2021-03-07 16:49:23,711 - 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/lustressd/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) 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: 1.2.6 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.12.0+7c50b0b ------------------------------------------------------------ 2021-03-07 16:49:23,712 - mmaction - INFO - Distributed training: True 2021-03-07 16:49:23,712 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction2/configs/tsn_rn101_32x4d.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='mmcls::ResNeXt', depth=101, num_stages=4, out_indices=(3, ), groups=32, width_per_group=4, style='pytorch'), cls_head=dict( type='TSNHead', num_classes=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.4, init_std=0.01)) train_cfg=None, test_cfg=dict(average_clips=None) # dataset settings dataset_type = 'RawframeDataset' data_root = '/mnt/lustre/DATAshare2/kinetics_400_train_320_frames' data_root_val = '/mnt/lustre/DATAshare2/kinetics_400_val_320_frames' ann_file_train = 'data/kinetics400/kinetics_train_list_hd320.txt' ann_file_val = 'data/kinetics400/kinetics_val_list_hd320.txt' ann_file_test = 'data/kinetics400/kinetics_val_list_hd320.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=3), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=3, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=25, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=16, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline)) # runtime settings work_dir = './work_dirs/rn101_32x4d/' # optimizer optimizer = dict( type='SGD', lr=0.01, # this lr is used for 8 gpus momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[40, 80]) total_epochs = 100 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 = 'modelzoo/rn101_32x4d.pth' resume_from = None workflow = [('train', 1)] 2021-03-07 16:49:33,854 - mmaction - INFO - load checkpoint from modelzoo/rn101_32x4d.pth 2021-03-07 16:49:34,324 - mmaction - WARNING - The model and loaded state dict do not match exactly unexpected key in source state_dict: head.fc.weight, head.fc.bias missing keys in source state_dict: cls_head.fc_cls.weight, cls_head.fc_cls.bias 2021-03-07 16:49:34,360 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-36-202, work_dir: /mnt/lustre/duanhaodong/mmaction2/work_dirs/rn101_32x4d 2021-03-07 16:49:34,360 - mmaction - INFO - workflow: [('train', 1)], max: 100 epochs 2021-03-07 16:53:12,577 - mmaction - INFO - Epoch [1][20/940] lr: 1.000e-02, eta: 11 days, 20:48:32, time: 10.910, data_time: 9.798, memory: 8361, top1_acc: 0.0076, top5_acc: 0.0311, loss_cls: 5.9577, loss: 5.9577, grad_norm: 2.5880 2021-03-07 16:53:30,663 - mmaction - INFO - Epoch [1][40/940] lr: 1.000e-02, eta: 6 days, 10:10:43, time: 0.905, data_time: 0.001, memory: 8361, top1_acc: 0.0309, top5_acc: 0.1006, loss_cls: 5.7208, loss: 5.7208, grad_norm: 2.6289 2021-03-07 16:53:48,769 - mmaction - INFO - Epoch [1][60/940] lr: 1.000e-02, eta: 4 days, 14:38:26, time: 0.906, data_time: 0.002, memory: 8361, top1_acc: 0.0709, top5_acc: 0.1807, loss_cls: 5.3508, loss: 5.3508, grad_norm: 2.7393 2021-03-07 16:54:07,022 - mmaction - INFO - Epoch [1][80/940] lr: 1.000e-02, eta: 3 days, 16:54:56, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.1119, top5_acc: 0.2680, loss_cls: 4.9000, loss: 4.9000, grad_norm: 2.8679 2021-03-07 16:54:25,156 - mmaction - INFO - Epoch [1][100/940] lr: 1.000e-02, eta: 3 days, 3:50:49, time: 0.907, data_time: 0.001, memory: 8361, top1_acc: 0.1316, top5_acc: 0.3160, loss_cls: 4.6098, loss: 4.6098, grad_norm: 2.9799 2021-03-07 16:54:43,334 - mmaction - INFO - Epoch [1][120/940] lr: 1.000e-02, eta: 2 days, 19:08:35, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.1605, top5_acc: 0.3752, loss_cls: 4.2922, loss: 4.2922, grad_norm: 3.0877 2021-03-07 16:55:01,501 - mmaction - INFO - Epoch [1][140/940] lr: 1.000e-02, eta: 2 days, 12:55:13, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.1805, top5_acc: 0.3973, loss_cls: 4.1403, loss: 4.1403, grad_norm: 3.1786 2021-03-07 16:55:19,663 - mmaction - INFO - Epoch [1][160/940] lr: 1.000e-02, eta: 2 days, 8:15:16, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.1965, top5_acc: 0.4199, loss_cls: 3.9804, loss: 3.9804, grad_norm: 3.2536 2021-03-07 16:55:37,983 - mmaction - INFO - Epoch [1][180/940] lr: 1.000e-02, eta: 2 days, 4:38:44, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.2264, top5_acc: 0.4689, loss_cls: 3.8129, loss: 3.8129, grad_norm: 3.3582 2021-03-07 16:55:56,351 - mmaction - INFO - Epoch [1][200/940] lr: 1.000e-02, eta: 2 days, 1:45:50, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.2268, top5_acc: 0.4787, loss_cls: 3.7385, loss: 3.7385, grad_norm: 3.4306 2021-03-07 16:56:14,691 - mmaction - INFO - Epoch [1][220/940] lr: 1.000e-02, eta: 1 day, 23:24:06, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.2445, top5_acc: 0.4885, loss_cls: 3.6237, loss: 3.6237, grad_norm: 3.5245 2021-03-07 16:56:32,942 - mmaction - INFO - Epoch [1][240/940] lr: 1.000e-02, eta: 1 day, 21:25:22, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.2584, top5_acc: 0.5053, loss_cls: 3.5535, loss: 3.5535, grad_norm: 3.5814 2021-03-07 16:56:51,161 - mmaction - INFO - Epoch [1][260/940] lr: 1.000e-02, eta: 1 day, 19:44:36, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.2723, top5_acc: 0.5275, loss_cls: 3.4574, loss: 3.4574, grad_norm: 3.7074 2021-03-07 16:57:09,514 - mmaction - INFO - Epoch [1][280/940] lr: 1.000e-02, eta: 1 day, 18:19:01, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.2729, top5_acc: 0.5244, loss_cls: 3.4435, loss: 3.4435, grad_norm: 3.7303 2021-03-07 16:57:27,968 - mmaction - INFO - Epoch [1][300/940] lr: 1.000e-02, eta: 1 day, 17:05:18, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.2756, top5_acc: 0.5455, loss_cls: 3.3527, loss: 3.3527, grad_norm: 3.8226 2021-03-07 16:57:46,217 - mmaction - INFO - Epoch [1][320/940] lr: 1.000e-02, eta: 1 day, 15:59:48, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.2832, top5_acc: 0.5445, loss_cls: 3.3060, loss: 3.3060, grad_norm: 3.8171 2021-03-07 16:58:04,626 - mmaction - INFO - Epoch [1][340/940] lr: 1.000e-02, eta: 1 day, 15:02:41, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.3086, top5_acc: 0.5738, loss_cls: 3.2019, loss: 3.2019, grad_norm: 3.8435 2021-03-07 16:58:23,028 - mmaction - INFO - Epoch [1][360/940] lr: 1.000e-02, eta: 1 day, 14:11:50, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.3109, top5_acc: 0.5740, loss_cls: 3.1967, loss: 3.1967, grad_norm: 3.9322 2021-03-07 16:58:41,379 - mmaction - INFO - Epoch [1][380/940] lr: 1.000e-02, eta: 1 day, 13:26:06, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.3225, top5_acc: 0.5773, loss_cls: 3.1478, loss: 3.1478, grad_norm: 3.9710 2021-03-07 16:58:59,682 - mmaction - INFO - Epoch [1][400/940] lr: 1.000e-02, eta: 1 day, 12:44:43, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.3189, top5_acc: 0.5889, loss_cls: 3.1243, loss: 3.1243, grad_norm: 4.0465 2021-03-07 16:59:17,979 - mmaction - INFO - Epoch [1][420/940] lr: 1.000e-02, eta: 1 day, 12:07:12, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.3129, top5_acc: 0.5705, loss_cls: 3.1567, loss: 3.1567, grad_norm: 4.1150 2021-03-07 16:59:36,373 - mmaction - INFO - Epoch [1][440/940] lr: 1.000e-02, eta: 1 day, 11:33:26, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.3391, top5_acc: 0.6025, loss_cls: 3.0412, loss: 3.0412, grad_norm: 4.0572 2021-03-07 16:59:54,715 - mmaction - INFO - Epoch [1][460/940] lr: 1.000e-02, eta: 1 day, 11:02:23, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.3248, top5_acc: 0.5947, loss_cls: 3.0733, loss: 3.0733, grad_norm: 4.1150 2021-03-07 17:00:12,958 - mmaction - INFO - Epoch [1][480/940] lr: 1.000e-02, eta: 1 day, 10:33:38, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.3355, top5_acc: 0.6076, loss_cls: 3.0060, loss: 3.0060, grad_norm: 4.1534 2021-03-07 17:00:31,203 - mmaction - INFO - Epoch [1][500/940] lr: 1.000e-02, eta: 1 day, 10:07:07, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.3387, top5_acc: 0.5977, loss_cls: 3.0283, loss: 3.0283, grad_norm: 4.1178 2021-03-07 