 top5_acc 0.8587 2021-04-01 05:56:26,504 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 05:56:26,562 - mmaction - INFO - mean_acc 0.5390 2021-04-01 05:56:27,661 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. 2021-04-01 05:56:27,662 - mmaction - INFO - Best top1_acc is 0.5954 at 36 epoch. 2021-04-01 05:56:27,671 - mmaction - INFO - Epoch(val) [36][1760] top1_acc: 0.5954, top5_acc: 0.8587, mean_class_accuracy: 0.5390 2021-04-01 05:59:11,819 - mmaction - INFO - Epoch [37][20/1760] lr: 1.500e-03, eta: 5:55:08, time: 8.207, data_time: 7.397, memory: 10390, top1_acc: 0.7307, top5_acc: 0.9078, loss_cls: 1.0481, loss: 1.0481, grad_norm: 7.7787 2021-04-01 05:59:27,939 - mmaction - INFO - Epoch [37][40/1760] lr: 1.500e-03, eta: 5:54:50, time: 0.806, data_time: 0.002, memory: 10390, top1_acc: 0.7172, top5_acc: 0.8927, loss_cls: 1.1162, loss: 1.1162, grad_norm: 7.7739 2021-04-01 05:59:44,081 - mmaction - INFO - Epoch [37][60/1760] lr: 1.500e-03, eta: 5:54:32, time: 0.806, data_time: 0.002, memory: 10390, top1_acc: 0.7073, top5_acc: 0.9021, loss_cls: 1.1174, loss: 1.1174, grad_norm: 7.7168 2021-04-01 06:00:00,289 - mmaction - INFO - Epoch [37][80/1760] lr: 1.500e-03, eta: 5:54:14, time: 0.811, data_time: 0.002, memory: 10390, top1_acc: 0.7115, top5_acc: 0.9182, loss_cls: 1.0564, loss: 1.0564, grad_norm: 7.8103 2021-04-01 06:00:23,278 - mmaction - INFO - Epoch [37][100/1760] lr: 1.500e-03, eta: 5:53:59, time: 1.148, data_time: 0.003, memory: 10390, top1_acc: 0.7042, top5_acc: 0.9094, loss_cls: 1.0854, loss: 1.0854, grad_norm: 7.8470 2021-04-01 06:00:39,640 - mmaction - INFO - Epoch [37][120/1760] lr: 1.500e-03, eta: 5:53:41, time: 0.820, data_time: 0.004, memory: 10390, top1_acc: 0.7292, top5_acc: 0.9068, loss_cls: 1.0588, loss: 1.0588, grad_norm: 7.7277 2021-04-01 06:00:56,025 - mmaction - INFO - Epoch [37][140/1760] lr: 1.500e-03, eta: 5:53:24, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7099, top5_acc: 0.9042, loss_cls: 1.0947, loss: 1.0947, grad_norm: 7.8627 2021-04-01 06:01:12,398 - mmaction - INFO - Epoch [37][160/1760] lr: 1.500e-03, eta: 5:53:06, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7245, top5_acc: 0.9042, loss_cls: 1.0714, loss: 1.0714, grad_norm: 7.7744 2021-04-01 06:01:28,784 - mmaction - INFO - Epoch [37][180/1760] lr: 1.500e-03, eta: 5:52:48, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7380, top5_acc: 0.9104, loss_cls: 1.0266, loss: 1.0266, grad_norm: 7.6092 2021-04-01 06:01:45,162 - mmaction - INFO - Epoch [37][200/1760] lr: 1.500e-03, eta: 5:52:31, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7073, top5_acc: 0.9000, loss_cls: 1.1424, loss: 1.1424, grad_norm: 7.8778 2021-04-01 06:02:01,565 - mmaction - INFO - Epoch [37][220/1760] lr: 1.500e-03, eta: 5:52:13, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7172, top5_acc: 0.9000, loss_cls: 1.1031, loss: 1.1031, grad_norm: 7.6807 2021-04-01 06:02:17,950 - mmaction - INFO - Epoch [37][240/1760] lr: 1.500e-03, eta: 5:51:55, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7240, top5_acc: 0.9026, loss_cls: 1.0734, loss: 1.0734, grad_norm: 7.7459 2021-04-01 06:02:34,361 - mmaction - INFO - Epoch [37][260/1760] lr: 1.500e-03, eta: 5:51:38, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7135, top5_acc: 0.8990, loss_cls: 1.1120, loss: 1.1120, grad_norm: 7.9132 2021-04-01 06:02:50,789 - mmaction - INFO - Epoch [37][280/1760] lr: 1.500e-03, eta: 5:51:20, time: 0.822, data_time: 0.001, memory: 10390, top1_acc: 0.7099, top5_acc: 0.9057, loss_cls: 1.0963, loss: 1.0963, grad_norm: 8.0489 2021-04-01 06:03:07,100 - mmaction - INFO - Epoch [37][300/1760] lr: 1.500e-03, eta: 5:51:02, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.7167, top5_acc: 0.9026, loss_cls: 1.0665, loss: 1.0665, grad_norm: 7.6634 2021-04-01 06:03:23,483 - mmaction - INFO - Epoch [37][320/1760] lr: 1.500e-03, eta: 5:50:45, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7198, top5_acc: 0.9099, loss_cls: 1.0231, loss: 1.0231, grad_norm: 7.8377 2021-04-01 06:03:39,855 - mmaction - INFO - Epoch [37][340/1760] lr: 1.500e-03, eta: 5:50:27, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7083, top5_acc: 0.9057, loss_cls: 1.0950, loss: 1.0950, grad_norm: 7.7255 2021-04-01 06:03:56,241 - mmaction - INFO - Epoch [37][360/1760] lr: 1.500e-03, eta: 5:50:09, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7151, top5_acc: 0.9135, loss_cls: 1.0633, loss: 1.0633, grad_norm: 7.9190 2021-04-01 06:04:12,645 - mmaction - INFO - Epoch [37][380/1760] lr: 1.500e-03, eta: 5:49:52, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7099, top5_acc: 0.9000, loss_cls: 1.0894, loss: 1.0894, grad_norm: 7.8776 2021-04-01 06:04:29,003 - mmaction - INFO - Epoch [37][400/1760] lr: 1.500e-03, eta: 5:49:34, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7021, top5_acc: 0.8969, loss_cls: 1.1359, loss: 1.1359, grad_norm: 8.1977 2021-04-01 06:04:45,417 - mmaction - INFO - Epoch [37][420/1760] lr: 1.500e-03, eta: 5:49:17, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7203, top5_acc: 0.9042, loss_cls: 1.0637, loss: 1.0637, grad_norm: 7.7593 2021-04-01 06:05:02,642 - mmaction - INFO - Epoch [37][440/1760] lr: 1.500e-03, eta: 5:48:59, time: 0.849, data_time: 0.001, memory: 10390, top1_acc: 0.7109, top5_acc: 0.9026, loss_cls: 1.1300, loss: 1.1300, grad_norm: 8.0080 2021-04-01 06:05:19,401 - mmaction - INFO - Epoch [37][460/1760] lr: 1.500e-03, eta: 5:48:42, time: 0.850, data_time: 0.016, memory: 10390, top1_acc: 0.6974, top5_acc: 0.8990, loss_cls: 1.1355, loss: 1.1355, grad_norm: 8.1624 2021-04-01 06:05:35,779 - mmaction - INFO - Epoch [37][480/1760] lr: 1.500e-03, eta: 5:48:24, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7141, top5_acc: 0.9099, loss_cls: 1.0791, loss: 1.0791, grad_norm: 7.7691 2021-04-01 06:05:52,176 - mmaction - INFO - Epoch [37][500/1760] lr: 1.500e-03, eta: 5:48:06, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7161, top5_acc: 0.9115, loss_cls: 1.0495, loss: 1.0495, grad_norm: 7.8495 2021-04-01 06:06:08,543 - mmaction - INFO - Epoch [37][520/1760] lr: 1.500e-03, eta: 5:47:49, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7135, top5_acc: 0.9036, loss_cls: 1.0889, loss: 1.0889, grad_norm: 8.1226 2021-04-01 06:06:24,939 - mmaction - INFO - Epoch [37][540/1760] lr: 1.500e-03, eta: 5:47:31, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7260, top5_acc: 0.9161, loss_cls: 1.0505, loss: 1.0505, grad_norm: 7.9377 2021-04-01 06:06:41,317 - mmaction - INFO - Epoch [37][560/1760] lr: 1.500e-03, eta: 5:47:13, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7115, top5_acc: 0.9021, loss_cls: 1.1151, loss: 1.1151, grad_norm: 8.1120 2021-04-01 06:06:57,703 - mmaction - INFO - Epoch [37][580/1760] lr: 1.500e-03, eta: 5:46:56, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7078, top5_acc: 0.8979, loss_cls: 1.0937, loss: 1.0937, grad_norm: 7.9960 2021-04-01 06:07:14,098 - mmaction - INFO - Epoch [37][600/1760] lr: 1.500e-03, eta: 5:46:38, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6984, top5_acc: 0.9078, loss_cls: 1.0978, loss: 1.0978, grad_norm: 7.8394 2021-04-01 06:07:30,466 - mmaction - INFO - Epoch [37][620/1760] lr: 1.500e-03, eta: 5:46:20, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6964, top5_acc: 0.9031, loss_cls: 1.1107, loss: 1.1107, grad_norm: 8.1838 2021-04-01 06:07:46,855 - mmaction - INFO - Epoch [37][640/1760] lr: 1.500e-03, eta: 5:46:03, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7135, top5_acc: 0.9005, loss_cls: 1.0823, loss: 1.0823, grad_norm: 7.7902 2021-04-01 06:08:03,268 - mmaction - INFO - Epoch [37][660/1760] lr: 1.500e-03, eta: 5:45:45, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7047, top5_acc: 0.8995, loss_cls: 1.1093, loss: 1.1093, grad_norm: 8.2084 2021-04-01 06:08:19,609 - mmaction - INFO - Epoch [37][680/1760] lr: 1.500e-03, eta: 5:45:28, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7036, top5_acc: 0.9052, loss_cls: 1.0884, loss: 1.0884, grad_norm: 7.9607 2021-04-01 06:08:36,019 - mmaction - INFO - Epoch [37][700/1760] lr: 1.500e-03, eta: 5:45:10, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7146, top5_acc: 0.8969, loss_cls: 1.0945, loss: 1.0945, grad_norm: 7.9485 2021-04-01 06:08:52,389 - mmaction - INFO - Epoch [37][720/1760] lr: 1.500e-03, eta: 5:44:52, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6984, top5_acc: 0.9078, loss_cls: 1.1360, loss: 1.1360, grad_norm: 8.1372 2021-04-01 06:09:08,776 - mmaction - INFO - Epoch [37][740/1760] lr: 1.500e-03, eta: 5:44:35, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6984, top5_acc: 0.9016, loss_cls: 1.1284, loss: 1.1284, grad_norm: 8.0808 2021-04-01 06:09:25,149 - mmaction - INFO - Epoch [37][760/1760] lr: 1.500e-03, eta: 5:44:17, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7042, top5_acc: 0.9047, loss_cls: 1.0908, loss: 1.0908, grad_norm: 8.1461 2021-04-01 06:09:41,561 - mmaction - INFO - Epoch [37][780/1760] lr: 1.500e-03, eta: 5:43:59, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7099, top5_acc: 0.8932, loss_cls: 1.1337, loss: 1.1337, grad_norm: 8.2182 2021-04-01 06:09:57,917 - mmaction - INFO - Epoch [37][800/1760] lr: 1.500e-03, eta: 5:43:42, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6984, top5_acc: 0.8932, loss_cls: 1.1276, loss: 1.1276, grad_norm: 8.0057 2021-04-01 06:10:14,313 - mmaction - INFO - Epoch [37][820/1760] lr: 1.500e-03, eta: 5:43:24, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7198, top5_acc: 0.9260, loss_cls: 1.0171, loss: 1.0171, grad_norm: 7.6375 2021-04-01 06:10:30,706 - mmaction - INFO - Epoch [37][840/1760] lr: 1.500e-03, eta: 5:43:06, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7115, top5_acc: 0.9047, loss_cls: 1.0799, loss: 1.0799, grad_norm: 7.7677 2021-04-01 06:10:47,098 - mmaction - INFO - Epoch [37][860/1760] lr: 1.500e-03, eta: 5:42:49, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7104, top5_acc: 0.8995, loss_cls: 1.1114, loss: 1.1114, grad_norm: 7.9216 2021-04-01 06:11:03,457 - mmaction - INFO - Epoch [37][880/1760] lr: 1.500e-03, eta: 5:42:31, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7161, top5_acc: 0.9000, loss_cls: 1.0985, loss: 1.0985, grad_norm: 7.8106 2021-04-01 06:11:19,848 - mmaction - INFO - Epoch [37][900/1760] lr: 1.500e-03, eta: 5:42:13, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7089, top5_acc: 0.9057, loss_cls: 1.0880, loss: 1.0880, grad_norm: 8.2564 2021-04-01 06:11:36,230 - mmaction - INFO - Epoch [37][920/1760] lr: 1.500e-03, eta: 5:41:56, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7198, top5_acc: 0.8984, loss_cls: 1.1007, loss: 1.1007, grad_norm: 7.9007 2021-04-01 06:11:52,644 - mmaction - INFO - Epoch [37][940/1760] lr: 1.500e-03, eta: 5:41:38, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6979, top5_acc: 0.9068, loss_cls: 1.1081, loss: 1.1081, grad_norm: 7.8312 2021-04-01 06:12:09,038 - mmaction - INFO - Epoch [37][960/1760] lr: 1.500e-03, eta: 5:41:21, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.6953, top5_acc: 0.8948, loss_cls: 1.1342, loss: 1.1342, grad_norm: 8.0964 2021-04-01 06:12:25,401 - mmaction - INFO - Epoch [37][980/1760] lr: 1.500e-03, eta: 5:41:03, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6984, top5_acc: 0.8969, loss_cls: 1.1141, loss: 1.1141, grad_norm: 8.1292 2021-04-01 06:12:41,771 - mmaction - INFO - Epoch [37][1000/1760] lr: 1.500e-03, eta: 5:40:45, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7203, top5_acc: 0.9010, loss_cls: 1.0861, loss: 1.0861, grad_norm: 7.9223 2021-04-01 06:12:58,165 - mmaction - INFO - Epoch [37][1020/1760] lr: 1.500e-03, eta: 5:40:28, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7047, top5_acc: 0.9057, loss_cls: 1.1194, loss: 1.1194, grad_norm: 8.0989 2021-04-01 06:13:14,543 - mmaction - INFO - Epoch [37][1040/1760] lr: 1.500e-03, eta: 5:40:10, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7198, top5_acc: 0.9104, loss_cls: 1.0607, loss: 1.0607, grad_norm: 7.9327 2021-04-01 06:13:30,924 - mmaction - INFO - Epoch [37][1060/1760] lr: 1.500e-03, eta: 5:39:52, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7125, top5_acc: 0.8990, loss_cls: 1.1011, loss: 1.1011, grad_norm: 8.0036 2021-04-01 06:13:47,299 - mmaction - INFO - Epoch [37][1080/1760] lr: 1.500e-03, eta: 5:39:35, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7068, top5_acc: 0.9021, loss_cls: 1.0860, loss: 1.0860, grad_norm: 8.0875 2021-04-01 06:14:03,691 - mmaction - INFO - Epoch [37][1100/1760] lr: 1.500e-03, eta: 5:39:17, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7094, top5_acc: 0.9021, loss_cls: 1.1137, loss: 1.1137, grad_norm: 8.2300 2021-04-01 06:14:20,066 - mmaction - INFO - Epoch [37][1120/1760] lr: 1.500e-03, eta: 5:39:00, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7109, top5_acc: 0.9021, loss_cls: 1.0858, loss: 1.0858, grad_norm: 7.9619 2021-04-01 06:14:36,452 - mmaction - INFO - Epoch [37][1140/1760] lr: 1.500e-03, eta: 5:38:42, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7016, top5_acc: 0.8953, loss_cls: 1.1108, loss: 1.1108, grad_norm: 7.9154 2021-04-01 06:14:52,826 - mmaction - INFO - Epoch [37][1160/1760] lr: 1.500e-03, eta: 5:38:24, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6990, top5_acc: 0.8865, loss_cls: 1.1396, loss: 1.1396, grad_norm: 8.1394 2021-04-01 06:15:09,256 - mmaction - INFO - Epoch [37][1180/1760] lr: 1.500e-03, eta: 5:38:07, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7089, top5_acc: 0.8995, loss_cls: 1.1192, loss: 1.1192, grad_norm: 7.8373 2021-04-01 06:15:25,623 - mmaction - INFO - Epoch [37][1200/1760] lr: 1.500e-03, eta: 5:37:49, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7266, top5_acc: 0.8969, loss_cls: 1.0849, loss: 1.0849, grad_norm: 7.9559 2021-04-01 06:15:42,004 - mmaction - INFO - Epoch [37][1220/1760] lr: 1.500e-03, eta: 5:37:31, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7089, top5_acc: 0.8990, loss_cls: 1.1094, loss: 1.1094, grad_norm: 7.7350 2021-04-01 06:15:58,366 - mmaction - INFO - Epoch [37][1240/1760] lr: 1.500e-03, eta: 5:37:14, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6979, top5_acc: 0.8891, loss_cls: 1.1680, loss: 1.1680, grad_norm: 8.2009 2021-04-01 06:16:14,855 - mmaction - INFO - Epoch [37][1260/1760] lr: 1.500e-03, eta: 5:36:56, time: 0.824, data_time: 0.001, memory: 10390, top1_acc: 0.7130, top5_acc: 0.9010, loss_cls: 1.1065, loss: 1.1065, grad_norm: 8.0513 2021-04-01 06:16:31,230 - mmaction - INFO - Epoch [37][1280/1760] lr: 1.500e-03, eta: 5:36:39, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6984, top5_acc: 0.8969, loss_cls: 1.1292, loss: 1.1292, grad_norm: 8.2766 2021-04-01 06:16:47,611 - mmaction - INFO - Epoch [37][1300/1760] lr: 1.500e-03, eta: 5:36:21, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6943, top5_acc: 0.9010, loss_cls: 1.1199, loss: 1.1199, grad_norm: 8.0471 2021-04-01 06:17:03,906 - mmaction - INFO - Epoch [37][1320/1760] lr: 1.500e-03, eta: 5:36:03, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.7172, top5_acc: 0.9005, loss_cls: 1.0952, loss: 1.0952, grad_norm: 8.0502 2021-04-01 06:17:20,384 - mmaction - INFO - Epoch [37][1340/1760] lr: 1.500e-03, eta: 5:35:46, time: 0.823, data_time: 0.002, memory: 10390, top1_acc: 0.7193, top5_acc: 0.8964, loss_cls: 1.1061, loss: 1.1061, grad_norm: 8.0866 2021-04-01 06:17:36,678 - mmaction - INFO - Epoch [37][1360/1760] lr: 1.500e-03, eta: 5:35:28, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.7172, top5_acc: 0.9062, loss_cls: 1.0896, loss: 1.0896, grad_norm: 8.1258 2021-04-01 06:17:53,087 - mmaction - INFO - Epoch [37][1380/1760] lr: 1.500e-03, eta: 5:35:10, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.6964, top5_acc: 0.9073, loss_cls: 1.1442, loss: 1.1442, grad_norm: 8.1404 2021-04-01 06:18:09,451 - mmaction - INFO - Epoch [37][1400/1760] lr: 1.500e-03, eta: 5:34:53, time: 0.819, data_time: 0.003, memory: 10390, top1_acc: 0.7125, top5_acc: 0.8984, loss_cls: 1.0941, loss: 1.0941, grad_norm: 7.9233 2021-04-01 06:18:25,849 - mmaction - INFO - Epoch [37][1420/1760] lr: 1.500e-03, eta: 5:34:35, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7026, top5_acc: 0.9078, loss_cls: 1.0962, loss: 1.0962, grad_norm: 8.0249 2021-04-01 06:18:42,202 - mmaction - INFO - Epoch [37][1440/1760] lr: 1.500e-03, eta: 5:34:18, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.6995, top5_acc: 0.9047, loss_cls: 1.1096, loss: 1.1096, grad_norm: 8.2497 2021-04-01 06:18:58,611 - mmaction - INFO - Epoch [37][1460/1760] lr: 1.500e-03, eta: 5:34:00, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7193, top5_acc: 0.9062, loss_cls: 1.0818, loss: 1.0818, grad_norm: 7.9852 2021-04-01 06:19:14,982 - mmaction - INFO - Epoch [37][1480/1760] lr: 1.500e-03, eta: 5:33:42, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7146, top5_acc: 0.9062, loss_cls: 1.0679, loss: 1.0679, grad_norm: 7.8526 2021-04-01 06:19:31,358 - mmaction - INFO - Epoch [37][1500/1760] lr: 1.500e-03, eta: 5:33:25, time: 0.819, data_time: 0.000, memory: 10390, top1_acc: 0.7120, top5_acc: 0.9036, loss_cls: 1.1068, loss: 1.1068, grad_norm: 7.8281 2021-04-01 06:19:47,817 - mmaction - INFO - Epoch [37][1520/1760] lr: 1.500e-03, eta: 5:33:07, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.6896, top5_acc: 0.8901, loss_cls: 1.1697, loss: 1.1697, grad_norm: 8.2886 2021-04-01 06:20:04,133 - mmaction - INFO - Epoch [37][1540/1760] lr: 1.500e-03, eta: 5:32:49, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7172, top5_acc: 0.9000, loss_cls: 1.0908, loss: 1.0908, grad_norm: 7.8343 2021-04-01 06:20:20,533 - mmaction - INFO - Epoch [37][1560/1760] lr: 1.500e-03, eta: 5:32:32, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6922, top5_acc: 0.9000, loss_cls: 1.1396, loss: 1.1396, grad_norm: 8.1558 2021-04-01 06:20:36,909 - mmaction - INFO - Epoch [37][1580/1760] lr: 1.500e-03, eta: 5:32:14, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7125, top5_acc: 0.9094, loss_cls: 1.1036, loss: 1.1036, grad_norm: 8.2616 2021-04-01 06:20:53,299 - mmaction - INFO - Epoch [37][1600/1760] lr: 1.500e-03, eta: 5:31:57, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7135, top5_acc: 0.8995, loss_cls: 1.1030, loss: 1.1030, grad_norm: 8.3047 2021-04-01 06:21:09,688 - mmaction - INFO - Epoch [37][1620/1760] lr: 1.500e-03, eta: 5:31:39, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7089, top5_acc: 0.8990, loss_cls: 1.0936, loss: 1.0936, grad_norm: 8.2136 2021-04-01 06:21:26,065 - mmaction - INFO - Epoch [37][1640/1760] lr: 1.500e-03, eta: 5:31:21, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6995, top5_acc: 0.9000, loss_cls: 1.1206, loss: 1.1206, grad_norm: 8.1599 2021-04-01 06:21:42,459 - mmaction - INFO - Epoch [37][1660/1760] lr: 1.500e-03, eta: 5:31:04, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7141, top5_acc: 0.9089, loss_cls: 1.0604, loss: 1.0604, grad_norm: 8.0652 2021-04-01 06:21:58,827 - mmaction - INFO - Epoch [37][1680/1760] lr: 1.500e-03, eta: 5:30:46, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7109, top5_acc: 0.8974, loss_cls: 1.1229, loss: 1.1229, grad_norm: 8.3536 2021-04-01 06:22:15,182 - mmaction - INFO - Epoch [37][1700/1760] lr: 1.500e-03, eta: 5:30:29, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7021, top5_acc: 0.9036, loss_cls: 1.0936, loss: 1.0936, grad_norm: 7.9547 2021-04-01 06:22:31,625 - mmaction - INFO - Epoch [37][1720/1760] lr: 1.500e-03, eta: 5:30:11, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.7089, top5_acc: 0.9021, loss_cls: 1.0992, loss: 1.0992, grad_norm: 8.2211 2021-04-01 06:22:47,979 - mmaction - INFO - Epoch [37][1740/1760] lr: 1.500e-03, eta: 5:29:53, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7234, top5_acc: 0.9115, loss_cls: 1.0562, loss: 1.0562, grad_norm: 8.1525 2021-04-01 06:23:04,088 - mmaction - INFO - Epoch [37][1760/1760] lr: 1.500e-03, eta: 5:29:36, time: 0.805, data_time: 0.002, memory: 10390, top1_acc: 0.7150, top5_acc: 0.9052, loss_cls: 1.0945, loss: 1.0945, grad_norm: 8.2230 2021-04-01 06:23:18,493 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-04-01 06:24:54,207 - mmaction - INFO - Epoch [38][20/1760] lr: 1.500e-03, eta: 5:29:46, time: 4.746, data_time: 3.868, memory: 10390, top1_acc: 0.7047, top5_acc: 0.9083, loss_cls: 1.1116, loss: 1.1116, grad_norm: 8.3418 2021-04-01 06:25:10,344 - mmaction - INFO - Epoch [38][40/1760] lr: 1.500e-03, eta: 5:29:28, time: 0.808, data_time: 0.004, memory: 10390, top1_acc: 0.7260, top5_acc: 0.9146, loss_cls: 1.0313, loss: 1.0313, grad_norm: 8.0625 2021-04-01 06:25:26,567 - mmaction - INFO - Epoch [38][60/1760] lr: 1.500e-03, eta: 5:29:10, time: 0.811, data_time: 0.002, memory: 10390, top1_acc: 0.7234, top5_acc: 0.9203, loss_cls: 1.0255, loss: 1.0255, grad_norm: 8.1599 2021-04-01 06:25:42,930 - mmaction - INFO - Epoch [38][80/1760] lr: 1.500e-03, eta: 5:28:53, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7260, top5_acc: 0.9177, loss_cls: 1.0253, loss: 1.0253, grad_norm: 8.0513 2021-04-01 06:25:59,329 - mmaction - INFO - Epoch [38][100/1760] lr: 1.500e-03, eta: 5:28:35, time: 0.819, data_time: 0.004, memory: 10390, top1_acc: 0.7281, top5_acc: 0.9182, loss_cls: 1.0162, loss: 1.0162, grad_norm: 7.9377 2021-04-01 06:26:15,655 - mmaction - INFO - Epoch [38][120/1760] lr: 1.500e-03, eta: 5:28:17, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7078, top5_acc: 0.8948, loss_cls: 1.1354, loss: 1.1354, grad_norm: 8.2578 2021-04-01 06:26:32,031 - mmaction - INFO - Epoch [38][140/1760] lr: 1.500e-03, eta: 5:28:00, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.6990, top5_acc: 0.8896, loss_cls: 1.1693, loss: 1.1693, grad_norm: 8.4199 2021-04-01 06:26:48,396 - mmaction - INFO - Epoch [38][160/1760] lr: 1.500e-03, eta: 5:27:42, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7146, top5_acc: 0.9109, loss_cls: 1.0581, loss: 1.0581, grad_norm: 7.9006 2021-04-01 06:27:04,791 - mmaction - INFO - Epoch [38][180/1760] lr: 1.500e-03, eta: 5:27:24, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7125, top5_acc: 0.9073, loss_cls: 1.0773, loss: 1.0773, grad_norm: 7.8889 2021-04-01 06:27:21,177 - mmaction - INFO - Epoch [38][200/1760] lr: 1.500e-03, eta: 5:27:07, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7302, top5_acc: 0.8984, loss_cls: 1.0620, loss: 1.0620, grad_norm: 8.0648 2021-04-01 06:27:37,602 - mmaction - INFO - Epoch [38][220/1760] lr: 1.500e-03, eta: 5:26:49, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7130, top5_acc: 0.8984, loss_cls: 1.0776, loss: 1.0776, grad_norm: 8.2117 2021-04-01 06:27:53,950 - mmaction - INFO - Epoch [38][240/1760] lr: 1.500e-03, eta: 5:26:32, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7266, top5_acc: 0.9021, loss_cls: 1.0849, loss: 1.0849, grad_norm: 8.0919 2021-04-01 06:28:10,351 - mmaction - INFO - Epoch [38][260/1760] lr: 1.500e-03, eta: 5:26:14, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7281, top5_acc: 0.9141, loss_cls: 1.0305, loss: 1.0305, grad_norm: 7.8610 2021-04-01 06:28:26,773 - mmaction - INFO - Epoch [38][280/1760] lr: 1.500e-03, eta: 5:25:56, time: 0.822, data_time: 0.001, memory: 10390, top1_acc: 0.7068, top5_acc: 0.9042, loss_cls: 1.0921, loss: 1.0921, grad_norm: 8.1232 2021-04-01 06:28:43,188 - mmaction - INFO - Epoch [38][300/1760] lr: 1.500e-03, eta: 5:25:39, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7151, top5_acc: 0.9057, loss_cls: 1.0870, loss: 1.0870, grad_norm: 7.9670 2021-04-01 06:28:59,546 - mmaction - INFO - Epoch [38][320/1760] lr: 1.500e-03, eta: 5:25:21, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7219, top5_acc: 0.9083, loss_cls: 1.0766, loss: 1.0766, grad_norm: 8.0708 2021-04-01 06:29:15,883 - mmaction - INFO - Epoch [38][340/1760] lr: 1.500e-03, eta: 5:25:03, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.7089, top5_acc: 0.9000, loss_cls: 1.0972, loss: 1.0972, grad_norm: 8.3556 2021-04-01 06:29:32,245 - mmaction - INFO - Epoch [38][360/1760] lr: 1.500e-03, eta: 5:24:46, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7208, top5_acc: 0.9167, loss_cls: 1.0448, loss: 1.0448, grad_norm: 8.0803 2021-04-01 06:29:48,612 - mmaction - INFO - Epoch [38][380/1760] lr: 1.500e-03, eta: 5:24:28, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7047, top5_acc: 0.9078, loss_cls: 1.0819, loss: 1.0819, grad_norm: 8.4201 2021-04-01 06:30:05,017 - mmaction - INFO - Epoch [38][400/1760] lr: 1.500e-03, eta: 5:24:11, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7344, top5_acc: 0.8990, loss_cls: 1.0448, loss: 1.0448, grad_norm: 7.7656 2021-04-01 06:30:21,401 - mmaction - INFO - Epoch [38][420/1760] lr: 1.500e-03, eta: 5:23:53, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7073, top5_acc: 0.8938, loss_cls: 1.0990, loss: 1.0990, grad_norm: 8.2754 2021-04-01 06:30:37,817 - mmaction - INFO - Epoch [38][440/1760] lr: 1.500e-03, eta: 5:23:35, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7359, top5_acc: 0.9141, loss_cls: 1.0037, loss: 1.0037, grad_norm: 7.8113 2021-04-01 06:30:54,159 - mmaction - INFO - Epoch [38][460/1760] lr: 1.500e-03, eta: 5:23:18, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7151, top5_acc: 0.9115, loss_cls: 1.0676, loss: 1.0676, grad_norm: 8.3255 2021-04-01 06:31:10,583 - mmaction - INFO - Epoch [38][480/1760] lr: 1.500e-03, eta: 5:23:00, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7193, top5_acc: 0.9156, loss_cls: 1.0496, loss: 1.0496, grad_norm: 8.0069 2021-04-01 06:31:26,931 - mmaction - INFO - Epoch [38][500/1760] lr: 1.500e-03, eta: 5:22:42, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7161, top5_acc: 0.9036, loss_cls: 1.0628, loss: 1.0628, grad_norm: 8.1370 2021-04-01 06:31:43,334 - mmaction - INFO - Epoch [38][520/1760] lr: 1.500e-03, eta: 5:22:25, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7188, top5_acc: 0.9099, loss_cls: 1.0660, loss: 1.0660, grad_norm: 8.2640 2021-04-01 06:31:59,706 - mmaction - INFO - Epoch [38][540/1760] lr: 1.500e-03, eta: 5:22:07, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7177, top5_acc: 0.9146, loss_cls: 1.0462, loss: 1.0462, grad_norm: 8.1103 2021-04-01 06:32:16,099 - mmaction - INFO - Epoch [38][560/1760] lr: 1.500e-03, eta: 5:21:50, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7083, top5_acc: 0.8875, loss_cls: 1.1392, loss: 1.1392, grad_norm: 8.0957 2021-04-01 06:32:32,472 - mmaction - INFO - Epoch [38][580/1760] lr: 1.500e-03, eta: 5:21:32, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7167, top5_acc: 0.9062, loss_cls: 1.0640, loss: 1.0640, grad_norm: 8.3455 2021-04-01 06:32:48,895 - mmaction - INFO - Epoch [38][600/1760] lr: 1.500e-03, eta: 5:21:14, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7109, top5_acc: 0.9047, loss_cls: 1.0918, loss: 1.0918, grad_norm: 8.3846 2021-04-01 06:33:05,272 - mmaction - INFO - Epoch [38][620/1760] lr: 1.500e-03, eta: 5:20:57, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6932, top5_acc: 0.8938, loss_cls: 1.1569, loss: 1.1569, grad_norm: 8.6196 2021-04-01 06:33:21,641 - mmaction - INFO - Epoch [38][640/1760] lr: 1.500e-03, eta: 5:20:39, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7208, top5_acc: 0.8958, loss_cls: 1.1423, loss: 1.1423, grad_norm: 8.0269 2021-04-01 06:33:38,015 - mmaction - INFO - Epoch [38][660/1760] lr: 1.500e-03, eta: 5:20:22, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7156, top5_acc: 0.9099, loss_cls: 1.0786, loss: 1.0786, grad_norm: 8.1539 2021-04-01 06:33:54,407 - mmaction - INFO - Epoch [38][680/1760] lr: 1.500e-03, eta: 5:20:04, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7172, top5_acc: 0.9135, loss_cls: 1.0576, loss: 1.0576, grad_norm: 8.1175 2021-04-01 06:34:10,776 - mmaction - INFO - Epoch [38][700/1760] lr: 1.500e-03, eta: 5:19:46, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7198, top5_acc: 0.9078, loss_cls: 1.0626, loss: 1.0626, grad_norm: 8.1090 2021-04-01 06:34:27,178 - mmaction - INFO - Epoch [38][720/1760] lr: 1.500e-03, eta: 5:19:29, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7000, top5_acc: 0.8969, loss_cls: 1.1071, loss: 1.1071, grad_norm: 8.2315 2021-04-01 06:34:43,586 - mmaction - INFO - Epoch [38][740/1760] lr: 1.500e-03, eta: 5:19:11, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.7141, top5_acc: 0.9083, loss_cls: 1.0869, loss: 1.0869, grad_norm: 8.3519 2021-04-01 06:35:00,024 - mmaction - INFO - Epoch [38][760/1760] lr: 1.500e-03, eta: 5:18:54, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7208, top5_acc: 0.9068, loss_cls: 1.0604, loss: 1.0604, grad_norm: 8.0960 2021-04-01 06:35:16,413 - mmaction - INFO - Epoch [38][780/1760] lr: 1.500e-03, eta: 5:18:36, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7219, top5_acc: 0.9052, loss_cls: 1.0772, loss: 1.0772, grad_norm: 7.9305 2021-04-01 06:35:32,771 - mmaction - INFO - Epoch [38][800/1760] lr: 1.500e-03, eta: 5:18:18, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7104, top5_acc: 0.9010, loss_cls: 1.0966, loss: 1.0966, grad_norm: 8.3604 2021-04-01 06:35:49,148 - mmaction - INFO - Epoch [38][820/1760] lr: 1.500e-03, eta: 5:18:01, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7036, top5_acc: 0.9042, loss_cls: 1.0946, loss: 1.0946, grad_norm: 8.1104 2021-04-01 06:36:05,550 - mmaction - INFO - Epoch [38][840/1760] lr: 1.500e-03, eta: 5:17:43, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7094, top5_acc: 0.9068, loss_cls: 1.0780, loss: 1.0780, grad_norm: 8.1304 2021-04-01 06:36:21,923 - mmaction - INFO - Epoch [38][860/1760] lr: 1.500e-03, eta: 5:17:25, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7063, top5_acc: 0.9057, loss_cls: 1.0930, loss: 1.0930, grad_norm: 8.2936 2021-04-01 06:36:38,314 - mmaction - INFO - Epoch [38][880/1760] lr: 1.500e-03, eta: 5:17:08, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.6969, top5_acc: 0.8990, loss_cls: 1.1128, loss: 1.1128, grad_norm: 8.1412 2021-04-01 06:36:54,641 - mmaction - INFO - Epoch [38][900/1760] lr: 1.500e-03, eta: 5:16:50, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7292, top5_acc: 0.9146, loss_cls: 1.0294, loss: 1.0294, grad_norm: 7.9993 2021-04-01 06:37:11,045 - mmaction - INFO - Epoch [38][920/1760] lr: 1.500e-03, eta: 5:16:33, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7052, top5_acc: 0.8979, loss_cls: 1.1150, loss: 1.1150, grad_norm: 8.1339 2021-04-01 06:37:27,407 - mmaction - INFO - Epoch [38][940/1760] lr: 1.500e-03, eta: 5:16:15, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7198, top5_acc: 0.9109, loss_cls: 1.0858, loss: 1.0858, grad_norm: 8.0508 2021-04-01 06:37:43,796 - mmaction - INFO - Epoch [38][960/1760] lr: 1.500e-03, eta: 5:15:57, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7125, top5_acc: 0.9141, loss_cls: 1.0520, loss: 1.0520, grad_norm: 8.0967 2021-04-01 06:38:00,179 - mmaction - INFO - Epoch [38][980/1760] lr: 1.500e-03, eta: 5:15:40, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7031, top5_acc: 0.8990, loss_cls: 1.1125, loss: 1.1125, grad_norm: 8.0708 2021-04-01 06:38:16,557 - mmaction - INFO - Epoch [38][1000/1760] lr: 1.500e-03, eta: 5:15:22, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7151, top5_acc: 0.8974, loss_cls: 1.1011, loss: 1.1011, grad_norm: 8.5305 2021-04-01 06:38:32,926 - mmaction - INFO - Epoch [38][1020/1760] lr: 1.500e-03, eta: 5:15:05, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7057, top5_acc: 0.8833, loss_cls: 1.1409, loss: 1.1409, grad_norm: 8.3453 2021-04-01 06:38:49,318 - mmaction - INFO - Epoch [38][1040/1760] lr: 1.500e-03, eta: 5:14:47, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7068, top5_acc: 0.9047, loss_cls: 1.1001, loss: 1.1001, grad_norm: 7.9775 2021-04-01 06:39:05,693 - mmaction - INFO - Epoch [38][1060/1760] lr: 1.500e-03, eta: 5:14:29, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7052, top5_acc: 0.9078, loss_cls: 1.1007, loss: 1.1007, grad_norm: 7.9388 2021-04-01 06:39:22,100 - mmaction - INFO - Epoch [38][1080/1760] lr: 1.500e-03, eta: 5:14:12, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7229, top5_acc: 0.9130, loss_cls: 1.0686, loss: 1.0686, grad_norm: 8.0429 2021-04-01 06:39:38,469 - mmaction - INFO - Epoch [38][1100/1760] lr: 1.500e-03, eta: 5:13:54, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.6984, top5_acc: 0.8932, loss_cls: 1.1277, loss: 1.1277, grad_norm: 8.1496 2021-04-01 06:39:54,861 - mmaction - INFO - Epoch [38][1120/1760] lr: 1.500e-03, eta: 5:13:37, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7010, top5_acc: 0.8948, loss_cls: 1.1355, loss: 1.1355, grad_norm: 8.5285 2021-04-01 06:40:11,242 - mmaction - INFO - Epoch [38][1140/1760] lr: 1.500e-03, eta: 5:13:19, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7036, top5_acc: 0.8990, loss_cls: 1.1083, loss: 1.1083, grad_norm: 8.1085 2021-04-01 06:40:27,626 - mmaction - INFO - Epoch [38][1160/1760] lr: 1.500e-03, eta: 5:13:01, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7057, top5_acc: 0.8964, loss_cls: 1.1090, loss: 1.1090, grad_norm: 8.1445 2021-04-01 06:40:44,217 - mmaction - INFO - Epoch [38][1180/1760] lr: 1.500e-03, eta: 5:12:44, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6974, top5_acc: 0.9016, loss_cls: 1.1193, loss: 1.1193, grad_norm: 8.2134 2021-04-01 06:41:00,860 - mmaction - INFO - Epoch [38][1200/1760] lr: 1.500e-03, eta: 5:12:26, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.7047, top5_acc: 0.8979, loss_cls: 1.0959, loss: 1.0959, grad_norm: 8.1536 2021-04-01 06:41:17,457 - mmaction - INFO - Epoch [38][1220/1760] lr: 1.500e-03, eta: 5:12:09, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7286, top5_acc: 0.9245, loss_cls: 0.9697, loss: 0.9697, grad_norm: 8.0549 2021-04-01 06:41:34,095 - mmaction - INFO - Epoch [38][1240/1760] lr: 1.500e-03, eta: 5:11:51, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7089, top5_acc: 0.8958, loss_cls: 1.1011, loss: 1.1011, grad_norm: 8.4605 2021-04-01 06:41:50,691 - mmaction - INFO - Epoch [38][1260/1760] lr: 1.500e-03, eta: 5:11:34, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7255, top5_acc: 0.9073, loss_cls: 1.0692, loss: 1.0692, grad_norm: 8.1911 2021-04-01 06:42:07,328 - mmaction - INFO - Epoch [38][1280/1760] lr: 1.500e-03, eta: 5:11:16, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.7234, top5_acc: 0.9068, loss_cls: 1.0417, loss: 1.0417, grad_norm: 8.0730 2021-04-01 06:42:23,926 - mmaction - INFO - Epoch [38][1300/1760] lr: 1.500e-03, eta: 5:10:59, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7125, top5_acc: 0.9005, loss_cls: 1.1017, loss: 1.1017, grad_norm: 8.1969 2021-04-01 06:42:40,555 - mmaction - INFO - Epoch [38][1320/1760] lr: 1.500e-03, eta: 5:10:41, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.6927, top5_acc: 0.9099, loss_cls: 1.1229, loss: 1.1229, grad_norm: 8.5928 2021-04-01 06:42:57,162 - mmaction - INFO - Epoch [38][1340/1760] lr: 1.500e-03, eta: 5:10:24, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7161, top5_acc: 0.9089, loss_cls: 1.0737, loss: 1.0737, grad_norm: 8.1907 2021-04-01 06:43:13,800 - mmaction - INFO - Epoch [38][1360/1760] lr: 1.500e-03, eta: 5:10:06, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7307, top5_acc: 0.9042, loss_cls: 1.0584, loss: 1.0584, grad_norm: 8.0807 2021-04-01 06:43:30,398 - mmaction - INFO - Epoch [38][1380/1760] lr: 1.500e-03, eta: 5:09:49, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6990, top5_acc: 0.9031, loss_cls: 1.0847, loss: 1.0847, grad_norm: 8.3695 2021-04-01 06:43:47,012 - mmaction - INFO - Epoch [38][1400/1760] lr: 1.500e-03, eta: 5:09:31, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7229, top5_acc: 0.9016, loss_cls: 1.0675, loss: 1.0675, grad_norm: 8.3071 2021-04-01 06:44:03,646 - mmaction - INFO - Epoch [38][1420/1760] lr: 1.500e-03, eta: 5:09:14, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7083, top5_acc: 0.8964, loss_cls: 1.1017, loss: 1.1017, grad_norm: 8.4047 2021-04-01 06:44:20,297 - mmaction - INFO - Epoch [38][1440/1760] lr: 1.500e-03, eta: 5:08:56, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.7193, top5_acc: 0.9078, loss_cls: 1.0738, loss: 1.0738, grad_norm: 8.1653 2021-04-01 06:44:36,957 - mmaction - INFO - Epoch [38][1460/1760] lr: 1.500e-03, eta: 5:08:39, time: 0.834, data_time: 0.001, memory: 10390, top1_acc: 0.7063, top5_acc: 0.9010, loss_cls: 1.0995, loss: 1.0995, grad_norm: 8.2290 2021-04-01 06:44:53,564 - mmaction - INFO - Epoch [38][1480/1760] lr: 1.500e-03, eta: 5:08:21, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6964, top5_acc: 0.8964, loss_cls: 1.1384, loss: 1.1384, grad_norm: 8.3591 2021-04-01 06:45:10,175 - mmaction - INFO - Epoch [38][1500/1760] lr: 1.500e-03, eta: 5:08:04, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7250, top5_acc: 0.9135, loss_cls: 1.0479, loss: 1.0479, grad_norm: 8.0105 2021-04-01 06:45:26,774 - mmaction - INFO - Epoch [38][1520/1760] lr: 1.500e-03, eta: 5:07:46, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7120, top5_acc: 0.9083, loss_cls: 1.0677, loss: 1.0677, grad_norm: 8.2578 2021-04-01 06:45:43,396 - mmaction - INFO - Epoch [38][1540/1760] lr: 1.500e-03, eta: 5:07:29, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7031, top5_acc: 0.8995, loss_cls: 1.1265, loss: 1.1265, grad_norm: 8.4931 2021-04-01 06:46:00,030 - mmaction - INFO - Epoch [38][1560/1760] lr: 1.500e-03, eta: 5:07:11, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7115, top5_acc: 0.9000, loss_cls: 1.1078, loss: 1.1078, grad_norm: 8.2439 2021-04-01 06:46:16,635 - mmaction - INFO - Epoch [38][1580/1760] lr: 1.500e-03, eta: 5:06:54, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.6948, top5_acc: 0.8958, loss_cls: 1.1519, loss: 1.1519, grad_norm: 8.5436 2021-04-01 06:46:33,236 - mmaction - INFO - Epoch [38][1600/1760] lr: 1.500e-03, eta: 5:06:36, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7156, top5_acc: 0.9021, loss_cls: 1.1145, loss: 1.1145, grad_norm: 8.1718 2021-04-01 06:46:49,820 - mmaction - INFO - Epoch [38][1620/1760] lr: 1.500e-03, eta: 5:06:19, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7068, top5_acc: 0.9083, loss_cls: 1.0847, loss: 1.0847, grad_norm: 8.2519 2021-04-01 06:47:06,422 - mmaction - INFO - Epoch [38][1640/1760] lr: 1.500e-03, eta: 5:06:01, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7031, top5_acc: 0.8938, loss_cls: 1.1225, loss: 1.1225, grad_norm: 8.5317 2021-04-01 06:47:23,030 - mmaction - INFO - Epoch [38][1660/1760] lr: 1.500e-03, eta: 5:05:44, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7141, top5_acc: 0.9026, loss_cls: 1.1028, loss: 1.1028, grad_norm: 8.3051 2021-04-01 06:47:39,659 - mmaction - INFO - Epoch [38][1680/1760] lr: 1.500e-03, eta: 5:05:26, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7177, top5_acc: 0.9062, loss_cls: 1.0648, loss: 1.0648, grad_norm: 8.3198 2021-04-01 06:47:56,248 - mmaction - INFO - Epoch [38][1700/1760] lr: 1.500e-03, eta: 5:05:09, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7203, top5_acc: 0.9073, loss_cls: 1.0930, loss: 1.0930, grad_norm: 8.2595 2021-04-01 06:48:12,873 - mmaction - INFO - Epoch [38][1720/1760] lr: 1.500e-03, eta: 5:04:51, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7146, top5_acc: 0.9010, loss_cls: 1.1106, loss: 1.1106, grad_norm: 8.3452 2021-04-01 06:48:29,504 - mmaction - INFO - Epoch [38][1740/1760] lr: 1.500e-03, eta: 5:04:34, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.7167, top5_acc: 0.9094, loss_cls: 1.0591, loss: 1.0591, grad_norm: 8.1613 2021-04-01 06:48:45,867 - mmaction - INFO - Epoch [38][1760/1760] lr: 1.500e-03, eta: 5:04:16, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7097, top5_acc: 0.9062, loss_cls: 1.0734, loss: 1.0734, grad_norm: 8.2252 2021-04-01 06:48:51,952 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-04-01 06:52:55,131 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 06:52:55,574 - mmaction - INFO - top1_acc 0.5921 top5_acc 0.8564 2021-04-01 06:52:55,574 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 06:52:55,648 - mmaction - INFO - mean_acc 0.5295 2021-04-01 06:52:55,655 - mmaction - INFO - Epoch(val) [38][1760] top1_acc: 0.5921, top5_acc: 0.8564, mean_class_accuracy: 0.5295 2021-04-01 06:54:08,975 - mmaction - INFO - Epoch [39][20/1760] lr: 1.500e-03, eta: 5:04:16, time: 3.664, data_time: 2.757, memory: 10390, top1_acc: 0.7120, top5_acc: 0.9068, loss_cls: 1.0608, loss: 1.0608, grad_norm: 8.1825 2021-04-01 06:54:25,124 - mmaction - INFO - Epoch [39][40/1760] lr: 1.500e-03, eta: 5:03:59, time: 0.808, data_time: 0.005, memory: 10390, top1_acc: 0.7151, top5_acc: 0.9068, loss_cls: 1.0591, loss: 1.0591, grad_norm: 8.4411 2021-04-01 06:54:41,272 - mmaction - INFO - Epoch [39][60/1760] lr: 1.500e-03, eta: 5:03:41, time: 0.807, data_time: 0.002, memory: 10390, top1_acc: 0.7135, top5_acc: 0.9182, loss_cls: 1.0198, loss: 1.0198, grad_norm: 8.3602 2021-04-01 06:54:57,602 - mmaction - INFO - Epoch [39][80/1760] lr: 1.500e-03, eta: 5:03:24, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7151, top5_acc: 0.9073, loss_cls: 1.0581, loss: 1.0581, grad_norm: 8.0946 2021-04-01 06:55:14,466 - mmaction - INFO - Epoch [39][100/1760] lr: 1.500e-03, eta: 5:03:06, time: 0.841, data_time: 0.002, memory: 10390, top1_acc: 0.7005, top5_acc: 0.9021, loss_cls: 1.1191, loss: 1.1191, grad_norm: 8.5344 2021-04-01 06:55:30,805 - mmaction - INFO - Epoch [39][120/1760] lr: 1.500e-03, eta: 5:02:49, time: 0.820, data_time: 0.004, memory: 10390, top1_acc: 0.7031, top5_acc: 0.9021, loss_cls: 1.1197, loss: 1.1197, grad_norm: 8.7275 2021-04-01 06:55:47,163 - mmaction - INFO - Epoch [39][140/1760] lr: 1.500e-03, eta: 5:02:31, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7031, top5_acc: 0.8979, loss_cls: 1.1068, loss: 1.1068, grad_norm: 8.2394 2021-04-01 06:56:03,569 - mmaction - INFO - Epoch [39][160/1760] lr: 1.500e-03, eta: 5:02:13, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.7396, top5_acc: 0.9047, loss_cls: 1.0448, loss: 1.0448, grad_norm: 8.0676 2021-04-01 06:56:19,928 - mmaction - INFO - Epoch [39][180/1760] lr: 1.500e-03, eta: 5:01:56, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7234, top5_acc: 0.9042, loss_cls: 1.0844, loss: 1.0844, grad_norm: 8.4293 2021-04-01 06:56:36,291 - mmaction - INFO - Epoch [39][200/1760] lr: 1.500e-03, eta: 5:01:38, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7135, top5_acc: 0.8974, loss_cls: 1.0743, loss: 1.0743, grad_norm: 8.3724 2021-04-01 06:56:52,575 - mmaction - INFO - Epoch [39][220/1760] lr: 1.500e-03, eta: 5:01:21, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.7359, top5_acc: 0.9052, loss_cls: 1.0642, loss: 1.0642, grad_norm: 8.1705 2021-04-01 06:57:08,903 - mmaction - INFO - Epoch [39][240/1760] lr: 1.500e-03, eta: 5:01:03, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7302, top5_acc: 0.9193, loss_cls: 1.0243, loss: 1.0243, grad_norm: 8.1516 2021-04-01 06:57:25,309 - mmaction - INFO - Epoch [39][260/1760] lr: 1.500e-03, eta: 5:00:45, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7042, top5_acc: 0.9083, loss_cls: 1.1134, loss: 1.1134, grad_norm: 8.5020 2021-04-01 06:57:41,779 - mmaction - INFO - Epoch [39][280/1760] lr: 1.500e-03, eta: 5:00:28, time: 0.824, data_time: 0.001, memory: 10390, top1_acc: 0.7026, top5_acc: 0.9016, loss_cls: 1.1108, loss: 1.1108, grad_norm: 8.6217 2021-04-01 06:57:58,375 - mmaction - INFO - Epoch [39][300/1760] lr: 1.500e-03, eta: 5:00:10, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7234, top5_acc: 0.9203, loss_cls: 1.0440, loss: 1.0440, grad_norm: 8.2538 2021-04-01 06:58:14,977 - mmaction - INFO - Epoch [39][320/1760] lr: 1.500e-03, eta: 4:59:53, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7198, top5_acc: 0.9042, loss_cls: 1.0709, loss: 1.0709, grad_norm: 8.3725 2021-04-01 06:58:31,569 - mmaction - INFO - Epoch [39][340/1760] lr: 1.500e-03, eta: 4:59:35, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7130, top5_acc: 0.9078, loss_cls: 1.0612, loss: 1.0612, grad_norm: 8.6019 2021-04-01 06:58:48,177 - mmaction - INFO - Epoch [39][360/1760] lr: 1.500e-03, eta: 4:59:18, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7240, top5_acc: 0.9000, loss_cls: 1.0784, loss: 1.0784, grad_norm: 8.3526 2021-04-01 06:59:04,793 - mmaction - INFO - Epoch [39][380/1760] lr: 1.500e-03, eta: 4:59:00, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7161, top5_acc: 0.9094, loss_cls: 1.0883, loss: 1.0883, grad_norm: 8.3141 2021-04-01 06:59:21,375 - mmaction - INFO - Epoch [39][400/1760] lr: 1.500e-03, eta: 4:58:43, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7240, top5_acc: 0.9057, loss_cls: 1.0516, loss: 1.0516, grad_norm: 7.8261 2021-04-01 06:59:38,005 - mmaction - INFO - Epoch [39][420/1760] lr: 1.500e-03, eta: 4:58:25, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.0806, loss: 1.0806, grad_norm: 8.2127 2021-04-01 06:59:54,593 - mmaction - INFO - Epoch [39][440/1760] lr: 1.500e-03, eta: 4:58:08, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7089, top5_acc: 0.9010, loss_cls: 1.0942, loss: 1.0942, grad_norm: 8.2651 2021-04-01 07:00:11,202 - mmaction - INFO - Epoch [39][460/1760] lr: 1.500e-03, eta: 4:57:50, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7068, top5_acc: 0.9021, loss_cls: 1.1326, loss: 1.1326, grad_norm: 8.6923 2021-04-01 07:00:27,841 - mmaction - INFO - Epoch [39][480/1760] lr: 1.500e-03, eta: 4:57:33, time: 0.833, data_time: 0.001, memory: 10390, top1_acc: 0.7266, top5_acc: 0.9052, loss_cls: 1.0323, loss: 1.0323, grad_norm: 8.0584 2021-04-01 07:00:44,413 - mmaction - INFO - Epoch [39][500/1760] lr: 1.500e-03, eta: 4:57:15, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7182, top5_acc: 0.9068, loss_cls: 1.0696, loss: 1.0696, grad_norm: 8.3838 2021-04-01 07:01:01,022 - mmaction - INFO - Epoch [39][520/1760] lr: 1.500e-03, eta: 4:56:58, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7005, top5_acc: 0.8922, loss_cls: 1.1141, loss: 1.1141, grad_norm: 8.4972 2021-04-01 07:01:17,605 - mmaction - INFO - Epoch [39][540/1760] lr: 1.500e-03, eta: 4:56:40, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7255, top5_acc: 0.9094, loss_cls: 1.0798, loss: 1.0798, grad_norm: 8.5176 2021-04-01 07:01:34,204 - mmaction - INFO - Epoch [39][560/1760] lr: 1.500e-03, eta: 4:56:23, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7266, top5_acc: 0.9156, loss_cls: 1.0183, loss: 1.0183, grad_norm: 8.2190 2021-04-01 07:01:50,797 - mmaction - INFO - Epoch [39][580/1760] lr: 1.500e-03, eta: 4:56:05, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7172, top5_acc: 0.8990, loss_cls: 1.0815, loss: 1.0815, grad_norm: 8.2018 2021-04-01 07:02:07,411 - mmaction - INFO - Epoch [39][600/1760] lr: 1.500e-03, eta: 4:55:48, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7042, top5_acc: 0.9099, loss_cls: 1.0893, loss: 1.0893, grad_norm: 8.5489 2021-04-01 07:02:24,032 - mmaction - INFO - Epoch [39][620/1760] lr: 1.500e-03, eta: 4:55:30, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7089, top5_acc: 0.9161, loss_cls: 1.0519, loss: 1.0519, grad_norm: 8.4132 2021-04-01 07:02:40,659 - mmaction - INFO - Epoch [39][640/1760] lr: 1.500e-03, eta: 4:55:13, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7156, top5_acc: 0.8917, loss_cls: 1.0972, loss: 1.0972, grad_norm: 8.4144 2021-04-01 07:02:57,337 - mmaction - INFO - Epoch [39][660/1760] lr: 1.500e-03, eta: 4:54:55, time: 0.834, data_time: 0.002, memory: 10390, top1_acc: 0.7078, top5_acc: 0.9078, loss_cls: 1.0984, loss: 1.0984, grad_norm: 8.6591 2021-04-01 07:03:13,939 - mmaction - INFO - Epoch [39][680/1760] lr: 1.500e-03, eta: 4:54:38, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7005, top5_acc: 0.9005, loss_cls: 1.0975, loss: 1.0975, grad_norm: 8.5203 2021-04-01 07:03:30,556 - mmaction - INFO - Epoch [39][700/1760] lr: 1.500e-03, eta: 4:54:20, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7297, top5_acc: 0.9052, loss_cls: 1.0460, loss: 1.0460, grad_norm: 8.0513 2021-04-01 07:03:47,161 - mmaction - INFO - Epoch [39][720/1760] lr: 1.500e-03, eta: 4:54:03, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7219, top5_acc: 0.9104, loss_cls: 1.0387, loss: 1.0387, grad_norm: 8.3864 2021-04-01 07:04:03,768 - mmaction - INFO - Epoch [39][740/1760] lr: 1.500e-03, eta: 4:53:45, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7047, top5_acc: 0.8979, loss_cls: 1.1095, loss: 1.1095, grad_norm: 8.6429 2021-04-01 07:04:20,341 - mmaction - INFO - Epoch [39][760/1760] lr: 1.500e-03, eta: 4:53:28, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7172, top5_acc: 0.9146, loss_cls: 1.0526, loss: 1.0526, grad_norm: 8.1939 2021-04-01 07:04:36,944 - mmaction - INFO - Epoch [39][780/1760] lr: 1.500e-03, eta: 4:53:10, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7198, top5_acc: 0.9083, loss_cls: 1.0594, loss: 1.0594, grad_norm: 8.2352 2021-04-01 07:04:53,537 - mmaction - INFO - Epoch [39][800/1760] lr: 1.500e-03, eta: 4:52:52, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7167, top5_acc: 0.9042, loss_cls: 1.0843, loss: 1.0843, grad_norm: 8.4196 2021-04-01 07:05:10,133 - mmaction - INFO - Epoch [39][820/1760] lr: 1.500e-03, eta: 4:52:35, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7036, top5_acc: 0.8932, loss_cls: 1.1361, loss: 1.1361, grad_norm: 8.7186 2021-04-01 07:05:26,798 - mmaction - INFO - Epoch [39][840/1760] lr: 1.500e-03, eta: 4:52:17, time: 0.834, data_time: 0.001, memory: 10390, top1_acc: 0.7312, top5_acc: 0.9203, loss_cls: 1.0077, loss: 1.0077, grad_norm: 8.5619 2021-04-01 07:05:43,409 - mmaction - INFO - Epoch [39][860/1760] lr: 1.500e-03, eta: 4:52:00, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7271, top5_acc: 0.9073, loss_cls: 1.0442, loss: 1.0442, grad_norm: 8.2104 2021-04-01 07:06:00,032 - mmaction - INFO - Epoch [39][880/1760] lr: 1.500e-03, eta: 4:51:42, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7323, top5_acc: 0.9177, loss_cls: 1.0046, loss: 1.0046, grad_norm: 8.2306 2021-04-01 07:06:16,658 - mmaction - INFO - Epoch [39][900/1760] lr: 1.500e-03, eta: 4:51:25, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7203, top5_acc: 0.8958, loss_cls: 1.0839, loss: 1.0839, grad_norm: 8.5863 2021-04-01 07:06:33,254 - mmaction - INFO - Epoch [39][920/1760] lr: 1.500e-03, eta: 4:51:08, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6984, top5_acc: 0.8984, loss_cls: 1.1346, loss: 1.1346, grad_norm: 8.5382 2021-04-01 07:06:49,867 - mmaction - INFO - Epoch [39][940/1760] lr: 1.500e-03, eta: 4:50:50, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7188, top5_acc: 0.9068, loss_cls: 1.0871, loss: 1.0871, grad_norm: 8.5166 2021-04-01 07:07:06,527 - mmaction - INFO - Epoch [39][960/1760] lr: 1.500e-03, eta: 4:50:33, time: 0.834, data_time: 0.001, memory: 10390, top1_acc: 0.7073, top5_acc: 0.9031, loss_cls: 1.0983, loss: 1.0983, grad_norm: 8.4433 2021-04-01 07:07:23,134 - mmaction - INFO - Epoch [39][980/1760] lr: 1.500e-03, eta: 4:50:15, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7307, top5_acc: 0.9224, loss_cls: 0.9911, loss: 0.9911, grad_norm: 8.0677 2021-04-01 07:07:39,730 - mmaction - INFO - Epoch [39][1000/1760] lr: 1.500e-03, eta: 4:49:58, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7125, top5_acc: 0.9130, loss_cls: 1.0694, loss: 1.0694, grad_norm: 8.6639 2021-04-01 07:07:56,361 - mmaction - INFO - Epoch [39][1020/1760] lr: 1.500e-03, eta: 4:49:40, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7083, top5_acc: 0.9073, loss_cls: 1.0921, loss: 1.0921, grad_norm: 8.7791 2021-04-01 07:08:12,982 - mmaction - INFO - Epoch [39][1040/1760] lr: 1.500e-03, eta: 4:49:23, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7302, top5_acc: 0.9224, loss_cls: 0.9989, loss: 0.9989, grad_norm: 8.1145 2021-04-01 07:08:29,595 - mmaction - INFO - Epoch [39][1060/1760] lr: 1.500e-03, eta: 4:49:05, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7167, top5_acc: 0.8948, loss_cls: 1.1005, loss: 1.1005, grad_norm: 8.5926 2021-04-01 07:08:46,197 - mmaction - INFO - Epoch [39][1080/1760] lr: 1.500e-03, eta: 4:48:48, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7135, top5_acc: 0.9083, loss_cls: 1.0660, loss: 1.0660, grad_norm: 8.7380 2021-04-01 07:09:02,804 - mmaction - INFO - Epoch [39][1100/1760] lr: 1.500e-03, eta: 4:48:30, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7156, top5_acc: 0.9057, loss_cls: 1.0553, loss: 1.0553, grad_norm: 8.6353 2021-04-01 07:09:19,401 - mmaction - INFO - Epoch [39][1120/1760] lr: 1.500e-03, eta: 4:48:13, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7214, top5_acc: 0.9083, loss_cls: 1.0537, loss: 1.0537, grad_norm: 8.2388 2021-04-01 07:09:36,050 - mmaction - INFO - Epoch [39][1140/1760] lr: 1.500e-03, eta: 4:47:55, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.7120, top5_acc: 0.8969, loss_cls: 1.1060, loss: 1.1060, grad_norm: 8.5791 2021-04-01 07:09:52,667 - mmaction - INFO - Epoch [39][1160/1760] lr: 1.500e-03, eta: 4:47:38, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7198, top5_acc: 0.9078, loss_cls: 1.0787, loss: 1.0787, grad_norm: 8.6552 2021-04-01 07:10:09,279 - mmaction - INFO - Epoch [39][1180/1760] lr: 1.500e-03, eta: 4:47:20, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7120, top5_acc: 0.9010, loss_cls: 1.0870, loss: 1.0870, grad_norm: 8.4622 2021-04-01 07:10:25,850 - mmaction - INFO - Epoch [39][1200/1760] lr: 1.500e-03, eta: 4:47:03, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.6953, top5_acc: 0.8974, loss_cls: 1.1645, loss: 1.1645, grad_norm: 8.8608 2021-04-01 07:10:42,455 - mmaction - INFO - Epoch [39][1220/1760] lr: 1.500e-03, eta: 4:46:45, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7156, top5_acc: 0.9089, loss_cls: 1.0805, loss: 1.0805, grad_norm: 8.9180 2021-04-01 07:10:59,044 - mmaction - INFO - Epoch [39][1240/1760] lr: 1.500e-03, eta: 4:46:28, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7094, top5_acc: 0.9042, loss_cls: 1.0845, loss: 1.0845, grad_norm: 8.3382 2021-04-01 07:11:15,637 - mmaction - INFO - Epoch [39][1260/1760] lr: 1.500e-03, eta: 4:46:10, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7177, top5_acc: 0.9031, loss_cls: 1.0769, loss: 1.0769, grad_norm: 8.6781 2021-04-01 07:11:32,237 - mmaction - INFO - Epoch [39][1280/1760] lr: 1.500e-03, eta: 4:45:53, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7198, top5_acc: 0.9010, loss_cls: 1.0639, loss: 1.0639, grad_norm: 8.2898 2021-04-01 07:11:48,864 - mmaction - INFO - Epoch [39][1300/1760] lr: 1.500e-03, eta: 4:45:35, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7109, top5_acc: 0.8990, loss_cls: 1.0851, loss: 1.0851, grad_norm: 8.3185 2021-04-01 07:12:05,461 - mmaction - INFO - Epoch [39][1320/1760] lr: 1.500e-03, eta: 4:45:18, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7068, top5_acc: 0.9031, loss_cls: 1.1069, loss: 1.1069, grad_norm: 8.5927 2021-04-01 07:12:22,064 - mmaction - INFO - Epoch [39][1340/1760] lr: 1.500e-03, eta: 4:45:00, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6885, top5_acc: 0.8964, loss_cls: 1.1579, loss: 1.1579, grad_norm: 8.7894 2021-04-01 07:12:38,648 - mmaction - INFO - Epoch [39][1360/1760] lr: 1.500e-03, eta: 4:44:43, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7198, top5_acc: 0.9052, loss_cls: 1.0809, loss: 1.0809, grad_norm: 8.3803 2021-04-01 07:12:55,260 - mmaction - INFO - Epoch [39][1380/1760] lr: 1.500e-03, eta: 4:44:25, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7182, top5_acc: 0.9125, loss_cls: 1.0599, loss: 1.0599, grad_norm: 8.3784 2021-04-01 07:13:11,835 - mmaction - INFO - Epoch [39][1400/1760] lr: 1.500e-03, eta: 4:44:08, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7031, top5_acc: 0.9068, loss_cls: 1.0914, loss: 1.0914, grad_norm: 8.6563 2021-04-01 07:13:28,405 - mmaction - INFO - Epoch [39][1420/1760] lr: 1.500e-03, eta: 4:43:50, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7286, top5_acc: 0.9036, loss_cls: 1.0664, loss: 1.0664, grad_norm: 8.3125 2021-04-01 07:13:45,003 - mmaction - INFO - Epoch [39][1440/1760] lr: 1.500e-03, eta: 4:43:33, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7068, top5_acc: 0.9026, loss_cls: 1.1054, loss: 1.1054, grad_norm: 8.5918 2021-04-01 07:14:01,605 - mmaction - INFO - Epoch [39][1460/1760] lr: 1.500e-03, eta: 4:43:15, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7047, top5_acc: 0.8995, loss_cls: 1.1062, loss: 1.1062, grad_norm: 8.5235 2021-04-01 07:14:18,193 - mmaction - INFO - Epoch [39][1480/1760] lr: 1.500e-03, eta: 4:42:58, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.6990, top5_acc: 0.9031, loss_cls: 1.1220, loss: 1.1220, grad_norm: 8.6172 2021-04-01 07:14:34,804 - mmaction - INFO - Epoch [39][1500/1760] lr: 1.500e-03, eta: 4:42:40, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7161, top5_acc: 0.9135, loss_cls: 1.0528, loss: 1.0528, grad_norm: 8.6760 2021-04-01 07:14:51,396 - mmaction - INFO - Epoch [39][1520/1760] lr: 1.500e-03, eta: 4:42:23, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.6870, top5_acc: 0.9000, loss_cls: 1.1339, loss: 1.1339, grad_norm: 8.8173 2021-04-01 07:15:07,998 - mmaction - INFO - Epoch [39][1540/1760] lr: 1.500e-03, eta: 4:42:05, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7214, top5_acc: 0.9083, loss_cls: 1.0412, loss: 1.0412, grad_norm: 8.4398 2021-04-01 07:15:24,601 - mmaction - INFO - Epoch [39][1560/1760] lr: 1.500e-03, eta: 4:41:48, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7281, top5_acc: 0.9161, loss_cls: 1.0333, loss: 1.0333, grad_norm: 8.2274 2021-04-01 07:15:41,203 - mmaction - INFO - Epoch [39][1580/1760] lr: 1.500e-03, eta: 4:41:30, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7193, top5_acc: 0.9125, loss_cls: 1.0563, loss: 1.0563, grad_norm: 8.2769 2021-04-01 07:15:57,829 - mmaction - INFO - Epoch [39][1600/1760] lr: 1.500e-03, eta: 4:41:13, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.7167, top5_acc: 0.9115, loss_cls: 1.0523, loss: 1.0523, grad_norm: 8.4758 2021-04-01 07:16:14,426 - mmaction - INFO - Epoch [39][1620/1760] lr: 1.500e-03, eta: 4:40:55, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7099, top5_acc: 0.9000, loss_cls: 1.1149, loss: 1.1149, grad_norm: 8.6320 2021-04-01 07:16:31,034 - mmaction - INFO - Epoch [39][1640/1760] lr: 1.500e-03, eta: 4:40:38, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7214, top5_acc: 0.9057, loss_cls: 1.0514, loss: 1.0514, grad_norm: 8.5320 2021-04-01 07:16:47,668 - mmaction - INFO - Epoch [39][1660/1760] lr: 1.500e-03, eta: 4:40:20, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7167, top5_acc: 0.9021, loss_cls: 1.0843, loss: 1.0843, grad_norm: 8.4758 2021-04-01 07:17:04,260 - mmaction - INFO - Epoch [39][1680/1760] lr: 1.500e-03, eta: 4:40:03, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7281, top5_acc: 0.9052, loss_cls: 1.0641, loss: 1.0641, grad_norm: 8.4743 2021-04-01 07:17:20,844 - mmaction - INFO - Epoch [39][1700/1760] lr: 1.500e-03, eta: 4:39:45, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.6969, top5_acc: 0.8948, loss_cls: 1.1180, loss: 1.1180, grad_norm: 8.5878 2021-04-01 07:17:37,436 - mmaction - INFO - Epoch [39][1720/1760] lr: 1.500e-03, eta: 4:39:28, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7063, top5_acc: 0.9052, loss_cls: 1.0895, loss: 1.0895, grad_norm: 8.5636 2021-04-01 07:17:54,035 - mmaction - INFO - Epoch [39][1740/1760] lr: 1.500e-03, eta: 4:39:10, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7125, top5_acc: 0.9016, loss_cls: 1.1001, loss: 1.1001, grad_norm: 8.6025 2021-04-01 07:18:10,376 - mmaction - INFO - Epoch [39][1760/1760] lr: 1.500e-03, eta: 4:38:53, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7108, top5_acc: 0.9089, loss_cls: 1.0932, loss: 1.0932, grad_norm: 8.6736 2021-04-01 07:18:16,344 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-04-01 07:19:30,311 - mmaction - INFO - Epoch [40][20/1760] lr: 1.500e-03, eta: 4:38:51, time: 3.679, data_time: 2.833, memory: 10390, top1_acc: 0.7219, top5_acc: 0.9099, loss_cls: 1.0169, loss: 1.0169, grad_norm: 8.2569 2021-04-01 07:19:46,502 - mmaction - INFO - Epoch [40][40/1760] lr: 1.500e-03, eta: 4:38:34, time: 0.810, data_time: 0.004, memory: 10390, top1_acc: 0.7375, top5_acc: 0.9214, loss_cls: 0.9708, loss: 0.9708, grad_norm: 8.0976 2021-04-01 07:20:05,001 - mmaction - INFO - Epoch [40][60/1760] lr: 1.500e-03, eta: 4:38:17, time: 0.918, data_time: 0.004, memory: 10390, top1_acc: 0.7234, top5_acc: 0.9083, loss_cls: 1.0220, loss: 1.0220, grad_norm: 8.3099 2021-04-01 07:20:21,508 - mmaction - INFO - Epoch [40][80/1760] lr: 1.500e-03, eta: 4:37:59, time: 0.832, data_time: 0.010, memory: 10390, top1_acc: 0.7240, top5_acc: 0.8974, loss_cls: 1.0761, loss: 1.0761, grad_norm: 8.3924 2021-04-01 07:20:38,011 - mmaction - INFO - Epoch [40][100/1760] lr: 1.500e-03, eta: 4:37:42, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7073, top5_acc: 0.9042, loss_cls: 1.1013, loss: 1.1013, grad_norm: 8.6164 2021-04-01 07:20:54,567 - mmaction - INFO - Epoch [40][120/1760] lr: 1.500e-03, eta: 4:37:24, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7172, top5_acc: 0.9016, loss_cls: 1.0921, loss: 1.0921, grad_norm: 8.5155 2021-04-01 07:21:11,088 - mmaction - INFO - Epoch [40][140/1760] lr: 1.500e-03, eta: 4:37:07, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7469, top5_acc: 0.9156, loss_cls: 1.0032, loss: 1.0032, grad_norm: 8.1295 2021-04-01 07:21:27,613 - mmaction - INFO - Epoch [40][160/1760] lr: 1.500e-03, eta: 4:36:49, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7385, top5_acc: 0.9193, loss_cls: 1.0111, loss: 1.0111, grad_norm: 8.1713 2021-04-01 07:21:44,177 - mmaction - INFO - Epoch [40][180/1760] lr: 1.500e-03, eta: 4:36:32, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7370, top5_acc: 0.9161, loss_cls: 1.0029, loss: 1.0029, grad_norm: 8.1575 2021-04-01 07:22:00,741 - mmaction - INFO - Epoch [40][200/1760] lr: 1.500e-03, eta: 4:36:14, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7234, top5_acc: 0.9104, loss_cls: 1.0445, loss: 1.0445, grad_norm: 8.3818 2021-04-01 07:22:17,270 - mmaction - INFO - Epoch [40][220/1760] lr: 1.500e-03, eta: 4:35:57, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7130, top5_acc: 0.9036, loss_cls: 1.0647, loss: 1.0647, grad_norm: 8.3808 2021-04-01 07:22:33,761 - mmaction - INFO - Epoch [40][240/1760] lr: 1.500e-03, eta: 4:35:39, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7323, top5_acc: 0.9115, loss_cls: 1.0172, loss: 1.0172, grad_norm: 8.2225 2021-04-01 07:22:50,298 - mmaction - INFO - Epoch [40][260/1760] lr: 1.500e-03, eta: 4:35:22, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7240, top5_acc: 0.9208, loss_cls: 1.0331, loss: 1.0331, grad_norm: 8.4682 2021-04-01 07:23:06,798 - mmaction - INFO - Epoch [40][280/1760] lr: 1.500e-03, eta: 4:35:04, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7115, top5_acc: 0.9052, loss_cls: 1.0821, loss: 1.0821, grad_norm: 8.9293 2021-04-01 07:23:23,294 - mmaction - INFO - Epoch [40][300/1760] lr: 1.500e-03, eta: 4:34:47, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.7052, top5_acc: 0.8922, loss_cls: 1.1132, loss: 1.1132, grad_norm: 8.7643 2021-04-01 07:23:39,806 - mmaction - INFO - Epoch [40][320/1760] lr: 1.500e-03, eta: 4:34:29, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7125, top5_acc: 0.8964, loss_cls: 1.0836, loss: 1.0836, grad_norm: 8.6208 2021-04-01 07:23:56,312 - mmaction - INFO - Epoch [40][340/1760] lr: 1.500e-03, eta: 4:34:12, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7130, top5_acc: 0.9047, loss_cls: 1.0806, loss: 1.0806, grad_norm: 8.9227 2021-04-01 07:24:12,877 - mmaction - INFO - Epoch [40][360/1760] lr: 1.500e-03, eta: 4:33:54, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7151, top5_acc: 0.9115, loss_cls: 1.0599, loss: 1.0599, grad_norm: 8.6033 2021-04-01 07:24:29,385 - mmaction - INFO - Epoch [40][380/1760] lr: 1.500e-03, eta: 4:33:37, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7344, top5_acc: 0.9099, loss_cls: 1.0526, loss: 1.0526, grad_norm: 8.5071 2021-04-01 07:24:45,889 - mmaction - INFO - Epoch [40][400/1760] lr: 1.500e-03, eta: 4:33:19, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7328, top5_acc: 0.9130, loss_cls: 1.0242, loss: 1.0242, grad_norm: 8.2541 2021-04-01 07:25:02,396 - mmaction - INFO - Epoch [40][420/1760] lr: 1.500e-03, eta: 4:33:02, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7229, top5_acc: 0.9151, loss_cls: 1.0555, loss: 1.0555, grad_norm: 8.5482 2021-04-01 07:25:18,921 - mmaction - INFO - Epoch [40][440/1760] lr: 1.500e-03, eta: 4:32:44, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7260, top5_acc: 0.9120, loss_cls: 1.0335, loss: 1.0335, grad_norm: 8.6169 2021-04-01 07:25:35,413 - mmaction - INFO - Epoch [40][460/1760] lr: 1.500e-03, eta: 4:32:27, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.7323, top5_acc: 0.8995, loss_cls: 1.0551, loss: 1.0551, grad_norm: 8.4854 2021-04-01 07:25:51,950 - mmaction - INFO - Epoch [40][480/1760] lr: 1.500e-03, eta: 4:32:09, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7302, top5_acc: 0.9130, loss_cls: 1.0528, loss: 1.0528, grad_norm: 8.5568 2021-04-01 07:26:08,451 - mmaction - INFO - Epoch [40][500/1760] lr: 1.500e-03, eta: 4:31:51, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7286, top5_acc: 0.9052, loss_cls: 1.0681, loss: 1.0681, grad_norm: 8.4137 2021-04-01 07:26:24,966 - mmaction - INFO - Epoch [40][520/1760] lr: 1.500e-03, eta: 4:31:34, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7073, top5_acc: 0.9062, loss_cls: 1.0831, loss: 1.0831, grad_norm: 8.6312 2021-04-01 07:26:41,495 - mmaction - INFO - Epoch [40][540/1760] lr: 1.500e-03, eta: 4:31:16, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7068, top5_acc: 0.9062, loss_cls: 1.0964, loss: 1.0964, grad_norm: 8.7684 2021-04-01 07:26:57,983 - mmaction - INFO - Epoch [40][560/1760] lr: 1.500e-03, eta: 4:30:59, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.6979, top5_acc: 0.8948, loss_cls: 1.1287, loss: 1.1287, grad_norm: 8.9987 2021-04-01 07:27:14,487 - mmaction - INFO - Epoch [40][580/1760] lr: 1.500e-03, eta: 4:30:41, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7177, top5_acc: 0.8979, loss_cls: 1.0896, loss: 1.0896, grad_norm: 8.6453 2021-04-01 07:27:31,016 - mmaction - INFO - Epoch [40][600/1760] lr: 1.500e-03, eta: 4:30:24, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7214, top5_acc: 0.9047, loss_cls: 1.0653, loss: 1.0653, grad_norm: 8.7182 2021-04-01 07:27:47,531 - mmaction - INFO - Epoch [40][620/1760] lr: 1.500e-03, eta: 4:30:06, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7120, top5_acc: 0.9130, loss_cls: 1.0863, loss: 1.0863, grad_norm: 8.6806 2021-04-01 07:28:04,057 - mmaction - INFO - Epoch [40][640/1760] lr: 1.500e-03, eta: 4:29:49, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7323, top5_acc: 0.9146, loss_cls: 1.0175, loss: 1.0175, grad_norm: 8.5978 2021-04-01 07:28:20,546 - mmaction - INFO - Epoch [40][660/1760] lr: 1.500e-03, eta: 4:29:31, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.7104, top5_acc: 0.9099, loss_cls: 1.0628, loss: 1.0628, grad_norm: 8.7369 2021-04-01 07:28:37,110 - mmaction - INFO - Epoch [40][680/1760] lr: 1.500e-03, eta: 4:29:14, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7073, top5_acc: 0.9083, loss_cls: 1.0956, loss: 1.0956, grad_norm: 8.7752 2021-04-01 07:28:53,620 - mmaction - INFO - Epoch [40][700/1760] lr: 1.500e-03, eta: 4:28:56, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7198, top5_acc: 0.9073, loss_cls: 1.0729, loss: 1.0729, grad_norm: 8.6286 2021-04-01 07:29:10,143 - mmaction - INFO - Epoch [40][720/1760] lr: 1.500e-03, eta: 4:28:39, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7380, top5_acc: 0.9104, loss_cls: 1.0008, loss: 1.0008, grad_norm: 8.4626 2021-04-01 07:29:26,660 - mmaction - INFO - Epoch [40][740/1760] lr: 1.500e-03, eta: 4:28:21, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7198, top5_acc: 0.9047, loss_cls: 1.0487, loss: 1.0487, grad_norm: 8.5866 2021-04-01 07:29:43,188 - mmaction - INFO - Epoch [40][760/1760] lr: 1.500e-03, eta: 4:28:04, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7411, top5_acc: 0.9177, loss_cls: 0.9811, loss: 0.9811, grad_norm: 8.1708 2021-04-01 07:29:59,745 - mmaction - INFO - Epoch [40][780/1760] lr: 1.500e-03, eta: 4:27:46, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7276, top5_acc: 0.9115, loss_cls: 1.0501, loss: 1.0501, grad_norm: 8.7771 2021-04-01 07:30:16,266 - mmaction - INFO - Epoch [40][800/1760] lr: 1.500e-03, eta: 4:27:29, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7141, top5_acc: 0.9109, loss_cls: 1.0596, loss: 1.0596, grad_norm: 8.4139 2021-04-01 07:30:32,772 - mmaction - INFO - Epoch [40][820/1760] lr: 1.500e-03, eta: 4:27:11, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7302, top5_acc: 0.9078, loss_cls: 1.0487, loss: 1.0487, grad_norm: 8.5014 2021-04-01 07:30:49,309 - mmaction - INFO - Epoch [40][840/1760] lr: 1.500e-03, eta: 4:26:54, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7286, top5_acc: 0.9125, loss_cls: 1.0382, loss: 1.0382, grad_norm: 8.6164 2021-04-01 07:31:05,849 - mmaction - INFO - Epoch [40][860/1760] lr: 1.500e-03, eta: 4:26:36, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7219, top5_acc: 0.9057, loss_cls: 1.0297, loss: 1.0297, grad_norm: 8.4839 2021-04-01 07:31:22,320 - mmaction - INFO - Epoch [40][880/1760] lr: 1.500e-03, eta: 4:26:19, time: 0.824, data_time: 0.000, memory: 10390, top1_acc: 0.7115, top5_acc: 0.9089, loss_cls: 1.0650, loss: 1.0650, grad_norm: 8.8967 2021-04-01 07:31:38,866 - mmaction - INFO - Epoch [40][900/1760] lr: 1.500e-03, eta: 4:26:01, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7109, top5_acc: 0.9005, loss_cls: 1.0796, loss: 1.0796, grad_norm: 8.8004 2021-04-01 07:31:55,384 - mmaction - INFO - Epoch [40][920/1760] lr: 1.500e-03, eta: 4:25:44, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7141, top5_acc: 0.9083, loss_cls: 1.1140, loss: 1.1140, grad_norm: 8.8141 2021-04-01 07:32:11,917 - mmaction - INFO - Epoch [40][940/1760] lr: 1.500e-03, eta: 4:25:26, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7302, top5_acc: 0.9062, loss_cls: 1.0419, loss: 1.0419, grad_norm: 8.5965 2021-04-01 07:32:28,425 - mmaction - INFO - Epoch [40][960/1760] lr: 1.500e-03, eta: 4:25:09, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7161, top5_acc: 0.8979, loss_cls: 1.0858, loss: 1.0858, grad_norm: 8.8014 2021-04-01 07:32:44,953 - mmaction - INFO - Epoch [40][980/1760] lr: 1.500e-03, eta: 4:24:51, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7167, top5_acc: 0.9099, loss_cls: 1.0539, loss: 1.0539, grad_norm: 8.4603 2021-04-01 07:33:01,469 - mmaction - INFO - Epoch [40][1000/1760] lr: 1.500e-03, eta: 4:24:34, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7125, top5_acc: 0.8948, loss_cls: 1.1119, loss: 1.1119, grad_norm: 8.6946 2021-04-01 07:33:18,012 - mmaction - INFO - Epoch [40][1020/1760] lr: 1.500e-03, eta: 4:24:16, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7203, top5_acc: 0.9089, loss_cls: 1.0642, loss: 1.0642, grad_norm: 8.4195 2021-04-01 07:33:34,562 - mmaction - INFO - Epoch [40][1040/1760] lr: 1.500e-03, eta: 4:23:59, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7250, top5_acc: 0.9010, loss_cls: 1.0772, loss: 1.0772, grad_norm: 8.6487 2021-04-01 07:33:51,065 - mmaction - INFO - Epoch [40][1060/1760] lr: 1.500e-03, eta: 4:23:41, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7031, top5_acc: 0.8953, loss_cls: 1.1404, loss: 1.1404, grad_norm: 8.8040 2021-04-01 07:34:07,600 - mmaction - INFO - Epoch [40][1080/1760] lr: 1.500e-03, eta: 4:23:24, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7016, top5_acc: 0.8974, loss_cls: 1.1129, loss: 1.1129, grad_norm: 8.9224 2021-04-01 07:34:24,169 - mmaction - INFO - Epoch [40][1100/1760] lr: 1.500e-03, eta: 4:23:06, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0323, loss: 1.0323, grad_norm: 8.3635 2021-04-01 07:34:40,699 - mmaction - INFO - Epoch [40][1120/1760] lr: 1.500e-03, eta: 4:22:49, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7068, top5_acc: 0.9016, loss_cls: 1.1158, loss: 1.1158, grad_norm: 8.9024 2021-04-01 07:34:57,220 - mmaction - INFO - Epoch [40][1140/1760] lr: 1.500e-03, eta: 4:22:31, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7198, top5_acc: 0.9073, loss_cls: 1.0720, loss: 1.0720, grad_norm: 8.7099 2021-04-01 07:35:13,785 - mmaction - INFO - Epoch [40][1160/1760] lr: 1.500e-03, eta: 4:22:14, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7276, top5_acc: 0.9068, loss_cls: 1.0558, loss: 1.0558, grad_norm: 8.4230 2021-04-01 07:35:30,326 - mmaction - INFO - Epoch [40][1180/1760] lr: 1.500e-03, eta: 4:21:57, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7172, top5_acc: 0.9062, loss_cls: 1.0517, loss: 1.0517, grad_norm: 8.5002 2021-04-01 07:35:46,894 - mmaction - INFO - Epoch [40][1200/1760] lr: 1.500e-03, eta: 4:21:39, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7333, top5_acc: 0.9094, loss_cls: 1.0071, loss: 1.0071, grad_norm: 8.1180 2021-04-01 07:36:03,462 - mmaction - INFO - Epoch [40][1220/1760] lr: 1.500e-03, eta: 4:21:22, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7208, top5_acc: 0.9104, loss_cls: 1.0708, loss: 1.0708, grad_norm: 8.7435 2021-04-01 07:36:19,958 - mmaction - INFO - Epoch [40][1240/1760] lr: 1.500e-03, eta: 4:21:04, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.7198, top5_acc: 0.9083, loss_cls: 1.0754, loss: 1.0754, grad_norm: 8.6565 2021-04-01 07:36:36,472 - mmaction - INFO - Epoch [40][1260/1760] lr: 1.500e-03, eta: 4:20:47, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7036, top5_acc: 0.8979, loss_cls: 1.1371, loss: 1.1371, grad_norm: 8.7576 2021-04-01 07:36:53,001 - mmaction - INFO - Epoch [40][1280/1760] lr: 1.500e-03, eta: 4:20:29, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7109, top5_acc: 0.9031, loss_cls: 1.1054, loss: 1.1054, grad_norm: 8.9417 2021-04-01 07:37:09,520 - mmaction - INFO - Epoch [40][1300/1760] lr: 1.500e-03, eta: 4:20:12, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7208, top5_acc: 0.9068, loss_cls: 1.0730, loss: 1.0730, grad_norm: 8.6361 2021-04-01 07:37:26,074 - mmaction - INFO - Epoch [40][1320/1760] lr: 1.500e-03, eta: 4:19:54, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7089, top5_acc: 0.9135, loss_cls: 1.0544, loss: 1.0544, grad_norm: 8.8126 2021-04-01 07:37:42,592 - mmaction - INFO - Epoch [40][1340/1760] lr: 1.500e-03, eta: 4:19:37, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7250, top5_acc: 0.9036, loss_cls: 1.0700, loss: 1.0700, grad_norm: 8.6785 2021-04-01 07:37:59,088 - mmaction - INFO - Epoch [40][1360/1760] lr: 1.500e-03, eta: 4:19:19, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7359, top5_acc: 0.9135, loss_cls: 1.0488, loss: 1.0488, grad_norm: 8.4693 2021-04-01 07:38:15,615 - mmaction - INFO - Epoch [40][1380/1760] lr: 1.500e-03, eta: 4:19:02, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7135, top5_acc: 0.9047, loss_cls: 1.0660, loss: 1.0660, grad_norm: 8.7297 2021-04-01 07:38:32,137 - mmaction - INFO - Epoch [40][1400/1760] lr: 1.500e-03, eta: 4:18:44, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7078, top5_acc: 0.9010, loss_cls: 1.1081, loss: 1.1081, grad_norm: 8.9058 2021-04-01 07:38:48,630 - mmaction - INFO - Epoch [40][1420/1760] lr: 1.500e-03, eta: 4:18:27, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7156, top5_acc: 0.9130, loss_cls: 1.0616, loss: 1.0616, grad_norm: 8.6768 2021-04-01 07:39:05,146 - mmaction - INFO - Epoch [40][1440/1760] lr: 1.500e-03, eta: 4:18:09, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7021, top5_acc: 0.8974, loss_cls: 1.1196, loss: 1.1196, grad_norm: 8.5771 2021-04-01 07:39:21,703 - mmaction - INFO - Epoch [40][1460/1760] lr: 1.500e-03, eta: 4:17:52, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7016, top5_acc: 0.9062, loss_cls: 1.1079, loss: 1.1079, grad_norm: 8.9610 2021-04-01 07:39:38,184 - mmaction - INFO - Epoch [40][1480/1760] lr: 1.500e-03, eta: 4:17:34, time: 0.824, data_time: 0.001, memory: 10390, top1_acc: 0.7141, top5_acc: 0.9083, loss_cls: 1.0858, loss: 1.0858, grad_norm: 8.8988 2021-04-01 07:39:54,702 - mmaction - INFO - Epoch [40][1500/1760] lr: 1.500e-03, eta: 4:17:17, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.6984, top5_acc: 0.9036, loss_cls: 1.1025, loss: 1.1025, grad_norm: 8.8284 2021-04-01 07:40:11,209 - mmaction - INFO - Epoch [40][1520/1760] lr: 1.500e-03, eta: 4:16:59, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7214, top5_acc: 0.9078, loss_cls: 1.0663, loss: 1.0663, grad_norm: 8.6627 2021-04-01 07:40:27,748 - mmaction - INFO - Epoch [40][1540/1760] lr: 1.500e-03, eta: 4:16:42, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7151, top5_acc: 0.9078, loss_cls: 1.0624, loss: 1.0624, grad_norm: 8.7715 2021-04-01 07:40:44,296 - mmaction - INFO - Epoch [40][1560/1760] lr: 1.500e-03, eta: 4:16:24, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.6984, top5_acc: 0.8990, loss_cls: 1.1108, loss: 1.1108, grad_norm: 8.9218 2021-04-01 07:41:00,830 - mmaction - INFO - Epoch [40][1580/1760] lr: 1.500e-03, eta: 4:16:07, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7078, top5_acc: 0.9031, loss_cls: 1.1390, loss: 1.1390, grad_norm: 8.8114 2021-04-01 07:41:17,332 - mmaction - INFO - Epoch [40][1600/1760] lr: 1.500e-03, eta: 4:15:49, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7016, top5_acc: 0.8958, loss_cls: 1.1488, loss: 1.1488, grad_norm: 8.9433 2021-04-01 07:41:33,854 - mmaction - INFO - Epoch [40][1620/1760] lr: 1.500e-03, eta: 4:15:32, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7328, top5_acc: 0.9104, loss_cls: 1.0345, loss: 1.0345, grad_norm: 8.5160 2021-04-01 07:41:50,384 - mmaction - INFO - Epoch [40][1640/1760] lr: 1.500e-03, eta: 4:15:14, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.0685, loss: 1.0685, grad_norm: 8.7002 2021-04-01 07:42:06,900 - mmaction - INFO - Epoch [40][1660/1760] lr: 1.500e-03, eta: 4:14:57, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7016, top5_acc: 0.9042, loss_cls: 1.1022, loss: 1.1022, grad_norm: 9.0193 2021-04-01 07:42:23,460 - mmaction - INFO - Epoch [40][1680/1760] lr: 1.500e-03, eta: 4:14:39, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7182, top5_acc: 0.9109, loss_cls: 1.0558, loss: 1.0558, grad_norm: 8.6843 2021-04-01 07:42:40,001 - mmaction - INFO - Epoch [40][1700/1760] lr: 1.500e-03, eta: 4:14:22, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7323, top5_acc: 0.9135, loss_cls: 1.0169, loss: 1.0169, grad_norm: 8.5590 2021-04-01 07:42:56,547 - mmaction - INFO - Epoch [40][1720/1760] lr: 1.500e-03, eta: 4:14:05, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7156, top5_acc: 0.9094, loss_cls: 1.0944, loss: 1.0944, grad_norm: 8.7238 2021-04-01 07:43:13,047 - mmaction - INFO - Epoch [40][1740/1760] lr: 1.500e-03, eta: 4:13:47, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7260, top5_acc: 0.9042, loss_cls: 1.0569, loss: 1.0569, grad_norm: 8.6084 2021-04-01 07:43:29,283 - mmaction - INFO - Epoch [40][1760/1760] lr: 1.500e-03, eta: 4:13:29, time: 0.812, data_time: 0.002, memory: 10390, top1_acc: 0.7082, top5_acc: 0.9052, loss_cls: 1.1069, loss: 1.1069, grad_norm: 8.8593 2021-04-01 07:43:37,353 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-04-01 07:49:59,905 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 07:50:00,434 - mmaction - INFO - top1_acc 0.5858 top5_acc 0.8563 2021-04-01 07:50:00,434 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 07:50:00,523 - mmaction - INFO - mean_acc 0.5331 2021-04-01 07:50:00,546 - mmaction - INFO - Epoch(val) [40][1760] top1_acc: 0.5858, top5_acc: 0.8563, mean_class_accuracy: 0.5331 2021-04-01 07:53:52,519 - mmaction - INFO - Epoch [41][20/1760] lr: 1.500e-04, eta: 4:14:06, time: 11.596, data_time: 10.767, memory: 10390, top1_acc: 0.7359, top5_acc: 0.8995, loss_cls: 1.0666, loss: 1.0666, grad_norm: 8.4896 2021-04-01 07:54:08,628 - mmaction - INFO - Epoch [41][40/1760] lr: 1.500e-04, eta: 4:13:48, time: 0.806, data_time: 0.004, memory: 10390, top1_acc: 0.7302, top5_acc: 0.9083, loss_cls: 1.0368, loss: 1.0368, grad_norm: 8.4816 2021-04-01 07:54:24,765 - mmaction - INFO - Epoch [41][60/1760] lr: 1.500e-04, eta: 4:13:30, time: 0.806, data_time: 0.002, memory: 10390, top1_acc: 0.7370, top5_acc: 0.9177, loss_cls: 0.9992, loss: 0.9992, grad_norm: 8.4397 2021-04-01 07:54:40,936 - mmaction - INFO - Epoch [41][80/1760] lr: 1.500e-04, eta: 4:13:13, time: 0.809, data_time: 0.002, memory: 10390, top1_acc: 0.7260, top5_acc: 0.9078, loss_cls: 1.0694, loss: 1.0694, grad_norm: 8.4809 2021-04-01 07:54:57,048 - mmaction - INFO - Epoch [41][100/1760] lr: 1.500e-04, eta: 4:12:55, time: 0.805, data_time: 0.000, memory: 10390, top1_acc: 0.7422, top5_acc: 0.9229, loss_cls: 0.9872, loss: 0.9872, grad_norm: 8.4065 2021-04-01 07:55:14,623 - mmaction - INFO - Epoch [41][120/1760] lr: 1.500e-04, eta: 4:12:38, time: 0.872, data_time: 0.002, memory: 10390, top1_acc: 0.7328, top5_acc: 0.9229, loss_cls: 0.9642, loss: 0.9642, grad_norm: 8.2522 2021-04-01 07:55:30,940 - mmaction - INFO - Epoch [41][140/1760] lr: 1.500e-04, eta: 4:12:20, time: 0.823, data_time: 0.007, memory: 10390, top1_acc: 0.7307, top5_acc: 0.9109, loss_cls: 1.0232, loss: 1.0232, grad_norm: 8.3422 2021-04-01 07:55:47,255 - mmaction - INFO - Epoch [41][160/1760] lr: 1.500e-04, eta: 4:12:03, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.7380, top5_acc: 0.9198, loss_cls: 0.9802, loss: 0.9802, grad_norm: 8.1970 2021-04-01 07:56:03,606 - mmaction - INFO - Epoch [41][180/1760] lr: 1.500e-04, eta: 4:11:45, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7151, top5_acc: 0.9047, loss_cls: 1.0464, loss: 1.0464, grad_norm: 8.4547 2021-04-01 07:56:19,923 - mmaction - INFO - Epoch [41][200/1760] lr: 1.500e-04, eta: 4:11:28, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.7365, top5_acc: 0.9219, loss_cls: 0.9812, loss: 0.9812, grad_norm: 8.1711 2021-04-01 07:56:36,292 - mmaction - INFO - Epoch [41][220/1760] lr: 1.500e-04, eta: 4:11:10, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7354, top5_acc: 0.9109, loss_cls: 1.0029, loss: 1.0029, grad_norm: 8.4159 2021-04-01 07:56:52,611 - mmaction - INFO - Epoch [41][240/1760] lr: 1.500e-04, eta: 4:10:52, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.7589, top5_acc: 0.9276, loss_cls: 0.9105, loss: 0.9105, grad_norm: 7.8678 2021-04-01 07:57:08,921 - mmaction - INFO - Epoch [41][260/1760] lr: 1.500e-04, eta: 4:10:35, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7438, top5_acc: 0.9193, loss_cls: 0.9792, loss: 0.9792, grad_norm: 8.4454 2021-04-01 07:57:25,293 - mmaction - INFO - Epoch [41][280/1760] lr: 1.500e-04, eta: 4:10:17, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7448, top5_acc: 0.9115, loss_cls: 1.0013, loss: 1.0013, grad_norm: 8.3054 2021-04-01 07:57:41,672 - mmaction - INFO - Epoch [41][300/1760] lr: 1.500e-04, eta: 4:10:00, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7323, top5_acc: 0.9057, loss_cls: 1.0181, loss: 1.0181, grad_norm: 8.3100 2021-04-01 07:57:58,004 - mmaction - INFO - Epoch [41][320/1760] lr: 1.500e-04, eta: 4:09:42, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7401, top5_acc: 0.9161, loss_cls: 0.9897, loss: 0.9897, grad_norm: 8.3765 2021-04-01 07:58:14,269 - mmaction - INFO - Epoch [41][340/1760] lr: 1.500e-04, eta: 4:09:24, time: 0.814, data_time: 0.001, memory: 10390, top1_acc: 0.7505, top5_acc: 0.9099, loss_cls: 0.9705, loss: 0.9705, grad_norm: 8.3335 2021-04-01 07:58:30,674 - mmaction - INFO - Epoch [41][360/1760] lr: 1.500e-04, eta: 4:09:07, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7542, top5_acc: 0.9182, loss_cls: 0.9652, loss: 0.9652, grad_norm: 8.0865 2021-04-01 07:58:47,008 - mmaction - INFO - Epoch [41][380/1760] lr: 1.500e-04, eta: 4:08:49, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7464, top5_acc: 0.9375, loss_cls: 0.9155, loss: 0.9155, grad_norm: 8.3724 2021-04-01 07:59:03,398 - mmaction - INFO - Epoch [41][400/1760] lr: 1.500e-04, eta: 4:08:32, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7510, top5_acc: 0.9297, loss_cls: 0.9384, loss: 0.9384, grad_norm: 8.1118 2021-04-01 07:59:19,796 - mmaction - INFO - Epoch [41][420/1760] lr: 1.500e-04, eta: 4:08:14, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7385, top5_acc: 0.9099, loss_cls: 0.9946, loss: 0.9946, grad_norm: 8.4487 2021-04-01 07:59:36,157 - mmaction - INFO - Epoch [41][440/1760] lr: 1.500e-04, eta: 4:07:57, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7495, top5_acc: 0.9266, loss_cls: 0.9228, loss: 0.9228, grad_norm: 8.2300 2021-04-01 07:59:52,552 - mmaction - INFO - Epoch [41][460/1760] lr: 1.500e-04, eta: 4:07:39, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7339, top5_acc: 0.9172, loss_cls: 0.9638, loss: 0.9638, grad_norm: 8.1843 2021-04-01 08:00:08,928 - mmaction - INFO - Epoch [41][480/1760] lr: 1.500e-04, eta: 4:07:21, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7245, top5_acc: 0.9083, loss_cls: 1.0366, loss: 1.0366, grad_norm: 8.4037 2021-04-01 08:00:25,312 - mmaction - INFO - Epoch [41][500/1760] lr: 1.500e-04, eta: 4:07:04, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7380, top5_acc: 0.9198, loss_cls: 0.9654, loss: 0.9654, grad_norm: 8.2711 2021-04-01 08:00:41,698 - mmaction - INFO - Epoch [41][520/1760] lr: 1.500e-04, eta: 4:06:46, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7479, top5_acc: 0.9151, loss_cls: 0.9709, loss: 0.9709, grad_norm: 8.3585 2021-04-01 08:00:58,076 - mmaction - INFO - Epoch [41][540/1760] lr: 1.500e-04, eta: 4:06:29, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7474, top5_acc: 0.9089, loss_cls: 0.9627, loss: 0.9627, grad_norm: 8.2066 2021-04-01 08:01:14,543 - mmaction - INFO - Epoch [41][560/1760] lr: 1.500e-04, eta: 4:06:11, time: 0.823, data_time: 0.002, memory: 10390, top1_acc: 0.7469, top5_acc: 0.9214, loss_cls: 0.9627, loss: 0.9627, grad_norm: 8.2106 2021-04-01 08:01:30,880 - mmaction - INFO - Epoch [41][580/1760] lr: 1.500e-04, eta: 4:05:54, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7422, top5_acc: 0.9208, loss_cls: 0.9573, loss: 0.9573, grad_norm: 8.3528 2021-04-01 08:01:47,231 - mmaction - INFO - Epoch [41][600/1760] lr: 1.500e-04, eta: 4:05:36, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7646, top5_acc: 0.9255, loss_cls: 0.9040, loss: 0.9040, grad_norm: 8.0610 2021-04-01 08:02:03,606 - mmaction - INFO - Epoch [41][620/1760] lr: 1.500e-04, eta: 4:05:18, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7484, top5_acc: 0.9208, loss_cls: 0.9434, loss: 0.9434, grad_norm: 8.3087 2021-04-01 08:02:20,003 - mmaction - INFO - Epoch [41][640/1760] lr: 1.500e-04, eta: 4:05:01, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7302, top5_acc: 0.9104, loss_cls: 0.9717, loss: 0.9717, grad_norm: 8.2424 2021-04-01 08:02:36,375 - mmaction - INFO - Epoch [41][660/1760] lr: 1.500e-04, eta: 4:04:43, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7234, top5_acc: 0.9104, loss_cls: 1.0376, loss: 1.0376, grad_norm: 8.5251 2021-04-01 08:02:52,720 - mmaction - INFO - Epoch [41][680/1760] lr: 1.500e-04, eta: 4:04:26, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7344, top5_acc: 0.9130, loss_cls: 1.0155, loss: 1.0155, grad_norm: 8.2880 2021-04-01 08:03:09,085 - mmaction - INFO - Epoch [41][700/1760] lr: 1.500e-04, eta: 4:04:08, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7453, top5_acc: 0.9167, loss_cls: 0.9896, loss: 0.9896, grad_norm: 8.2353 2021-04-01 08:03:25,397 - mmaction - INFO - Epoch [41][720/1760] lr: 1.500e-04, eta: 4:03:51, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.7599, top5_acc: 0.9151, loss_cls: 0.9467, loss: 0.9467, grad_norm: 8.1300 2021-04-01 08:03:41,705 - mmaction - INFO - Epoch [41][740/1760] lr: 1.500e-04, eta: 4:03:33, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.7464, top5_acc: 0.9161, loss_cls: 0.9687, loss: 0.9687, grad_norm: 8.1538 2021-04-01 08:03:58,102 - mmaction - INFO - Epoch [41][760/1760] lr: 1.500e-04, eta: 4:03:15, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7328, top5_acc: 0.9302, loss_cls: 0.9655, loss: 0.9655, grad_norm: 8.5829 2021-04-01 08:04:14,485 - mmaction - INFO - Epoch [41][780/1760] lr: 1.500e-04, eta: 4:02:58, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7344, top5_acc: 0.9208, loss_cls: 0.9696, loss: 0.9696, grad_norm: 8.3339 2021-04-01 08:04:30,893 - mmaction - INFO - Epoch [41][800/1760] lr: 1.500e-04, eta: 4:02:40, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7589, top5_acc: 0.9266, loss_cls: 0.9236, loss: 0.9236, grad_norm: 8.1510 2021-04-01 08:04:47,246 - mmaction - INFO - Epoch [41][820/1760] lr: 1.500e-04, eta: 4:02:23, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7469, top5_acc: 0.9245, loss_cls: 0.9537, loss: 0.9537, grad_norm: 8.3505 2021-04-01 08:05:03,642 - mmaction - INFO - Epoch [41][840/1760] lr: 1.500e-04, eta: 4:02:05, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7458, top5_acc: 0.9255, loss_cls: 0.9475, loss: 0.9475, grad_norm: 8.1703 2021-04-01 08:05:20,012 - mmaction - INFO - Epoch [41][860/1760] lr: 1.500e-04, eta: 4:01:48, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7495, top5_acc: 0.9125, loss_cls: 0.9788, loss: 0.9788, grad_norm: 8.4297 2021-04-01 08:05:36,400 - mmaction - INFO - Epoch [41][880/1760] lr: 1.500e-04, eta: 4:01:30, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7432, top5_acc: 0.9099, loss_cls: 0.9736, loss: 0.9736, grad_norm: 8.4905 2021-04-01 08:05:52,787 - mmaction - INFO - Epoch [41][900/1760] lr: 1.500e-04, eta: 4:01:13, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7479, top5_acc: 0.9255, loss_cls: 0.9691, loss: 0.9691, grad_norm: 8.3975 2021-04-01 08:06:09,170 - mmaction - INFO - Epoch [41][920/1760] lr: 1.500e-04, eta: 4:00:55, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7422, top5_acc: 0.9167, loss_cls: 0.9716, loss: 0.9716, grad_norm: 8.3308 2021-04-01 08:06:25,546 - mmaction - INFO - Epoch [41][940/1760] lr: 1.500e-04, eta: 4:00:37, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7495, top5_acc: 0.9177, loss_cls: 0.9358, loss: 0.9358, grad_norm: 8.1246 2021-04-01 08:06:41,946 - mmaction - INFO - Epoch [41][960/1760] lr: 1.500e-04, eta: 4:00:20, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7552, top5_acc: 0.9260, loss_cls: 0.9342, loss: 0.9342, grad_norm: 8.0145 2021-04-01 08:06:58,309 - mmaction - INFO - Epoch [41][980/1760] lr: 1.500e-04, eta: 4:00:02, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7599, top5_acc: 0.9240, loss_cls: 0.9274, loss: 0.9274, grad_norm: 8.3205 2021-04-01 08:07:14,726 - mmaction - INFO - Epoch [41][1000/1760] lr: 1.500e-04, eta: 3:59:45, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7646, top5_acc: 0.9182, loss_cls: 0.9196, loss: 0.9196, grad_norm: 7.8460 2021-04-01 08:07:31,085 - mmaction - INFO - Epoch [41][1020/1760] lr: 1.500e-04, eta: 3:59:27, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7354, top5_acc: 0.9156, loss_cls: 0.9819, loss: 0.9819, grad_norm: 8.4289 2021-04-01 08:07:47,517 - mmaction - INFO - Epoch [41][1040/1760] lr: 1.500e-04, eta: 3:59:10, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7328, top5_acc: 0.9167, loss_cls: 0.9757, loss: 0.9757, grad_norm: 8.4019 2021-04-01 08:08:04,141 - mmaction - INFO - Epoch [41][1060/1760] lr: 1.500e-04, eta: 3:58:52, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.7469, top5_acc: 0.9203, loss_cls: 0.9583, loss: 0.9583, grad_norm: 8.1735 2021-04-01 08:08:20,516 - mmaction - INFO - Epoch [41][1080/1760] lr: 1.500e-04, eta: 3:58:35, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7703, top5_acc: 0.9281, loss_cls: 0.9043, loss: 0.9043, grad_norm: 8.1123 2021-04-01 08:08:36,865 - mmaction - INFO - Epoch [41][1100/1760] lr: 1.500e-04, eta: 3:58:17, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7536, top5_acc: 0.9208, loss_cls: 0.9505, loss: 0.9505, grad_norm: 8.2537 2021-04-01 08:08:53,290 - mmaction - INFO - Epoch [41][1120/1760] lr: 1.500e-04, eta: 3:58:00, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7401, top5_acc: 0.9172, loss_cls: 0.9797, loss: 0.9797, grad_norm: 8.3249 2021-04-01 08:09:09,645 - mmaction - INFO - Epoch [41][1140/1760] lr: 1.500e-04, eta: 3:57:42, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7349, top5_acc: 0.9141, loss_cls: 0.9819, loss: 0.9819, grad_norm: 8.4230 2021-04-01 08:09:25,997 - mmaction - INFO - Epoch [41][1160/1760] lr: 1.500e-04, eta: 3:57:24, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7255, top5_acc: 0.9104, loss_cls: 1.0122, loss: 1.0122, grad_norm: 8.4843 2021-04-01 08:09:42,355 - mmaction - INFO - Epoch [41][1180/1760] lr: 1.500e-04, eta: 3:57:07, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7656, top5_acc: 0.9240, loss_cls: 0.9000, loss: 0.9000, grad_norm: 8.0706 2021-04-01 08:09:58,723 - mmaction - INFO - Epoch [41][1200/1760] lr: 1.500e-04, eta: 3:56:49, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7557, top5_acc: 0.9214, loss_cls: 0.9430, loss: 0.9430, grad_norm: 8.2093 2021-04-01 08:10:15,162 - mmaction - INFO - Epoch [41][1220/1760] lr: 1.500e-04, eta: 3:56:32, time: 0.822, data_time: 0.003, memory: 10390, top1_acc: 0.7526, top5_acc: 0.9260, loss_cls: 0.9353, loss: 0.9353, grad_norm: 8.3058 2021-04-01 08:10:31,529 - mmaction - INFO - Epoch [41][1240/1760] lr: 1.500e-04, eta: 3:56:14, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7516, top5_acc: 0.9193, loss_cls: 0.9413, loss: 0.9413, grad_norm: 8.3952 2021-04-01 08:10:47,905 - mmaction - INFO - Epoch [41][1260/1760] lr: 1.500e-04, eta: 3:55:57, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7516, top5_acc: 0.9182, loss_cls: 0.9475, loss: 0.9475, grad_norm: 8.1868 2021-04-01 08:11:04,281 - mmaction - INFO - Epoch [41][1280/1760] lr: 1.500e-04, eta: 3:55:39, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7406, top5_acc: 0.9208, loss_cls: 0.9480, loss: 0.9480, grad_norm: 8.3062 2021-04-01 08:11:20,630 - mmaction - INFO - Epoch [41][1300/1760] lr: 1.500e-04, eta: 3:55:22, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7370, top5_acc: 0.9250, loss_cls: 0.9719, loss: 0.9719, grad_norm: 8.4700 2021-04-01 08:11:37,064 - mmaction - INFO - Epoch [41][1320/1760] lr: 1.500e-04, eta: 3:55:04, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7495, top5_acc: 0.9214, loss_cls: 0.9292, loss: 0.9292, grad_norm: 8.1607 2021-04-01 08:11:53,427 - mmaction - INFO - Epoch [41][1340/1760] lr: 1.500e-04, eta: 3:54:47, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7490, top5_acc: 0.9219, loss_cls: 0.9399, loss: 0.9399, grad_norm: 8.4816 2021-04-01 08:12:09,782 - mmaction - INFO - Epoch [41][1360/1760] lr: 1.500e-04, eta: 3:54:29, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7391, top5_acc: 0.9073, loss_cls: 0.9941, loss: 0.9941, grad_norm: 8.4896 2021-04-01 08:12:26,068 - mmaction - INFO - Epoch [41][1380/1760] lr: 1.500e-04, eta: 3:54:11, time: 0.814, data_time: 0.001, memory: 10390, top1_acc: 0.7479, top5_acc: 0.9245, loss_cls: 0.9400, loss: 0.9400, grad_norm: 8.3855 2021-04-01 08:12:42,396 - mmaction - INFO - Epoch [41][1400/1760] lr: 1.500e-04, eta: 3:53:54, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7469, top5_acc: 0.9187, loss_cls: 0.9684, loss: 0.9684, grad_norm: 8.4427 2021-04-01 08:12:58,763 - mmaction - INFO - Epoch [41][1420/1760] lr: 1.500e-04, eta: 3:53:36, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7625, top5_acc: 0.9229, loss_cls: 0.8897, loss: 0.8897, grad_norm: 8.2339 2021-04-01 08:13:15,164 - mmaction - INFO - Epoch [41][1440/1760] lr: 1.500e-04, eta: 3:53:19, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7516, top5_acc: 0.9089, loss_cls: 0.9924, loss: 0.9924, grad_norm: 8.2206 2021-04-01 08:13:31,545 - mmaction - INFO - Epoch [41][1460/1760] lr: 1.500e-04, eta: 3:53:01, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7495, top5_acc: 0.9068, loss_cls: 1.0046, loss: 1.0046, grad_norm: 8.5332 2021-04-01 08:13:47,896 - mmaction - INFO - Epoch [41][1480/1760] lr: 1.500e-04, eta: 3:52:44, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7547, top5_acc: 0.9177, loss_cls: 0.9536, loss: 0.9536, grad_norm: 8.1477 2021-04-01 08:14:04,249 - mmaction - INFO - Epoch [41][1500/1760] lr: 1.500e-04, eta: 3:52:26, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7542, top5_acc: 0.9208, loss_cls: 0.9463, loss: 0.9463, grad_norm: 8.1932 2021-04-01 08:14:20,600 - mmaction - INFO - Epoch [41][1520/1760] lr: 1.500e-04, eta: 3:52:09, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7344, top5_acc: 0.9167, loss_cls: 0.9695, loss: 0.9695, grad_norm: 8.2413 2021-04-01 08:14:36,909 - mmaction - INFO - Epoch [41][1540/1760] lr: 1.500e-04, eta: 3:51:51, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7589, top5_acc: 0.9214, loss_cls: 0.9293, loss: 0.9293, grad_norm: 8.2208 2021-04-01 08:14:53,252 - mmaction - INFO - Epoch [41][1560/1760] lr: 1.500e-04, eta: 3:51:34, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7552, top5_acc: 0.9177, loss_cls: 0.9279, loss: 0.9279, grad_norm: 8.1713 2021-04-01 08:15:09,639 - mmaction - INFO - Epoch [41][1580/1760] lr: 1.500e-04, eta: 3:51:16, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7385, top5_acc: 0.9135, loss_cls: 0.9954, loss: 0.9954, grad_norm: 8.5140 2021-04-01 08:15:26,018 - mmaction - INFO - Epoch [41][1600/1760] lr: 1.500e-04, eta: 3:50:58, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7677, top5_acc: 0.9172, loss_cls: 0.9284, loss: 0.9284, grad_norm: 8.2269 2021-04-01 08:15:42,371 - mmaction - INFO - Epoch [41][1620/1760] lr: 1.500e-04, eta: 3:50:41, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7729, top5_acc: 0.9313, loss_cls: 0.8720, loss: 0.8720, grad_norm: 8.0686 2021-04-01 08:15:58,768 - mmaction - INFO - Epoch [41][1640/1760] lr: 1.500e-04, eta: 3:50:23, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7609, top5_acc: 0.9130, loss_cls: 0.9657, loss: 0.9657, grad_norm: 8.1405 2021-04-01 08:16:15,158 - mmaction - INFO - Epoch [41][1660/1760] lr: 1.500e-04, eta: 3:50:06, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7505, top5_acc: 0.9193, loss_cls: 0.9606, loss: 0.9606, grad_norm: 8.0893 2021-04-01 08:16:31,555 - mmaction - INFO - Epoch [41][1680/1760] lr: 1.500e-04, eta: 3:49:48, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7438, top5_acc: 0.9182, loss_cls: 0.9807, loss: 0.9807, grad_norm: 8.4081 2021-04-01 08:16:47,898 - mmaction - INFO - Epoch [41][1700/1760] lr: 1.500e-04, eta: 3:49:31, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7635, top5_acc: 0.9208, loss_cls: 0.9403, loss: 0.9403, grad_norm: 8.5763 2021-04-01 08:17:04,320 - mmaction - INFO - Epoch [41][1720/1760] lr: 1.500e-04, eta: 3:49:13, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7526, top5_acc: 0.9286, loss_cls: 0.9182, loss: 0.9182, grad_norm: 8.1729 2021-04-01 08:17:20,651 - mmaction - INFO - Epoch [41][1740/1760] lr: 1.500e-04, eta: 3:48:56, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7562, top5_acc: 0.9156, loss_cls: 0.9557, loss: 0.9557, grad_norm: 8.2591 2021-04-01 08:17:36,751 - mmaction - INFO - Epoch [41][1760/1760] lr: 1.500e-04, eta: 3:48:38, time: 0.804, data_time: 0.002, memory: 10390, top1_acc: 0.7500, top5_acc: 0.9184, loss_cls: 0.9590, loss: 0.9590, grad_norm: 8.3688 2021-04-01 08:17:42,880 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-04-01 08:18:53,534 - mmaction - INFO - Epoch [42][20/1760] lr: 1.500e-04, eta: 3:48:32, time: 3.480, data_time: 2.565, memory: 10390, top1_acc: 0.7531, top5_acc: 0.9229, loss_cls: 0.9349, loss: 0.9349, grad_norm: 8.2217 2021-04-01 08:19:09,833 - mmaction - INFO - Epoch [42][40/1760] lr: 1.500e-04, eta: 3:48:15, time: 0.816, data_time: 0.004, memory: 10390, top1_acc: 0.7656, top5_acc: 0.9375, loss_cls: 0.8736, loss: 0.8736, grad_norm: 8.2086 2021-04-01 08:19:26,233 - mmaction - INFO - Epoch [42][60/1760] lr: 1.500e-04, eta: 3:47:57, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7427, top5_acc: 0.9125, loss_cls: 0.9951, loss: 0.9951, grad_norm: 8.5650 2021-04-01 08:19:42,782 - mmaction - INFO - Epoch [42][80/1760] lr: 1.500e-04, eta: 3:47:40, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7583, top5_acc: 0.9245, loss_cls: 0.9218, loss: 0.9218, grad_norm: 8.3162 2021-04-01 08:19:59,379 - mmaction - INFO - Epoch [42][100/1760] lr: 1.500e-04, eta: 3:47:22, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7583, top5_acc: 0.9323, loss_cls: 0.8891, loss: 0.8891, grad_norm: 8.1790 2021-04-01 08:20:16,028 - mmaction - INFO - Epoch [42][120/1760] lr: 1.500e-04, eta: 3:47:05, time: 0.833, data_time: 0.001, memory: 10390, top1_acc: 0.7552, top5_acc: 0.9250, loss_cls: 0.9424, loss: 0.9424, grad_norm: 8.3543 2021-04-01 08:20:32,649 - mmaction - INFO - Epoch [42][140/1760] lr: 1.500e-04, eta: 3:46:47, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7516, top5_acc: 0.9146, loss_cls: 0.9526, loss: 0.9526, grad_norm: 8.3630 2021-04-01 08:20:49,257 - mmaction - INFO - Epoch [42][160/1760] lr: 1.500e-04, eta: 3:46:30, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7542, top5_acc: 0.9276, loss_cls: 0.9360, loss: 0.9360, grad_norm: 8.2279 2021-04-01 08:21:05,880 - mmaction - INFO - Epoch [42][180/1760] lr: 1.500e-04, eta: 3:46:12, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7536, top5_acc: 0.9333, loss_cls: 0.9262, loss: 0.9262, grad_norm: 8.2598 2021-04-01 08:21:22,508 - mmaction - INFO - Epoch [42][200/1760] lr: 1.500e-04, eta: 3:45:55, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7568, top5_acc: 0.9203, loss_cls: 0.9524, loss: 0.9524, grad_norm: 8.4457 2021-04-01 08:21:39,117 - mmaction - INFO - Epoch [42][220/1760] lr: 1.500e-04, eta: 3:45:37, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7479, top5_acc: 0.9245, loss_cls: 0.9449, loss: 0.9449, grad_norm: 8.2511 2021-04-01 08:21:55,745 - mmaction - INFO - Epoch [42][240/1760] lr: 1.500e-04, eta: 3:45:20, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7505, top5_acc: 0.9286, loss_cls: 0.9228, loss: 0.9228, grad_norm: 8.2574 2021-04-01 08:22:12,358 - mmaction - INFO - Epoch [42][260/1760] lr: 1.500e-04, eta: 3:45:02, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7552, top5_acc: 0.9276, loss_cls: 0.9154, loss: 0.9154, grad_norm: 8.2812 2021-04-01 08:22:28,972 - mmaction - INFO - Epoch [42][280/1760] lr: 1.500e-04, eta: 3:44:45, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7672, top5_acc: 0.9271, loss_cls: 0.9178, loss: 0.9178, grad_norm: 8.4438 2021-04-01 08:22:45,560 - mmaction - INFO - Epoch [42][300/1760] lr: 1.500e-04, eta: 3:44:27, time: 0.829, data_time: 0.000, memory: 10390, top1_acc: 0.7469, top5_acc: 0.9219, loss_cls: 0.9387, loss: 0.9387, grad_norm: 8.5720 2021-04-01 08:23:02,145 - mmaction - INFO - Epoch [42][320/1760] lr: 1.500e-04, eta: 3:44:10, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7552, top5_acc: 0.9187, loss_cls: 0.9454, loss: 0.9454, grad_norm: 8.3934 2021-04-01 08:23:18,750 - mmaction - INFO - Epoch [42][340/1760] lr: 1.500e-04, eta: 3:43:52, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7448, top5_acc: 0.9083, loss_cls: 0.9786, loss: 0.9786, grad_norm: 8.3161 2021-04-01 08:23:35,410 - mmaction - INFO - Epoch [42][360/1760] lr: 1.500e-04, eta: 3:43:35, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.7568, top5_acc: 0.9161, loss_cls: 0.9445, loss: 0.9445, grad_norm: 8.2155 2021-04-01 08:23:52,019 - mmaction - INFO - Epoch [42][380/1760] lr: 1.500e-04, eta: 3:43:17, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7661, top5_acc: 0.9234, loss_cls: 0.9130, loss: 0.9130, grad_norm: 8.2099 2021-04-01 08:24:08,651 - mmaction - INFO - Epoch [42][400/1760] lr: 1.500e-04, eta: 3:43:00, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7547, top5_acc: 0.9250, loss_cls: 0.8854, loss: 0.8854, grad_norm: 8.1900 2021-04-01 08:24:25,264 - mmaction - INFO - Epoch [42][420/1760] lr: 1.500e-04, eta: 3:42:42, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7604, top5_acc: 0.9224, loss_cls: 0.8987, loss: 0.8987, grad_norm: 8.1706 2021-04-01 08:24:41,886 - mmaction - INFO - Epoch [42][440/1760] lr: 1.500e-04, eta: 3:42:25, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7594, top5_acc: 0.9172, loss_cls: 0.9187, loss: 0.9187, grad_norm: 8.1034 2021-04-01 08:24:58,508 - mmaction - INFO - Epoch [42][460/1760] lr: 1.500e-04, eta: 3:42:07, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7714, top5_acc: 0.9260, loss_cls: 0.8979, loss: 