17:00:49,461 - mmaction - INFO - Epoch [1][520/940] lr: 1.000e-02, eta: 1 day, 9:42:40, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.3469, top5_acc: 0.6240, loss_cls: 2.9509, loss: 2.9509, grad_norm: 4.2339 2021-03-07 17:01:07,806 - mmaction - INFO - Epoch [1][540/940] lr: 1.000e-02, eta: 1 day, 9:20:15, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.3580, top5_acc: 0.6246, loss_cls: 2.9070, loss: 2.9070, grad_norm: 4.2326 2021-03-07 17:01:26,129 - mmaction - INFO - Epoch [1][560/940] lr: 1.000e-02, eta: 1 day, 8:59:20, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.3479, top5_acc: 0.6195, loss_cls: 2.9121, loss: 2.9121, grad_norm: 4.2991 2021-03-07 17:01:44,402 - mmaction - INFO - Epoch [1][580/940] lr: 1.000e-02, eta: 1 day, 8:39:45, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.3609, top5_acc: 0.6170, loss_cls: 2.8965, loss: 2.8965, grad_norm: 4.2714 2021-03-07 17:02:02,711 - mmaction - INFO - Epoch [1][600/940] lr: 1.000e-02, eta: 1 day, 8:21:31, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.3520, top5_acc: 0.6227, loss_cls: 2.8938, loss: 2.8938, grad_norm: 4.3563 2021-03-07 17:02:21,150 - mmaction - INFO - Epoch [1][620/940] lr: 1.000e-02, eta: 1 day, 8:04:45, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.3652, top5_acc: 0.6393, loss_cls: 2.8466, loss: 2.8466, grad_norm: 4.3300 2021-03-07 17:02:39,358 - mmaction - INFO - Epoch [1][640/940] lr: 1.000e-02, eta: 1 day, 7:48:30, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.3629, top5_acc: 0.6277, loss_cls: 2.8548, loss: 2.8548, grad_norm: 4.3525 2021-03-07 17:02:57,630 - mmaction - INFO - Epoch [1][660/940] lr: 1.000e-02, eta: 1 day, 7:33:20, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.3682, top5_acc: 0.6283, loss_cls: 2.8375, loss: 2.8375, grad_norm: 4.3698 2021-03-07 17:03:15,907 - mmaction - INFO - Epoch [1][680/940] lr: 1.000e-02, eta: 1 day, 7:19:03, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.3697, top5_acc: 0.6281, loss_cls: 2.8332, loss: 2.8332, grad_norm: 4.4072 2021-03-07 17:03:34,384 - mmaction - INFO - Epoch [1][700/940] lr: 1.000e-02, eta: 1 day, 7:06:01, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.3891, top5_acc: 0.6592, loss_cls: 2.7429, loss: 2.7429, grad_norm: 4.2810 2021-03-07 17:03:52,735 - mmaction - INFO - Epoch [1][720/940] lr: 1.000e-02, eta: 1 day, 6:53:24, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.3842, top5_acc: 0.6518, loss_cls: 2.7620, loss: 2.7620, grad_norm: 4.4266 2021-03-07 17:04:11,122 - mmaction - INFO - Epoch [1][740/940] lr: 1.000e-02, eta: 1 day, 6:41:33, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.3863, top5_acc: 0.6529, loss_cls: 2.7712, loss: 2.7712, grad_norm: 4.4301 2021-03-07 17:04:29,359 - mmaction - INFO - Epoch [1][760/940] lr: 1.000e-02, eta: 1 day, 6:30:00, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.3693, top5_acc: 0.6393, loss_cls: 2.8216, loss: 2.8216, grad_norm: 4.5435 2021-03-07 17:04:47,802 - mmaction - INFO - Epoch [1][780/940] lr: 1.000e-02, eta: 1 day, 6:19:26, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.3768, top5_acc: 0.6441, loss_cls: 2.8047, loss: 2.8047, grad_norm: 4.5940 2021-03-07 17:05:06,031 - mmaction - INFO - Epoch [1][800/940] lr: 1.000e-02, eta: 1 day, 6:08:58, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.3838, top5_acc: 0.6461, loss_cls: 2.7406, loss: 2.7406, grad_norm: 4.5299 2021-03-07 17:05:24,505 - mmaction - INFO - Epoch [1][820/940] lr: 1.000e-02, eta: 1 day, 5:59:27, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.3869, top5_acc: 0.6555, loss_cls: 2.7317, loss: 2.7317, grad_norm: 4.5421 2021-03-07 17:05:42,717 - mmaction - INFO - Epoch [1][840/940] lr: 1.000e-02, eta: 1 day, 5:49:53, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.3967, top5_acc: 0.6557, loss_cls: 2.7221, loss: 2.7221, grad_norm: 4.5313 2021-03-07 17:06:01,078 - mmaction - INFO - Epoch [1][860/940] lr: 1.000e-02, eta: 1 day, 5:41:01, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.3937, top5_acc: 0.6586, loss_cls: 2.7173, loss: 2.7173, grad_norm: 4.5548 2021-03-07 