0.8979, grad_norm: 8.3085 2021-04-01 08:25:15,145 - mmaction - INFO - Epoch [42][480/1760] lr: 1.500e-04, eta: 3:41:50, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7615, top5_acc: 0.9229, loss_cls: 0.9373, loss: 0.9373, grad_norm: 8.4170 2021-04-01 08:25:31,765 - mmaction - INFO - Epoch [42][500/1760] lr: 1.500e-04, eta: 3:41:32, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7740, top5_acc: 0.9302, loss_cls: 0.8691, loss: 0.8691, grad_norm: 8.1827 2021-04-01 08:25:48,387 - mmaction - INFO - Epoch [42][520/1760] lr: 1.500e-04, eta: 3:41:15, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7391, top5_acc: 0.9182, loss_cls: 0.9610, loss: 0.9610, grad_norm: 8.5250 2021-04-01 08:26:05,028 - mmaction - INFO - Epoch [42][540/1760] lr: 1.500e-04, eta: 3:40:57, time: 0.833, data_time: 0.001, memory: 10390, top1_acc: 0.7438, top5_acc: 0.9182, loss_cls: 0.9487, loss: 0.9487, grad_norm: 8.4241 2021-04-01 08:26:21,638 - mmaction - INFO - Epoch [42][560/1760] lr: 1.500e-04, eta: 3:40:40, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7646, top5_acc: 0.9344, loss_cls: 0.8711, loss: 0.8711, grad_norm: 8.3488 2021-04-01 08:26:38,227 - mmaction - INFO - Epoch [42][580/1760] lr: 1.500e-04, eta: 3:40:23, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7464, top5_acc: 0.9161, loss_cls: 0.9759, loss: 0.9759, grad_norm: 8.5530 2021-04-01 08:26:54,823 - mmaction - INFO - Epoch [42][600/1760] lr: 1.500e-04, eta: 3:40:05, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7458, top5_acc: 0.9214, loss_cls: 0.9590, loss: 0.9590, grad_norm: 8.5294 2021-04-01 08:27:11,430 - mmaction - INFO - Epoch [42][620/1760] lr: 1.500e-04, eta: 3:39:48, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7542, top5_acc: 0.9135, loss_cls: 0.9493, loss: 0.9493, grad_norm: 8.2100 2021-04-01 08:27:28,051 - mmaction - INFO - Epoch [42][640/1760] lr: 1.500e-04, eta: 3:39:30, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7438, top5_acc: 0.9104, loss_cls: 0.9812, loss: 0.9812, grad_norm: 8.5336 2021-04-01 08:27:44,627 - mmaction - INFO - Epoch [42][660/1760] lr: 1.500e-04, eta: 3:39:13, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7307, top5_acc: 0.9167, loss_cls: 0.9882, loss: 0.9882, grad_norm: 8.4516 2021-04-01 08:28:01,227 - mmaction - INFO - Epoch [42][680/1760] lr: 1.500e-04, eta: 3:38:55, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7328, top5_acc: 0.9224, loss_cls: 0.9658, loss: 0.9658, grad_norm: 8.4612 2021-04-01 08:28:17,818 - mmaction - INFO - Epoch [42][700/1760] lr: 1.500e-04, eta: 3:38:38, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7661, top5_acc: 0.9271, loss_cls: 0.9050, loss: 0.9050, grad_norm: 8.1953 2021-04-01 08:28:34,398 - mmaction - INFO - Epoch [42][720/1760] lr: 1.500e-04, eta: 3:38:20, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7599, top5_acc: 0.9214, loss_cls: 0.9147, loss: 0.9147, grad_norm: 8.5284 2021-04-01 08:28:51,014 - mmaction - INFO - Epoch [42][740/1760] lr: 1.500e-04, eta: 3:38:03, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7385, top5_acc: 0.9062, loss_cls: 0.9849, loss: 0.9849, grad_norm: 8.3787 2021-04-01 08:29:07,613 - mmaction - INFO - Epoch [42][760/1760] lr: 1.500e-04, eta: 3:37:45, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7490, top5_acc: 0.9349, loss_cls: 0.9161, loss: 0.9161, grad_norm: 8.5751 2021-04-01 08:29:24,250 - mmaction - INFO - Epoch [42][780/1760] lr: 1.500e-04, eta: 3:37:28, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7583, top5_acc: 0.9245, loss_cls: 0.9272, loss: 0.9272, grad_norm: 8.4634 2021-04-01 08:29:40,854 - mmaction - INFO - Epoch [42][800/1760] lr: 1.500e-04, eta: 3:37:10, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7615, top5_acc: 0.9167, loss_cls: 0.9335, loss: 0.9335, grad_norm: 8.4450 2021-04-01 08:29:57,464 - mmaction - INFO - Epoch [42][820/1760] lr: 1.500e-04, eta: 3:36:53, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7682, top5_acc: 0.9146, loss_cls: 0.9193, loss: 0.9193, grad_norm: 8.2447 2021-04-01 08:30:14,094 - mmaction - INFO - Epoch [42][840/1760] lr: 1.500e-04, eta: 3:36:35, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7609, top5_acc: 0.9292, loss_cls: 0.8888, loss: 0.8888, grad_norm: 8.1000 2021-04-01 08:30:30,690 - mmaction - INFO - Epoch [42][860/1760] lr: 1.500e-04, eta: 3:36:18, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7724, top5_acc: 0.9255, loss_cls: 0.8695, loss: 0.8695, grad_norm: 8.1215 2021-04-01 08:30:47,331 - mmaction - INFO - Epoch [42][880/1760] lr: 1.500e-04, eta: 3:36:00, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7391, top5_acc: 0.9224, loss_cls: 0.9662, loss: 0.9662, grad_norm: 8.4672 2021-04-01 08:31:03,963 - mmaction - INFO - Epoch [42][900/1760] lr: 1.500e-04, eta: 3:35:43, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7531, top5_acc: 0.9240, loss_cls: 0.9463, loss: 0.9463, grad_norm: 8.2036 2021-04-01 08:31:20,567 - mmaction - INFO - Epoch [42][920/1760] lr: 1.500e-04, eta: 3:35:25, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7490, top5_acc: 0.9146, loss_cls: 0.9604, loss: 0.9604, grad_norm: 8.7083 2021-04-01 08:31:37,157 - mmaction - INFO - Epoch [42][940/1760] lr: 1.500e-04, eta: 3:35:08, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7484, top5_acc: 0.9276, loss_cls: 0.9221, loss: 0.9221, grad_norm: 8.3549 2021-04-01 08:31:53,843 - mmaction - INFO - Epoch [42][960/1760] lr: 1.500e-04, eta: 3:34:50, time: 0.834, data_time: 0.002, memory: 10390, top1_acc: 0.7531, top5_acc: 0.9255, loss_cls: 0.9266, loss: 0.9266, grad_norm: 8.4062 2021-04-01 08:32:10,446 - mmaction - INFO - Epoch [42][980/1760] lr: 1.500e-04, eta: 3:34:33, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7484, top5_acc: 0.9172, loss_cls: 0.9572, loss: 0.9572, grad_norm: 8.2017 2021-04-01 08:32:27,068 - mmaction - INFO - Epoch [42][1000/1760] lr: 1.500e-04, eta: 3:34:16, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7365, top5_acc: 0.9078, loss_cls: 0.9762, loss: 0.9762, grad_norm: 8.5572 2021-04-01 08:32:43,697 - mmaction - INFO - Epoch [42][1020/1760] lr: 1.500e-04, eta: 3:33:58, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.7432, top5_acc: 0.9193, loss_cls: 0.9499, loss: 0.9499, grad_norm: 8.4276 2021-04-01 08:33:00,269 - mmaction - INFO - Epoch [42][1040/1760] lr: 1.500e-04, eta: 3:33:41, time: 0.828, data_time: 0.000, memory: 10390, top1_acc: 0.7495, top5_acc: 0.9099, loss_cls: 0.9527, loss: 0.9527, grad_norm: 8.3906 2021-04-01 08:33:16,900 - mmaction - INFO - Epoch [42][1060/1760] lr: 1.500e-04, eta: 3:33:23, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7630, top5_acc: 0.9151, loss_cls: 0.9389, loss: 0.9389, grad_norm: 8.4904 2021-04-01 08:33:33,498 - mmaction - INFO - Epoch [42][1080/1760] lr: 1.500e-04, eta: 3:33:06, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7542, top5_acc: 0.9234, loss_cls: 0.9334, loss: 0.9334, grad_norm: 8.2428 2021-04-01 08:33:50,136 - mmaction - INFO - Epoch [42][1100/1760] lr: 1.500e-04, eta: 3:32:48, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.7656, top5_acc: 0.9214, loss_cls: 0.8913, loss: 0.8913, grad_norm: 8.0584 2021-04-01 08:34:06,761 - mmaction - INFO - Epoch [42][1120/1760] lr: 1.500e-04, eta: 3:32:31, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7531, top5_acc: 0.9276, loss_cls: 0.8990, loss: 0.8990, grad_norm: 8.2676 2021-04-01 08:34:23,412 - mmaction - INFO - Epoch [42][1140/1760] lr: 1.500e-04, eta: 3:32:13, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.7536, top5_acc: 0.9266, loss_cls: 0.9210, loss: 0.9210, grad_norm: 8.3103 2021-04-01 08:34:40,008 - mmaction - INFO - Epoch [42][1160/1760] lr: 1.500e-04, eta: 3:31:56, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7542, top5_acc: 0.9203, loss_cls: 0.9495, loss: 0.9495, grad_norm: 8.2233 2021-04-01 08:34:56,620 - mmaction - INFO - Epoch [42][1180/1760] lr: 1.500e-04, eta: 3:31:38, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7698, top5_acc: 0.9266, loss_cls: 0.8820, loss: 0.8820, grad_norm: 8.2977 2021-04-01 08:35:13,247 - mmaction - INFO - Epoch [42][1200/1760] lr: 1.500e-04, eta: 3:31:21, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7667, top5_acc: 0.9307, loss_cls: 0.8677, loss: 0.8677, grad_norm: 8.0174 2021-04-01 08:35:29,885 - mmaction - INFO - Epoch [42][1220/1760] lr: 1.500e-04, eta: 3:31:03, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7609, top5_acc: 0.9339, loss_cls: 0.8744, loss: 0.8744, grad_norm: 8.2056 2021-04-01 08:35:46,492 - mmaction - INFO - Epoch [42][1240/1760] lr: 1.500e-04, eta: 3:30:46, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7542, top5_acc: 0.9172, loss_cls: 0.9584, loss: 0.9584, grad_norm: 8.4975 2021-04-01 08:36:03,096 - mmaction - INFO - Epoch [42][1260/1760] lr: 1.500e-04, eta: 3:30:28, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7490, top5_acc: 0.9182, loss_cls: 0.9616, loss: 0.9616, grad_norm: 8.4751 2021-04-01 08:36:19,714 - mmaction - INFO - Epoch [42][1280/1760] lr: 1.500e-04, eta: 3:30:11, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7583, top5_acc: 0.9276, loss_cls: 0.9140, loss: 0.9140, grad_norm: 8.5084 2021-04-01 08:36:36,340 - mmaction - INFO - Epoch [42][1300/1760] lr: 1.500e-04, eta: 3:29:54, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7500, top5_acc: 0.9193, loss_cls: 0.9379, loss: 0.9379, grad_norm: 8.4650 2021-04-01 08:36:52,953 - mmaction - INFO - Epoch [42][1320/1760] lr: 1.500e-04, eta: 3:29:36, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7464, top5_acc: 0.9182, loss_cls: 0.9492, loss: 0.9492, grad_norm: 8.6251 2021-04-01 08:37:09,620 - mmaction - INFO - Epoch [42][1340/1760] lr: 1.500e-04, eta: 3:29:19, time: 0.833, data_time: 0.002, memory: 10390, top1_acc: 0.7552, top5_acc: 0.9125, loss_cls: 0.9620, loss: 0.9620, grad_norm: 8.4478 2021-04-01 08:37:26,231 - mmaction - INFO - Epoch [42][1360/1760] lr: 1.500e-04, eta: 3:29:01, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7740, top5_acc: 0.9286, loss_cls: 0.8913, loss: 0.8913, grad_norm: 8.1492 2021-04-01 08:37:42,840 - mmaction - INFO - Epoch [42][1380/1760] lr: 1.500e-04, eta: 3:28:44, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7458, top5_acc: 0.9203, loss_cls: 0.9520, loss: 0.9520, grad_norm: 8.4479 2021-04-01 08:37:59,433 - mmaction - INFO - Epoch [42][1400/1760] lr: 1.500e-04, eta: 3:28:26, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7432, top5_acc: 0.9182, loss_cls: 0.9568, loss: 0.9568, grad_norm: 8.5318 2021-04-01 08:38:16,032 - mmaction - INFO - Epoch [42][1420/1760] lr: 1.500e-04, eta: 3:28:09, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7615, top5_acc: 0.9208, loss_cls: 0.9256, loss: 0.9256, grad_norm: 8.3055 2021-04-01 08:38:32,625 - mmaction - INFO - Epoch [42][1440/1760] lr: 1.500e-04, eta: 3:27:51, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7552, top5_acc: 0.9182, loss_cls: 0.9322, loss: 0.9322, grad_norm: 8.4090 2021-04-01 08:38:49,301 - mmaction - INFO - Epoch [42][1460/1760] lr: 1.500e-04, eta: 3:27:34, time: 0.833, data_time: 0.002, memory: 10390, top1_acc: 0.7724, top5_acc: 0.9286, loss_cls: 0.8986, loss: 0.8986, grad_norm: 8.2960 2021-04-01 08:39:05,939 - mmaction - INFO - Epoch [42][1480/1760] lr: 1.500e-04, eta: 3:27:16, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7490, top5_acc: 0.9219, loss_cls: 0.9414, loss: 0.9414, grad_norm: 8.4559 2021-04-01 08:39:22,568 - mmaction - INFO - Epoch [42][1500/1760] lr: 1.500e-04, eta: 3:26:59, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7604, top5_acc: 0.9125, loss_cls: 0.9648, loss: 0.9648, grad_norm: 8.3736 2021-04-01 08:39:39,152 - mmaction - INFO - Epoch [42][1520/1760] lr: 1.500e-04, eta: 3:26:41, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7531, top5_acc: 0.9203, loss_cls: 0.9454, loss: 0.9454, grad_norm: 8.4672 2021-04-01 08:39:55,824 - mmaction - INFO - Epoch [42][1540/1760] lr: 1.500e-04, eta: 3:26:24, time: 0.833, data_time: 0.002, memory: 10390, top1_acc: 0.7521, top5_acc: 0.9068, loss_cls: 0.9689, loss: 0.9689, grad_norm: 8.4164 2021-04-01 08:40:12,445 - mmaction - INFO - Epoch [42][1560/1760] lr: 1.500e-04, eta: 3:26:07, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7693, top5_acc: 0.9302, loss_cls: 0.8729, loss: 0.8729, grad_norm: 8.5099 2021-04-01 08:40:29,081 - mmaction - INFO - Epoch [42][1580/1760] lr: 1.500e-04, eta: 3:25:49, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7469, top5_acc: 0.9203, loss_cls: 0.9643, loss: 0.9643, grad_norm: 8.6739 2021-04-01 08:40:45,694 - mmaction - INFO - Epoch [42][1600/1760] lr: 1.500e-04, eta: 3:25:32, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7562, top5_acc: 0.9214, loss_cls: 0.9299, loss: 0.9299, grad_norm: 8.3736 2021-04-01 08:41:02,326 - mmaction - INFO - Epoch [42][1620/1760] lr: 1.500e-04, eta: 3:25:14, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7479, top5_acc: 0.9229, loss_cls: 0.9385, loss: 0.9385, grad_norm: 8.3785 2021-04-01 08:41:18,936 - mmaction - INFO - Epoch [42][1640/1760] lr: 1.500e-04, eta: 3:24:57, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7573, top5_acc: 0.9229, loss_cls: 0.9248, loss: 0.9248, grad_norm: 8.1135 2021-04-01 08:41:35,534 - mmaction - INFO - Epoch [42][1660/1760] lr: 1.500e-04, eta: 3:24:39, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7625, top5_acc: 0.9229, loss_cls: 0.9363, loss: 0.9363, grad_norm: 8.4510 2021-04-01 08:41:52,132 - mmaction - INFO - Epoch [42][1680/1760] lr: 1.500e-04, eta: 3:24:22, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7469, top5_acc: 0.9120, loss_cls: 0.9386, loss: 0.9386, grad_norm: 8.2823 2021-04-01 08:42:08,718 - mmaction - INFO - Epoch [42][1700/1760] lr: 1.500e-04, eta: 3:24:04, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7542, top5_acc: 0.9172, loss_cls: 0.9487, loss: 0.9487, grad_norm: 8.4643 2021-04-01 08:42:25,336 - mmaction - INFO - Epoch [42][1720/1760] lr: 1.500e-04, eta: 3:23:47, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7531, top5_acc: 0.9203, loss_cls: 0.9356, loss: 0.9356, grad_norm: 8.6671 2021-04-01 08:42:41,944 - mmaction - INFO - Epoch [42][1740/1760] lr: 1.500e-04, eta: 3:23:29, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7589, top5_acc: 0.9266, loss_cls: 0.8904, loss: 0.8904, grad_norm: 8.2035 2021-04-01 08:42:58,269 - mmaction - INFO - Epoch [42][1760/1760] lr: 1.500e-04, eta: 3:23:12, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.7585, top5_acc: 0.9243, loss_cls: 0.9043, loss: 0.9043, grad_norm: 8.3809 2021-04-01 08:43:03,967 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-04-01 08:44:39,076 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 08:44:39,404 - mmaction - INFO - top1_acc 0.6087 top5_acc 0.8653 2021-04-01 08:44:39,405 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 08:44:39,472 - mmaction - INFO - mean_acc 0.5545 2021-04-01 08:44:40,544 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2021-04-01 08:44:40,544 - mmaction - INFO - Best top1_acc is 0.6087 at 42 epoch. 2021-04-01 08:44:40,561 - mmaction - INFO - Epoch(val) [42][1760] top1_acc: 0.6087, top5_acc: 0.8653, mean_class_accuracy: 0.5545 2021-04-01 08:45:19,237 - mmaction - INFO - Epoch [43][20/1760] lr: 1.500e-04, eta: 3:22:59, time: 1.932, data_time: 1.017, memory: 10390, top1_acc: 0.7510, top5_acc: 0.9229, loss_cls: 0.9423, loss: 0.9423, grad_norm: 8.4599 2021-04-01 08:45:35,654 - mmaction - INFO - Epoch [43][40/1760] lr: 1.500e-04, eta: 3:22:41, time: 0.823, data_time: 0.006, memory: 10390, top1_acc: 0.7318, top5_acc: 0.9109, loss_cls: 0.9853, loss: 0.9853, grad_norm: 8.7384 2021-04-01 08:45:52,012 - mmaction - INFO - Epoch [43][60/1760] lr: 1.500e-04, eta: 3:22:24, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7641, top5_acc: 0.9271, loss_cls: 0.8953, loss: 0.8953, grad_norm: 8.5125 2021-04-01 08:46:08,529 - mmaction - INFO - Epoch [43][80/1760] lr: 1.500e-04, eta: 3:22:06, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7656, top5_acc: 0.9245, loss_cls: 0.9221, loss: 0.9221, grad_norm: 8.1511 2021-04-01 08:46:25,071 - mmaction - INFO - Epoch [43][100/1760] lr: 1.500e-04, eta: 3:21:49, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7469, top5_acc: 0.9198, loss_cls: 0.9274, loss: 0.9274, grad_norm: 8.3567 2021-04-01 08:46:41,586 - mmaction - INFO - Epoch [43][120/1760] lr: 1.500e-04, eta: 3:21:31, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7453, top5_acc: 0.9255, loss_cls: 0.9073, loss: 0.9073, grad_norm: 8.5107 2021-04-01 08:46:58,078 - mmaction - INFO - Epoch [43][140/1760] lr: 1.500e-04, eta: 3:21:14, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7635, top5_acc: 0.9276, loss_cls: 0.9006, loss: 0.9006, grad_norm: 8.3360 2021-04-01 08:47:14,427 - mmaction - INFO - Epoch [43][160/1760] lr: 1.500e-04, eta: 3:20:56, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7729, top5_acc: 0.9318, loss_cls: 0.8640, loss: 0.8640, grad_norm: 8.1804 2021-04-01 08:47:30,756 - mmaction - INFO - Epoch [43][180/1760] lr: 1.500e-04, eta: 3:20:39, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7495, top5_acc: 0.9224, loss_cls: 0.9248, loss: 0.9248, grad_norm: 8.4836 2021-04-01 08:47:47,105 - mmaction - INFO - Epoch [43][200/1760] lr: 1.500e-04, eta: 3:20:21, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7521, top5_acc: 0.9156, loss_cls: 0.9638, loss: 0.9638, grad_norm: 8.5590 2021-04-01 08:48:03,512 - mmaction - INFO - Epoch [43][220/1760] lr: 1.500e-04, eta: 3:20:04, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7568, top5_acc: 0.9250, loss_cls: 0.9000, loss: 0.9000, grad_norm: 8.2897 2021-04-01 08:48:19,893 - mmaction - INFO - Epoch [43][240/1760] lr: 1.500e-04, eta: 3:19:46, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7703, top5_acc: 0.9344, loss_cls: 0.8557, loss: 0.8557, grad_norm: 8.1585 2021-04-01 08:48:36,263 - mmaction - INFO - Epoch [43][260/1760] lr: 1.500e-04, eta: 3:19:29, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7422, top5_acc: 0.9219, loss_cls: 0.9489, loss: 0.9489, grad_norm: 8.5644 2021-04-01 08:48:52,611 - mmaction - INFO - Epoch [43][280/1760] lr: 1.500e-04, eta: 3:19:11, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7578, top5_acc: 0.9286, loss_cls: 0.8935, loss: 0.8935, grad_norm: 8.2042 2021-04-01 08:49:08,998 - mmaction - INFO - Epoch [43][300/1760] lr: 1.500e-04, eta: 3:18:54, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7661, top5_acc: 0.9286, loss_cls: 0.8641, loss: 0.8641, grad_norm: 8.2822 2021-04-01 08:49:25,521 - mmaction - INFO - Epoch [43][320/1760] lr: 1.500e-04, eta: 3:18:36, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7615, top5_acc: 0.9234, loss_cls: 0.8918, loss: 0.8918, grad_norm: 8.1566 2021-04-01 08:49:42,023 - mmaction - INFO - Epoch [43][340/1760] lr: 1.500e-04, eta: 3:18:19, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7547, top5_acc: 0.9245, loss_cls: 0.9259, loss: 0.9259, grad_norm: 8.3552 2021-04-01 08:49:58,350 - mmaction - INFO - Epoch [43][360/1760] lr: 1.500e-04, eta: 3:18:01, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7630, top5_acc: 0.9208, loss_cls: 0.9282, loss: 0.9282, grad_norm: 8.3415 2021-04-01 08:50:14,785 - mmaction - INFO - Epoch [43][380/1760] lr: 1.500e-04, eta: 3:17:44, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7719, top5_acc: 0.9292, loss_cls: 0.8795, loss: 0.8795, grad_norm: 8.1832 2021-04-01 08:50:31,155 - mmaction - INFO - Epoch [43][400/1760] lr: 1.500e-04, eta: 3:17:26, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7620, top5_acc: 0.9271, loss_cls: 0.9119, loss: 0.9119, grad_norm: 8.5095 2021-04-01 08:50:47,574 - mmaction - INFO - Epoch [43][420/1760] lr: 1.500e-04, eta: 3:17:09, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7661, top5_acc: 0.9203, loss_cls: 0.9280, loss: 0.9280, grad_norm: 8.3434 2021-04-01 08:51:03,936 - mmaction - INFO - Epoch [43][440/1760] lr: 1.500e-04, eta: 3:16:51, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7682, top5_acc: 0.9365, loss_cls: 0.8813, loss: 0.8813, grad_norm: 8.0921 2021-04-01 08:51:20,344 - mmaction - INFO - Epoch [43][460/1760] lr: 1.500e-04, eta: 3:16:34, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7453, top5_acc: 0.9203, loss_cls: 0.9385, loss: 0.9385, grad_norm: 8.8087 2021-04-01 08:51:36,705 - mmaction - INFO - Epoch [43][480/1760] lr: 1.500e-04, eta: 3:16:16, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7396, top5_acc: 0.9130, loss_cls: 0.9588, loss: 0.9588, grad_norm: 8.6910 2021-04-01 08:51:53,111 - mmaction - INFO - Epoch [43][500/1760] lr: 1.500e-04, eta: 3:15:59, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7771, top5_acc: 0.9339, loss_cls: 0.8397, loss: 0.8397, grad_norm: 8.1799 2021-04-01 08:52:09,481 - mmaction - INFO - Epoch [43][520/1760] lr: 1.500e-04, eta: 3:15:41, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7521, top5_acc: 0.9182, loss_cls: 0.9507, loss: 0.9507, grad_norm: 8.6394 2021-04-01 08:52:25,862 - mmaction - INFO - Epoch [43][540/1760] lr: 1.500e-04, eta: 3:15:24, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7474, top5_acc: 0.9281, loss_cls: 0.9284, loss: 0.9284, grad_norm: 8.6716 2021-04-01 08:52:42,245 - mmaction - INFO - Epoch [43][560/1760] lr: 1.500e-04, eta: 3:15:06, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7630, top5_acc: 0.9229, loss_cls: 0.8926, loss: 0.8926, grad_norm: 8.1676 2021-04-01 08:52:58,634 - mmaction - INFO - Epoch [43][580/1760] lr: 1.500e-04, eta: 3:14:49, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7484, top5_acc: 0.9177, loss_cls: 0.9581, loss: 0.9581, grad_norm: 8.7922 2021-04-01 08:53:15,016 - mmaction - INFO - Epoch [43][600/1760] lr: 1.500e-04, eta: 3:14:31, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7510, top5_acc: 0.9146, loss_cls: 0.9448, loss: 0.9448, grad_norm: 8.3557 2021-04-01 08:53:31,391 - mmaction - INFO - Epoch [43][620/1760] lr: 1.500e-04, eta: 3:14:14, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7505, top5_acc: 0.9214, loss_cls: 0.9256, loss: 0.9256, grad_norm: 8.5411 2021-04-01 08:53:47,793 - mmaction - INFO - Epoch [43][640/1760] lr: 1.500e-04, eta: 3:13:56, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7615, top5_acc: 0.9214, loss_cls: 0.9184, loss: 0.9184, grad_norm: 8.3774 2021-04-01 08:54:04,164 - mmaction - INFO - Epoch [43][660/1760] lr: 1.500e-04, eta: 3:13:39, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7516, top5_acc: 0.9167, loss_cls: 0.9159, loss: 0.9159, grad_norm: 8.2261 2021-04-01 08:54:20,558 - mmaction - INFO - Epoch [43][680/1760] lr: 1.500e-04, eta: 3:13:22, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7573, top5_acc: 0.9224, loss_cls: 0.9135, loss: 0.9135, grad_norm: 8.2452 2021-04-01 08:54:36,878 - mmaction - INFO - Epoch [43][700/1760] lr: 1.500e-04, eta: 3:13:04, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7510, top5_acc: 0.9260, loss_cls: 0.9278, loss: 0.9278, grad_norm: 8.5199 2021-04-01 08:54:53,249 - mmaction - INFO - Epoch [43][720/1760] lr: 1.500e-04, eta: 3:12:47, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7495, top5_acc: 0.9240, loss_cls: 0.9258, loss: 0.9258, grad_norm: 8.8646 2021-04-01 08:55:09,619 - mmaction - INFO - Epoch [43][740/1760] lr: 1.500e-04, eta: 3:12:29, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7583, top5_acc: 0.9240, loss_cls: 0.9232, loss: 0.9232, grad_norm: 8.4950 2021-04-01 08:55:25,963 - mmaction - INFO - Epoch [43][760/1760] lr: 1.500e-04, eta: 3:12:12, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7641, top5_acc: 0.9286, loss_cls: 0.8560, loss: 0.8560, grad_norm: 8.2850 2021-04-01 08:55:42,267 - mmaction - INFO - Epoch [43][780/1760] lr: 1.500e-04, eta: 3:11:54, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.7734, top5_acc: 0.9302, loss_cls: 0.8476, loss: 0.8476, grad_norm: 8.2639 2021-04-01 08:55:58,599 - mmaction - INFO - Epoch [43][800/1760] lr: 1.500e-04, eta: 3:11:37, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7578, top5_acc: 0.9245, loss_cls: 0.9275, loss: 0.9275, grad_norm: 8.5762 2021-04-01 08:56:14,972 - mmaction - INFO - Epoch [43][820/1760] lr: 1.500e-04, eta: 3:11:19, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7479, top5_acc: 0.9130, loss_cls: 0.9834, loss: 0.9834, grad_norm: 8.8855 2021-04-01 08:56:31,367 - mmaction - INFO - Epoch [43][840/1760] lr: 1.500e-04, eta: 3:11:02, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7615, top5_acc: 0.9203, loss_cls: 0.9277, loss: 0.9277, grad_norm: 8.4920 2021-04-01 08:56:47,745 - mmaction - INFO - Epoch [43][860/1760] lr: 1.500e-04, eta: 3:10:44, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7620, top5_acc: 0.9250, loss_cls: 0.9137, loss: 0.9137, grad_norm: 8.3245 2021-04-01 08:57:04,139 - mmaction - INFO - Epoch [43][880/1760] lr: 1.500e-04, eta: 3:10:27, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7536, top5_acc: 0.9297, loss_cls: 0.9221, loss: 0.9221, grad_norm: 8.5594 2021-04-01 08:57:20,507 - mmaction - INFO - Epoch [43][900/1760] lr: 1.500e-04, eta: 3:10:09, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7703, top5_acc: 0.9187, loss_cls: 0.9040, loss: 0.9040, grad_norm: 8.5030 2021-04-01 08:57:36,901 - mmaction - INFO - Epoch [43][920/1760] lr: 1.500e-04, eta: 3:09:52, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7521, top5_acc: 0.9161, loss_cls: 0.9470, loss: 0.9470, grad_norm: 8.5152 2021-04-01 08:57:53,290 - mmaction - INFO - Epoch [43][940/1760] lr: 1.500e-04, eta: 3:09:34, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7370, top5_acc: 0.9167, loss_cls: 0.9546, loss: 0.9546, grad_norm: 8.9024 2021-04-01 08:58:09,683 - mmaction - INFO - Epoch [43][960/1760] lr: 1.500e-04, eta: 3:09:17, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7688, top5_acc: 0.9339, loss_cls: 0.8775, loss: 0.8775, grad_norm: 8.4390 2021-04-01 08:58:26,084 - mmaction - INFO - Epoch [43][980/1760] lr: 1.500e-04, eta: 3:08:59, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7854, top5_acc: 0.9359, loss_cls: 0.8511, loss: 0.8511, grad_norm: 8.2351 2021-04-01 08:58:42,506 - mmaction - INFO - Epoch [43][1000/1760] lr: 1.500e-04, eta: 3:08:42, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7583, top5_acc: 0.9245, loss_cls: 0.9238, loss: 0.9238, grad_norm: 8.3802 2021-04-01 08:58:58,898 - mmaction - INFO - Epoch [43][1020/1760] lr: 1.500e-04, eta: 3:08:24, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7693, top5_acc: 0.9245, loss_cls: 0.8813, loss: 0.8813, grad_norm: 8.3354 2021-04-01 08:59:15,523 - mmaction - INFO - Epoch [43][1040/1760] lr: 1.500e-04, eta: 3:08:07, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7547, top5_acc: 0.9214, loss_cls: 0.9212, loss: 0.9212, grad_norm: 8.4494 2021-04-01 08:59:32,167 - mmaction - INFO - Epoch [43][1060/1760] lr: 1.500e-04, eta: 3:07:49, time: 0.833, data_time: 0.002, memory: 10390, top1_acc: 0.7609, top5_acc: 0.9250, loss_cls: 0.9001, loss: 0.9001, grad_norm: 8.4533 2021-04-01 08:59:48,761 - mmaction - INFO - Epoch [43][1080/1760] lr: 1.500e-04, eta: 3:07:32, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7344, top5_acc: 0.9109, loss_cls: 1.0018, loss: 1.0018, grad_norm: 8.7538 2021-04-01 09:00:05,035 - mmaction - INFO - Epoch [43][1100/1760] lr: 1.500e-04, eta: 3:07:15, time: 0.814, data_time: 0.001, memory: 10390, top1_acc: 0.7578, top5_acc: 0.9161, loss_cls: 0.9410, loss: 0.9410, grad_norm: 8.4773 2021-04-01 09:00:21,401 - mmaction - INFO - Epoch [43][1120/1760] lr: 1.500e-04, eta: 3:06:57, time: 0.818, data_time: 0.000, memory: 10390, top1_acc: 0.7682, top5_acc: 0.9250, loss_cls: 0.9021, loss: 0.9021, grad_norm: 8.2891 2021-04-01 09:00:37,774 - mmaction - INFO - Epoch [43][1140/1760] lr: 1.500e-04, eta: 3:06:40, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7703, top5_acc: 0.9198, loss_cls: 0.8966, loss: 0.8966, grad_norm: 8.4103 2021-04-01 09:00:54,118 - mmaction - INFO - Epoch [43][1160/1760] lr: 1.500e-04, eta: 3:06:22, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7729, top5_acc: 0.9266, loss_cls: 0.8877, loss: 0.8877, grad_norm: 8.3013 2021-04-01 09:01:10,519 - mmaction - INFO - Epoch [43][1180/1760] lr: 1.500e-04, eta: 3:06:05, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9190, loss: 0.9190, grad_norm: 8.6886 2021-04-01 09:01:26,881 - mmaction - INFO - Epoch [43][1200/1760] lr: 1.500e-04, eta: 3:05:47, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7536, top5_acc: 0.9229, loss_cls: 0.9323, loss: 0.9323, grad_norm: 8.4065 2021-04-01 09:01:43,254 - mmaction - INFO - Epoch [43][1220/1760] lr: 1.500e-04, eta: 3:05:30, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7729, top5_acc: 0.9292, loss_cls: 0.8353, loss: 0.8353, grad_norm: 8.1074 2021-04-01 09:01:59,664 - mmaction - INFO - Epoch [43][1240/1760] lr: 1.500e-04, eta: 3:05:12, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.7490, top5_acc: 0.9286, loss_cls: 0.9131, loss: 0.9131, grad_norm: 8.5820 2021-04-01 09:02:16,045 - mmaction - INFO - Epoch [43][1260/1760] lr: 1.500e-04, eta: 3:04:55, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7651, top5_acc: 0.9292, loss_cls: 0.8753, loss: 0.8753, grad_norm: 8.5753 2021-04-01 09:02:32,371 - mmaction - INFO - Epoch [43][1280/1760] lr: 1.500e-04, eta: 3:04:37, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7599, top5_acc: 0.9224, loss_cls: 0.9022, loss: 0.9022, grad_norm: 8.4493 2021-04-01 09:02:48,684 - mmaction - INFO - Epoch [43][1300/1760] lr: 1.500e-04, eta: 3:04:20, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.7635, top5_acc: 0.9141, loss_cls: 0.9414, loss: 0.9414, grad_norm: 8.3365 2021-04-01 09:03:05,047 - mmaction - INFO - Epoch [43][1320/1760] lr: 1.500e-04, eta: 3:04:02, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7661, top5_acc: 0.9292, loss_cls: 0.8528, loss: 0.8528, grad_norm: 8.1460 2021-04-01 09:03:21,426 - mmaction - INFO - Epoch [43][1340/1760] lr: 1.500e-04, eta: 3:03:45, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7656, top5_acc: 0.9276, loss_cls: 0.8784, loss: 0.8784, grad_norm: 8.4735 2021-04-01 09:03:37,787 - mmaction - INFO - Epoch [43][1360/1760] lr: 1.500e-04, eta: 3:03:27, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7552, top5_acc: 0.9193, loss_cls: 0.9505, loss: 0.9505, grad_norm: 8.4449 2021-04-01 09:03:54,187 - mmaction - INFO - Epoch [43][1380/1760] lr: 1.500e-04, eta: 3:03:10, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7510, top5_acc: 0.9193, loss_cls: 0.9334, loss: 0.9334, grad_norm: 8.6244 2021-04-01 09:04:10,558 - mmaction - INFO - Epoch [43][1400/1760] lr: 1.500e-04, eta: 3:02:53, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7568, top5_acc: 0.9130, loss_cls: 0.9358, loss: 0.9358, grad_norm: 8.4843 2021-04-01 09:04:26,928 - mmaction - INFO - Epoch [43][1420/1760] lr: 1.500e-04, eta: 3:02:35, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7521, top5_acc: 0.9141, loss_cls: 0.9724, loss: 0.9724, grad_norm: 8.6972 2021-04-01 09:04:43,345 - mmaction - INFO - Epoch [43][1440/1760] lr: 1.500e-04, eta: 3:02:18, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.7448, top5_acc: 0.9229, loss_cls: 0.9324, loss: 0.9324, grad_norm: 8.4205 2021-04-01 09:04:59,746 - mmaction - INFO - Epoch [43][1460/1760] lr: 1.500e-04, eta: 3:02:00, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7698, top5_acc: 0.9255, loss_cls: 0.8949, loss: 0.8949, grad_norm: 8.2731 2021-04-01 09:05:16,105 - mmaction - INFO - Epoch [43][1480/1760] lr: 1.500e-04, eta: 3:01:43, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7385, top5_acc: 0.9130, loss_cls: 0.9731, loss: 0.9731, grad_norm: 8.6988 2021-04-01 09:05:32,507 - mmaction - INFO - Epoch [43][1500/1760] lr: 1.500e-04, eta: 3:01:25, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7427, top5_acc: 0.9073, loss_cls: 0.9853, loss: 0.9853, grad_norm: 8.9685 2021-04-01 09:05:48,874 - mmaction - INFO - Epoch [43][1520/1760] lr: 1.500e-04, eta: 3:01:08, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7583, top5_acc: 0.9167, loss_cls: 0.9360, loss: 0.9360, grad_norm: 8.4440 2021-04-01 09:06:05,266 - mmaction - INFO - Epoch [43][1540/1760] lr: 1.500e-04, eta: 3:00:50, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7599, top5_acc: 0.9365, loss_cls: 0.8734, loss: 0.8734, grad_norm: 8.3267 2021-04-01 09:06:21,626 - mmaction - INFO - Epoch [43][1560/1760] lr: 1.500e-04, eta: 3:00:33, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7630, top5_acc: 0.9276, loss_cls: 0.8969, loss: 0.8969, grad_norm: 8.4222 2021-04-01 09:06:38,063 - mmaction - INFO - Epoch [43][1580/1760] lr: 1.500e-04, eta: 3:00:15, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7474, top5_acc: 0.9219, loss_cls: 0.9375, loss: 0.9375, grad_norm: 8.7920 2021-04-01 09:06:54,409 - mmaction - INFO - Epoch [43][1600/1760] lr: 1.500e-04, eta: 2:59:58, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7516, top5_acc: 0.9198, loss_cls: 0.9322, loss: 0.9322, grad_norm: 8.7402 2021-04-01 09:07:10,827 - mmaction - INFO - Epoch [43][1620/1760] lr: 1.500e-04, eta: 2:59:40, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7661, top5_acc: 0.9297, loss_cls: 0.9021, loss: 0.9021, grad_norm: 8.5108 2021-04-01 09:07:27,606 - mmaction - INFO - Epoch [43][1640/1760] lr: 1.500e-04, eta: 2:59:23, time: 0.840, data_time: 0.025, memory: 10390, top1_acc: 0.7651, top5_acc: 0.9250, loss_cls: 0.8976, loss: 0.8976, grad_norm: 8.2502 2021-04-01 09:07:43,960 - mmaction - INFO - Epoch [43][1660/1760] lr: 1.500e-04, eta: 2:59:06, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7552, top5_acc: 0.9115, loss_cls: 0.9370, loss: 0.9370, grad_norm: 8.8299 2021-04-01 09:08:00,378 - mmaction - INFO - Epoch [43][1680/1760] lr: 1.500e-04, eta: 2:58:48, time: 0.822, data_time: 0.001, memory: 10390, top1_acc: 0.7432, top5_acc: 0.9208, loss_cls: 0.9549, loss: 0.9549, grad_norm: 8.6865 2021-04-01 09:08:16,725 - mmaction - INFO - Epoch [43][1700/1760] lr: 1.500e-04, eta: 2:58:31, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7734, top5_acc: 0.9323, loss_cls: 0.8688, loss: 0.8688, grad_norm: 8.4106 2021-04-01 09:08:33,100 - mmaction - INFO - Epoch [43][1720/1760] lr: 1.500e-04, eta: 2:58:13, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7635, top5_acc: 0.9182, loss_cls: 0.9204, loss: 0.9204, grad_norm: 8.3707 2021-04-01 09:08:49,499 - mmaction - INFO - Epoch [43][1740/1760] lr: 1.500e-04, eta: 2:57:56, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7484, top5_acc: 0.9161, loss_cls: 0.9341, loss: 0.9341, grad_norm: 8.3084 2021-04-01 09:09:05,597 - mmaction - INFO - Epoch [43][1760/1760] lr: 1.500e-04, eta: 2:57:38, time: 0.805, data_time: 0.001, memory: 10390, top1_acc: 0.7617, top5_acc: 0.9211, loss_cls: 0.9221, loss: 0.9221, grad_norm: 8.6514 2021-04-01 09:09:06,599 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-04-01 09:12:14,843 - mmaction - INFO - Epoch [44][20/1760] lr: 1.500e-04, eta: 2:57:49, time: 9.379, data_time: 8.574, memory: 10390, top1_acc: 0.7724, top5_acc: 0.9250, loss_cls: 0.8704, loss: 0.8704, grad_norm: 8.1572 2021-04-01 09:12:30,952 - mmaction - INFO - Epoch [44][40/1760] lr: 1.500e-04, eta: 2:57:31, time: 0.806, data_time: 0.004, memory: 10390, top1_acc: 0.7641, top5_acc: 0.9203, loss_cls: 0.8995, loss: 0.8995, grad_norm: 8.2862 2021-04-01 09:12:47,084 - mmaction - INFO - Epoch [44][60/1760] lr: 1.500e-04, eta: 2:57:14, time: 0.806, data_time: 0.002, memory: 10390, top1_acc: 0.7672, top5_acc: 0.9297, loss_cls: 0.8807, loss: 0.8807, grad_norm: 8.5255 2021-04-01 09:13:03,222 - mmaction - INFO - Epoch [44][80/1760] lr: 1.500e-04, eta: 2:56:56, time: 0.807, data_time: 0.001, memory: 10390, top1_acc: 0.7641, top5_acc: 0.9313, loss_cls: 0.8970, loss: 0.8970, grad_norm: 8.4486 2021-04-01 09:13:19,439 - mmaction - INFO - Epoch [44][100/1760] lr: 1.500e-04, eta: 2:56:38, time: 0.810, data_time: 0.002, memory: 10390, top1_acc: 0.7682, top5_acc: 0.9229, loss_cls: 0.8809, loss: 0.8809, grad_norm: 8.3592 2021-04-01 09:13:35,753 - mmaction - INFO - Epoch [44][120/1760] lr: 1.500e-04, eta: 2:56:21, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.7760, top5_acc: 0.9281, loss_cls: 0.8624, loss: 0.8624, grad_norm: 8.4557 2021-04-01 09:13:52,048 - mmaction - INFO - Epoch [44][140/1760] lr: 1.500e-04, eta: 2:56:03, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.7573, top5_acc: 0.9229, loss_cls: 0.8998, loss: 0.8998, grad_norm: 8.1354 2021-04-01 09:14:08,338 - mmaction - INFO - Epoch [44][160/1760] lr: 1.500e-04, eta: 2:55:46, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.7703, top5_acc: 0.9292, loss_cls: 0.8787, loss: 0.8787, grad_norm: 8.5575 2021-04-01 09:14:24,636 - mmaction - INFO - Epoch [44][180/1760] lr: 1.500e-04, eta: 2:55:28, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.7724, top5_acc: 0.9255, loss_cls: 0.8818, loss: 0.8818, grad_norm: 8.2290 2021-04-01 09:14:40,964 - mmaction - INFO - Epoch [44][200/1760] lr: 1.500e-04, eta: 2:55:11, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7573, top5_acc: 0.9177, loss_cls: 0.9170, loss: 0.9170, grad_norm: 8.6341 2021-04-01 09:14:57,347 - mmaction - INFO - Epoch [44][220/1760] lr: 1.500e-04, eta: 2:54:53, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7589, top5_acc: 0.9240, loss_cls: 0.8996, loss: 0.8996, grad_norm: 8.4724 2021-04-01 09:15:13,709 - mmaction - INFO - Epoch [44][240/1760] lr: 1.500e-04, eta: 2:54:36, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7641, top5_acc: 0.9333, loss_cls: 0.8634, loss: 0.8634, grad_norm: 8.2241 2021-04-01 09:15:30,067 - mmaction - INFO - Epoch [44][260/1760] lr: 1.500e-04, eta: 2:54:18, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7505, top5_acc: 0.9214, loss_cls: 0.9223, loss: 0.9223, grad_norm: 8.6871 2021-04-01 09:15:46,432 - mmaction - INFO - Epoch [44][280/1760] lr: 1.500e-04, eta: 2:54:01, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7651, top5_acc: 0.9286, loss_cls: 0.8775, loss: 0.8775, grad_norm: 8.3997 2021-04-01 09:16:02,834 - mmaction - INFO - Epoch [44][300/1760] lr: 1.500e-04, eta: 2:53:43, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7521, top5_acc: 0.9177, loss_cls: 0.9537, loss: 0.9537, grad_norm: 8.6709 2021-04-01 09:16:19,267 - mmaction - INFO - Epoch [44][320/1760] lr: 1.500e-04, eta: 2:53:26, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.7490, top5_acc: 0.9234, loss_cls: 0.9212, loss: 0.9212, grad_norm: 8.5588 2021-04-01 09:16:35,642 - mmaction - INFO - Epoch [44][340/1760] lr: 1.500e-04, eta: 2:53:08, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7516, top5_acc: 0.9219, loss_cls: 0.9069, loss: 0.9069, grad_norm: 8.5779 2021-04-01 09:16:52,035 - mmaction - INFO - Epoch [44][360/1760] lr: 1.500e-04, eta: 2:52:51, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7682, top5_acc: 0.9313, loss_cls: 0.8695, loss: 0.8695, grad_norm: 8.2545 2021-04-01 09:17:08,423 - mmaction - INFO - Epoch [44][380/1760] lr: 1.500e-04, eta: 2:52:33, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7646, top5_acc: 0.9297, loss_cls: 0.8959, loss: 0.8959, grad_norm: 8.4706 2021-04-01 09:17:24,788 - mmaction - INFO - Epoch [44][400/1760] lr: 1.500e-04, eta: 2:52:16, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7557, top5_acc: 0.9193, loss_cls: 0.9190, loss: 0.9190, grad_norm: 8.7933 2021-04-01 09:17:41,184 - mmaction - INFO - Epoch [44][420/1760] lr: 1.500e-04, eta: 2:51:58, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7438, top5_acc: 0.9104, loss_cls: 0.9506, loss: 0.9506, grad_norm: 8.7066 2021-04-01 09:17:57,537 - mmaction - INFO - Epoch [44][440/1760] lr: 1.500e-04, eta: 2:51:41, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7495, top5_acc: 0.9089, loss_cls: 0.9580, loss: 0.9580, grad_norm: 8.5095 2021-04-01 09:18:13,949 - mmaction - INFO - Epoch [44][460/1760] lr: 1.500e-04, eta: 2:51:23, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7562, top5_acc: 0.9255, loss_cls: 0.8772, loss: 0.8772, grad_norm: 8.3588 2021-04-01 09:18:30,314 - mmaction - INFO - Epoch [44][480/1760] lr: 1.500e-04, eta: 2:51:06, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7589, top5_acc: 0.9240, loss_cls: 0.9069, loss: 0.9069, grad_norm: 8.4235 2021-04-01 09:18:46,720 - mmaction - INFO - Epoch [44][500/1760] lr: 1.500e-04, eta: 2:50:48, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7573, top5_acc: 0.9271, loss_cls: 0.8966, loss: 0.8966, grad_norm: 8.5412 2021-04-01 09:19:03,104 - mmaction - INFO - Epoch [44][520/1760] lr: 1.500e-04, eta: 2:50:31, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7589, top5_acc: 0.9281, loss_cls: 0.8884, loss: 0.8884, grad_norm: 8.4118 2021-04-01 09:19:19,507 - mmaction - INFO - Epoch [44][540/1760] lr: 1.500e-04, eta: 2:50:14, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7464, top5_acc: 0.9146, loss_cls: 0.9697, loss: 0.9697, grad_norm: 8.4943 2021-04-01 09:19:35,859 - mmaction - INFO - Epoch [44][560/1760] lr: 1.500e-04, eta: 2:49:56, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7599, top5_acc: 0.9198, loss_cls: 0.9329, loss: 0.9329, grad_norm: 8.3878 2021-04-01 09:19:52,278 - mmaction - INFO - Epoch [44][580/1760] lr: 1.500e-04, eta: 2:49:39, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7474, top5_acc: 0.9234, loss_cls: 0.9487, loss: 0.9487, grad_norm: 8.6259 2021-04-01 09:20:08,642 - mmaction - INFO - Epoch [44][600/1760] lr: 1.500e-04, eta: 2:49:21, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7604, top5_acc: 0.9219, loss_cls: 0.9255, loss: 0.9255, grad_norm: 8.5618 2021-04-01 09:20:24,998 - mmaction - INFO - Epoch [44][620/1760] lr: 1.500e-04, eta: 2:49:04, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7542, top5_acc: 0.9208, loss_cls: 0.9176, loss: 0.9176, grad_norm: 8.4875 2021-04-01 09:20:41,371 - mmaction - INFO - Epoch [44][640/1760] lr: 1.500e-04, eta: 2:48:46, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7615, top5_acc: 0.9281, loss_cls: 0.8902, loss: 0.8902, grad_norm: 8.4967 2021-04-01 09:20:57,818 - mmaction - INFO - Epoch [44][660/1760] lr: 1.500e-04, eta: 2:48:29, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.7698, top5_acc: 0.9224, loss_cls: 0.9130, loss: 0.9130, grad_norm: 8.6129 2021-04-01 09:21:14,182 - mmaction - INFO - Epoch [44][680/1760] lr: 1.500e-04, eta: 2:48:11, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7672, top5_acc: 0.9286, loss_cls: 0.9018, loss: 0.9018, grad_norm: 8.7023 2021-04-01 09:21:30,508 - mmaction - INFO - Epoch [44][700/1760] lr: 1.500e-04, eta: 2:47:54, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7661, top5_acc: 0.9229, loss_cls: 0.8918, loss: 0.8918, grad_norm: 8.4866 2021-04-01 09:21:46,873 - mmaction - INFO - Epoch [44][720/1760] lr: 1.500e-04, eta: 2:47:36, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7443, top5_acc: 0.9359, loss_cls: 0.8862, loss: 0.8862, grad_norm: 8.5000 2021-04-01 09:22:03,228 - mmaction - INFO - Epoch [44][740/1760] lr: 1.500e-04, eta: 2:47:19, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7667, top5_acc: 0.9198, loss_cls: 0.9138, loss: 0.9138, grad_norm: 8.4688 2021-04-01 09:22:19,585 - mmaction - INFO - Epoch [44][760/1760] lr: 1.500e-04, eta: 2:47:01, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7625, top5_acc: 0.9245, loss_cls: 0.9090, loss: 0.9090, grad_norm: 8.2950 2021-04-01 09:22:35,916 - mmaction - INFO - Epoch [44][780/1760] lr: 1.500e-04, eta: 2:46:44, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7646, top5_acc: 0.9255, loss_cls: 0.9059, loss: 0.9059, grad_norm: 8.5631 2021-04-01 09:22:52,280 - mmaction - INFO - Epoch [44][800/1760] lr: 1.500e-04, eta: 2:46:26, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7495, top5_acc: 0.9130, loss_cls: 0.9692, loss: 0.9692, grad_norm: 9.0528 2021-04-01 09:23:08,656 - mmaction - INFO - Epoch [44][820/1760] lr: 1.500e-04, eta: 2:46:09, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7698, top5_acc: 0.9271, loss_cls: 0.8618, loss: 0.8618, grad_norm: 8.5038 2021-04-01 09:23:25,030 - mmaction - INFO - Epoch [44][840/1760] lr: 1.500e-04, eta: 2:45:51, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7682, top5_acc: 0.9302, loss_cls: 0.8465, loss: 0.8465, grad_norm: 8.1374 2021-04-01 09:23:41,436 - mmaction - INFO - Epoch [44][860/1760] lr: 1.500e-04, eta: 2:45:34, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7646, top5_acc: 0.9333, loss_cls: 0.8767, loss: 0.8767, grad_norm: 8.5529 2021-04-01 09:23:57,829 - mmaction - INFO - Epoch [44][880/1760] lr: 1.500e-04, eta: 2:45:16, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7698, top5_acc: 0.9271, loss_cls: 0.9048, loss: 0.9048, grad_norm: 8.8354 2021-04-01 09:24:14,205 - mmaction - INFO - Epoch [44][900/1760] lr: 1.500e-04, eta: 2:44:59, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7359, top5_acc: 0.9099, loss_cls: 0.9775, loss: 0.9775, grad_norm: 8.8238 2021-04-01 09:24:30,591 - mmaction - INFO - Epoch [44][920/1760] lr: 1.500e-04, eta: 2:44:41, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7734, top5_acc: 0.9245, loss_cls: 0.8752, loss: 0.8752, grad_norm: 8.0590 2021-04-01 09:24:46,984 - mmaction - INFO - Epoch [44][940/1760] lr: 1.500e-04, eta: 2:44:24, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7682, top5_acc: 0.9260, loss_cls: 0.8896, loss: 0.8896, grad_norm: 8.8538 2021-04-01 09:25:03,364 - mmaction - INFO - Epoch [44][960/1760] lr: 1.500e-04, eta: 2:44:06, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7552, top5_acc: 0.9187, loss_cls: 0.9135, loss: 0.9135, grad_norm: 8.5388 2021-04-01 09:25:19,747 - mmaction - INFO - Epoch [44][980/1760] lr: 1.500e-04, eta: 2:43:49, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7651, top5_acc: 0.9250, loss_cls: 0.8974, loss: 0.8974, grad_norm: 8.4157 2021-04-01 09:25:36,123 - mmaction - INFO - Epoch [44][1000/1760] lr: 1.500e-04, eta: 2:43:31, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7599, top5_acc: 0.9156, loss_cls: 0.9528, loss: 0.9528, grad_norm: 8.7550 2021-04-01 09:25:52,510 - mmaction - INFO - Epoch [44][1020/1760] lr: 1.500e-04, eta: 2:43:14, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7740, top5_acc: 0.9297, loss_cls: 0.8537, loss: 0.8537, grad_norm: 8.4325 2021-04-01 09:26:08,892 - mmaction - INFO - Epoch [44][1040/1760] lr: 1.500e-04, eta: 2:42:56, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7698, top5_acc: 0.9365, loss_cls: 0.8530, loss: 0.8530, grad_norm: 8.6856 2021-04-01 09:26:25,296 - mmaction - INFO - Epoch [44][1060/1760] lr: 1.500e-04, eta: 2:42:39, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7599, top5_acc: 0.9250, loss_cls: 0.9189, loss: 0.9189, grad_norm: 8.5144 2021-04-01 09:26:41,645 - mmaction - INFO - Epoch [44][1080/1760] lr: 1.500e-04, eta: 2:42:21, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7604, top5_acc: 0.9224, loss_cls: 0.9214, loss: 0.9214, grad_norm: 8.6420 2021-04-01 09:26:58,063 - mmaction - INFO - Epoch [44][1100/1760] lr: 1.500e-04, eta: 2:42:04, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7646, top5_acc: 0.9208, loss_cls: 0.9021, loss: 0.9021, grad_norm: 8.4620 2021-04-01 09:27:14,441 - mmaction - INFO - Epoch [44][1120/1760] lr: 1.500e-04, eta: 2:41:47, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7844, top5_acc: 0.9297, loss_cls: 0.8417, loss: 0.8417, grad_norm: 8.2729 2021-04-01 09:27:30,828 - mmaction - INFO - Epoch [44][1140/1760] lr: 1.500e-04, eta: 2:41:29, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7760, top5_acc: 0.9219, loss_cls: 0.8775, loss: 0.8775, grad_norm: 8.4446 2021-04-01 09:27:47,204 - mmaction - INFO - Epoch [44][1160/1760] lr: 1.500e-04, eta: 2:41:12, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7453, top5_acc: 0.9125, loss_cls: 0.9741, loss: 0.9741, grad_norm: 8.7881 2021-04-01 09:28:03,573 - mmaction - INFO - Epoch [44][1180/1760] lr: 1.500e-04, eta: 2:40:54, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7724, top5_acc: 0.9182, loss_cls: 0.9012, loss: 0.9012, grad_norm: 8.3486 2021-04-01 09:28:19,967 - mmaction - INFO - Epoch [44][1200/1760] lr: 1.500e-04, eta: 2:40:37, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7510, top5_acc: 0.9109, loss_cls: 0.9773, loss: 0.9773, grad_norm: 8.7341 2021-04-01 09:28:36,364 - mmaction - INFO - Epoch [44][1220/1760] lr: 1.500e-04, eta: 2:40:19, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7646, top5_acc: 0.9240, loss_cls: 0.9314, loss: 0.9314, grad_norm: 8.6341 2021-04-01 09:28:52,741 - mmaction - INFO - Epoch [44][1240/1760] lr: 1.500e-04, eta: 2:40:02, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7760, top5_acc: 0.9318, loss_cls: 0.8631, loss: 0.8631, grad_norm: 8.1668 2021-04-01 09:29:09,136 - mmaction - INFO - Epoch [44][1260/1760] lr: 1.500e-04, eta: 2:39:44, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7609, top5_acc: 0.9281, loss_cls: 0.9013, loss: 0.9013, grad_norm: 8.5492 2021-04-01 09:29:25,499 - mmaction - INFO - Epoch [44][1280/1760] lr: 1.500e-04, eta: 2:39:27, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7646, top5_acc: 0.9234, loss_cls: 0.9065, loss: 0.9065, grad_norm: 8.3538 2021-04-01 09:29:41,840 - mmaction - INFO - Epoch [44][1300/1760] lr: 1.500e-04, eta: 2:39:09, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7583, top5_acc: 0.9161, loss_cls: 0.9370, loss: 0.9370, grad_norm: 8.5035 2021-04-01 09:29:58,279 - mmaction - INFO - Epoch [44][1320/1760] lr: 1.500e-04, eta: 2:38:52, time: 0.823, data_time: 0.002, memory: 10390, top1_acc: 0.7505, top5_acc: 0.9182, loss_cls: 0.9312, loss: 0.9312, grad_norm: 8.7706 2021-04-01 09:30:14,673 - mmaction - INFO - Epoch [44][1340/1760] lr: 1.500e-04, eta: 2:38:34, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7547, top5_acc: 0.9370, loss_cls: 0.8988, loss: 0.8988, grad_norm: 8.6753 2021-04-01 09:30:31,036 - mmaction - INFO - Epoch [44][1360/1760] lr: 1.500e-04, eta: 2:38:17, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7438, top5_acc: 0.9130, loss_cls: 0.9703, loss: 0.9703, grad_norm: 8.8173 2021-04-01 09:30:47,442 - mmaction - INFO - Epoch [44][1380/1760] lr: 1.500e-04, eta: 2:37:59, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7620, top5_acc: 0.9271, loss_cls: 0.8897, loss: 0.8897, grad_norm: 8.6044 2021-04-01 09:31:03,799 - mmaction - INFO - Epoch [44][1400/1760] lr: 1.500e-04, eta: 2:37:42, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7552, top5_acc: 0.9203, loss_cls: 0.9142, loss: 0.9142, grad_norm: 8.4661 2021-04-01 09:31:20,132 - mmaction - INFO - Epoch [44][1420/1760] lr: 1.500e-04, eta: 2:37:25, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7651, top5_acc: 0.9344, loss_cls: 0.8675, loss: 0.8675, grad_norm: 8.5508 2021-04-01 09:31:36,466 - mmaction - INFO - Epoch [44][1440/1760] lr: 1.500e-04, eta: 2:37:07, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7714, top5_acc: 0.9292, loss_cls: 0.8911, loss: 0.8911, grad_norm: 8.6282 2021-04-01 09:31:52,767 - mmaction - INFO - Epoch [44][1460/1760] lr: 1.500e-04, eta: 2:36:50, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.7641, top5_acc: 0.9219, loss_cls: 0.9036, loss: 0.9036, grad_norm: 8.5183 2021-04-01 09:32:09,165 - mmaction - INFO - Epoch [44][1480/1760] lr: 1.500e-04, eta: 2:36:32, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7510, top5_acc: 0.9276, loss_cls: 0.9273, loss: 0.9273, grad_norm: 8.8358 2021-04-01 09:32:25,538 - mmaction - INFO - Epoch [44][1500/1760] lr: 1.500e-04, eta: 2:36:15, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7578, top5_acc: 0.9203, loss_cls: 0.9394, loss: 0.9394, grad_norm: 8.6970 2021-04-01 09:32:41,882 - mmaction - INFO - Epoch [44][1520/1760] lr: 1.500e-04, eta: 2:35:57, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7557, top5_acc: 0.9354, loss_cls: 0.8861, loss: 0.8861, grad_norm: 8.8368 2021-04-01 09:32:58,240 - mmaction - INFO - Epoch [44][1540/1760] lr: 1.500e-04, eta: 2:35:40, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7672, top5_acc: 0.9297, loss_cls: 0.8978, loss: 0.8978, grad_norm: 8.6137 2021-04-01 09:33:14,605 - mmaction - INFO - Epoch [44][1560/1760] lr: 1.500e-04, eta: 2:35:22, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7552, top5_acc: 0.9099, loss_cls: 0.9654, loss: 0.9654, grad_norm: 8.7782 2021-04-01 09:33:30,943 - mmaction - INFO - Epoch [44][1580/1760] lr: 1.500e-04, eta: 2:35:05, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7646, top5_acc: 0.9109, loss_cls: 0.9338, loss: 0.9338, grad_norm: 8.5826 2021-04-01 09:33:47,228 - mmaction - INFO - Epoch [44][1600/1760] lr: 1.500e-04, eta: 2:34:47, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.7505, top5_acc: 0.9208, loss_cls: 0.9357, loss: 0.9357, grad_norm: 8.7918 2021-04-01 09:34:03,629 - mmaction - INFO - Epoch [44][1620/1760] lr: 1.500e-04, eta: 2:34:30, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7630, top5_acc: 0.9302, loss_cls: 0.8786, loss: 0.8786, grad_norm: 8.5127 2021-04-01 09:34:20,004 - mmaction - INFO - Epoch [44][1640/1760] lr: 1.500e-04, eta: 2:34:12, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7599, top5_acc: 0.9292, loss_cls: 0.8729, loss: 0.8729, grad_norm: 8.5177 2021-04-01 09:34:36,318 - mmaction - INFO - Epoch [44][1660/1760] lr: 1.500e-04, eta: 2:33:55, time: 0.816, data_time: 0.000, memory: 10390, top1_acc: 0.7599, top5_acc: 0.9198, loss_cls: 0.9261, loss: 0.9261, grad_norm: 8.5204 2021-04-01 09:34:52,793 - mmaction - INFO - Epoch [44][1680/1760] lr: 1.500e-04, eta: 2:33:37, time: 0.823, data_time: 0.002, memory: 10390, top1_acc: 0.7693, top5_acc: 0.9297, loss_cls: 0.8904, loss: 0.8904, grad_norm: 8.5250 2021-04-01 09:35:09,192 - mmaction - INFO - Epoch [44][1700/1760] lr: 1.500e-04, eta: 2:33:20, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.7719, top5_acc: 0.9286, loss_cls: 0.8828, loss: 0.8828, grad_norm: 8.4904 2021-04-01 09:35:25,659 - mmaction - INFO - Epoch [44][1720/1760] lr: 1.500e-04, eta: 2:33:03, time: 0.823, data_time: 0.002, memory: 10390, top1_acc: 0.7661, top5_acc: 0.9292, loss_cls: 0.8951, loss: 0.8951, grad_norm: 8.5532 2021-04-01 09:35:42,206 - mmaction - INFO - Epoch [44][1740/1760] lr: 1.500e-04, eta: 2:32:45, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7594, top5_acc: 0.9271, loss_cls: 0.8956, loss: 0.8956, grad_norm: 8.4639 2021-04-01 09:35:58,480 - mmaction - INFO - Epoch [44][1760/1760] lr: 1.500e-04, eta: 2:32:28, time: 0.813, data_time: 0.002, memory: 10390, top1_acc: 0.7701, top5_acc: 0.9370, loss_cls: 0.8370, loss: 0.8370, grad_norm: 8.3171 2021-04-01 09:35:59,839 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-04-01 09:39:38,312 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 09:39:38,640 - mmaction - INFO - top1_acc 0.6086 top5_acc 0.8661 2021-04-01 09:39:38,640 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 09:39:38,662 - mmaction - INFO - mean_acc 0.5482 2021-04-01 09:39:38,667 - mmaction - INFO - Epoch(val) [44][1760] top1_acc: 0.6086, top5_acc: 0.8661, mean_class_accuracy: 0.5482 2021-04-01 09:40:23,940 - mmaction - INFO - Epoch [45][20/1760] lr: 1.500e-04, eta: 2:32:14, time: 2.263, data_time: 1.447, memory: 10390, top1_acc: 0.7714, top5_acc: 0.9250, loss_cls: 0.8586, loss: 0.8586, grad_norm: 8.5916 2021-04-01 09:40:40,071 - mmaction - INFO - Epoch [45][40/1760] lr: 1.500e-04, eta: 2:31:57, time: 0.807, data_time: 0.002, memory: 10390, top1_acc: 0.7630, top5_acc: 0.9229, loss_cls: 0.8966, loss: 0.8966, grad_norm: 8.5130 2021-04-01 09:40:56,294 - mmaction - INFO - Epoch [45][60/1760] lr: 1.500e-04, eta: 2:31:39, time: 0.811, data_time: 0.002, memory: 10390, top1_acc: 0.7708, top5_acc: 0.9255, loss_cls: 0.8968, loss: 0.8968, grad_norm: 8.5588 2021-04-01 09:41:12,662 - mmaction - INFO - Epoch [45][80/1760] lr: 1.500e-04, eta: 2:31:22, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7776, top5_acc: 0.9318, loss_cls: 0.8756, loss: 0.8756, grad_norm: 8.4874 2021-04-01 09:41:29,088 - mmaction - INFO - Epoch [45][100/1760] lr: 1.500e-04, eta: 2:31:04, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7651, top5_acc: 0.9271, loss_cls: 0.8840, loss: 0.8840, grad_norm: 8.7575 2021-04-01 09:41:45,438 - mmaction - INFO - Epoch [45][120/1760] lr: 1.500e-04, eta: 2:30:47, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7604, top5_acc: 0.9219, loss_cls: 0.9073, loss: 0.9073, grad_norm: 8.5045 2021-04-01 09:42:01,852 - mmaction - INFO - Epoch [45][140/1760] lr: 1.500e-04, eta: 2:30:29, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7656, top5_acc: 0.9240, loss_cls: 0.8965, loss: 0.8965, grad_norm: 8.5492 2021-04-01 09:42:18,222 - mmaction - INFO - Epoch [45][160/1760] lr: 1.500e-04, eta: 2:30:12, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7630, top5_acc: 0.9234, loss_cls: 0.8954, loss: 0.8954, grad_norm: 8.6710 2021-04-01 09:42:34,612 - mmaction - INFO - Epoch [45][180/1760] lr: 1.500e-04, eta: 2:29:54, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7562, top5_acc: 0.9151, loss_cls: 0.9388, loss: 0.9388, grad_norm: 8.7156 2021-04-01 09:42:50,990 - mmaction - INFO - Epoch [45][200/1760] lr: 1.500e-04, eta: 2:29:37, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7693, top5_acc: 0.9250, loss_cls: 0.8811, loss: 0.8811, grad_norm: 8.6123 2021-04-01 09:43:07,364 - mmaction - INFO - Epoch [45][220/1760] lr: 1.500e-04, eta: 2:29:19, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7667, top5_acc: 0.9229, loss_cls: 0.9122, loss: 0.9122, grad_norm: 8.9556 2021-04-01 09:43:23,741 - mmaction - INFO - Epoch [45][240/1760] lr: 1.500e-04, eta: 2:29:02, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7599, top5_acc: 0.9297, loss_cls: 0.8836, loss: 0.8836, grad_norm: 8.4662 2021-04-01 09:43:40,147 - mmaction - INFO - Epoch [45][260/1760] lr: 1.500e-04, eta: 2:28:45, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7661, top5_acc: 0.9187, loss_cls: 0.9160, loss: 0.9160, grad_norm: 8.5589 2021-04-01 09:43:56,517 - mmaction - INFO - Epoch [45][280/1760] lr: 1.500e-04, eta: 2:28:27, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7703, top5_acc: 0.9286, loss_cls: 0.8764, loss: 0.8764, grad_norm: 8.5880 2021-04-01 09:44:12,924 - mmaction - INFO - Epoch [45][300/1760] lr: 1.500e-04, eta: 2:28:10, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7745, top5_acc: 0.9349, loss_cls: 0.8307, loss: 0.8307, grad_norm: 8.4370 2021-04-01 09:44:29,276 - mmaction - INFO - Epoch [45][320/1760] lr: 1.500e-04, eta: 2:27:52, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7635, top5_acc: 0.9281, loss_cls: 0.9021, loss: 0.9021, grad_norm: 8.5464 2021-04-01 09:44:45,697 - mmaction - INFO - Epoch [45][340/1760] lr: 1.500e-04, eta: 2:27:35, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7594, top5_acc: 0.9286, loss_cls: 0.8933, loss: 0.8933, grad_norm: 8.7225 2021-04-01 09:45:02,104 - mmaction - INFO - Epoch [45][360/1760] lr: 1.500e-04, eta: 2:27:17, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7766, top5_acc: 0.9271, loss_cls: 0.8750, loss: 0.8750, grad_norm: 8.5322 2021-04-01 09:45:18,450 - mmaction - INFO - Epoch [45][380/1760] lr: 1.500e-04, eta: 2:27:00, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7547, top5_acc: 0.9229, loss_cls: 0.9111, loss: 0.9111, grad_norm: 8.7170 2021-04-01 09:45:34,842 - mmaction - INFO - Epoch [45][400/1760] lr: 1.500e-04, eta: 2:26:42, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7531, top5_acc: 0.9120, loss_cls: 0.9503, loss: 0.9503, grad_norm: 8.8414 2021-04-01 09:45:51,221 - mmaction - INFO - Epoch [45][420/1760] lr: 1.500e-04, eta: 2:26:25, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7630, top5_acc: 0.9250, loss_cls: 0.9115, loss: 0.9115, grad_norm: 8.4869 2021-04-01 09:46:07,606 - mmaction - INFO - Epoch [45][440/1760] lr: 1.500e-04, eta: 2:26:08, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7724, top5_acc: 0.9271, loss_cls: 0.8512, loss: 0.8512, grad_norm: 8.3064 2021-04-01 09:46:23,981 - mmaction - INFO - Epoch [45][460/1760] lr: 1.500e-04, eta: 2:25:50, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7594, top5_acc: 0.9286, loss_cls: 0.9004, loss: 0.9004, grad_norm: 8.8403 2021-04-01 09:46:40,387 - mmaction - INFO - Epoch [45][480/1760] lr: 1.500e-04, eta: 2:25:33, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7604, top5_acc: 0.9266, loss_cls: 0.9250, loss: 0.9250, grad_norm: 8.9656 2021-04-01 09:46:56,754 - mmaction - INFO - Epoch [45][500/1760] lr: 1.500e-04, eta: 2:25:15, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7677, top5_acc: 0.9229, loss_cls: 0.8996, loss: 0.8996, grad_norm: 8.4907 2021-04-01 09:47:13,144 - mmaction - INFO - Epoch [45][520/1760] lr: 1.500e-04, eta: 2:24:58, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7542, top5_acc: 0.9172, loss_cls: 0.9110, loss: 0.9110, grad_norm: 8.3523 2021-04-01 09:47:29,520 - mmaction - INFO - Epoch [45][540/1760] lr: 1.500e-04, eta: 2:24:40, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7661, top5_acc: 0.9234, loss_cls: 0.8791, loss: 0.8791, grad_norm: 8.5556 2021-04-01 09:47:45,869 - mmaction - INFO - Epoch [45][560/1760] lr: 1.500e-04, eta: 2:24:23, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7672, top5_acc: 0.9333, loss_cls: 0.8726, loss: 0.8726, grad_norm: 8.7480 2021-04-01 09:48:02,315 - mmaction - INFO - Epoch [45][580/1760] lr: 1.500e-04, eta: 2:24:05, time: 0.823, data_time: 0.001, memory: 10390, top1_acc: 0.7708, top5_acc: 0.9276, loss_cls: 0.8819, loss: 0.8819, grad_norm: 8.4730 2021-04-01 09:48:18,680 - mmaction - INFO - Epoch [45][600/1760] lr: 1.500e-04, eta: 2:23:48, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7635, top5_acc: 0.9234, loss_cls: 0.9141, loss: 0.9141, grad_norm: 8.6838 2021-04-01 09:48:35,056 - mmaction - INFO - Epoch [45][620/1760] lr: 1.500e-04, eta: 2:23:30, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7786, top5_acc: 0.9344, loss_cls: 0.8444, loss: 0.8444, grad_norm: 8.2966 2021-04-01 09:48:51,447 - mmaction - INFO - Epoch [45][640/1760] lr: 1.500e-04, eta: 2:23:13, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7479, top5_acc: 0.9167, loss_cls: 0.9487, loss: 0.9487, grad_norm: 9.5176 2021-04-01 09:49:07,820 - mmaction - INFO - Epoch [45][660/1760] lr: 1.500e-04, eta: 2:22:56, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7688, top5_acc: 0.9234, loss_cls: 0.8835, loss: 0.8835, grad_norm: 8.4375 2021-04-01 09:49:24,233 - mmaction - INFO - Epoch [45][680/1760] lr: 1.500e-04, eta: 2:22:38, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7615, top5_acc: 0.9250, loss_cls: 0.8951, loss: 0.8951, grad_norm: 8.7057 2021-04-01 09:49:40,546 - mmaction - INFO - Epoch [45][700/1760] lr: 1.500e-04, eta: 2:22:21, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7729, top5_acc: 0.9240, loss_cls: 0.8891, loss: 0.8891, grad_norm: 8.5067 2021-04-01 09:49:56,995 - mmaction - INFO - Epoch [45][720/1760] lr: 1.500e-04, eta: 2:22:03, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.7698, top5_acc: 0.9307, loss_cls: 0.8826, loss: 0.8826, grad_norm: 8.6863 2021-04-01 09:50:13,353 - mmaction - INFO - Epoch [45][740/1760] lr: 1.500e-04, eta: 2:21:46, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7719, top5_acc: 0.9281, loss_cls: 0.8460, loss: 0.8460, grad_norm: 8.3699 2021-04-01 09:50:29,677 - mmaction - INFO - Epoch [45][760/1760] lr: 1.500e-04, eta: 2:21:28, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7708, top5_acc: 0.9167, loss_cls: 0.9379, loss: 0.9379, grad_norm: 8.5834 2021-04-01 09:50:46,017 - mmaction - INFO - Epoch [45][780/1760] lr: 1.500e-04, eta: 2:21:11, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7615, top5_acc: 0.9245, loss_cls: 0.8975, loss: 0.8975, grad_norm: 8.7145 2021-04-01 09:51:02,388 - mmaction - INFO - Epoch [45][800/1760] lr: 1.500e-04, eta: 2:20:53, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7438, top5_acc: 0.9219, loss_cls: 0.9444, loss: 0.9444, grad_norm: 8.8570 2021-04-01 09:51:18,764 - mmaction - INFO - Epoch [45][820/1760] lr: 1.500e-04, eta: 2:20:36, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7719, top5_acc: 0.9229, loss_cls: 0.8872, loss: 0.8872, grad_norm: 8.5864 2021-04-01 09:51:35,084 - mmaction - INFO - Epoch [45][840/1760] lr: 1.500e-04, eta: 2:20:19, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7536, top5_acc: 0.9302, loss_cls: 0.8921, loss: 0.8921, grad_norm: 8.6830 2021-04-01 09:51:51,458 - mmaction - INFO - Epoch [45][860/1760] lr: 1.500e-04, eta: 2:20:01, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7745, top5_acc: 0.9219, loss_cls: 0.8778, loss: 0.8778, grad_norm: 8.4878 2021-04-01 09:52:07,858 - mmaction - INFO - Epoch [45][880/1760] lr: 1.500e-04, eta: 2:19:44, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7651, top5_acc: 0.9307, loss_cls: 0.8765, loss: 0.8765, grad_norm: 8.4685 2021-04-01 09:52:24,273 - mmaction - INFO - Epoch [45][900/1760] lr: 1.500e-04, eta: 2:19:26, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.7714, top5_acc: 0.9203, loss_cls: 0.9091, loss: 0.9091, grad_norm: 8.3160 2021-04-01 09:52:40,629 - mmaction - INFO - Epoch [45][920/1760] lr: 1.500e-04, eta: 2:19:09, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7609, top5_acc: 0.9229, loss_cls: 0.9222, loss: 0.9222, grad_norm: 8.8169 2021-04-01 09:52:56,994 - mmaction - INFO - Epoch [45][940/1760] lr: 1.500e-04, eta: 2:18:51, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7714, top5_acc: 0.9286, loss_cls: 0.8712, loss: 0.8712, grad_norm: 8.4313 2021-04-01 09:53:13,360 - mmaction - INFO - Epoch [45][960/1760] lr: 1.500e-04, eta: 2:18:34, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7469, top5_acc: 0.9313, loss_cls: 0.9354, loss: 0.9354, grad_norm: 8.8123 2021-04-01 09:53:29,714 - mmaction - INFO - Epoch [45][980/1760] lr: 1.500e-04, eta: 2:18:17, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7854, top5_acc: 0.9344, loss_cls: 0.8341, loss: 0.8341, grad_norm: 8.4355 2021-04-01 09:53:46,045 - mmaction - INFO - Epoch [45][1000/1760] lr: 1.500e-04, eta: 2:17:59, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7734, top5_acc: 0.9224, loss_cls: 0.8927, loss: 0.8927, grad_norm: 8.4776 2021-04-01 09:54:02,422 - mmaction - INFO - Epoch [45][1020/1760] lr: 1.500e-04, eta: 2:17:42, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7609, top5_acc: 0.9229, loss_cls: 0.8996, loss: 0.8996, grad_norm: 8.6672 2021-04-01 09:54:18,766 - mmaction - INFO - Epoch [45][1040/1760] lr: 1.500e-04, eta: 2:17:24, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7620, top5_acc: 0.9250, loss_cls: 0.9136, loss: 0.9136, grad_norm: 8.6874 2021-04-01 09:54:35,169 - mmaction - INFO - Epoch [45][1060/1760] lr: 1.500e-04, eta: 2:17:07, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.7516, top5_acc: 0.9172, loss_cls: 0.9453, loss: 0.9453, grad_norm: 8.7070 2021-04-01 09:54:51,538 - mmaction - INFO - Epoch [45][1080/1760] lr: 1.500e-04, eta: 2:16:49, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7609, top5_acc: 0.9255, loss_cls: 0.8888, loss: 0.8888, grad_norm: 8.5363 2021-04-01 09:55:07,867 - mmaction - INFO - Epoch [45][1100/1760] lr: 1.500e-04, eta: 2:16:32, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7604, top5_acc: 0.9266, loss_cls: 0.8807, loss: 0.8807, grad_norm: 8.6999 2021-04-01 09:55:24,208 - mmaction - INFO - Epoch [45][1120/1760] lr: 1.500e-04, eta: 2:16:14, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7594, top5_acc: 0.9203, loss_cls: 0.9342, loss: 0.9342, grad_norm: 8.6761 2021-04-01 09:55:40,556 - mmaction - INFO - Epoch [45][1140/1760] lr: 1.500e-04, eta: 2:15:57, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7734, top5_acc: 0.9260, loss_cls: 0.8680, loss: 0.8680, grad_norm: 8.6827 2021-04-01 09:55:56,952 - mmaction - INFO - Epoch [45][1160/1760] lr: 1.500e-04, eta: 2:15:40, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7589, top5_acc: 0.9177, loss_cls: 0.9161, loss: 0.9161, grad_norm: 8.5529 2021-04-01 09:56:13,335 - mmaction - INFO - Epoch [45][1180/1760] lr: 1.500e-04, eta: 2:15:22, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7688, top5_acc: 0.9333, loss_cls: 0.8691, loss: 0.8691, grad_norm: 8.6332 2021-04-01 09:56:29,644 - mmaction - INFO - Epoch [45][1200/1760] lr: 1.500e-04, eta: 2:15:05, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.7495, top5_acc: 0.9234, loss_cls: 0.9184, loss: 0.9184, grad_norm: 8.8185 2021-04-01 09:56:45,999 - mmaction - INFO - Epoch [45][1220/1760] lr: 1.500e-04, eta: 2:14:47, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7797, top5_acc: 0.9328, loss_cls: 0.8610, loss: 0.8610, grad_norm: 8.5179 2021-04-01 09:57:02,398 - mmaction - INFO - Epoch [45][1240/1760] lr: 1.500e-04, eta: 2:14:30, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7682, top5_acc: 0.9245, loss_cls: 0.8642, loss: 0.8642, grad_norm: 8.4582 2021-04-01 09:57:18,729 - mmaction - INFO - Epoch [45][1260/1760] lr: 1.500e-04, eta: 2:14:12, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7786, top5_acc: 0.9307, loss_cls: 0.8449, loss: 0.8449, grad_norm: 8.3880 2021-04-01 09:57:35,129 - mmaction - INFO - Epoch [45][1280/1760] lr: 1.500e-04, eta: 2:13:55, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7609, top5_acc: 0.9229, loss_cls: 0.8949, loss: 0.8949, grad_norm: 8.4446 2021-04-01 09:57:51,554 - mmaction - INFO - Epoch [45][1300/1760] lr: 1.500e-04, eta: 2:13:38, time: 0.822, data_time: 0.001, memory: 10390, top1_acc: 0.7641, top5_acc: 0.9172, loss_cls: 0.9090, loss: 0.9090, grad_norm: 8.6485 2021-04-01 09:58:07,952 - mmaction - INFO - Epoch [45][1320/1760] lr: 1.500e-04, eta: 2:13:20, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7495, top5_acc: 0.9135, loss_cls: 0.9639, loss: 0.9639, grad_norm: 8.7531 2021-04-01 09:58:24,268 - mmaction - INFO - Epoch [45][1340/1760] lr: 1.500e-04, eta: 2:13:03, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.7536, top5_acc: 0.9203, loss_cls: 0.9358, loss: 0.9358, grad_norm: 