17:06:19,363 - mmaction - INFO - Epoch [1][880/940] lr: 1.000e-02, eta: 1 day, 5:32:26, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.4025, top5_acc: 0.6592, loss_cls: 2.6941, loss: 2.6941, grad_norm: 4.4917 2021-03-07 17:06:37,766 - mmaction - INFO - Epoch [1][900/940] lr: 1.000e-02, eta: 1 day, 5:24:23, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.4023, top5_acc: 0.6547, loss_cls: 2.6865, loss: 2.6865, grad_norm: 4.5383 2021-03-07 17:06:56,063 - mmaction - INFO - Epoch [1][920/940] lr: 1.000e-02, eta: 1 day, 5:16:31, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.3873, top5_acc: 0.6486, loss_cls: 2.7139, loss: 2.7139, grad_norm: 4.5898 2021-03-07 17:07:13,952 - mmaction - INFO - Epoch [1][940/940] lr: 1.000e-02, eta: 1 day, 5:08:16, time: 0.894, data_time: 0.002, memory: 8361, top1_acc: 0.3947, top5_acc: 0.6690, loss_cls: 2.6455, loss: 2.6455, grad_norm: 4.5863 2021-03-07 17:07:15,794 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-03-07 17:10:04,985 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-07 17:10:05,969 - mmaction - INFO - top1_acc 0.4605 top5_acc 0.7433 2021-03-07 17:10:07,172 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2021-03-07 17:10:07,172 - mmaction - INFO - Best top1_acc is 0.4605 at 1 epoch. 2021-03-07 17:10:07,180 - mmaction - INFO - Epoch(val) [1][940] top1_acc: 0.4605, top5_acc: 0.7433 2021-03-07 17:13:39,047 - mmaction - INFO - Epoch [2][20/940] lr: 1.000e-02, eta: 1 day, 10:13:40, time: 10.592, data_time: 9.679, memory: 8361, top1_acc: 0.4119, top5_acc: 0.6699, loss_cls: 2.6027, loss: 2.6027, grad_norm: 4.5851 2021-03-07 17:13:57,105 - mmaction - INFO - Epoch [2][40/940] lr: 1.000e-02, eta: 1 day, 9:59:54, time: 0.903, data_time: 0.002, memory: 8361, top1_acc: 0.4221, top5_acc: 0.6771, loss_cls: 2.5735, loss: 2.5735, grad_norm: 4.5791 2021-03-07 17:14:15,334 - mmaction - INFO - Epoch [2][60/940] lr: 1.000e-02, eta: 1 day, 9:46:56, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.4035, top5_acc: 0.6740, loss_cls: 2.6190, loss: 2.6190, grad_norm: 4.6487 2021-03-07 17:14:33,629 - mmaction - INFO - Epoch [2][80/940] lr: 1.000e-02, eta: 1 day, 9:34:31, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.3953, top5_acc: 0.6639, loss_cls: 2.6687, loss: 2.6687, grad_norm: 4.6293 2021-03-07 17:14:51,867 - mmaction - INFO - Epoch [2][100/940] lr: 1.000e-02, eta: 1 day, 9:22:33, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.3992, top5_acc: 0.6697, loss_cls: 2.6288, loss: 2.6288, grad_norm: 4.6458 2021-03-07 17:15:10,040 - mmaction - INFO - Epoch [2][120/940] lr: 1.000e-02, eta: 1 day, 9:10:54, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.4113, top5_acc: 0.6625, loss_cls: 2.6316, loss: 2.6316, grad_norm: 4.7042 2021-03-07 17:15:28,364 - mmaction - INFO - Epoch [2][140/940] lr: 1.000e-02, eta: 1 day, 8:59:53, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.4180, top5_acc: 0.6738, loss_cls: 2.5787, loss: 2.5787, grad_norm: 4.6210 2021-03-07 17:15:46,682 - mmaction - INFO - Epoch [2][160/940] lr: 1.000e-02, eta: 1 day, 8:49:15, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.4166, top5_acc: 0.6770, loss_cls: 2.5908, loss: 2.5908, grad_norm: 4.6275 2021-03-07 17:16:05,005 - mmaction - INFO - Epoch [2][180/940] lr: 1.000e-02, eta: 1 day, 8:39:00, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.4158, top5_acc: 0.6738, loss_cls: 2.5950, loss: 2.5950, grad_norm: 4.6574 2021-03-07 17:16:23,283 - mmaction - INFO - Epoch [2][200/940] lr: 1.000e-02, eta: 1 day, 8:29:02, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.4336, top5_acc: 0.6773, loss_cls: 2.5505, loss: 2.5505, grad_norm: 4.6354 2021-03-07 17:16:41,579 - mmaction - INFO - Epoch [2][220/940] lr: 1.000e-02, eta: 1 day, 8:19:24, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.4227, top5_acc: 0.6801, loss_cls: 2.5479, loss: 2.5479, grad_norm: 4.7348 2021-03-07 17:16:59,962 - mmaction - INFO - Epoch [2][240/940] lr: 1.000e-02, eta: 1 day, 8:10:14, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.4162, top5_acc: 0.6705, loss_cls: 2.5635, loss: 2.5635, grad_norm: 4.6664 2021-03-07 17:17:18,261 - mmaction - INFO - Epoch [2][260/940] lr: 1.000e-02, eta: 1 day, 8:01:14, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.4168, top5_acc: 0.6801, loss_cls: 2.5820, loss: 2.5820, grad_norm: 4.7976 2021-03-07 17:17:36,648 - mmaction - INFO - Epoch [2][280/940] lr: 1.000e-02, eta: 1 day, 7:52:38, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.4215, top5_acc: 0.6756, loss_cls: 2.5770, loss: 2.5770, grad_norm: 4.7866 2021-03-07 17:17:54,893 - mmaction - INFO - Epoch [2][300/940] lr: 1.000e-02, eta: 1 day, 7:44:08, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.4166, top5_acc: 0.6857, loss_cls: 2.5297, loss: 2.5297, grad_norm: 4.6711 2021-03-07 17:18:13,300 - mmaction - INFO - Epoch [2][320/940] lr: 1.000e-02, eta: 1 day, 7:36:05, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.4215, top5_acc: 0.6689, loss_cls: 2.5608, loss: 2.5608, grad_norm: 4.6945 2021-03-07 17:18:31,676 - mmaction - INFO - Epoch [2][340/940] lr: 1.000e-02, eta: 1 day, 7:28:14, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.4270, top5_acc: 0.6813, loss_cls: 2.5261, loss: 2.5261, grad_norm: 4.6000 2021-03-07 17:18:50,007 - mmaction - INFO - Epoch [2][360/940] lr: 1.000e-02, eta: 1 day, 7:20:34, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.4375, top5_acc: 0.6877, loss_cls: 2.5029, loss: 2.5029, grad_norm: 4.6684 2021-03-07 17:19:08,356 - mmaction - INFO - Epoch [2][380/940] lr: 1.000e-02, eta: 1 day, 7:13:09, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.4219, top5_acc: 0.6805, loss_cls: 2.5231, loss: 2.5231, grad_norm: 4.7686 2021-03-07 17:19:26,716 - mmaction - INFO - Epoch [2][400/940] lr: 1.000e-02, eta: 1 day, 7:05:57, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.4301, top5_acc: 0.6879, loss_cls: 2.5012, loss: 2.5012, grad_norm: 4.7593 2021-03-07 17:19:45,111 - mmaction - INFO - Epoch [2][420/940] lr: 1.000e-02, eta: 1 day, 6:59:00, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.4322, top5_acc: 0.6824, loss_cls: 2.5355, loss: 2.5355, grad_norm: 4.7518 2021-03-07 17:20:03,509 - mmaction - INFO - Epoch [2][440/940] lr: 1.000e-02, eta: 1 day, 6:52:14, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.4400, top5_acc: 0.6900, loss_cls: 2.4885, loss: 2.4885, grad_norm: 4.7405 2021-03-07 17:20:21,906 - mmaction - INFO - Epoch [2][460/940] lr: 1.000e-02, eta: 1 day, 6:45:40, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.4307, top5_acc: 0.6877, loss_cls: 2.5225, loss: 2.5225, grad_norm: 4.7483 2021-03-07 17:20:40,162 - mmaction - INFO - Epoch [2][480/940] lr: 1.000e-02, eta: 1 day, 6:39:07, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.4318, top5_acc: 0.6818, loss_cls: 2.4743, loss: 2.4743, grad_norm: 4.7791 2021-03-07 17:20:58,446 - mmaction - INFO - Epoch [2][500/940] lr: 1.000e-02, eta: 1 day, 6:32:46, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.4379, top5_acc: 0.6961, loss_cls: 2.4567, loss: 2.4567, grad_norm: 4.7255 2021-03-07 17:21:16,704 - mmaction - INFO - Epoch [2][520/940] lr: 1.000e-02, eta: 1 day, 6:26:33, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.4311, top5_acc: 0.6877, loss_cls: 2.5142, loss: 2.5142, grad_norm: 4.7213 2021-03-07 17:21:35,154 - mmaction - INFO - Epoch [2][540/940] lr: 1.000e-02, eta: 1 day, 6:20:42, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.4295, top5_acc: 0.6961, loss_cls: 2.4689, loss: 2.4689, grad_norm: 4.7973 2021-03-07 17:21:53,555 - mmaction - INFO - Epoch [2][560/940] lr: 1.000e-02, eta: 1 day, 6:14:58, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.4564, top5_acc: 0.7057, loss_cls: 2.4067, loss: 2.4067, grad_norm: 4.7074 2021-03-07 17:22:11,837 - mmaction - INFO - Epoch [2][580/940] lr: 1.000e-02, eta: 1 day, 6:09:14, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.4334, top5_acc: 0.6949, loss_cls: 2.4654, loss: 2.4654, grad_norm: 4.7635 2021-03-07 17:22:30,176 - mmaction - INFO - Epoch [2][600/940] lr: 1.000e-02, eta: 1 day, 6:03:42, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.4320, top5_acc: 0.6838, loss_cls: 2.5042, loss: 