8.8772 2021-04-01 09:58:40,630 - mmaction - INFO - Epoch [45][1360/1760] lr: 1.500e-04, eta: 2:12:45, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7635, top5_acc: 0.9292, loss_cls: 0.8974, loss: 0.8974, grad_norm: 8.6766 2021-04-01 09:58:57,016 - mmaction - INFO - Epoch [45][1380/1760] lr: 1.500e-04, eta: 2:12:28, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7651, top5_acc: 0.9276, loss_cls: 0.8788, loss: 0.8788, grad_norm: 8.6716 2021-04-01 09:59:13,380 - mmaction - INFO - Epoch [45][1400/1760] lr: 1.500e-04, eta: 2:12:10, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7505, top5_acc: 0.9255, loss_cls: 0.9399, loss: 0.9399, grad_norm: 8.8824 2021-04-01 09:59:29,768 - mmaction - INFO - Epoch [45][1420/1760] lr: 1.500e-04, eta: 2:11:53, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7547, top5_acc: 0.9203, loss_cls: 0.9229, loss: 0.9229, grad_norm: 8.8550 2021-04-01 09:59:46,107 - mmaction - INFO - Epoch [45][1440/1760] lr: 1.500e-04, eta: 2:11:36, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7505, top5_acc: 0.9328, loss_cls: 0.9156, loss: 0.9156, grad_norm: 8.7369 2021-04-01 10:00:02,460 - mmaction - INFO - Epoch [45][1460/1760] lr: 1.500e-04, eta: 2:11:18, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7708, top5_acc: 0.9250, loss_cls: 0.8564, loss: 0.8564, grad_norm: 8.2921 2021-04-01 10:00:18,802 - mmaction - INFO - Epoch [45][1480/1760] lr: 1.500e-04, eta: 2:11:01, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7349, top5_acc: 0.9167, loss_cls: 0.9791, loss: 0.9791, grad_norm: 9.1089 2021-04-01 10:00:35,220 - mmaction - INFO - Epoch [45][1500/1760] lr: 1.500e-04, eta: 2:10:43, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7557, top5_acc: 0.9208, loss_cls: 0.9360, loss: 0.9360, grad_norm: 8.9602 2021-04-01 10:00:51,534 - mmaction - INFO - Epoch [45][1520/1760] lr: 1.500e-04, eta: 2:10:26, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.7573, top5_acc: 0.9172, loss_cls: 0.9621, loss: 0.9621, grad_norm: 8.8299 2021-04-01 10:01:07,899 - mmaction - INFO - Epoch [45][1540/1760] lr: 1.500e-04, eta: 2:10:08, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7641, top5_acc: 0.9302, loss_cls: 0.8948, loss: 0.8948, grad_norm: 8.6141 2021-04-01 10:01:24,296 - mmaction - INFO - Epoch [45][1560/1760] lr: 1.500e-04, eta: 2:09:51, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7740, top5_acc: 0.9271, loss_cls: 0.8650, loss: 0.8650, grad_norm: 8.3362 2021-04-01 10:01:41,843 - mmaction - INFO - Epoch [45][1580/1760] lr: 1.500e-04, eta: 2:09:34, time: 0.877, data_time: 0.061, memory: 10390, top1_acc: 0.7552, top5_acc: 0.9271, loss_cls: 0.9410, loss: 0.9410, grad_norm: 8.7748 2021-04-01 10:01:58,164 - mmaction - INFO - Epoch [45][1600/1760] lr: 1.500e-04, eta: 2:09:16, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7552, top5_acc: 0.9203, loss_cls: 0.9700, loss: 0.9700, grad_norm: 8.7977 2021-04-01 10:02:14,543 - mmaction - INFO - Epoch [45][1620/1760] lr: 1.500e-04, eta: 2:08:59, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7729, top5_acc: 0.9214, loss_cls: 0.8889, loss: 0.8889, grad_norm: 8.6919 2021-04-01 10:02:30,895 - mmaction - INFO - Epoch [45][1640/1760] lr: 1.500e-04, eta: 2:08:41, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7818, top5_acc: 0.9255, loss_cls: 0.8769, loss: 0.8769, grad_norm: 8.2656 2021-04-01 10:02:47,325 - mmaction - INFO - Epoch [45][1660/1760] lr: 1.500e-04, eta: 2:08:24, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7573, top5_acc: 0.9260, loss_cls: 0.8938, loss: 0.8938, grad_norm: 8.5601 2021-04-01 10:03:03,748 - mmaction - INFO - Epoch [45][1680/1760] lr: 1.500e-04, eta: 2:08:07, time: 0.822, data_time: 0.001, memory: 10390, top1_acc: 0.7740, top5_acc: 0.9245, loss_cls: 0.8623, loss: 0.8623, grad_norm: 8.2383 2021-04-01 10:03:20,112 - mmaction - INFO - Epoch [45][1700/1760] lr: 1.500e-04, eta: 2:07:49, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7443, top5_acc: 0.9146, loss_cls: 0.9515, loss: 0.9515, grad_norm: 8.9996 2021-04-01 10:03:36,519 - mmaction - INFO - Epoch [45][1720/1760] lr: 1.500e-04, eta: 2:07:32, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.7719, top5_acc: 0.9313, loss_cls: 0.8602, loss: 0.8602, grad_norm: 8.2805 2021-04-01 10:03:52,865 - mmaction - INFO - Epoch [45][1740/1760] lr: 1.500e-04, eta: 2:07:14, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7521, top5_acc: 0.9141, loss_cls: 0.9310, loss: 0.9310, grad_norm: 8.7667 2021-04-01 10:04:09,018 - mmaction - INFO - Epoch [45][1760/1760] lr: 1.500e-04, eta: 2:06:57, time: 0.808, data_time: 0.001, memory: 10390, top1_acc: 0.7712, top5_acc: 0.9290, loss_cls: 0.8704, loss: 0.8704, grad_norm: 8.5341 2021-04-01 10:04:09,729 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-04-01 10:04:49,403 - mmaction - INFO - Epoch [46][20/1760] lr: 1.500e-04, eta: 2:06:42, time: 1.968, data_time: 1.155, memory: 10390, top1_acc: 0.7510, top5_acc: 0.9349, loss_cls: 0.8922, loss: 0.8922, grad_norm: 8.7998 2021-04-01 10:05:05,819 - mmaction - INFO - Epoch [46][40/1760] lr: 1.500e-04, eta: 2:06:25, time: 0.821, data_time: 0.006, memory: 10390, top1_acc: 0.7651, top5_acc: 0.9224, loss_cls: 0.9125, loss: 0.9125, grad_norm: 8.7584 2021-04-01 10:05:22,199 - mmaction - INFO - Epoch [46][60/1760] lr: 1.500e-04, eta: 2:06:07, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7672, top5_acc: 0.9229, loss_cls: 0.8769, loss: 0.8769, grad_norm: 8.6360 2021-04-01 10:05:38,593 - mmaction - INFO - Epoch [46][80/1760] lr: 1.500e-04, eta: 2:05:50, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7708, top5_acc: 0.9302, loss_cls: 0.8770, loss: 0.8770, grad_norm: 8.6545 2021-04-01 10:05:54,976 - mmaction - INFO - Epoch [46][100/1760] lr: 1.500e-04, eta: 2:05:32, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7714, top5_acc: 0.9328, loss_cls: 0.8752, loss: 0.8752, grad_norm: 8.8109 2021-04-01 10:06:11,353 - mmaction - INFO - Epoch [46][120/1760] lr: 1.500e-04, eta: 2:05:15, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7667, top5_acc: 0.9276, loss_cls: 0.8913, loss: 0.8913, grad_norm: 8.7573 2021-04-01 10:06:27,739 - mmaction - INFO - Epoch [46][140/1760] lr: 1.500e-04, eta: 2:04:58, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7667, top5_acc: 0.9250, loss_cls: 0.8934, loss: 0.8934, grad_norm: 8.6961 2021-04-01 10:06:44,172 - mmaction - INFO - Epoch [46][160/1760] lr: 1.500e-04, eta: 2:04:40, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7646, top5_acc: 0.9271, loss_cls: 0.8877, loss: 0.8877, grad_norm: 8.5525 2021-04-01 10:07:00,569 - mmaction - INFO - Epoch [46][180/1760] lr: 1.500e-04, eta: 2:04:23, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7672, top5_acc: 0.9271, loss_cls: 0.8729, loss: 0.8729, grad_norm: 8.4817 2021-04-01 10:07:16,940 - mmaction - INFO - Epoch [46][200/1760] lr: 1.500e-04, eta: 2:04:05, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7802, top5_acc: 0.9297, loss_cls: 0.8375, loss: 0.8375, grad_norm: 8.3469 2021-04-01 10:07:33,290 - mmaction - INFO - Epoch [46][220/1760] lr: 1.500e-04, eta: 2:03:48, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7745, top5_acc: 0.9224, loss_cls: 0.8734, loss: 0.8734, grad_norm: 8.5792 2021-04-01 10:07:49,641 - mmaction - INFO - Epoch [46][240/1760] lr: 1.500e-04, eta: 2:03:30, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7786, top5_acc: 0.9333, loss_cls: 0.8280, loss: 0.8280, grad_norm: 8.1264 2021-04-01 10:08:05,972 - mmaction - INFO - Epoch [46][260/1760] lr: 1.500e-04, eta: 2:03:13, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7667, top5_acc: 0.9250, loss_cls: 0.8903, loss: 0.8903, grad_norm: 8.7040 2021-04-01 10:08:22,412 - mmaction - INFO - Epoch [46][280/1760] lr: 1.500e-04, eta: 2:02:56, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7755, top5_acc: 0.9271, loss_cls: 0.8634, loss: 0.8634, grad_norm: 8.3517 2021-04-01 10:08:38,753 - mmaction - INFO - Epoch [46][300/1760] lr: 1.500e-04, eta: 2:02:38, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7729, top5_acc: 0.9286, loss_cls: 0.8530, loss: 0.8530, grad_norm: 8.2650 2021-04-01 10:08:55,141 - mmaction - INFO - Epoch [46][320/1760] lr: 1.500e-04, eta: 2:02:21, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7750, top5_acc: 0.9292, loss_cls: 0.8611, loss: 0.8611, grad_norm: 8.1621 2021-04-01 10:09:11,492 - mmaction - INFO - Epoch [46][340/1760] lr: 1.500e-04, eta: 2:02:03, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7656, top5_acc: 0.9229, loss_cls: 0.8814, loss: 0.8814, grad_norm: 8.6670 2021-04-01 10:09:27,848 - mmaction - INFO - Epoch [46][360/1760] lr: 1.500e-04, eta: 2:01:46, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.8005, top5_acc: 0.9427, loss_cls: 0.7688, loss: 0.7688, grad_norm: 8.3905 2021-04-01 10:09:44,213 - mmaction - INFO - Epoch [46][380/1760] lr: 1.500e-04, eta: 2:01:29, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7766, top5_acc: 0.9276, loss_cls: 0.8181, loss: 0.8181, grad_norm: 8.5169 2021-04-01 10:10:00,574 - mmaction - INFO - Epoch [46][400/1760] lr: 1.500e-04, eta: 2:01:11, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7615, top5_acc: 0.9396, loss_cls: 0.8752, loss: 0.8752, grad_norm: 8.8547 2021-04-01 10:10:16,964 - mmaction - INFO - Epoch [46][420/1760] lr: 1.500e-04, eta: 2:00:54, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7531, top5_acc: 0.9182, loss_cls: 0.9406, loss: 0.9406, grad_norm: 9.1655 2021-04-01 10:10:33,296 - mmaction - INFO - Epoch [46][440/1760] lr: 1.500e-04, eta: 2:00:36, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7609, top5_acc: 0.9297, loss_cls: 0.8860, loss: 0.8860, grad_norm: 8.8424 2021-04-01 10:10:49,586 - mmaction - INFO - Epoch [46][460/1760] lr: 1.500e-04, eta: 2:00:19, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.7771, top5_acc: 0.9333, loss_cls: 0.8269, loss: 0.8269, grad_norm: 8.5487 2021-04-01 10:11:06,016 - mmaction - INFO - Epoch [46][480/1760] lr: 1.500e-04, eta: 2:00:01, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7479, top5_acc: 0.9224, loss_cls: 0.9089, loss: 0.9089, grad_norm: 8.8779 2021-04-01 10:11:22,399 - mmaction - INFO - Epoch [46][500/1760] lr: 1.500e-04, eta: 1:59:44, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7781, top5_acc: 0.9229, loss_cls: 0.8759, loss: 0.8759, grad_norm: 8.6518 2021-04-01 10:11:38,807 - mmaction - INFO - Epoch [46][520/1760] lr: 1.500e-04, eta: 1:59:27, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7500, top5_acc: 0.9182, loss_cls: 0.9303, loss: 0.9303, grad_norm: 8.9032 2021-04-01 10:11:55,197 - mmaction - INFO - Epoch [46][540/1760] lr: 1.500e-04, eta: 1:59:09, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7578, top5_acc: 0.9307, loss_cls: 0.8878, loss: 0.8878, grad_norm: 8.8477 2021-04-01 10:12:11,556 - mmaction - INFO - Epoch [46][560/1760] lr: 1.500e-04, eta: 1:58:52, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7656, top5_acc: 0.9292, loss_cls: 0.8858, loss: 0.8858, grad_norm: 8.5792 2021-04-01 10:12:27,918 - mmaction - INFO - Epoch [46][580/1760] lr: 1.500e-04, eta: 1:58:34, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7750, top5_acc: 0.9260, loss_cls: 0.8523, loss: 0.8523, grad_norm: 8.4606 2021-04-01 10:12:44,298 - mmaction - INFO - Epoch [46][600/1760] lr: 1.500e-04, eta: 1:58:17, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7818, top5_acc: 0.9328, loss_cls: 0.8406, loss: 0.8406, grad_norm: 8.5127 2021-04-01 10:13:00,666 - mmaction - INFO - Epoch [46][620/1760] lr: 1.500e-04, eta: 1:58:00, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7698, top5_acc: 0.9214, loss_cls: 0.8733, loss: 0.8733, grad_norm: 8.4278 2021-04-01 10:13:17,063 - mmaction - INFO - Epoch [46][640/1760] lr: 1.500e-04, eta: 1:57:42, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7484, top5_acc: 0.9229, loss_cls: 0.9269, loss: 0.9269, grad_norm: 9.0738 2021-04-01 10:13:33,386 - mmaction - INFO - Epoch [46][660/1760] lr: 1.500e-04, eta: 1:57:25, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7594, top5_acc: 0.9234, loss_cls: 0.9016, loss: 0.9016, grad_norm: 8.7483 2021-04-01 10:13:49,772 - mmaction - INFO - Epoch [46][680/1760] lr: 1.500e-04, eta: 1:57:07, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7594, top5_acc: 0.9214, loss_cls: 0.8998, loss: 0.8998, grad_norm: 8.8452 2021-04-01 10:14:06,098 - mmaction - INFO - Epoch [46][700/1760] lr: 1.500e-04, eta: 1:56:50, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7562, top5_acc: 0.9313, loss_cls: 0.8840, loss: 0.8840, grad_norm: 8.7503 2021-04-01 10:14:22,555 - mmaction - INFO - Epoch [46][720/1760] lr: 1.500e-04, eta: 1:56:33, time: 0.822, data_time: 0.002, memory: 10390, top1_acc: 0.7568, top5_acc: 0.9182, loss_cls: 0.9248, loss: 0.9248, grad_norm: 8.8670 2021-04-01 10:14:38,909 - mmaction - INFO - Epoch [46][740/1760] lr: 1.500e-04, eta: 1:56:15, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7464, top5_acc: 0.9245, loss_cls: 0.9155, loss: 0.9155, grad_norm: 9.0099 2021-04-01 10:14:55,283 - mmaction - INFO - Epoch [46][760/1760] lr: 1.500e-04, eta: 1:55:58, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7557, top5_acc: 0.9203, loss_cls: 0.9413, loss: 0.9413, grad_norm: 8.8415 2021-04-01 10:15:11,653 - mmaction - INFO - Epoch [46][780/1760] lr: 1.500e-04, eta: 1:55:40, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7703, top5_acc: 0.9333, loss_cls: 0.8694, loss: 0.8694, grad_norm: 8.5041 2021-04-01 10:15:27,999 - mmaction - INFO - Epoch [46][800/1760] lr: 1.500e-04, eta: 1:55:23, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7536, top5_acc: 0.9245, loss_cls: 0.9177, loss: 0.9177, grad_norm: 8.7105 2021-04-01 10:15:44,326 - mmaction - INFO - Epoch [46][820/1760] lr: 1.500e-04, eta: 1:55:06, time: 0.816, data_time: 0.000, memory: 10390, top1_acc: 0.7719, top5_acc: 0.9297, loss_cls: 0.8769, loss: 0.8769, grad_norm: 8.7301 2021-04-01 10:16:00,730 - mmaction - INFO - Epoch [46][840/1760] lr: 1.500e-04, eta: 1:54:48, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7703, top5_acc: 0.9208, loss_cls: 0.8819, loss: 0.8819, grad_norm: 8.6113 2021-04-01 10:16:17,127 - mmaction - INFO - Epoch [46][860/1760] lr: 1.500e-04, eta: 1:54:31, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7760, top5_acc: 0.9302, loss_cls: 0.8518, loss: 0.8518, grad_norm: 8.5069 2021-04-01 10:16:33,507 - mmaction - INFO - Epoch [46][880/1760] lr: 1.500e-04, eta: 1:54:13, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7604, top5_acc: 0.9281, loss_cls: 0.8827, loss: 0.8827, grad_norm: 8.8074 2021-04-01 10:16:49,875 - mmaction - INFO - Epoch [46][900/1760] lr: 1.500e-04, eta: 1:53:56, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7615, top5_acc: 0.9229, loss_cls: 0.9126, loss: 0.9126, grad_norm: 8.6803 2021-04-01 10:17:06,239 - mmaction - INFO - Epoch [46][920/1760] lr: 1.500e-04, eta: 1:53:39, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7620, top5_acc: 0.9380, loss_cls: 0.8600, loss: 0.8600, grad_norm: 8.7252 2021-04-01 10:17:22,557 - mmaction - INFO - Epoch [46][940/1760] lr: 1.500e-04, eta: 1:53:21, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7521, top5_acc: 0.9099, loss_cls: 0.9534, loss: 0.9534, grad_norm: 9.0100 2021-04-01 10:17:38,946 - mmaction - INFO - Epoch [46][960/1760] lr: 1.500e-04, eta: 1:53:04, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7656, top5_acc: 0.9292, loss_cls: 0.8845, loss: 0.8845, grad_norm: 8.4355 2021-04-01 10:17:55,327 - mmaction - INFO - Epoch [46][980/1760] lr: 1.500e-04, eta: 1:52:46, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7771, top5_acc: 0.9328, loss_cls: 0.8690, loss: 0.8690, grad_norm: 8.5523 2021-04-01 10:18:11,710 - mmaction - INFO - Epoch [46][1000/1760] lr: 1.500e-04, eta: 1:52:29, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7698, top5_acc: 0.9271, loss_cls: 0.8515, loss: 0.8515, grad_norm: 8.4525 2021-04-01 10:18:28,103 - mmaction - INFO - Epoch [46][1020/1760] lr: 1.500e-04, eta: 1:52:12, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7677, top5_acc: 0.9260, loss_cls: 0.8730, loss: 0.8730, grad_norm: 8.6461 2021-04-01 10:18:44,453 - mmaction - INFO - Epoch [46][1040/1760] lr: 1.500e-04, eta: 1:51:54, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7615, top5_acc: 0.9229, loss_cls: 0.9047, loss: 0.9047, grad_norm: 8.6783 2021-04-01 10:19:00,846 - mmaction - INFO - Epoch [46][1060/1760] lr: 1.500e-04, eta: 1:51:37, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7734, top5_acc: 0.9328, loss_cls: 0.8726, loss: 0.8726, grad_norm: 8.6971 2021-04-01 10:19:17,246 - mmaction - INFO - Epoch [46][1080/1760] lr: 1.500e-04, eta: 1:51:19, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7615, top5_acc: 0.9229, loss_cls: 0.8948, loss: 0.8948, grad_norm: 8.7749 2021-04-01 10:19:33,633 - mmaction - INFO - Epoch [46][1100/1760] lr: 1.500e-04, eta: 1:51:02, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7745, top5_acc: 0.9240, loss_cls: 0.8921, loss: 0.8921, grad_norm: 8.6553 2021-04-01 10:19:49,996 - mmaction - INFO - Epoch [46][1120/1760] lr: 1.500e-04, eta: 1:50:45, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7656, top5_acc: 0.9208, loss_cls: 0.8826, loss: 0.8826, grad_norm: 8.7395 2021-04-01 10:20:06,388 - mmaction - INFO - Epoch [46][1140/1760] lr: 1.500e-04, eta: 1:50:27, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7609, top5_acc: 0.9177, loss_cls: 0.9175, loss: 0.9175, grad_norm: 8.7232 2021-04-01 10:20:22,786 - mmaction - INFO - Epoch [46][1160/1760] lr: 1.500e-04, eta: 1:50:10, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7745, top5_acc: 0.9250, loss_cls: 0.8479, loss: 0.8479, grad_norm: 8.4799 2021-04-01 10:20:39,170 - mmaction - INFO - Epoch [46][1180/1760] lr: 1.500e-04, eta: 1:49:52, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7583, top5_acc: 0.9224, loss_cls: 0.9081, loss: 0.9081, grad_norm: 8.9410 2021-04-01 10:20:55,525 - mmaction - INFO - Epoch [46][1200/1760] lr: 1.500e-04, eta: 1:49:35, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7750, top5_acc: 0.9432, loss_cls: 0.8205, loss: 0.8205, grad_norm: 8.3287 2021-04-01 10:21:11,924 - mmaction - INFO - Epoch [46][1220/1760] lr: 1.500e-04, eta: 1:49:18, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.7615, top5_acc: 0.9234, loss_cls: 0.8815, loss: 0.8815, grad_norm: 8.6601 2021-04-01 10:21:28,325 - mmaction - INFO - Epoch [46][1240/1760] lr: 1.500e-04, eta: 1:49:00, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7667, top5_acc: 0.9255, loss_cls: 0.9078, loss: 0.9078, grad_norm: 8.9778 2021-04-01 10:21:44,670 - mmaction - INFO - Epoch [46][1260/1760] lr: 1.500e-04, eta: 1:48:43, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7859, top5_acc: 0.9385, loss_cls: 0.8012, loss: 0.8012, grad_norm: 8.4942 2021-04-01 10:22:00,995 - mmaction - INFO - Epoch [46][1280/1760] lr: 1.500e-04, eta: 1:48:25, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7802, top5_acc: 0.9318, loss_cls: 0.8275, loss: 0.8275, grad_norm: 8.1979 2021-04-01 10:22:17,318 - mmaction - INFO - Epoch [46][1300/1760] lr: 1.500e-04, eta: 1:48:08, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7688, top5_acc: 0.9198, loss_cls: 0.9053, loss: 0.9053, grad_norm: 8.5601 2021-04-01 10:22:33,672 - mmaction - INFO - Epoch [46][1320/1760] lr: 1.500e-04, eta: 1:47:51, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7583, top5_acc: 0.9219, loss_cls: 0.8854, loss: 0.8854, grad_norm: 8.5355 2021-04-01 10:22:50,038 - mmaction - INFO - Epoch [46][1340/1760] lr: 1.500e-04, eta: 1:47:33, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7755, top5_acc: 0.9276, loss_cls: 0.8597, loss: 0.8597, grad_norm: 8.4438 2021-04-01 10:23:06,431 - mmaction - INFO - Epoch [46][1360/1760] lr: 1.500e-04, eta: 1:47:16, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7547, top5_acc: 0.9167, loss_cls: 0.9348, loss: 0.9348, grad_norm: 8.5088 2021-04-01 10:23:22,763 - mmaction - INFO - Epoch [46][1380/1760] lr: 1.500e-04, eta: 1:46:59, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7729, top5_acc: 0.9214, loss_cls: 0.8776, loss: 0.8776, grad_norm: 8.7660 2021-04-01 10:23:39,189 - mmaction - INFO - Epoch [46][1400/1760] lr: 1.500e-04, eta: 1:46:41, time: 0.821, data_time: 0.002, memory: 10390, top1_acc: 0.7589, top5_acc: 0.9266, loss_cls: 0.8912, loss: 0.8912, grad_norm: 8.7715 2021-04-01 10:23:55,499 - mmaction - INFO - Epoch [46][1420/1760] lr: 1.500e-04, eta: 1:46:24, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7562, top5_acc: 0.9208, loss_cls: 0.9325, loss: 0.9325, grad_norm: 8.9198 2021-04-01 10:24:11,830 - mmaction - INFO - Epoch [46][1440/1760] lr: 1.500e-04, eta: 1:46:06, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7646, top5_acc: 0.9266, loss_cls: 0.8905, loss: 0.8905, grad_norm: 8.6753 2021-04-01 10:24:28,143 - mmaction - INFO - Epoch [46][1460/1760] lr: 1.500e-04, eta: 1:45:49, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.7615, top5_acc: 0.9396, loss_cls: 0.8623, loss: 0.8623, grad_norm: 8.6569 2021-04-01 10:24:44,504 - mmaction - INFO - Epoch [46][1480/1760] lr: 1.500e-04, eta: 1:45:32, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7635, top5_acc: 0.9182, loss_cls: 0.9184, loss: 0.9184, grad_norm: 8.7749 2021-04-01 10:25:00,893 - mmaction - INFO - Epoch [46][1500/1760] lr: 1.500e-04, eta: 1:45:14, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7724, top5_acc: 0.9260, loss_cls: 0.8842, loss: 0.8842, grad_norm: 8.7576 2021-04-01 10:25:17,295 - mmaction - INFO - Epoch [46][1520/1760] lr: 1.500e-04, eta: 1:44:57, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7703, top5_acc: 0.9260, loss_cls: 0.8716, loss: 0.8716, grad_norm: 8.3931 2021-04-01 10:25:33,651 - mmaction - INFO - Epoch [46][1540/1760] lr: 1.500e-04, eta: 1:44:39, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7448, top5_acc: 0.9203, loss_cls: 0.9607, loss: 0.9607, grad_norm: 9.0655 2021-04-01 10:25:50,016 - mmaction - INFO - Epoch [46][1560/1760] lr: 1.500e-04, eta: 1:44:22, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7505, top5_acc: 0.9182, loss_cls: 0.9322, loss: 0.9322, grad_norm: 8.8790 2021-04-01 10:26:06,344 - mmaction - INFO - Epoch [46][1580/1760] lr: 1.500e-04, eta: 1:44:05, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7516, top5_acc: 0.9177, loss_cls: 0.9294, loss: 0.9294, grad_norm: 8.7584 2021-04-01 10:26:22,735 - mmaction - INFO - Epoch [46][1600/1760] lr: 1.500e-04, eta: 1:43:47, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7724, top5_acc: 0.9333, loss_cls: 0.8569, loss: 0.8569, grad_norm: 8.6977 2021-04-01 10:26:39,113 - mmaction - INFO - Epoch [46][1620/1760] lr: 1.500e-04, eta: 1:43:30, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7578, top5_acc: 0.9193, loss_cls: 0.9378, loss: 0.9378, grad_norm: 8.8625 2021-04-01 10:26:55,514 - mmaction - INFO - Epoch [46][1640/1760] lr: 1.500e-04, eta: 1:43:13, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7849, top5_acc: 0.9354, loss_cls: 0.8295, loss: 0.8295, grad_norm: 8.5479 2021-04-01 10:27:11,931 - mmaction - INFO - Epoch [46][1660/1760] lr: 1.500e-04, eta: 1:42:55, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.7536, top5_acc: 0.9313, loss_cls: 0.9056, loss: 0.9056, grad_norm: 8.7486 2021-04-01 10:27:28,321 - mmaction - INFO - Epoch [46][1680/1760] lr: 1.500e-04, eta: 1:42:38, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7672, top5_acc: 0.9266, loss_cls: 0.8887, loss: 0.8887, grad_norm: 8.8309 2021-04-01 10:27:44,636 - mmaction - INFO - Epoch [46][1700/1760] lr: 1.500e-04, eta: 1:42:20, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.7589, top5_acc: 0.9297, loss_cls: 0.8801, loss: 0.8801, grad_norm: 8.9492 2021-04-01 10:28:01,045 - mmaction - INFO - Epoch [46][1720/1760] lr: 1.500e-04, eta: 1:42:03, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7578, top5_acc: 0.9229, loss_cls: 0.9085, loss: 0.9085, grad_norm: 8.8659 2021-04-01 10:28:17,420 - mmaction - INFO - Epoch [46][1740/1760] lr: 1.500e-04, eta: 1:41:46, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7854, top5_acc: 0.9349, loss_cls: 0.8203, loss: 0.8203, grad_norm: 8.3373 2021-04-01 10:28:33,563 - mmaction - INFO - Epoch [46][1760/1760] lr: 1.500e-04, eta: 1:41:28, time: 0.806, data_time: 0.002, memory: 10390, top1_acc: 0.7516, top5_acc: 0.9200, loss_cls: 0.9546, loss: 0.9546, grad_norm: 8.9875 2021-04-01 10:28:34,697 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-04-01 10:29:43,595 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 10:29:43,926 - mmaction - INFO - top1_acc 0.6106 top5_acc 0.8666 2021-04-01 10:29:43,927 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 10:29:43,949 - mmaction - INFO - mean_acc 0.5535 2021-04-01 10:29:44,661 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. 2021-04-01 10:29:44,662 - mmaction - INFO - Best top1_acc is 0.6106 at 46 epoch. 2021-04-01 10:29:44,671 - mmaction - INFO - Epoch(val) [46][1760] top1_acc: 0.6106, top5_acc: 0.8666, mean_class_accuracy: 0.5535 2021-04-01 10:30:24,507 - mmaction - INFO - Epoch [47][20/1760] lr: 1.500e-04, eta: 1:41:13, time: 1.991, data_time: 1.058, memory: 10390, top1_acc: 0.7865, top5_acc: 0.9406, loss_cls: 0.7909, loss: 0.7909, grad_norm: 8.3936 2021-04-01 10:30:40,775 - mmaction - INFO - Epoch [47][40/1760] lr: 1.500e-04, eta: 1:40:55, time: 0.813, data_time: 0.003, memory: 10390, top1_acc: 0.7625, top5_acc: 0.9349, loss_cls: 0.8715, loss: 0.8715, grad_norm: 8.6842 2021-04-01 10:30:57,143 - mmaction - INFO - Epoch [47][60/1760] lr: 1.500e-04, eta: 1:40:38, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7818, top5_acc: 0.9302, loss_cls: 0.8375, loss: 0.8375, grad_norm: 8.4887 2021-04-01 10:31:13,538 - mmaction - INFO - Epoch [47][80/1760] lr: 1.500e-04, eta: 1:40:21, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7802, top5_acc: 0.9349, loss_cls: 0.8432, loss: 0.8432, grad_norm: 8.6405 2021-04-01 10:31:29,946 - mmaction - INFO - Epoch [47][100/1760] lr: 1.500e-04, eta: 1:40:03, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7552, top5_acc: 0.9380, loss_cls: 0.8751, loss: 0.8751, grad_norm: 8.8718 2021-04-01 10:31:46,323 - mmaction - INFO - Epoch [47][120/1760] lr: 1.500e-04, eta: 1:39:46, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7729, top5_acc: 0.9245, loss_cls: 0.8872, loss: 0.8872, grad_norm: 8.7903 2021-04-01 10:32:02,725 - mmaction - INFO - Epoch [47][140/1760] lr: 1.500e-04, eta: 1:39:29, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7672, top5_acc: 0.9292, loss_cls: 0.8671, loss: 0.8671, grad_norm: 8.6297 2021-04-01 10:32:19,091 - mmaction - INFO - Epoch [47][160/1760] lr: 1.500e-04, eta: 1:39:11, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7719, top5_acc: 0.9359, loss_cls: 0.8475, loss: 0.8475, grad_norm: 8.8958 2021-04-01 10:32:35,410 - mmaction - INFO - Epoch [47][180/1760] lr: 1.500e-04, eta: 1:38:54, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.7578, top5_acc: 0.9208, loss_cls: 0.8959, loss: 0.8959, grad_norm: 8.7141 2021-04-01 10:32:51,734 - mmaction - INFO - Epoch [47][200/1760] lr: 1.500e-04, eta: 1:38:36, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7646, top5_acc: 0.9229, loss_cls: 0.9122, loss: 0.9122, grad_norm: 8.8965 2021-04-01 10:33:08,105 - mmaction - INFO - Epoch [47][220/1760] lr: 1.500e-04, eta: 1:38:19, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7583, top5_acc: 0.9234, loss_cls: 0.9062, loss: 0.9062, grad_norm: 8.7108 2021-04-01 10:33:24,474 - mmaction - INFO - Epoch [47][240/1760] lr: 1.500e-04, eta: 1:38:02, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7625, top5_acc: 0.9297, loss_cls: 0.8802, loss: 0.8802, grad_norm: 8.8906 2021-04-01 10:33:40,884 - mmaction - INFO - Epoch [47][260/1760] lr: 1.500e-04, eta: 1:37:44, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7630, top5_acc: 0.9276, loss_cls: 0.8742, loss: 0.8742, grad_norm: 8.5763 2021-04-01 10:33:57,441 - mmaction - INFO - Epoch [47][280/1760] lr: 1.500e-04, eta: 1:37:27, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7625, top5_acc: 0.9234, loss_cls: 0.8886, loss: 0.8886, grad_norm: 8.7650 2021-04-01 10:34:13,951 - mmaction - INFO - Epoch [47][300/1760] lr: 1.500e-04, eta: 1:37:10, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7573, top5_acc: 0.9276, loss_cls: 0.8932, loss: 0.8932, grad_norm: 9.0607 2021-04-01 10:34:30,465 - mmaction - INFO - Epoch [47][320/1760] lr: 1.500e-04, eta: 1:36:52, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7469, top5_acc: 0.9313, loss_cls: 0.9087, loss: 0.9087, grad_norm: 8.9119 2021-04-01 10:34:46,953 - mmaction - INFO - Epoch [47][340/1760] lr: 1.500e-04, eta: 1:36:35, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7672, top5_acc: 0.9203, loss_cls: 0.9020, loss: 0.9020, grad_norm: 8.7745 2021-04-01 10:35:03,453 - mmaction - INFO - Epoch [47][360/1760] lr: 1.500e-04, eta: 1:36:17, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7510, top5_acc: 0.9177, loss_cls: 0.9636, loss: 0.9636, grad_norm: 9.1366 2021-04-01 10:35:20,044 - mmaction - INFO - Epoch [47][380/1760] lr: 1.500e-04, eta: 1:36:00, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7672, top5_acc: 0.9250, loss_cls: 0.8561, loss: 0.8561, grad_norm: 8.7944 2021-04-01 10:35:36,572 - mmaction - INFO - Epoch [47][400/1760] lr: 1.500e-04, eta: 1:35:43, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7547, top5_acc: 0.9156, loss_cls: 0.9357, loss: 0.9357, grad_norm: 9.0469 2021-04-01 10:35:53,068 - mmaction - INFO - Epoch [47][420/1760] lr: 1.500e-04, eta: 1:35:25, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7693, top5_acc: 0.9286, loss_cls: 0.8813, loss: 0.8813, grad_norm: 8.8250 2021-04-01 10:36:09,580 - mmaction - INFO - Epoch [47][440/1760] lr: 1.500e-04, eta: 1:35:08, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7641, top5_acc: 0.9234, loss_cls: 0.9085, loss: 0.9085, grad_norm: 9.3670 2021-04-01 10:36:26,073 - mmaction - INFO - Epoch [47][460/1760] lr: 1.500e-04, eta: 1:34:51, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7552, top5_acc: 0.9208, loss_cls: 0.9216, loss: 0.9216, grad_norm: 9.0807 2021-04-01 10:36:42,594 - mmaction - INFO - Epoch [47][480/1760] lr: 1.500e-04, eta: 1:34:33, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7703, top5_acc: 0.9307, loss_cls: 0.8832, loss: 0.8832, grad_norm: 8.8103 2021-04-01 10:36:59,154 - mmaction - INFO - Epoch [47][500/1760] lr: 1.500e-04, eta: 1:34:16, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7521, top5_acc: 0.9203, loss_cls: 0.8963, loss: 0.8963, grad_norm: 8.9143 2021-04-01 10:37:15,690 - mmaction - INFO - Epoch [47][520/1760] lr: 1.500e-04, eta: 1:33:59, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7724, top5_acc: 0.9333, loss_cls: 0.8540, loss: 0.8540, grad_norm: 8.4176 2021-04-01 10:37:32,180 - mmaction - INFO - Epoch [47][540/1760] lr: 1.500e-04, eta: 1:33:41, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7667, top5_acc: 0.9276, loss_cls: 0.8774, loss: 0.8774, grad_norm: 8.8732 2021-04-01 10:37:48,717 - mmaction - INFO - Epoch [47][560/1760] lr: 1.500e-04, eta: 1:33:24, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7589, top5_acc: 0.9313, loss_cls: 0.8741, loss: 0.8741, grad_norm: 8.5495 2021-04-01 10:38:05,223 - mmaction - INFO - Epoch [47][580/1760] lr: 1.500e-04, eta: 1:33:07, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7542, top5_acc: 0.9302, loss_cls: 0.8839, loss: 0.8839, grad_norm: 8.9461 2021-04-01 10:38:21,721 - mmaction - INFO - Epoch [47][600/1760] lr: 1.500e-04, eta: 1:32:49, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.7328, top5_acc: 0.9177, loss_cls: 0.9553, loss: 0.9553, grad_norm: 9.1250 2021-04-01 10:38:38,240 - mmaction - INFO - Epoch [47][620/1760] lr: 1.500e-04, eta: 1:32:32, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7734, top5_acc: 0.9250, loss_cls: 0.8941, loss: 0.8941, grad_norm: 8.9332 2021-04-01 10:38:54,756 - mmaction - INFO - Epoch [47][640/1760] lr: 1.500e-04, eta: 1:32:14, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7526, top5_acc: 0.9219, loss_cls: 0.9251, loss: 0.9251, grad_norm: 9.2024 2021-04-01 10:39:11,313 - mmaction - INFO - Epoch [47][660/1760] lr: 1.500e-04, eta: 1:31:57, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7604, top5_acc: 0.9224, loss_cls: 0.9234, loss: 0.9234, grad_norm: 8.8353 2021-04-01 10:39:27,839 - mmaction - INFO - Epoch [47][680/1760] lr: 1.500e-04, eta: 1:31:40, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7719, top5_acc: 0.9203, loss_cls: 0.8895, loss: 0.8895, grad_norm: 8.4642 2021-04-01 10:39:44,338 - mmaction - INFO - Epoch [47][700/1760] lr: 1.500e-04, eta: 1:31:22, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7677, top5_acc: 0.9229, loss_cls: 0.8822, loss: 0.8822, grad_norm: 8.6272 2021-04-01 10:40:00,842 - mmaction - INFO - Epoch [47][720/1760] lr: 1.500e-04, eta: 1:31:05, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7677, top5_acc: 0.9271, loss_cls: 0.9066, loss: 0.9066, grad_norm: 8.8260 2021-04-01 10:40:17,374 - mmaction - INFO - Epoch [47][740/1760] lr: 1.500e-04, eta: 1:30:48, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7573, top5_acc: 0.9255, loss_cls: 0.8979, loss: 0.8979, grad_norm: 8.6487 2021-04-01 10:40:33,861 - mmaction - INFO - Epoch [47][760/1760] lr: 1.500e-04, eta: 1:30:30, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.7771, top5_acc: 0.9313, loss_cls: 0.8524, loss: 0.8524, grad_norm: 8.5626 2021-04-01 10:40:50,400 - mmaction - INFO - Epoch [47][780/1760] lr: 1.500e-04, eta: 1:30:13, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7776, top5_acc: 0.9307, loss_cls: 0.8530, loss: 0.8530, grad_norm: 8.8386 2021-04-01 10:41:06,949 - mmaction - INFO - Epoch [47][800/1760] lr: 1.500e-04, eta: 1:29:56, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7688, top5_acc: 0.9193, loss_cls: 0.9011, loss: 0.9011, grad_norm: 8.5940 2021-04-01 10:41:23,436 - mmaction - INFO - Epoch [47][820/1760] lr: 1.500e-04, eta: 1:29:38, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7714, top5_acc: 0.9359, loss_cls: 0.8466, loss: 0.8466, grad_norm: 8.6207 2021-04-01 10:41:39,989 - mmaction - INFO - Epoch [47][840/1760] lr: 1.500e-04, eta: 1:29:21, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7766, top5_acc: 0.9354, loss_cls: 0.8404, loss: 0.8404, grad_norm: 8.6287 2021-04-01 10:41:56,552 - mmaction - INFO - Epoch [47][860/1760] lr: 1.500e-04, eta: 1:29:04, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7589, top5_acc: 0.9307, loss_cls: 0.8749, loss: 0.8749, grad_norm: 8.8473 2021-04-01 10:42:13,042 - mmaction - INFO - Epoch [47][880/1760] lr: 1.500e-04, eta: 1:28:46, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.7802, top5_acc: 0.9380, loss_cls: 0.8145, loss: 0.8145, grad_norm: 8.2838 2021-04-01 10:42:29,609 - mmaction - INFO - Epoch [47][900/1760] lr: 1.500e-04, eta: 