2.5042, grad_norm: 4.8038 2021-03-07 17:22:48,414 - mmaction - INFO - Epoch [2][620/940] lr: 1.000e-02, eta: 1 day, 5:58:12, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.4381, top5_acc: 0.6980, loss_cls: 2.4557, loss: 2.4557, grad_norm: 4.7369 2021-03-07 17:23:06,728 - mmaction - INFO - Epoch [2][640/940] lr: 1.000e-02, eta: 1 day, 5:52:54, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.4254, top5_acc: 0.6850, loss_cls: 2.5227, loss: 2.5227, grad_norm: 4.8312 2021-03-07 17:23:25,086 - mmaction - INFO - Epoch [2][660/940] lr: 1.000e-02, eta: 1 day, 5:47:47, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.4152, top5_acc: 0.6818, loss_cls: 2.5365, loss: 2.5365, grad_norm: 4.8444 2021-03-07 17:23:43,292 - mmaction - INFO - Epoch [2][680/940] lr: 1.000e-02, eta: 1 day, 5:42:38, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.4389, top5_acc: 0.6969, loss_cls: 2.4430, loss: 2.4430, grad_norm: 4.8039 2021-03-07 17:24:01,464 - mmaction - INFO - Epoch [2][700/940] lr: 1.000e-02, eta: 1 day, 5:37:34, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.4400, top5_acc: 0.6941, loss_cls: 2.4741, loss: 2.4741, grad_norm: 4.8976 2021-03-07 17:24:19,835 - mmaction - INFO - Epoch [2][720/940] lr: 1.000e-02, eta: 1 day, 5:32:48, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.4406, top5_acc: 0.6961, loss_cls: 2.4801, loss: 2.4801, grad_norm: 4.7947 2021-03-07 17:24:38,155 - mmaction - INFO - Epoch [2][740/940] lr: 1.000e-02, eta: 1 day, 5:28:05, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.4357, top5_acc: 0.6910, loss_cls: 2.4755, loss: 2.4755, grad_norm: 4.7830 2021-03-07 17:24:56,410 - mmaction - INFO - Epoch [2][760/940] lr: 1.000e-02, eta: 1 day, 5:23:26, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.4443, top5_acc: 0.6961, loss_cls: 2.4740, loss: 2.4740, grad_norm: 4.8203 2021-03-07 17:25:14,801 - mmaction - INFO - Epoch [2][780/940] lr: 1.000e-02, eta: 1 day, 5:19:00, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.4436, top5_acc: 0.6977, loss_cls: 2.4350, loss: 2.4350, grad_norm: 4.8038 2021-03-07 17:25:33,104 - mmaction - INFO - Epoch [2][800/940] lr: 1.000e-02, eta: 1 day, 5:14:35, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.4463, top5_acc: 0.6979, loss_cls: 2.4317, loss: 2.4317, grad_norm: 4.8433 2021-03-07 17:25:51,358 - mmaction - INFO - Epoch [2][820/940] lr: 1.000e-02, eta: 1 day, 5:10:13, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.4439, top5_acc: 0.6932, loss_cls: 2.4501, loss: 2.4501, grad_norm: 4.9060 2021-03-07 17:26:09,547 - mmaction - INFO - Epoch [2][840/940] lr: 1.000e-02, eta: 1 day, 5:05:53, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.4416, top5_acc: 0.6896, loss_cls: 2.4653, loss: 2.4653, grad_norm: 4.9035 2021-03-07 17:26:27,940 - mmaction - INFO - Epoch [2][860/940] lr: 1.000e-02, eta: 1 day, 5:01:48, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.4520, top5_acc: 0.6904, loss_cls: 2.4228, loss: 2.4228, grad_norm: 4.7774 2021-03-07 17:26:46,267 - mmaction - INFO - Epoch [2][880/940] lr: 1.000e-02, eta: 1 day, 4:57:46, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.4486, top5_acc: 0.7029, loss_cls: 2.4302, loss: 2.4302, grad_norm: 4.8282 2021-03-07 17:27:04,566 - mmaction - INFO - Epoch [2][900/940] lr: 1.000e-02, eta: 1 day, 4:53:46, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.4521, top5_acc: 0.7025, loss_cls: 2.4062, loss: 2.4062, grad_norm: 4.8138 2021-03-07 17:27:22,864 - mmaction - INFO - Epoch [2][920/940] lr: 1.000e-02, eta: 1 day, 4:49:52, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.4437, top5_acc: 0.7061, loss_cls: 2.4173, loss: 2.4173, grad_norm: 4.9437 2021-03-07 17:27:40,674 - mmaction - INFO - Epoch [2][940/940] lr: 1.000e-02, eta: 1 day, 4:45:38, time: 0.891, data_time: 0.002, memory: 8361, top1_acc: 0.4481, top5_acc: 0.6928, loss_cls: 2.4509, loss: 2.4509, grad_norm: 4.9074 2021-03-07 17:27:42,549 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-03-07 17:30:26,524 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-07 17:30:27,495 - mmaction - INFO - top1_acc 0.5137 top5_acc 0.7753 2021-03-07 17:30:29,308 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-03-07 17:30:29,311 - mmaction - INFO - Best top1_acc is 0.5137 at 2 epoch. 