1:28:29, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7620, top5_acc: 0.9323, loss_cls: 0.8883, loss: 0.8883, grad_norm: 8.5737 2021-04-01 10:42:46,141 - mmaction - INFO - Epoch [47][920/1760] lr: 1.500e-04, eta: 1:28:11, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7604, top5_acc: 0.9281, loss_cls: 0.8805, loss: 0.8805, grad_norm: 8.8463 2021-04-01 10:43:02,666 - mmaction - INFO - Epoch [47][940/1760] lr: 1.500e-04, eta: 1:27:54, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7693, top5_acc: 0.9302, loss_cls: 0.8721, loss: 0.8721, grad_norm: 8.8496 2021-04-01 10:43:19,179 - mmaction - INFO - Epoch [47][960/1760] lr: 1.500e-04, eta: 1:27:37, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7922, top5_acc: 0.9339, loss_cls: 0.8392, loss: 0.8392, grad_norm: 9.5091 2021-04-01 10:43:35,693 - mmaction - INFO - Epoch [47][980/1760] lr: 1.500e-04, eta: 1:27:19, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7786, top5_acc: 0.9307, loss_cls: 0.8496, loss: 0.8496, grad_norm: 8.6223 2021-04-01 10:43:52,217 - mmaction - INFO - Epoch [47][1000/1760] lr: 1.500e-04, eta: 1:27:02, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7609, top5_acc: 0.9214, loss_cls: 0.8849, loss: 0.8849, grad_norm: 8.6520 2021-04-01 10:44:08,713 - mmaction - INFO - Epoch [47][1020/1760] lr: 1.500e-04, eta: 1:26:45, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7698, top5_acc: 0.9250, loss_cls: 0.8887, loss: 0.8887, grad_norm: 8.8716 2021-04-01 10:44:25,269 - mmaction - INFO - Epoch [47][1040/1760] lr: 1.500e-04, eta: 1:26:27, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7672, top5_acc: 0.9276, loss_cls: 0.8765, loss: 0.8765, grad_norm: 8.7632 2021-04-01 10:44:41,810 - mmaction - INFO - Epoch [47][1060/1760] lr: 1.500e-04, eta: 1:26:10, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7620, top5_acc: 0.9307, loss_cls: 0.8900, loss: 0.8900, grad_norm: 8.6813 2021-04-01 10:44:58,353 - mmaction - INFO - Epoch [47][1080/1760] lr: 1.500e-04, eta: 1:25:53, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7599, top5_acc: 0.9255, loss_cls: 0.9002, loss: 0.9002, grad_norm: 8.8862 2021-04-01 10:45:14,862 - mmaction - INFO - Epoch [47][1100/1760] lr: 1.500e-04, eta: 1:25:35, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7844, top5_acc: 0.9286, loss_cls: 0.8520, loss: 0.8520, grad_norm: 8.6465 2021-04-01 10:45:31,381 - mmaction - INFO - Epoch [47][1120/1760] lr: 1.500e-04, eta: 1:25:18, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7672, top5_acc: 0.9255, loss_cls: 0.8683, loss: 0.8683, grad_norm: 8.7165 2021-04-01 10:45:47,886 - mmaction - INFO - Epoch [47][1140/1760] lr: 1.500e-04, eta: 1:25:01, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7625, top5_acc: 0.9318, loss_cls: 0.8553, loss: 0.8553, grad_norm: 8.9240 2021-04-01 10:46:04,391 - mmaction - INFO - Epoch [47][1160/1760] lr: 1.500e-04, eta: 1:24:43, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7630, top5_acc: 0.9281, loss_cls: 0.8914, loss: 0.8914, grad_norm: 8.8828 2021-04-01 10:46:20,950 - mmaction - INFO - Epoch [47][1180/1760] lr: 1.500e-04, eta: 1:24:26, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7724, top5_acc: 0.9297, loss_cls: 0.8735, loss: 0.8735, grad_norm: 8.8768 2021-04-01 10:46:37,484 - mmaction - INFO - Epoch [47][1200/1760] lr: 1.500e-04, eta: 1:24:09, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7740, top5_acc: 0.9333, loss_cls: 0.8449, loss: 0.8449, grad_norm: 8.5933 2021-04-01 10:46:53,999 - mmaction - INFO - Epoch [47][1220/1760] lr: 1.500e-04, eta: 1:23:51, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7781, top5_acc: 0.9266, loss_cls: 0.8471, loss: 0.8471, grad_norm: 8.5732 2021-04-01 10:47:10,551 - mmaction - INFO - Epoch [47][1240/1760] lr: 1.500e-04, eta: 1:23:34, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7578, top5_acc: 0.9151, loss_cls: 0.8964, loss: 0.8964, grad_norm: 8.6834 2021-04-01 10:47:27,104 - mmaction - INFO - Epoch [47][1260/1760] lr: 1.500e-04, eta: 1:23:17, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7703, top5_acc: 0.9250, loss_cls: 0.8980, loss: 0.8980, grad_norm: 8.6656 2021-04-01 10:47:43,652 - mmaction - INFO - Epoch [47][1280/1760] lr: 1.500e-04, eta: 1:22:59, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7562, top5_acc: 0.9292, loss_cls: 0.9013, loss: 0.9013, grad_norm: 8.7881 2021-04-01 10:48:00,151 - mmaction - INFO - Epoch [47][1300/1760] lr: 1.500e-04, eta: 1:22:42, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7594, top5_acc: 0.9266, loss_cls: 0.8938, loss: 0.8938, grad_norm: 8.8668 2021-04-01 10:48:16,692 - mmaction - INFO - Epoch [47][1320/1760] lr: 1.500e-04, eta: 1:22:25, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7755, top5_acc: 0.9354, loss_cls: 0.8564, loss: 0.8564, grad_norm: 8.6238 2021-04-01 10:48:33,228 - mmaction - INFO - Epoch [47][1340/1760] lr: 1.500e-04, eta: 1:22:07, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7724, top5_acc: 0.9313, loss_cls: 0.8686, loss: 0.8686, grad_norm: 8.8884 2021-04-01 10:48:49,722 - mmaction - INFO - Epoch [47][1360/1760] lr: 1.500e-04, eta: 1:21:50, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.7672, top5_acc: 0.9120, loss_cls: 0.9050, loss: 0.9050, grad_norm: 8.5861 2021-04-01 10:49:06,266 - mmaction - INFO - Epoch [47][1380/1760] lr: 1.500e-04, eta: 1:21:33, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7693, top5_acc: 0.9250, loss_cls: 0.9096, loss: 0.9096, grad_norm: 9.2651 2021-04-01 10:49:22,832 - mmaction - INFO - Epoch [47][1400/1760] lr: 1.500e-04, eta: 1:21:15, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7719, top5_acc: 0.9375, loss_cls: 0.8700, loss: 0.8700, grad_norm: 8.7329 2021-04-01 10:49:39,372 - mmaction - INFO - Epoch [47][1420/1760] lr: 1.500e-04, eta: 1:20:58, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7536, top5_acc: 0.9281, loss_cls: 0.9030, loss: 0.9030, grad_norm: 9.0478 2021-04-01 10:49:55,888 - mmaction - INFO - Epoch [47][1440/1760] lr: 1.500e-04, eta: 1:20:40, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7786, top5_acc: 0.9229, loss_cls: 0.8895, loss: 0.8895, grad_norm: 8.7684 2021-04-01 10:50:12,451 - mmaction - INFO - Epoch [47][1460/1760] lr: 1.500e-04, eta: 1:20:23, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7641, top5_acc: 0.9234, loss_cls: 0.8929, loss: 0.8929, grad_norm: 8.8953 2021-04-01 10:50:28,969 - mmaction - INFO - Epoch [47][1480/1760] lr: 1.500e-04, eta: 1:20:06, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7661, top5_acc: 0.9234, loss_cls: 0.8841, loss: 0.8841, grad_norm: 8.9672 2021-04-01 10:50:45,527 - mmaction - INFO - Epoch [47][1500/1760] lr: 1.500e-04, eta: 1:19:48, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7714, top5_acc: 0.9250, loss_cls: 0.8964, loss: 0.8964, grad_norm: 8.8702 2021-04-01 10:51:02,070 - mmaction - INFO - Epoch [47][1520/1760] lr: 1.500e-04, eta: 1:19:31, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7651, top5_acc: 0.9339, loss_cls: 0.8742, loss: 0.8742, grad_norm: 8.8841 2021-04-01 10:51:18,562 - mmaction - INFO - Epoch [47][1540/1760] lr: 1.500e-04, eta: 1:19:14, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7547, top5_acc: 0.9203, loss_cls: 0.9146, loss: 0.9146, grad_norm: 8.9341 2021-04-01 10:51:35,108 - mmaction - INFO - Epoch [47][1560/1760] lr: 1.500e-04, eta: 1:18:56, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7755, top5_acc: 0.9313, loss_cls: 0.8599, loss: 0.8599, grad_norm: 8.6290 2021-04-01 10:51:51,616 - mmaction - INFO - Epoch [47][1580/1760] lr: 1.500e-04, eta: 1:18:39, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7620, top5_acc: 0.9271, loss_cls: 0.8879, loss: 0.8879, grad_norm: 8.7237 2021-04-01 10:52:08,146 - mmaction - INFO - Epoch [47][1600/1760] lr: 1.500e-04, eta: 1:18:22, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7458, top5_acc: 0.9250, loss_cls: 0.9136, loss: 0.9136, grad_norm: 9.2003 2021-04-01 10:52:24,693 - mmaction - INFO - Epoch [47][1620/1760] lr: 1.500e-04, eta: 1:18:04, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7635, top5_acc: 0.9208, loss_cls: 0.8944, loss: 0.8944, grad_norm: 8.9819 2021-04-01 10:52:41,222 - mmaction - INFO - Epoch [47][1640/1760] lr: 1.500e-04, eta: 1:17:47, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7719, top5_acc: 0.9219, loss_cls: 0.8958, loss: 0.8958, grad_norm: 8.9283 2021-04-01 10:52:57,728 - mmaction - INFO - Epoch [47][1660/1760] lr: 1.500e-04, eta: 1:17:30, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7708, top5_acc: 0.9302, loss_cls: 0.8545, loss: 0.8545, grad_norm: 8.7567 2021-04-01 10:53:14,282 - mmaction - INFO - Epoch [47][1680/1760] lr: 1.500e-04, eta: 1:17:12, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7667, top5_acc: 0.9203, loss_cls: 0.9107, loss: 0.9107, grad_norm: 8.7988 2021-04-01 10:53:30,833 - mmaction - INFO - Epoch [47][1700/1760] lr: 1.500e-04, eta: 1:16:55, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7818, top5_acc: 0.9313, loss_cls: 0.8445, loss: 0.8445, grad_norm: 8.7662 2021-04-01 10:53:47,383 - mmaction - INFO - Epoch [47][1720/1760] lr: 1.500e-04, eta: 1:16:38, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7781, top5_acc: 0.9219, loss_cls: 0.8616, loss: 0.8616, grad_norm: 8.6823 2021-04-01 10:54:03,886 - mmaction - INFO - Epoch [47][1740/1760] lr: 1.500e-04, eta: 1:16:20, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7630, top5_acc: 0.9276, loss_cls: 0.8970, loss: 0.8970, grad_norm: 8.9892 2021-04-01 10:54:20,113 - mmaction - INFO - Epoch [47][1760/1760] lr: 1.500e-04, eta: 1:16:03, time: 0.812, data_time: 0.001, memory: 10390, top1_acc: 0.7548, top5_acc: 0.9338, loss_cls: 0.8787, loss: 0.8787, grad_norm: 8.7936 2021-04-01 10:54:21,141 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-04-01 10:55:01,172 - mmaction - INFO - Epoch [48][20/1760] lr: 1.500e-04, eta: 1:15:47, time: 1.986, data_time: 1.120, memory: 10390, top1_acc: 0.7594, top5_acc: 0.9260, loss_cls: 0.8810, loss: 0.8810, grad_norm: 8.4698 2021-04-01 10:55:17,475 - mmaction - INFO - Epoch [48][40/1760] lr: 1.500e-04, eta: 1:15:30, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.7531, top5_acc: 0.9250, loss_cls: 0.9164, loss: 0.9164, grad_norm: 8.8430 2021-04-01 10:55:33,896 - mmaction - INFO - Epoch [48][60/1760] lr: 1.500e-04, eta: 1:15:13, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7917, top5_acc: 0.9406, loss_cls: 0.7856, loss: 0.7856, grad_norm: 8.1588 2021-04-01 10:55:50,267 - mmaction - INFO - Epoch [48][80/1760] lr: 1.500e-04, eta: 1:14:55, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7807, top5_acc: 0.9245, loss_cls: 0.8561, loss: 0.8561, grad_norm: 8.4492 2021-04-01 10:56:06,651 - mmaction - INFO - Epoch [48][100/1760] lr: 1.500e-04, eta: 1:14:38, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7698, top5_acc: 0.9266, loss_cls: 0.8554, loss: 0.8554, grad_norm: 8.6377 2021-04-01 10:56:22,993 - mmaction - INFO - Epoch [48][120/1760] lr: 1.500e-04, eta: 1:14:20, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7812, top5_acc: 0.9328, loss_cls: 0.8220, loss: 0.8220, grad_norm: 8.4337 2021-04-01 10:56:39,401 - mmaction - INFO - Epoch [48][140/1760] lr: 1.500e-04, eta: 1:14:03, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7760, top5_acc: 0.9271, loss_cls: 0.8626, loss: 0.8626, grad_norm: 8.8803 2021-04-01 10:56:55,744 - mmaction - INFO - Epoch [48][160/1760] lr: 1.500e-04, eta: 1:13:46, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7661, top5_acc: 0.9276, loss_cls: 0.8783, loss: 0.8783, grad_norm: 8.7643 2021-04-01 10:57:12,155 - mmaction - INFO - Epoch [48][180/1760] lr: 1.500e-04, eta: 1:13:28, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7656, top5_acc: 0.9234, loss_cls: 0.8916, loss: 0.8916, grad_norm: 8.8342 2021-04-01 10:57:28,480 - mmaction - INFO - Epoch [48][200/1760] lr: 1.500e-04, eta: 1:13:11, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7755, top5_acc: 0.9286, loss_cls: 0.8619, loss: 0.8619, grad_norm: 8.8154 2021-04-01 10:57:44,821 - mmaction - INFO - Epoch [48][220/1760] lr: 1.500e-04, eta: 1:12:54, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7562, top5_acc: 0.9229, loss_cls: 0.9104, loss: 0.9104, grad_norm: 8.8933 2021-04-01 10:58:01,118 - mmaction - INFO - Epoch [48][240/1760] lr: 1.500e-04, eta: 1:12:36, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7812, top5_acc: 0.9245, loss_cls: 0.8582, loss: 0.8582, grad_norm: 8.7602 2021-04-01 10:58:17,490 - mmaction - INFO - Epoch [48][260/1760] lr: 1.500e-04, eta: 1:12:19, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7641, top5_acc: 0.9286, loss_cls: 0.8537, loss: 0.8537, grad_norm: 8.9261 2021-04-01 10:58:33,881 - mmaction - INFO - Epoch [48][280/1760] lr: 1.500e-04, eta: 1:12:02, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7531, top5_acc: 0.9286, loss_cls: 0.8877, loss: 0.8877, grad_norm: 8.8116 2021-04-01 10:58:50,264 - mmaction - INFO - Epoch [48][300/1760] lr: 1.500e-04, eta: 1:11:44, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7833, top5_acc: 0.9333, loss_cls: 0.8206, loss: 0.8206, grad_norm: 8.6422 2021-04-01 10:59:06,618 - mmaction - INFO - Epoch [48][320/1760] lr: 1.500e-04, eta: 1:11:27, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7755, top5_acc: 0.9333, loss_cls: 0.8280, loss: 0.8280, grad_norm: 8.6697 2021-04-01 10:59:23,033 - mmaction - INFO - Epoch [48][340/1760] lr: 1.500e-04, eta: 1:11:10, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7714, top5_acc: 0.9302, loss_cls: 0.8727, loss: 0.8727, grad_norm: 8.7932 2021-04-01 10:59:39,335 - mmaction - INFO - Epoch [48][360/1760] lr: 1.500e-04, eta: 1:10:52, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7667, top5_acc: 0.9271, loss_cls: 0.8691, loss: 0.8691, grad_norm: 8.9108 2021-04-01 10:59:55,910 - mmaction - INFO - Epoch [48][380/1760] lr: 1.500e-04, eta: 1:10:35, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7755, top5_acc: 0.9333, loss_cls: 0.8400, loss: 0.8400, grad_norm: 8.8159 2021-04-01 11:00:12,503 - mmaction - INFO - Epoch [48][400/1760] lr: 1.500e-04, eta: 1:10:18, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7630, top5_acc: 0.9224, loss_cls: 0.8857, loss: 0.8857, grad_norm: 8.8413 2021-04-01 11:00:29,139 - mmaction - INFO - Epoch [48][420/1760] lr: 1.500e-04, eta: 1:10:00, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7802, top5_acc: 0.9250, loss_cls: 0.8526, loss: 0.8526, grad_norm: 8.7515 2021-04-01 11:00:45,712 - mmaction - INFO - Epoch [48][440/1760] lr: 1.500e-04, eta: 1:09:43, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7708, top5_acc: 0.9172, loss_cls: 0.8817, loss: 0.8817, grad_norm: 8.6451 2021-04-01 11:01:02,325 - mmaction - INFO - Epoch [48][460/1760] lr: 1.500e-04, eta: 1:09:26, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7672, top5_acc: 0.9214, loss_cls: 0.8999, loss: 0.8999, grad_norm: 8.8138 2021-04-01 11:01:18,906 - mmaction - INFO - Epoch [48][480/1760] lr: 1.500e-04, eta: 1:09:08, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7589, top5_acc: 0.9224, loss_cls: 0.9131, loss: 0.9131, grad_norm: 8.9906 2021-04-01 11:01:35,538 - mmaction - INFO - Epoch [48][500/1760] lr: 1.500e-04, eta: 1:08:51, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7635, top5_acc: 0.9375, loss_cls: 0.8728, loss: 0.8728, grad_norm: 8.7837 2021-04-01 11:01:52,178 - mmaction - INFO - Epoch [48][520/1760] lr: 1.500e-04, eta: 1:08:34, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.7667, top5_acc: 0.9245, loss_cls: 0.8759, loss: 0.8759, grad_norm: 8.8377 2021-04-01 11:02:08,789 - mmaction - INFO - Epoch [48][540/1760] lr: 1.500e-04, eta: 1:08:16, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7755, top5_acc: 0.9292, loss_cls: 0.8567, loss: 0.8567, grad_norm: 8.8604 2021-04-01 11:02:25,383 - mmaction - INFO - Epoch [48][560/1760] lr: 1.500e-04, eta: 1:07:59, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7536, top5_acc: 0.9224, loss_cls: 0.9165, loss: 0.9165, grad_norm: 8.8333 2021-04-01 11:02:42,005 - mmaction - INFO - Epoch [48][580/1760] lr: 1.500e-04, eta: 1:07:42, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7740, top5_acc: 0.9427, loss_cls: 0.8269, loss: 0.8269, grad_norm: 8.7663 2021-04-01 11:02:58,602 - mmaction - INFO - Epoch [48][600/1760] lr: 1.500e-04, eta: 1:07:24, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7552, top5_acc: 0.9177, loss_cls: 0.9189, loss: 0.9189, grad_norm: 8.9055 2021-04-01 11:03:15,199 - mmaction - INFO - Epoch [48][620/1760] lr: 1.500e-04, eta: 1:07:07, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7594, top5_acc: 0.9255, loss_cls: 0.9296, loss: 0.9296, grad_norm: 9.1556 2021-04-01 11:03:31,830 - mmaction - INFO - Epoch [48][640/1760] lr: 1.500e-04, eta: 1:06:50, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7703, top5_acc: 0.9333, loss_cls: 0.8515, loss: 0.8515, grad_norm: 8.6081 2021-04-01 11:03:48,425 - mmaction - INFO - Epoch [48][660/1760] lr: 1.500e-04, eta: 1:06:32, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7792, top5_acc: 0.9437, loss_cls: 0.7878, loss: 0.7878, grad_norm: 8.3004 2021-04-01 11:04:05,011 - mmaction - INFO - Epoch [48][680/1760] lr: 1.500e-04, eta: 1:06:15, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7792, top5_acc: 0.9396, loss_cls: 0.8170, loss: 0.8170, grad_norm: 8.7363 2021-04-01 11:04:21,631 - mmaction - INFO - Epoch [48][700/1760] lr: 1.500e-04, eta: 1:05:58, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7786, top5_acc: 0.9229, loss_cls: 0.8746, loss: 0.8746, grad_norm: 8.6116 2021-04-01 11:04:38,236 - mmaction - INFO - Epoch [48][720/1760] lr: 1.500e-04, eta: 1:05:40, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7521, top5_acc: 0.9240, loss_cls: 0.9110, loss: 0.9110, grad_norm: 8.8182 2021-04-01 11:04:54,866 - mmaction - INFO - Epoch [48][740/1760] lr: 1.500e-04, eta: 1:05:23, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7557, top5_acc: 0.9328, loss_cls: 0.9143, loss: 0.9143, grad_norm: 9.2758 2021-04-01 11:05:11,460 - mmaction - INFO - Epoch [48][760/1760] lr: 1.500e-04, eta: 1:05:06, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7651, top5_acc: 0.9187, loss_cls: 0.8995, loss: 0.8995, grad_norm: 8.9610 2021-04-01 11:05:28,070 - mmaction - INFO - Epoch [48][780/1760] lr: 1.500e-04, eta: 1:04:48, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7714, top5_acc: 0.9292, loss_cls: 0.8714, loss: 0.8714, grad_norm: 8.9888 2021-04-01 11:05:44,696 - mmaction - INFO - Epoch [48][800/1760] lr: 1.500e-04, eta: 1:04:31, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7786, top5_acc: 0.9365, loss_cls: 0.8419, loss: 0.8419, grad_norm: 8.8087 2021-04-01 11:06:01,309 - mmaction - INFO - Epoch [48][820/1760] lr: 1.500e-04, eta: 1:04:14, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7661, top5_acc: 0.9245, loss_cls: 0.9010, loss: 0.9010, grad_norm: 9.1562 2021-04-01 11:06:17,905 - mmaction - INFO - Epoch [48][840/1760] lr: 1.500e-04, eta: 1:03:57, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7792, top5_acc: 0.9177, loss_cls: 0.8903, loss: 0.8903, grad_norm: 8.7310 2021-04-01 11:06:34,549 - mmaction - INFO - Epoch [48][860/1760] lr: 1.500e-04, eta: 1:03:39, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.7594, top5_acc: 0.9266, loss_cls: 0.8906, loss: 0.8906, grad_norm: 8.8323 2021-04-01 11:06:51,182 - mmaction - INFO - Epoch [48][880/1760] lr: 1.500e-04, eta: 1:03:22, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7573, top5_acc: 0.9245, loss_cls: 0.9248, loss: 0.9248, grad_norm: 9.1373 2021-04-01 11:07:07,796 - mmaction - INFO - Epoch [48][900/1760] lr: 1.500e-04, eta: 1:03:05, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7740, top5_acc: 0.9229, loss_cls: 0.8901, loss: 0.8901, grad_norm: 8.9317 2021-04-01 11:07:24,403 - mmaction - INFO - Epoch [48][920/1760] lr: 1.500e-04, eta: 1:02:47, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7615, top5_acc: 0.9234, loss_cls: 0.9095, loss: 0.9095, grad_norm: 8.9204 2021-04-01 11:07:41,010 - mmaction - INFO - Epoch [48][940/1760] lr: 1.500e-04, eta: 1:02:30, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7682, top5_acc: 0.9349, loss_cls: 0.8784, loss: 0.8784, grad_norm: 8.7797 2021-04-01 11:07:57,587 - mmaction - INFO - Epoch [48][960/1760] lr: 1.500e-04, eta: 1:02:13, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7792, top5_acc: 0.9302, loss_cls: 0.8495, loss: 0.8495, grad_norm: 8.8089 2021-04-01 11:08:14,183 - mmaction - INFO - Epoch [48][980/1760] lr: 1.500e-04, eta: 1:01:55, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7667, top5_acc: 0.9229, loss_cls: 0.8979, loss: 0.8979, grad_norm: 8.9904 2021-04-01 11:08:30,765 - mmaction - INFO - Epoch [48][1000/1760] lr: 1.500e-04, eta: 1:01:38, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7859, top5_acc: 0.9365, loss_cls: 0.8210, loss: 0.8210, grad_norm: 8.6013 2021-04-01 11:08:47,371 - mmaction - INFO - Epoch [48][1020/1760] lr: 1.500e-04, eta: 1:01:21, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7828, top5_acc: 0.9286, loss_cls: 0.8546, loss: 0.8546, grad_norm: 8.6860 2021-04-01 11:09:03,984 - mmaction - INFO - Epoch [48][1040/1760] lr: 1.500e-04, eta: 1:01:03, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7635, top5_acc: 0.9208, loss_cls: 0.9106, loss: 0.9106, grad_norm: 9.0683 2021-04-01 11:09:20,559 - mmaction - INFO - Epoch [48][1060/1760] lr: 1.500e-04, eta: 1:00:46, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7698, top5_acc: 0.9354, loss_cls: 0.8460, loss: 0.8460, grad_norm: 8.8359 2021-04-01 11:09:37,171 - mmaction - INFO - Epoch [48][1080/1760] lr: 1.500e-04, eta: 1:00:29, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7469, top5_acc: 0.9292, loss_cls: 0.9153, loss: 0.9153, grad_norm: 9.1133 2021-04-01 11:09:53,771 - mmaction - INFO - Epoch [48][1100/1760] lr: 1.500e-04, eta: 1:00:11, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7807, top5_acc: 0.9339, loss_cls: 0.8549, loss: 0.8549, grad_norm: 9.0289 2021-04-01 11:10:10,696 - mmaction - INFO - Epoch [48][1120/1760] lr: 1.500e-04, eta: 0:59:54, time: 0.847, data_time: 0.017, memory: 10390, top1_acc: 0.7635, top5_acc: 0.9286, loss_cls: 0.8729, loss: 0.8729, grad_norm: 8.9313 2021-04-01 11:10:27,289 - mmaction - INFO - Epoch [48][1140/1760] lr: 1.500e-04, eta: 0:59:37, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7583, top5_acc: 0.9193, loss_cls: 0.9166, loss: 0.9166, grad_norm: 9.1031 2021-04-01 11:10:43,924 - mmaction - INFO - Epoch [48][1160/1760] lr: 1.500e-04, eta: 0:59:19, time: 0.833, data_time: 0.001, memory: 10390, top1_acc: 0.7630, top5_acc: 0.9281, loss_cls: 0.8910, loss: 0.8910, grad_norm: 9.0224 2021-04-01 11:11:00,514 - mmaction - INFO - Epoch [48][1180/1760] lr: 1.500e-04, eta: 0:59:02, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7604, top5_acc: 0.9224, loss_cls: 0.9083, loss: 0.9083, grad_norm: 9.1489 2021-04-01 11:11:17,100 - mmaction - INFO - Epoch [48][1200/1760] lr: 1.500e-04, eta: 0:58:45, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7688, top5_acc: 0.9292, loss_cls: 0.8634, loss: 0.8634, grad_norm: 8.5837 2021-04-01 11:11:33,701 - mmaction - INFO - Epoch [48][1220/1760] lr: 1.500e-04, eta: 0:58:28, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7552, top5_acc: 0.9302, loss_cls: 0.8762, loss: 0.8762, grad_norm: 8.8323 2021-04-01 11:11:50,302 - mmaction - INFO - Epoch [48][1240/1760] lr: 1.500e-04, eta: 0:58:10, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7760, top5_acc: 0.9323, loss_cls: 0.8510, loss: 0.8510, grad_norm: 8.6243 2021-04-01 11:12:06,911 - mmaction - INFO - Epoch [48][1260/1760] lr: 1.500e-04, eta: 0:57:53, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7734, top5_acc: 0.9250, loss_cls: 0.8758, loss: 0.8758, grad_norm: 8.7133 2021-04-01 11:12:23,542 - mmaction - INFO - Epoch [48][1280/1760] lr: 1.500e-04, eta: 0:57:36, time: 0.832, data_time: 0.001, memory: 10390, top1_acc: 0.7797, top5_acc: 0.9250, loss_cls: 0.8676, loss: 0.8676, grad_norm: 8.5901 2021-04-01 11:12:40,168 - mmaction - INFO - Epoch [48][1300/1760] lr: 1.500e-04, eta: 0:57:18, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7667, top5_acc: 0.9224, loss_cls: 0.8970, loss: 0.8970, grad_norm: 8.9391 2021-04-01 11:12:56,756 - mmaction - INFO - Epoch [48][1320/1760] lr: 1.500e-04, eta: 0:57:01, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7688, top5_acc: 0.9286, loss_cls: 0.8881, loss: 0.8881, grad_norm: 8.9179 2021-04-01 11:13:13,359 - mmaction - INFO - Epoch [48][1340/1760] lr: 1.500e-04, eta: 0:56:44, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7688, top5_acc: 0.9245, loss_cls: 0.9049, loss: 0.9049, grad_norm: 9.0079 2021-04-01 11:13:29,970 - mmaction - INFO - Epoch [48][1360/1760] lr: 1.500e-04, eta: 0:56:26, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7708, top5_acc: 0.9234, loss_cls: 0.8764, loss: 0.8764, grad_norm: 8.7489 2021-04-01 11:13:46,576 - mmaction - INFO - Epoch [48][1380/1760] lr: 1.500e-04, eta: 0:56:09, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7714, top5_acc: 0.9266, loss_cls: 0.8750, loss: 0.8750, grad_norm: 8.8242 2021-04-01 11:14:03,145 - mmaction - INFO - Epoch [48][1400/1760] lr: 1.500e-04, eta: 0:55:52, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7682, top5_acc: 0.9313, loss_cls: 0.8688, loss: 0.8688, grad_norm: 8.7929 2021-04-01 11:14:19,757 - mmaction - INFO - Epoch [48][1420/1760] lr: 1.500e-04, eta: 0:55:34, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7677, top5_acc: 0.9187, loss_cls: 0.8986, loss: 0.8986, grad_norm: 8.7351 2021-04-01 11:14:36,323 - mmaction - INFO - Epoch [48][1440/1760] lr: 1.500e-04, eta: 0:55:17, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7688, top5_acc: 0.9328, loss_cls: 0.8703, loss: 0.8703, grad_norm: 8.9511 2021-04-01 11:14:52,922 - mmaction - INFO - Epoch [48][1460/1760] lr: 1.500e-04, eta: 0:55:00, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7708, top5_acc: 0.9328, loss_cls: 0.8508, loss: 0.8508, grad_norm: 8.8979 2021-04-01 11:15:09,515 - mmaction - INFO - Epoch [48][1480/1760] lr: 1.500e-04, eta: 0:54:42, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7693, top5_acc: 0.9146, loss_cls: 0.9199, loss: 0.9199, grad_norm: 8.8977 2021-04-01 11:15:26,122 - mmaction - INFO - Epoch [48][1500/1760] lr: 1.500e-04, eta: 0:54:25, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7807, top5_acc: 0.9396, loss_cls: 0.8226, loss: 0.8226, grad_norm: 8.7095 2021-04-01 11:15:42,733 - mmaction - INFO - Epoch [48][1520/1760] lr: 1.500e-04, eta: 0:54:08, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7589, top5_acc: 0.9250, loss_cls: 0.9014, loss: 0.9014, grad_norm: 8.8439 2021-04-01 11:15:59,328 - mmaction - INFO - Epoch [48][1540/1760] lr: 1.500e-04, eta: 0:53:51, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7604, top5_acc: 0.9292, loss_cls: 0.9102, loss: 0.9102, grad_norm: 9.2091 2021-04-01 11:16:15,927 - mmaction - INFO - Epoch [48][1560/1760] lr: 1.500e-04, eta: 0:53:33, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7615, top5_acc: 0.9187, loss_cls: 0.9119, loss: 0.9119, grad_norm: 8.8754 2021-04-01 11:16:32,530 - mmaction - INFO - Epoch [48][1580/1760] lr: 1.500e-04, eta: 0:53:16, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7906, top5_acc: 0.9427, loss_cls: 0.8053, loss: 0.8053, grad_norm: 8.5729 2021-04-01 11:16:49,147 - mmaction - INFO - Epoch [48][1600/1760] lr: 1.500e-04, eta: 0:52:59, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7760, top5_acc: 0.9224, loss_cls: 0.8751, loss: 0.8751, grad_norm: 8.7260 2021-04-01 11:17:05,767 - mmaction - INFO - Epoch [48][1620/1760] lr: 1.500e-04, eta: 0:52:41, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7745, top5_acc: 0.9281, loss_cls: 0.8801, loss: 0.8801, grad_norm: 9.0772 2021-04-01 11:17:22,340 - mmaction - INFO - Epoch [48][1640/1760] lr: 1.500e-04, eta: 0:52:24, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7604, top5_acc: 0.9208, loss_cls: 0.9093, loss: 0.9093, grad_norm: 8.9474 2021-04-01 11:17:38,966 - mmaction - INFO - Epoch [48][1660/1760] lr: 1.500e-04, eta: 0:52:07, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7656, top5_acc: 0.9224, loss_cls: 0.8918, loss: 0.8918, grad_norm: 8.9796 2021-04-01 11:17:55,598 - mmaction - INFO - Epoch [48][1680/1760] lr: 1.500e-04, eta: 0:51:49, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.7641, top5_acc: 0.9313, loss_cls: 0.8722, loss: 0.8722, grad_norm: 9.0524 2021-04-01 11:18:12,203 - mmaction - INFO - Epoch [48][1700/1760] lr: 1.500e-04, eta: 0:51:32, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7599, top5_acc: 0.9250, loss_cls: 0.8797, loss: 0.8797, grad_norm: 9.0602 2021-04-01 11:18:28,790 - mmaction - INFO - Epoch [48][1720/1760] lr: 1.500e-04, eta: 0:51:15, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7656, top5_acc: 0.9344, loss_cls: 0.8728, loss: 0.8728, grad_norm: 8.7859 2021-04-01 11:18:45,398 - mmaction - INFO - Epoch [48][1740/1760] lr: 1.500e-04, eta: 0:50:57, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7703, top5_acc: 0.9245, loss_cls: 0.8721, loss: 0.8721, grad_norm: 8.8841 2021-04-01 11:19:01,724 - mmaction - INFO - Epoch [48][1760/1760] lr: 1.500e-04, eta: 0:50:40, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7675, top5_acc: 0.9349, loss_cls: 0.8941, loss: 0.8941, grad_norm: 8.9767 2021-04-01 11:19:02,375 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-04-01 11:22:22,246 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 11:22:22,573 - mmaction - INFO - top1_acc 0.6088 top5_acc 0.8662 2021-04-01 11:22:22,573 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 11:22:22,595 - mmaction - INFO - mean_acc 0.5536 2021-04-01 11:22:22,601 - mmaction - INFO - Epoch(val) [48][1760] top1_acc: 0.6088, top5_acc: 0.8662, mean_class_accuracy: 0.5536 2021-04-01 11:23:05,487 - mmaction - INFO - Epoch [49][20/1760] lr: 1.500e-04, eta: 0:50:24, time: 2.144, data_time: 1.237, memory: 10390, top1_acc: 0.7729, top5_acc: 0.9286, loss_cls: 0.8691, loss: 0.8691, grad_norm: 8.8068 2021-04-01 11:23:21,635 - mmaction - INFO - Epoch [49][40/1760] lr: 1.500e-04, eta: 0:50:07, time: 0.808, data_time: 0.004, memory: 10390, top1_acc: 0.7682, top5_acc: 0.9297, loss_cls: 0.8739, loss: 0.8739, grad_norm: 9.2261 2021-04-01 11:23:37,889 - mmaction - INFO - Epoch [49][60/1760] lr: 1.500e-04, eta: 0:49:49, time: 0.812, data_time: 0.002, memory: 10390, top1_acc: 0.7708, top5_acc: 0.9266, loss_cls: 0.8612, loss: 0.8612, grad_norm: 8.6407 2021-04-01 11:23:54,169 - mmaction - INFO - Epoch [49][80/1760] lr: 1.500e-04, eta: 0:49:32, time: 0.814, data_time: 0.001, memory: 10390, top1_acc: 0.7870, top5_acc: 0.9318, loss_cls: 0.8238, loss: 0.8238, grad_norm: 8.7281 2021-04-01 11:24:10,484 - mmaction - INFO - Epoch [49][100/1760] lr: 1.500e-04, eta: 0:49:15, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.7583, top5_acc: 0.9203, loss_cls: 0.9139, loss: 0.9139, grad_norm: 9.1918 2021-04-01 11:24:26,839 - mmaction - INFO - Epoch [49][120/1760] lr: 1.500e-04, eta: 0:48:57, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7828, top5_acc: 0.9354, loss_cls: 0.8175, loss: 0.8175, grad_norm: 8.7081 2021-04-01 11:24:43,131 - mmaction - INFO - Epoch [49][140/1760] lr: 1.500e-04, eta: 0:48:40, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.7672, top5_acc: 0.9292, loss_cls: 0.8684, loss: 0.8684, grad_norm: 8.6802 2021-04-01 11:24:59,419 - mmaction - INFO - Epoch [49][160/1760] lr: 1.500e-04, eta: 0:48:23, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.7745, top5_acc: 0.9385, loss_cls: 0.8333, loss: 0.8333, grad_norm: 8.6502 2021-04-01 11:25:16,382 - mmaction - INFO - Epoch [49][180/1760] lr: 1.500e-04, eta: 0:48:05, time: 0.845, data_time: 0.002, memory: 10390, top1_acc: 0.7641, top5_acc: 0.9276, loss_cls: 0.8729, loss: 0.8729, grad_norm: 8.8348 2021-04-01 11:25:32,708 - mmaction - INFO - Epoch [49][200/1760] lr: 1.500e-04, eta: 0:47:48, time: 0.820, data_time: 0.004, memory: 10390, top1_acc: 0.7755, top5_acc: 0.9302, loss_cls: 0.8566, loss: 0.8566, grad_norm: 9.0527 2021-04-01 11:25:49,042 - mmaction - INFO - Epoch [49][220/1760] lr: 1.500e-04, eta: 0:47:31, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7792, top5_acc: 0.9245, loss_cls: 0.8641, loss: 0.8641, grad_norm: 8.4190 2021-04-01 11:26:05,388 - mmaction - INFO - Epoch [49][240/1760] lr: 1.500e-04, eta: 0:47:13, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7750, top5_acc: 0.9260, loss_cls: 0.8974, loss: 0.8974, grad_norm: 8.9356 2021-04-01 11:26:21,753 - mmaction - INFO - Epoch [49][260/1760] lr: 1.500e-04, eta: 0:46:56, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7630, top5_acc: 0.9266, loss_cls: 0.9222, loss: 0.9222, grad_norm: 9.3454 2021-04-01 11:26:38,154 - mmaction - INFO - Epoch [49][280/1760] lr: 1.500e-04, eta: 0:46:39, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.7641, top5_acc: 0.9276, loss_cls: 0.8809, loss: 0.8809, grad_norm: 8.9487 2021-04-01 11:26:54,509 - mmaction - INFO - Epoch [49][300/1760] lr: 1.500e-04, eta: 0:46:22, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7641, top5_acc: 0.9328, loss_cls: 0.8779, loss: 0.8779, grad_norm: 9.0161 2021-04-01 11:27:10,862 - mmaction - INFO - Epoch [49][320/1760] lr: 1.500e-04, eta: 0:46:04, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7839, top5_acc: 0.9370, loss_cls: 0.8184, loss: 0.8184, grad_norm: 8.7032 2021-04-01 11:27:27,230 - mmaction - INFO - Epoch [49][340/1760] lr: 1.500e-04, eta: 0:45:47, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7828, top5_acc: 0.9224, loss_cls: 0.8614, loss: 0.8614, grad_norm: 8.8325 2021-04-01 11:27:43,562 - mmaction - INFO - Epoch [49][360/1760] lr: 1.500e-04, eta: 0:45:30, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7599, top5_acc: 0.9182, loss_cls: 0.8928, loss: 0.8928, grad_norm: 8.8987 2021-04-01 11:27:59,915 - mmaction - INFO - Epoch [49][380/1760] lr: 1.500e-04, eta: 0:45:12, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7719, top5_acc: 0.9333, loss_cls: 0.8393, loss: 0.8393, grad_norm: 9.0292 2021-04-01 11:28:16,284 - mmaction - INFO - Epoch [49][400/1760] lr: 1.500e-04, eta: 0:44:55, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7766, top5_acc: 0.9375, loss_cls: 0.8389, loss: 0.8389, grad_norm: 9.0288 2021-04-01 11:28:32,684 - mmaction - INFO - Epoch [49][420/1760] lr: 1.500e-04, eta: 0:44:38, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7604, top5_acc: 0.9203, loss_cls: 0.8760, loss: 0.8760, grad_norm: 8.8729 2021-04-01 11:28:49,021 - mmaction - INFO - Epoch [49][440/1760] lr: 1.500e-04, eta: 0:44:20, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7865, top5_acc: 0.9286, loss_cls: 0.8178, loss: 0.8178, grad_norm: 8.8517 2021-04-01 11:29:05,343 - mmaction - INFO - Epoch [49][460/1760] lr: 1.500e-04, eta: 0:44:03, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7589, top5_acc: 