2021-03-07 17:30:29,319 - mmaction - INFO - Epoch(val) [2][940] top1_acc: 0.5137, top5_acc: 0.7753 2021-03-07 17:33:59,411 - mmaction - INFO - Epoch [3][20/940] lr: 1.000e-02, eta: 1 day, 7:16:49, time: 10.504, data_time: 9.581, memory: 8361, top1_acc: 0.4541, top5_acc: 0.7023, loss_cls: 2.3846, loss: 2.3846, grad_norm: 4.8112 2021-03-07 17:34:17,540 - mmaction - INFO - Epoch [3][40/940] lr: 1.000e-02, eta: 1 day, 7:11:21, time: 0.906, data_time: 0.001, memory: 8361, top1_acc: 0.4592, top5_acc: 0.7035, loss_cls: 2.3805, loss: 2.3805, grad_norm: 4.7991 2021-03-07 17:34:35,755 - mmaction - INFO - Epoch [3][60/940] lr: 1.000e-02, eta: 1 day, 7:06:04, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.4586, top5_acc: 0.7066, loss_cls: 2.3582, loss: 2.3582, grad_norm: 4.8275 2021-03-07 17:34:53,969 - mmaction - INFO - Epoch [3][80/940] lr: 1.000e-02, eta: 1 day, 7:00:52, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.4676, top5_acc: 0.7154, loss_cls: 2.3317, loss: 2.3317, grad_norm: 4.7806 2021-03-07 17:35:12,225 - mmaction - INFO - Epoch [3][100/940] lr: 1.000e-02, eta: 1 day, 6:55:49, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.4543, top5_acc: 0.7066, loss_cls: 2.3995, loss: 2.3995, grad_norm: 4.9133 2021-03-07 17:35:30,398 - mmaction - INFO - Epoch [3][120/940] lr: 1.000e-02, eta: 1 day, 6:50:48, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.4629, top5_acc: 0.7162, loss_cls: 2.3643, loss: 2.3643, grad_norm: 4.8865 2021-03-07 17:35:48,560 - mmaction - INFO - Epoch [3][140/940] lr: 1.000e-02, eta: 1 day, 6:45:52, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.4631, top5_acc: 0.7176, loss_cls: 2.3194, loss: 2.3194, grad_norm: 4.8602 2021-03-07 17:36:06,812 - mmaction - INFO - Epoch [3][160/940] lr: 1.000e-02, eta: 1 day, 6:41:04, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.4582, top5_acc: 0.7162, loss_cls: 2.3465, loss: 2.3465, grad_norm: 4.9049 2021-03-07 17:36:25,103 - mmaction - INFO - Epoch [3][180/940] lr: 1.000e-02, eta: 1 day, 6:36:24, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.4734, top5_acc: 0.7150, loss_cls: 2.3375, loss: 2.3375, grad_norm: 4.8337 2021-03-07 17:36:43,389 - mmaction - INFO - Epoch [3][200/940] lr: 1.000e-02, eta: 1 day, 6:31:50, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.4664, top5_acc: 0.7248, loss_cls: 2.3207, loss: 2.3207, grad_norm: 4.8561 2021-03-07 17:37:01,706 - mmaction - INFO - Epoch [3][220/940] lr: 1.000e-02, eta: 1 day, 6:27:21, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.4506, top5_acc: 0.7098, loss_cls: 2.3767, loss: 2.3767, grad_norm: 4.8553 2021-03-07 17:37:20,023 - mmaction - INFO - Epoch [3][240/940] lr: 1.000e-02, eta: 1 day, 6:22:57, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.4574, top5_acc: 0.7145, loss_cls: 2.3113, loss: 2.3113, grad_norm: 4.8446 2021-03-07 17:37:38,439 - mmaction - INFO - Epoch [3][260/940] lr: 1.000e-02, eta: 1 day, 6:18:41, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.4510, top5_acc: 0.6998, loss_cls: 2.3759, loss: 2.3759, grad_norm: 4.9380 2021-03-07 17:37:56,890 - mmaction - INFO - Epoch [3][280/940] lr: 1.000e-02, eta: 1 day, 6:14:31, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.4713, top5_acc: 0.7098, loss_cls: 2.3444, loss: 2.3444, grad_norm: 4.8858 2021-03-07 17:38:15,251 - mmaction - INFO - Epoch [3][300/940] lr: 1.000e-02, eta: 1 day, 6:10:23, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.4682, top5_acc: 0.7117, loss_cls: 2.3378, loss: 2.3378, grad_norm: 4.8929 2021-03-07 17:38:33,528 - mmaction - INFO - Epoch [3][320/940] lr: 1.000e-02, eta: 1 day, 6:06:15, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.4561, top5_acc: 0.7074, loss_cls: 2.3733, loss: 2.3733, grad_norm: 4.8758 2021-03-07 17:38:52,043 - mmaction - INFO - Epoch [3][340/940] lr: 1.000e-02, eta: 1 day, 6:02:20, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.4617, top5_acc: 