0.9146, loss_cls: 0.9420, loss: 0.9420, grad_norm: 9.0784 2021-04-01 11:29:21,687 - mmaction - INFO - Epoch [49][480/1760] lr: 1.500e-04, eta: 0:43:46, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7724, top5_acc: 0.9161, loss_cls: 0.9033, loss: 0.9033, grad_norm: 8.8782 2021-04-01 11:29:37,973 - mmaction - INFO - Epoch [49][500/1760] lr: 1.500e-04, eta: 0:43:28, time: 0.814, data_time: 0.002, memory: 10390, top1_acc: 0.7594, top5_acc: 0.9286, loss_cls: 0.8814, loss: 0.8814, grad_norm: 8.9737 2021-04-01 11:29:54,249 - mmaction - INFO - Epoch [49][520/1760] lr: 1.500e-04, eta: 0:43:11, time: 0.814, data_time: 0.001, memory: 10390, top1_acc: 0.7615, top5_acc: 0.9198, loss_cls: 0.9000, loss: 0.9000, grad_norm: 8.9932 2021-04-01 11:30:10,663 - mmaction - INFO - Epoch [49][540/1760] lr: 1.500e-04, eta: 0:42:54, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7562, top5_acc: 0.9276, loss_cls: 0.9139, loss: 0.9139, grad_norm: 9.1292 2021-04-01 11:30:27,033 - mmaction - INFO - Epoch [49][560/1760] lr: 1.500e-04, eta: 0:42:36, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7734, top5_acc: 0.9333, loss_cls: 0.8720, loss: 0.8720, grad_norm: 8.9734 2021-04-01 11:30:43,337 - mmaction - INFO - Epoch [49][580/1760] lr: 1.500e-04, eta: 0:42:19, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.7641, top5_acc: 0.9271, loss_cls: 0.8843, loss: 0.8843, grad_norm: 9.0386 2021-04-01 11:30:59,686 - mmaction - INFO - Epoch [49][600/1760] lr: 1.500e-04, eta: 0:42:02, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7870, top5_acc: 0.9417, loss_cls: 0.7851, loss: 0.7851, grad_norm: 8.4622 2021-04-01 11:31:16,080 - mmaction - INFO - Epoch [49][620/1760] lr: 1.500e-04, eta: 0:41:45, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7771, top5_acc: 0.9245, loss_cls: 0.8649, loss: 0.8649, grad_norm: 8.7975 2021-04-01 11:31:32,489 - mmaction - INFO - Epoch [49][640/1760] lr: 1.500e-04, eta: 0:41:27, time: 0.821, data_time: 0.001, memory: 10390, top1_acc: 0.7734, top5_acc: 0.9292, loss_cls: 0.8511, loss: 0.8511, grad_norm: 8.8035 2021-04-01 11:31:49,074 - mmaction - INFO - Epoch [49][660/1760] lr: 1.500e-04, eta: 0:41:10, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7812, top5_acc: 0.9339, loss_cls: 0.8338, loss: 0.8338, grad_norm: 8.7954 2021-04-01 11:32:05,664 - mmaction - INFO - Epoch [49][680/1760] lr: 1.500e-04, eta: 0:40:53, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7880, top5_acc: 0.9302, loss_cls: 0.8569, loss: 0.8569, grad_norm: 8.9186 2021-04-01 11:32:22,242 - mmaction - INFO - Epoch [49][700/1760] lr: 1.500e-04, eta: 0:40:35, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7677, top5_acc: 0.9323, loss_cls: 0.8696, loss: 0.8696, grad_norm: 8.9580 2021-04-01 11:32:38,850 - mmaction - INFO - Epoch [49][720/1760] lr: 1.500e-04, eta: 0:40:18, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7740, top5_acc: 0.9318, loss_cls: 0.8614, loss: 0.8614, grad_norm: 8.8753 2021-04-01 11:32:55,447 - mmaction - INFO - Epoch [49][740/1760] lr: 1.500e-04, eta: 0:40:01, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7865, top5_acc: 0.9359, loss_cls: 0.8148, loss: 0.8148, grad_norm: 8.6041 2021-04-01 11:33:12,019 - mmaction - INFO - Epoch [49][760/1760] lr: 1.500e-04, eta: 0:39:43, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7531, top5_acc: 0.9182, loss_cls: 0.9189, loss: 0.9189, grad_norm: 9.0147 2021-04-01 11:33:28,595 - mmaction - INFO - Epoch [49][780/1760] lr: 1.500e-04, eta: 0:39:26, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7646, top5_acc: 0.9177, loss_cls: 0.8938, loss: 0.8938, grad_norm: 9.0112 2021-04-01 11:33:45,201 - mmaction - INFO - Epoch [49][800/1760] lr: 1.500e-04, eta: 0:39:09, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7781, top5_acc: 0.9250, loss_cls: 0.8478, loss: 0.8478, grad_norm: 8.8793 2021-04-01 11:34:01,783 - mmaction - INFO - Epoch [49][820/1760] lr: 1.500e-04, eta: 0:38:52, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7734, top5_acc: 0.9318, loss_cls: 0.8418, loss: 0.8418, grad_norm: 8.8116 2021-04-01 11:34:18,381 - mmaction - INFO - Epoch [49][840/1760] lr: 1.500e-04, eta: 0:38:34, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7635, top5_acc: 0.9318, loss_cls: 0.8677, loss: 0.8677, grad_norm: 9.1512 2021-04-01 11:34:34,981 - mmaction - INFO - Epoch [49][860/1760] lr: 1.500e-04, eta: 0:38:17, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7438, top5_acc: 0.9255, loss_cls: 0.9166, loss: 0.9166, grad_norm: 8.9561 2021-04-01 11:34:51,569 - mmaction - INFO - Epoch [49][880/1760] lr: 1.500e-04, eta: 0:38:00, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7688, top5_acc: 0.9313, loss_cls: 0.8643, loss: 0.8643, grad_norm: 8.7243 2021-04-01 11:35:08,179 - mmaction - INFO - Epoch [49][900/1760] lr: 1.500e-04, eta: 0:37:42, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7786, top5_acc: 0.9161, loss_cls: 0.9116, loss: 0.9116, grad_norm: 8.6469 2021-04-01 11:35:24,769 - mmaction - INFO - Epoch [49][920/1760] lr: 1.500e-04, eta: 0:37:25, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7599, top5_acc: 0.9271, loss_cls: 0.8897, loss: 0.8897, grad_norm: 9.0948 2021-04-01 11:35:41,361 - mmaction - INFO - Epoch [49][940/1760] lr: 1.500e-04, eta: 0:37:08, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7792, top5_acc: 0.9411, loss_cls: 0.8266, loss: 0.8266, grad_norm: 8.8787 2021-04-01 11:35:57,925 - mmaction - INFO - Epoch [49][960/1760] lr: 1.500e-04, eta: 0:36:50, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7688, top5_acc: 0.9193, loss_cls: 0.8989, loss: 0.8989, grad_norm: 9.2527 2021-04-01 11:36:14,494 - mmaction - INFO - Epoch [49][980/1760] lr: 1.500e-04, eta: 0:36:33, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7760, top5_acc: 0.9250, loss_cls: 0.8682, loss: 0.8682, grad_norm: 8.8209 2021-04-01 11:36:31,071 - mmaction - INFO - Epoch [49][1000/1760] lr: 1.500e-04, eta: 0:36:16, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7656, top5_acc: 0.9271, loss_cls: 0.8989, loss: 0.8989, grad_norm: 8.9779 2021-04-01 11:36:47,671 - mmaction - INFO - Epoch [49][1020/1760] lr: 1.500e-04, eta: 0:35:59, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7724, top5_acc: 0.9276, loss_cls: 0.8640, loss: 0.8640, grad_norm: 8.9539 2021-04-01 11:37:04,266 - mmaction - INFO - Epoch [49][1040/1760] lr: 1.500e-04, eta: 0:35:41, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7734, top5_acc: 0.9339, loss_cls: 0.8493, loss: 0.8493, grad_norm: 8.7611 2021-04-01 11:37:20,874 - mmaction - INFO - Epoch [49][1060/1760] lr: 1.500e-04, eta: 0:35:24, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7729, top5_acc: 0.9260, loss_cls: 0.8422, loss: 0.8422, grad_norm: 9.3496 2021-04-01 11:37:37,457 - mmaction - INFO - Epoch [49][1080/1760] lr: 1.500e-04, eta: 0:35:07, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7828, top5_acc: 0.9333, loss_cls: 0.8181, loss: 0.8181, grad_norm: 8.6035 2021-04-01 11:37:54,044 - mmaction - INFO - Epoch [49][1100/1760] lr: 1.500e-04, eta: 0:34:49, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7609, top5_acc: 0.9260, loss_cls: 0.8657, loss: 0.8657, grad_norm: 9.0008 2021-04-01 11:38:10,619 - mmaction - INFO - Epoch [49][1120/1760] lr: 1.500e-04, eta: 0:34:32, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7703, top5_acc: 0.9219, loss_cls: 0.8666, loss: 0.8666, grad_norm: 8.7533 2021-04-01 11:38:27,191 - mmaction - INFO - Epoch [49][1140/1760] lr: 1.500e-04, eta: 0:34:15, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7708, top5_acc: 0.9255, loss_cls: 0.8733, loss: 0.8733, grad_norm: 8.6625 2021-04-01 11:38:43,787 - mmaction - INFO - Epoch [49][1160/1760] lr: 1.500e-04, eta: 0:33:58, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7651, top5_acc: 0.9266, loss_cls: 0.8495, loss: 0.8495, grad_norm: 8.9835 2021-04-01 11:39:00,363 - mmaction - INFO - Epoch [49][1180/1760] lr: 1.500e-04, eta: 0:33:40, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7885, top5_acc: 0.9401, loss_cls: 0.7856, loss: 0.7856, grad_norm: 8.7187 2021-04-01 11:39:16,961 - mmaction - INFO - Epoch [49][1200/1760] lr: 1.500e-04, eta: 0:33:23, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7807, top5_acc: 0.9276, loss_cls: 0.8539, loss: 0.8539, grad_norm: 8.9632 2021-04-01 11:39:33,545 - mmaction - INFO - Epoch [49][1220/1760] lr: 1.500e-04, eta: 0:33:06, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7656, top5_acc: 0.9234, loss_cls: 0.8962, loss: 0.8962, grad_norm: 9.2996 2021-04-01 11:39:50,139 - mmaction - INFO - Epoch [49][1240/1760] lr: 1.500e-04, eta: 0:32:48, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7661, top5_acc: 0.9339, loss_cls: 0.8711, loss: 0.8711, grad_norm: 8.9616 2021-04-01 11:40:06,739 - mmaction - INFO - Epoch [49][1260/1760] lr: 1.500e-04, eta: 0:32:31, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7755, top5_acc: 0.9359, loss_cls: 0.8447, loss: 0.8447, grad_norm: 8.7048 2021-04-01 11:40:23,333 - mmaction - INFO - Epoch [49][1280/1760] lr: 1.500e-04, eta: 0:32:14, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7510, top5_acc: 0.9109, loss_cls: 0.9291, loss: 0.9291, grad_norm: 8.9614 2021-04-01 11:40:39,930 - mmaction - INFO - Epoch [49][1300/1760] lr: 1.500e-04, eta: 0:31:57, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7635, top5_acc: 0.9276, loss_cls: 0.8443, loss: 0.8443, grad_norm: 8.7628 2021-04-01 11:40:56,559 - mmaction - INFO - Epoch [49][1320/1760] lr: 1.500e-04, eta: 0:31:39, time: 0.832, data_time: 0.002, memory: 10390, top1_acc: 0.7719, top5_acc: 0.9313, loss_cls: 0.8447, loss: 0.8447, grad_norm: 8.9062 2021-04-01 11:41:13,177 - mmaction - INFO - Epoch [49][1340/1760] lr: 1.500e-04, eta: 0:31:22, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7630, top5_acc: 0.9240, loss_cls: 0.9192, loss: 0.9192, grad_norm: 9.3064 2021-04-01 11:41:29,774 - mmaction - INFO - Epoch [49][1360/1760] lr: 1.500e-04, eta: 0:31:05, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7802, top5_acc: 0.9385, loss_cls: 0.8229, loss: 0.8229, grad_norm: 8.7442 2021-04-01 11:41:46,345 - mmaction - INFO - Epoch [49][1380/1760] lr: 1.500e-04, eta: 0:30:47, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7667, top5_acc: 0.9333, loss_cls: 0.8717, loss: 0.8717, grad_norm: 9.1329 2021-04-01 11:42:02,921 - mmaction - INFO - Epoch [49][1400/1760] lr: 1.500e-04, eta: 0:30:30, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7625, top5_acc: 0.9234, loss_cls: 0.9137, loss: 0.9137, grad_norm: 9.3407 2021-04-01 11:42:19,523 - mmaction - INFO - Epoch [49][1420/1760] lr: 1.500e-04, eta: 0:30:13, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7505, top5_acc: 0.9271, loss_cls: 0.8988, loss: 0.8988, grad_norm: 9.0864 2021-04-01 11:42:36,114 - mmaction - INFO - Epoch [49][1440/1760] lr: 1.500e-04, eta: 0:29:56, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7802, top5_acc: 0.9349, loss_cls: 0.8313, loss: 0.8313, grad_norm: 8.6847 2021-04-01 11:42:52,702 - mmaction - INFO - Epoch [49][1460/1760] lr: 1.500e-04, eta: 0:29:38, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7859, top5_acc: 0.9276, loss_cls: 0.8581, loss: 0.8581, grad_norm: 8.4938 2021-04-01 11:43:09,304 - mmaction - INFO - Epoch [49][1480/1760] lr: 1.500e-04, eta: 0:29:21, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7708, top5_acc: 0.9219, loss_cls: 0.8808, loss: 0.8808, grad_norm: 9.0758 2021-04-01 11:43:25,928 - mmaction - INFO - Epoch [49][1500/1760] lr: 1.500e-04, eta: 0:29:04, time: 0.831, data_time: 0.002, memory: 10390, top1_acc: 0.7661, top5_acc: 0.9214, loss_cls: 0.8769, loss: 0.8769, grad_norm: 8.8787 2021-04-01 11:43:42,511 - mmaction - INFO - Epoch [49][1520/1760] lr: 1.500e-04, eta: 0:28:46, time: 0.830, data_time: 0.001, memory: 10390, top1_acc: 0.7656, top5_acc: 0.9260, loss_cls: 0.8933, loss: 0.8933, grad_norm: 9.2854 2021-04-01 11:43:59,121 - mmaction - INFO - Epoch [49][1540/1760] lr: 1.500e-04, eta: 0:28:29, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7703, top5_acc: 0.9245, loss_cls: 0.8706, loss: 0.8706, grad_norm: 9.3022 2021-04-01 11:44:15,698 - mmaction - INFO - Epoch [49][1560/1760] lr: 1.500e-04, eta: 0:28:12, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7656, top5_acc: 0.9266, loss_cls: 0.8825, loss: 0.8825, grad_norm: 8.9284 2021-04-01 11:44:32,311 - mmaction - INFO - Epoch [49][1580/1760] lr: 1.500e-04, eta: 0:27:55, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7661, top5_acc: 0.9318, loss_cls: 0.8644, loss: 0.8644, grad_norm: 9.1466 2021-04-01 11:44:48,888 - mmaction - INFO - Epoch [49][1600/1760] lr: 1.500e-04, eta: 0:27:37, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7578, top5_acc: 0.9302, loss_cls: 0.8854, loss: 0.8854, grad_norm: 9.2423 2021-04-01 11:45:05,485 - mmaction - INFO - Epoch [49][1620/1760] lr: 1.500e-04, eta: 0:27:20, time: 0.830, data_time: 0.002, memory: 10390, top1_acc: 0.7703, top5_acc: 0.9292, loss_cls: 0.8518, loss: 0.8518, grad_norm: 8.9756 2021-04-01 11:45:22,060 - mmaction - INFO - Epoch [49][1640/1760] lr: 1.500e-04, eta: 0:27:03, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7630, top5_acc: 0.9266, loss_cls: 0.8728, loss: 0.8728, grad_norm: 9.1158 2021-04-01 11:45:38,654 - mmaction - INFO - Epoch [49][1660/1760] lr: 1.500e-04, eta: 0:26:45, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7724, top5_acc: 0.9260, loss_cls: 0.8746, loss: 0.8746, grad_norm: 8.8284 2021-04-01 11:45:55,215 - mmaction - INFO - Epoch [49][1680/1760] lr: 1.500e-04, eta: 0:26:28, time: 0.829, data_time: 0.001, memory: 10390, top1_acc: 0.7693, top5_acc: 0.9156, loss_cls: 0.8974, loss: 0.8974, grad_norm: 9.0962 2021-04-01 11:46:11,807 - mmaction - INFO - Epoch [49][1700/1760] lr: 1.500e-04, eta: 0:26:11, time: 0.829, data_time: 0.002, memory: 10390, top1_acc: 0.7698, top5_acc: 0.9318, loss_cls: 0.8343, loss: 0.8343, grad_norm: 8.7948 2021-04-01 11:46:28,409 - mmaction - INFO - Epoch [49][1720/1760] lr: 1.500e-04, eta: 0:25:54, time: 0.831, data_time: 0.001, memory: 10390, top1_acc: 0.7776, top5_acc: 0.9292, loss_cls: 0.8395, loss: 0.8395, grad_norm: 8.6947 2021-04-01 11:46:44,968 - mmaction - INFO - Epoch [49][1740/1760] lr: 1.500e-04, eta: 0:25:36, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7578, top5_acc: 0.9229, loss_cls: 0.9029, loss: 0.9029, grad_norm: 9.3087 2021-04-01 11:47:01,312 - mmaction - INFO - Epoch [49][1760/1760] lr: 1.500e-04, eta: 0:25:19, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7733, top5_acc: 0.9248, loss_cls: 0.8486, loss: 0.8486, grad_norm: 8.7518 2021-04-01 11:47:02,412 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-04-01 11:47:45,689 - mmaction - INFO - Epoch [50][20/1760] lr: 1.500e-04, eta: 0:25:02, time: 2.114, data_time: 1.301, memory: 10390, top1_acc: 0.7667, top5_acc: 0.9260, loss_cls: 0.8563, loss: 0.8563, grad_norm: 8.9439 2021-04-01 11:48:01,948 - mmaction - INFO - Epoch [50][40/1760] lr: 1.500e-04, eta: 0:24:45, time: 0.813, data_time: 0.003, memory: 10390, top1_acc: 0.7661, top5_acc: 0.9281, loss_cls: 0.8862, loss: 0.8862, grad_norm: 9.0935 2021-04-01 11:48:18,301 - mmaction - INFO - Epoch [50][60/1760] lr: 1.500e-04, eta: 0:24:28, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7625, top5_acc: 0.9255, loss_cls: 0.9246, loss: 0.9246, grad_norm: 9.2492 2021-04-01 11:48:34,662 - mmaction - INFO - Epoch [50][80/1760] lr: 1.500e-04, eta: 0:24:10, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7599, top5_acc: 0.9187, loss_cls: 0.9055, loss: 0.9055, grad_norm: 9.1915 2021-04-01 11:48:51,045 - mmaction - INFO - Epoch [50][100/1760] lr: 1.500e-04, eta: 0:23:53, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7708, top5_acc: 0.9333, loss_cls: 0.8584, loss: 0.8584, grad_norm: 9.1704 2021-04-01 11:49:07,431 - mmaction - INFO - Epoch [50][120/1760] lr: 1.500e-04, eta: 0:23:36, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7906, top5_acc: 0.9328, loss_cls: 0.8249, loss: 0.8249, grad_norm: 8.6951 2021-04-01 11:49:23,815 - mmaction - INFO - Epoch [50][140/1760] lr: 1.500e-04, eta: 0:23:18, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7729, top5_acc: 0.9229, loss_cls: 0.8833, loss: 0.8833, grad_norm: 9.3564 2021-04-01 11:49:40,152 - mmaction - INFO - Epoch [50][160/1760] lr: 1.500e-04, eta: 0:23:01, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7781, top5_acc: 0.9359, loss_cls: 0.8598, loss: 0.8598, grad_norm: 9.0732 2021-04-01 11:49:56,536 - mmaction - INFO - Epoch [50][180/1760] lr: 1.500e-04, eta: 0:22:44, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7490, top5_acc: 0.9151, loss_cls: 0.9559, loss: 0.9559, grad_norm: 9.1827 2021-04-01 11:50:13,031 - mmaction - INFO - Epoch [50][200/1760] lr: 1.500e-04, eta: 0:22:27, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7635, top5_acc: 0.9380, loss_cls: 0.8673, loss: 0.8673, grad_norm: 8.9782 2021-04-01 11:50:29,386 - mmaction - INFO - Epoch [50][220/1760] lr: 1.500e-04, eta: 0:22:09, time: 0.818, data_time: 0.003, memory: 10390, top1_acc: 0.7656, top5_acc: 0.9271, loss_cls: 0.8879, loss: 0.8879, grad_norm: 9.0923 2021-04-01 11:50:45,724 - mmaction - INFO - Epoch [50][240/1760] lr: 1.500e-04, eta: 0:21:52, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7750, top5_acc: 0.9302, loss_cls: 0.8352, loss: 0.8352, grad_norm: 8.7679 2021-04-01 11:51:02,098 - mmaction - INFO - Epoch [50][260/1760] lr: 1.500e-04, eta: 0:21:35, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7792, top5_acc: 0.9271, loss_cls: 0.8682, loss: 0.8682, grad_norm: 9.0390 2021-04-01 11:51:18,426 - mmaction - INFO - Epoch [50][280/1760] lr: 1.500e-04, eta: 0:21:17, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7823, top5_acc: 0.9391, loss_cls: 0.8116, loss: 0.8116, grad_norm: 8.6399 2021-04-01 11:51:34,772 - mmaction - INFO - Epoch [50][300/1760] lr: 1.500e-04, eta: 0:21:00, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7766, top5_acc: 0.9349, loss_cls: 0.8252, loss: 0.8252, grad_norm: 8.9242 2021-04-01 11:51:51,214 - mmaction - INFO - Epoch [50][320/1760] lr: 1.500e-04, eta: 0:20:43, time: 0.823, data_time: 0.001, memory: 10390, top1_acc: 0.7734, top5_acc: 0.9385, loss_cls: 0.8202, loss: 0.8202, grad_norm: 8.8782 2021-04-01 11:52:07,732 - mmaction - INFO - Epoch [50][340/1760] lr: 1.500e-04, eta: 0:20:26, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7719, top5_acc: 0.9219, loss_cls: 0.8860, loss: 0.8860, grad_norm: 8.8765 2021-04-01 11:52:24,254 - mmaction - INFO - Epoch [50][360/1760] lr: 1.500e-04, eta: 0:20:08, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7688, top5_acc: 0.9271, loss_cls: 0.8560, loss: 0.8560, grad_norm: 8.9692 2021-04-01 11:52:40,736 - mmaction - INFO - Epoch [50][380/1760] lr: 1.500e-04, eta: 0:19:51, time: 0.823, data_time: 0.002, memory: 10390, top1_acc: 0.7672, top5_acc: 0.9339, loss_cls: 0.8514, loss: 0.8514, grad_norm: 8.9870 2021-04-01 11:52:57,257 - mmaction - INFO - Epoch [50][400/1760] lr: 1.500e-04, eta: 0:19:34, time: 0.827, data_time: 0.002, memory: 10390, top1_acc: 0.7766, top5_acc: 0.9286, loss_cls: 0.8674, loss: 0.8674, grad_norm: 9.0176 2021-04-01 11:53:13,741 - mmaction - INFO - Epoch [50][420/1760] lr: 1.500e-04, eta: 0:19:17, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7677, top5_acc: 0.9307, loss_cls: 0.8782, loss: 0.8782, grad_norm: 9.4144 2021-04-01 11:53:30,249 - mmaction - INFO - Epoch [50][440/1760] lr: 1.500e-04, eta: 0:18:59, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7635, top5_acc: 0.9328, loss_cls: 0.9006, loss: 0.9006, grad_norm: 9.0501 2021-04-01 11:53:46,778 - mmaction - INFO - Epoch [50][460/1760] lr: 1.500e-04, eta: 0:18:42, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7510, top5_acc: 0.9276, loss_cls: 0.9008, loss: 0.9008, grad_norm: 9.0634 2021-04-01 11:54:03,267 - mmaction - INFO - Epoch [50][480/1760] lr: 1.500e-04, eta: 0:18:25, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.7557, top5_acc: 0.9187, loss_cls: 0.9141, loss: 0.9141, grad_norm: 9.4443 2021-04-01 11:54:19,782 - mmaction - INFO - Epoch [50][500/1760] lr: 1.500e-04, eta: 0:18:07, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7625, top5_acc: 0.9208, loss_cls: 0.9106, loss: 0.9106, grad_norm: 9.0574 2021-04-01 11:54:36,333 - mmaction - INFO - Epoch [50][520/1760] lr: 1.500e-04, eta: 0:17:50, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7620, top5_acc: 0.9328, loss_cls: 0.8770, loss: 0.8770, grad_norm: 8.9527 2021-04-01 11:54:52,816 - mmaction - INFO - Epoch [50][540/1760] lr: 1.500e-04, eta: 0:17:33, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7698, top5_acc: 0.9266, loss_cls: 0.8650, loss: 0.8650, grad_norm: 9.0198 2021-04-01 11:55:09,325 - mmaction - INFO - Epoch [50][560/1760] lr: 1.500e-04, eta: 0:17:16, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7714, top5_acc: 0.9286, loss_cls: 0.8611, loss: 0.8611, grad_norm: 9.0025 2021-04-01 11:55:25,810 - mmaction - INFO - Epoch [50][580/1760] lr: 1.500e-04, eta: 0:16:58, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7641, top5_acc: 0.9250, loss_cls: 0.8798, loss: 0.8798, grad_norm: 8.9131 2021-04-01 11:55:42,306 - mmaction - INFO - Epoch [50][600/1760] lr: 1.500e-04, eta: 0:16:41, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.7812, top5_acc: 0.9271, loss_cls: 0.8392, loss: 0.8392, grad_norm: 9.0996 2021-04-01 11:55:58,830 - mmaction - INFO - Epoch [50][620/1760] lr: 1.500e-04, eta: 0:16:24, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7870, top5_acc: 0.9266, loss_cls: 0.8460, loss: 0.8460, grad_norm: 8.5739 2021-04-01 11:56:15,314 - mmaction - INFO - Epoch [50][640/1760] lr: 1.500e-04, eta: 0:16:06, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7771, top5_acc: 0.9411, loss_cls: 0.7988, loss: 0.7988, grad_norm: 8.6306 2021-04-01 11:56:31,828 - mmaction - INFO - Epoch [50][660/1760] lr: 1.500e-04, eta: 0:15:49, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7719, top5_acc: 0.9333, loss_cls: 0.8698, loss: 0.8698, grad_norm: 8.8394 2021-04-01 11:56:48,351 - mmaction - INFO - Epoch [50][680/1760] lr: 1.500e-04, eta: 0:15:32, time: 0.827, data_time: 0.001, memory: 10390, top1_acc: 0.7672, top5_acc: 0.9172, loss_cls: 0.9093, loss: 0.9093, grad_norm: 9.1216 2021-04-01 11:57:04,861 - mmaction - INFO - Epoch [50][700/1760] lr: 1.500e-04, eta: 0:15:15, time: 0.825, data_time: 0.002, memory: 10390, top1_acc: 0.7771, top5_acc: 0.9172, loss_cls: 0.8908, loss: 0.8908, grad_norm: 8.9618 2021-04-01 11:57:21,324 - mmaction - INFO - Epoch [50][720/1760] lr: 1.500e-04, eta: 0:14:57, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7505, top5_acc: 0.9281, loss_cls: 0.9098, loss: 0.9098, grad_norm: 9.3321 2021-04-01 11:57:37,893 - mmaction - INFO - Epoch [50][740/1760] lr: 1.500e-04, eta: 0:14:40, time: 0.828, data_time: 0.002, memory: 10390, top1_acc: 0.7604, top5_acc: 0.9229, loss_cls: 0.9041, loss: 0.9041, grad_norm: 9.2880 2021-04-01 11:57:54,388 - mmaction - INFO - Epoch [50][760/1760] lr: 1.500e-04, eta: 0:14:23, time: 0.825, data_time: 0.001, memory: 10390, top1_acc: 0.7823, top5_acc: 0.9266, loss_cls: 0.8267, loss: 0.8267, grad_norm: 8.7455 2021-04-01 11:58:10,883 - mmaction - INFO - Epoch [50][780/1760] lr: 1.500e-04, eta: 0:14:06, time: 0.824, data_time: 0.002, memory: 10390, top1_acc: 0.7630, top5_acc: 0.9292, loss_cls: 0.8962, loss: 0.8962, grad_norm: 8.9564 2021-04-01 11:58:27,390 - mmaction - INFO - Epoch [50][800/1760] lr: 1.500e-04, eta: 0:13:48, time: 0.826, data_time: 0.001, memory: 10390, top1_acc: 0.7729, top5_acc: 0.9286, loss_cls: 0.8625, loss: 0.8625, grad_norm: 8.8904 2021-04-01 11:58:43,921 - mmaction - INFO - Epoch [50][820/1760] lr: 1.500e-04, eta: 0:13:31, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7714, top5_acc: 0.9187, loss_cls: 0.8790, loss: 0.8790, grad_norm: 9.0673 2021-04-01 11:59:00,395 - mmaction - INFO - Epoch [50][840/1760] lr: 1.500e-04, eta: 0:13:14, time: 0.824, data_time: 0.001, memory: 10390, top1_acc: 0.7703, top5_acc: 0.9266, loss_cls: 0.8504, loss: 0.8504, grad_norm: 9.0426 2021-04-01 11:59:16,928 - mmaction - INFO - Epoch [50][860/1760] lr: 1.500e-04, eta: 0:12:56, time: 0.826, data_time: 0.002, memory: 10390, top1_acc: 0.7719, top5_acc: 0.9214, loss_cls: 0.8982, loss: 0.8982, grad_norm: 9.2802 2021-04-01 11:59:33,467 - mmaction - INFO - Epoch [50][880/1760] lr: 1.500e-04, eta: 0:12:39, time: 0.828, data_time: 0.001, memory: 10390, top1_acc: 0.7719, top5_acc: 0.9224, loss_cls: 0.8586, loss: 0.8586, grad_norm: 8.9036 2021-04-01 11:59:49,948 - mmaction - INFO - Epoch [50][900/1760] lr: 1.500e-04, eta: 0:12:22, time: 0.823, data_time: 0.002, memory: 10390, top1_acc: 0.7688, top5_acc: 0.9214, loss_cls: 0.8746, loss: 0.8746, grad_norm: 9.1260 2021-04-01 12:00:16,127 - mmaction - INFO - Epoch [50][920/1760] lr: 1.500e-04, eta: 0:12:05, time: 1.300, data_time: 0.003, memory: 10390, top1_acc: 0.7708, top5_acc: 0.9318, loss_cls: 0.8474, loss: 0.8474, grad_norm: 9.1219 2021-04-01 12:00:33,262 - mmaction - INFO - Epoch [50][940/1760] lr: 1.500e-04, eta: 0:11:47, time: 0.866, data_time: 0.056, memory: 10390, top1_acc: 0.7797, top5_acc: 0.9260, loss_cls: 0.8414, loss: 0.8414, grad_norm: 8.7891 2021-04-01 12:00:49,585 - mmaction - INFO - Epoch [50][960/1760] lr: 1.500e-04, eta: 0:11:30, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7630, top5_acc: 0.9328, loss_cls: 0.8676, loss: 0.8676, grad_norm: 8.9258 2021-04-01 12:01:05,958 - mmaction - INFO - Epoch [50][980/1760] lr: 1.500e-04, eta: 0:11:13, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7609, top5_acc: 0.9177, loss_cls: 0.9177, loss: 0.9177, grad_norm: 10.2035 2021-04-01 12:01:22,290 - mmaction - INFO - Epoch [50][1000/1760] lr: 1.500e-04, eta: 0:10:56, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7594, top5_acc: 0.9240, loss_cls: 0.8996, loss: 0.8996, grad_norm: 9.1845 2021-04-01 12:01:38,594 - mmaction - INFO - Epoch [50][1020/1760] lr: 1.500e-04, eta: 0:10:38, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.7766, top5_acc: 0.9318, loss_cls: 0.8534, loss: 0.8534, grad_norm: 8.8669 2021-04-01 12:01:54,981 - mmaction - INFO - Epoch [50][1040/1760] lr: 1.500e-04, eta: 0:10:21, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7859, top5_acc: 0.9281, loss_cls: 0.8298, loss: 0.8298, grad_norm: 9.1061 2021-04-01 12:02:11,368 - mmaction - INFO - Epoch [50][1060/1760] lr: 1.500e-04, eta: 0:10:04, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7703, top5_acc: 0.9359, loss_cls: 0.8566, loss: 0.8566, grad_norm: 9.2105 2021-04-01 12:02:27,747 - mmaction - INFO - Epoch [50][1080/1760] lr: 1.500e-04, eta: 0:09:47, time: 0.819, data_time: 0.000, memory: 10390, top1_acc: 0.7792, top5_acc: 0.9224, loss_cls: 0.8845, loss: 0.8845, grad_norm: 9.0568 2021-04-01 12:02:44,068 - mmaction - INFO - Epoch [50][1100/1760] lr: 1.500e-04, eta: 0:09:29, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7776, top5_acc: 0.9365, loss_cls: 0.8353, loss: 0.8353, grad_norm: 8.9819 2021-04-01 12:03:00,350 - mmaction - INFO - Epoch [50][1120/1760] lr: 1.500e-04, eta: 0:09:12, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.7755, top5_acc: 0.9276, loss_cls: 0.8604, loss: 0.8604, grad_norm: 8.9149 2021-04-01 12:03:16,706 - mmaction - INFO - Epoch [50][1140/1760] lr: 1.500e-04, eta: 0:08:55, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7698, top5_acc: 0.9266, loss_cls: 0.8651, loss: 0.8651, grad_norm: 9.3245 2021-04-01 12:03:33,071 - mmaction - INFO - Epoch [50][1160/1760] lr: 1.500e-04, eta: 0:08:37, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7422, top5_acc: 0.9104, loss_cls: 0.9480, loss: 0.9480, grad_norm: 9.2258 2021-04-01 12:03:49,474 - mmaction - INFO - Epoch [50][1180/1760] lr: 1.500e-04, eta: 0:08:20, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7703, top5_acc: 0.9323, loss_cls: 0.8687, loss: 0.8687, grad_norm: 9.0986 2021-04-01 12:04:05,810 - mmaction - INFO - Epoch [50][1200/1760] lr: 1.500e-04, eta: 0:08:03, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7573, top5_acc: 0.9172, loss_cls: 0.9231, loss: 0.9231, grad_norm: 8.9656 2021-04-01 12:04:22,170 - mmaction - INFO - Epoch [50][1220/1760] lr: 1.500e-04, eta: 0:07:46, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7729, top5_acc: 0.9339, loss_cls: 0.8508, loss: 0.8508, grad_norm: 8.9148 2021-04-01 12:04:38,538 - mmaction - INFO - Epoch [50][1240/1760] lr: 1.500e-04, eta: 0:07:28, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7656, top5_acc: 0.9234, loss_cls: 0.8671, loss: 0.8671, grad_norm: 9.0894 2021-04-01 12:04:54,848 - mmaction - INFO - Epoch [50][1260/1760] lr: 1.500e-04, eta: 0:07:11, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.7917, top5_acc: 0.9391, loss_cls: 0.7987, loss: 0.7987, grad_norm: 8.7917 2021-04-01 12:05:12,951 - mmaction - INFO - Epoch [50][1280/1760] lr: 1.500e-04, eta: 0:06:54, time: 0.902, data_time: 0.001, memory: 10390, top1_acc: 0.7755, top5_acc: 0.9245, loss_cls: 0.8739, loss: 0.8739, grad_norm: 8.9553 2021-04-01 12:05:29,255 - mmaction - INFO - Epoch [50][1300/1760] lr: 1.500e-04, eta: 0:06:37, time: 0.819, data_time: 0.005, memory: 10390, top1_acc: 0.7719, top5_acc: 0.9307, loss_cls: 0.8508, loss: 0.8508, grad_norm: 9.0264 2021-04-01 12:05:45,595 - mmaction - INFO - Epoch [50][1320/1760] lr: 1.500e-04, eta: 0:06:19, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7656, top5_acc: 0.9333, loss_cls: 0.8759, loss: 0.8759, grad_norm: 9.0672 2021-04-01 12:06:01,958 - mmaction - INFO - Epoch [50][1340/1760] lr: 1.500e-04, eta: 0:06:02, time: 0.818, data_time: 0.001, memory: 10390, top1_acc: 0.7802, top5_acc: 0.9281, loss_cls: 0.8588, loss: 0.8588, grad_norm: 8.9214 2021-04-01 12:06:18,352 - mmaction - INFO - Epoch [50][1360/1760] lr: 1.500e-04, eta: 0:05:45, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7875, top5_acc: 0.9323, loss_cls: 0.8431, loss: 0.8431, grad_norm: 8.7832 2021-04-01 12:06:34,602 - mmaction - INFO - Epoch [50][1380/1760] lr: 1.500e-04, eta: 0:05:27, time: 0.813, data_time: 0.001, memory: 10390, top1_acc: 0.7911, top5_acc: 0.9333, loss_cls: 0.8048, loss: 0.8048, grad_norm: 8.9128 2021-04-01 12:06:50,925 - mmaction - INFO - Epoch [50][1400/1760] lr: 1.500e-04, eta: 0:05:10, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7646, top5_acc: 0.9260, loss_cls: 0.8934, loss: 0.8934, grad_norm: 9.2000 2021-04-01 12:07:07,228 - mmaction - INFO - Epoch [50][1420/1760] lr: 1.500e-04, eta: 0:04:53, time: 0.816, data_time: 0.001, memory: 10390, top1_acc: 0.7604, top5_acc: 0.9234, loss_cls: 0.9024, loss: 0.9024, grad_norm: 9.3518 2021-04-01 12:07:23,628 - mmaction - INFO - Epoch [50][1440/1760] lr: 1.500e-04, eta: 0:04:36, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7630, top5_acc: 0.9167, loss_cls: 0.9020, loss: 0.9020, grad_norm: 9.0208 2021-04-01 12:07:39,991 - mmaction - INFO - Epoch [50][1460/1760] lr: 1.500e-04, eta: 0:04:18, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7604, top5_acc: 0.9292, loss_cls: 0.8774, loss: 0.8774, grad_norm: 9.1942 2021-04-01 12:07:56,413 - mmaction - INFO - Epoch [50][1480/1760] lr: 1.500e-04, eta: 0:04:01, time: 0.820, data_time: 0.002, memory: 10390, top1_acc: 0.7849, top5_acc: 0.9255, loss_cls: 0.8551, loss: 0.8551, grad_norm: 8.8511 2021-04-01 12:08:12,694 - mmaction - INFO - Epoch [50][1500/1760] lr: 1.500e-04, eta: 0:03:44, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.7948, top5_acc: 0.9313, loss_cls: 0.8049, loss: 0.8049, grad_norm: 8.8166 2021-04-01 12:08:29,025 - mmaction - INFO - Epoch [50][1520/1760] lr: 1.500e-04, eta: 0:03:27, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7677, top5_acc: 0.9187, loss_cls: 0.8917, loss: 0.8917, grad_norm: 9.6173 2021-04-01 12:08:45,354 - mmaction - INFO - Epoch [50][1540/1760] lr: 1.500e-04, eta: 0:03:09, time: 0.817, data_time: 0.001, memory: 10390, top1_acc: 0.7589, top5_acc: 0.9240, loss_cls: 0.8808, loss: 0.8808, grad_norm: 9.0701 2021-04-01 12:09:01,712 - mmaction - INFO - Epoch [50][1560/1760] lr: 1.500e-04, eta: 0:02:52, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7698, top5_acc: 0.9344, loss_cls: 0.8346, loss: 0.8346, grad_norm: 8.9453 2021-04-01 12:09:18,035 - mmaction - INFO - Epoch [50][1580/1760] lr: 1.500e-04, eta: 0:02:35, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7755, top5_acc: 0.9344, loss_cls: 0.8573, loss: 0.8573, grad_norm: 9.1209 2021-04-01 12:09:34,353 - mmaction - INFO - Epoch [50][1600/1760] lr: 1.500e-04, eta: 0:02:18, time: 0.815, data_time: 0.002, memory: 10390, top1_acc: 0.7776, top5_acc: 0.9281, loss_cls: 0.8589, loss: 0.8589, grad_norm: 8.9493 2021-04-01 12:09:50,742 - mmaction - INFO - Epoch [50][1620/1760] lr: 1.500e-04, eta: 0:02:00, time: 0.820, data_time: 0.001, memory: 10390, top1_acc: 0.7708, top5_acc: 0.9234, loss_cls: 0.8818, loss: 0.8818, grad_norm: 9.0727 2021-04-01 12:10:07,085 - mmaction - INFO - Epoch [50][1640/1760] lr: 1.500e-04, eta: 0:01:43, time: 0.816, data_time: 0.002, memory: 10390, top1_acc: 0.7844, top5_acc: 0.9370, loss_cls: 0.8393, loss: 0.8393, grad_norm: 9.2347 2021-04-01 12:10:23,424 - mmaction - INFO - Epoch [50][1660/1760] lr: 1.500e-04, eta: 0:01:26, time: 0.818, data_time: 0.002, memory: 10390, top1_acc: 0.7599, top5_acc: 0.9266, loss_cls: 0.8841, loss: 0.8841, grad_norm: 9.2758 2021-04-01 12:10:39,720 - mmaction - INFO - Epoch [50][1680/1760] lr: 1.500e-04, eta: 0:01:09, time: 0.815, data_time: 0.001, memory: 10390, top1_acc: 0.7745, top5_acc: 0.9307, loss_cls: 0.8546, loss: 0.8546, grad_norm: 8.9268 2021-04-01 12:10:56,079 - mmaction - INFO - Epoch [50][1700/1760] lr: 1.500e-04, eta: 0:00:51, time: 0.817, data_time: 0.002, memory: 10390, top1_acc: 0.7635, top5_acc: 0.9339, loss_cls: 0.8541, loss: 0.8541, grad_norm: 9.2188 2021-04-01 12:11:12,439 - mmaction - INFO - Epoch [50][1720/1760] lr: 1.500e-04, eta: 0:00:34, time: 0.819, data_time: 0.001, memory: 10390, top1_acc: 0.7755, top5_acc: 0.9318, loss_cls: 0.8450, loss: 0.8450, grad_norm: 9.2110 2021-04-01 12:11:28,820 - mmaction - INFO - Epoch [50][1740/1760] lr: 1.500e-04, eta: 0:00:17, time: 0.819, data_time: 0.002, memory: 10390, top1_acc: 0.7745, top5_acc: 0.9406, loss_cls: 0.8093, loss: 0.8093, grad_norm: 8.8960 2021-04-01 12:11:44,869 - mmaction - INFO - Epoch [50][1760/1760] lr: 1.500e-04, eta: 0:00:00, time: 0.802, data_time: 0.001, memory: 10390, top1_acc: 0.7701, top5_acc: 0.9264, loss_cls: 0.8822, loss: 0.8822, grad_norm: 9.8194 2021-04-01 12:11:58,952 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-04-01 12:14:31,262 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-04-01 12:14:31,655 - mmaction - INFO - top1_acc 0.6098 top5_acc 0.8664 2021-04-01 12:14:31,655 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-04-01 12:14:31,718 - mmaction - INFO - mean_acc 0.5547 2021-04-01 12:14:31,723 - mmaction - INFO - Epoch(val) [50][1760] top1_acc: 0.6098, top5_acc: 0.8664, mean_class_accuracy: 0.5547