0.7119, loss_cls: 2.3459, loss: 2.3459, grad_norm: 4.8979 2021-03-07 17:39:10,490 - mmaction - INFO - Epoch [3][360/940] lr: 1.000e-02, eta: 1 day, 5:58:27, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.4652, top5_acc: 0.7180, loss_cls: 2.3305, loss: 2.3305, grad_norm: 4.9317 2021-03-07 17:39:28,858 - mmaction - INFO - Epoch [3][380/940] lr: 1.000e-02, eta: 1 day, 5:54:34, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.4586, top5_acc: 0.7125, loss_cls: 2.3425, loss: 2.3425, grad_norm: 4.9719 2021-03-07 17:39:47,174 - mmaction - INFO - Epoch [3][400/940] lr: 1.000e-02, eta: 1 day, 5:50:43, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.4701, top5_acc: 0.7219, loss_cls: 2.3162, loss: 2.3162, grad_norm: 4.8441 2021-03-07 17:40:05,533 - mmaction - INFO - Epoch [3][420/940] lr: 1.000e-02, eta: 1 day, 5:46:58, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.4543, top5_acc: 0.7090, loss_cls: 2.3503, loss: 2.3503, grad_norm: 4.9318 2021-03-07 17:40:23,914 - mmaction - INFO - Epoch [3][440/940] lr: 1.000e-02, eta: 1 day, 5:43:16, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.4717, top5_acc: 0.7221, loss_cls: 2.3148, loss: 2.3148, grad_norm: 4.9786 2021-03-07 17:40:42,226 - mmaction - INFO - Epoch [3][460/940] lr: 1.000e-02, eta: 1 day, 5:39:36, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.4713, top5_acc: 0.7182, loss_cls: 2.2808, loss: 2.2808, grad_norm: 4.9217 2021-03-07 17:41:00,634 - mmaction - INFO - Epoch [3][480/940] lr: 1.000e-02, eta: 1 day, 5:36:03, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.4625, top5_acc: 0.7186, loss_cls: 2.3586, loss: 2.3586, grad_norm: 4.9698 2021-03-07 17:41:18,913 - mmaction - INFO - Epoch [3][500/940] lr: 1.000e-02, eta: 1 day, 5:32:28, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.4559, top5_acc: 0.7070, loss_cls: 2.3631, loss: 2.3631, grad_norm: 4.9438 2021-03-07 17:41:37,267 - mmaction - INFO - Epoch [3][520/940] lr: 1.000e-02, eta: 1 day, 5:28:59, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.4562, top5_acc: 0.7121, loss_cls: 2.3773, loss: 2.3773, grad_norm: 4.9963 2021-03-07 17:41:55,723 - mmaction - INFO - Epoch [3][540/940] lr: 1.000e-02, eta: 1 day, 5:25:38, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.4605, top5_acc: 0.7188, loss_cls: 2.3406, loss: 2.3406, grad_norm: 4.9765 2021-03-07 17:42:14,126 - mmaction - INFO - Epoch [3][560/940] lr: 1.000e-02, eta: 1 day, 5:22:17, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.4623, top5_acc: 0.7055, loss_cls: 2.3782, loss: 2.3782, grad_norm: 5.0420 2021-03-07 17:42:32,418 - mmaction - INFO - Epoch [3][580/940] lr: 1.000e-02, eta: 1 day, 5:18:55, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.4691, top5_acc: 0.7170, loss_cls: 2.3301, loss: 2.3301, grad_norm: 4.8882 2021-03-07 17:42:50,741 - mmaction - INFO - Epoch [3][600/940] lr: 1.000e-02, eta: 1 day, 5:15:37, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.4682, top5_acc: 0.7195, loss_cls: 2.3082, loss: 2.3082, grad_norm: 4.9173 2021-03-07 17:43:09,004 - mmaction - INFO - Epoch [3][620/940] lr: 1.000e-02, eta: 1 day, 5:12:20, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.4693, top5_acc: 0.7113, loss_cls: 2.3403, loss: 2.3403, grad_norm: 4.9945 2021-03-07 17:43:27,368 - mmaction - INFO - Epoch [3][640/940] lr: 1.000e-02, eta: 1 day, 5:09:10, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.4688, top5_acc: 0.7162, loss_cls: 2.3302, loss: 2.3302, grad_norm: 4.9167 2021-03-07 17:43:45,764 - mmaction - INFO - Epoch [3][660/940] lr: 1.000e-02, eta: 1 day, 5:06:03, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.4691, top5_acc: 0.7131, loss_cls: 2.3273, loss: 2.3273, grad_norm: 4.8899 2021-03-07 17:44:04,077 - mmaction - INFO - Epoch [3][680/940] lr: 1.000e-02, eta: 1 day, 5:02:56, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.4711, top5_acc: 0.7240, loss_cls: 2.2866, loss: 2.2866, grad_norm: 4.8578 2021-03-07 17:44:22,411 - mmaction - INFO - Epoch [3][700/940] lr: 1.000e-02, eta: 1 day, 4:59:52, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.4654, top5_acc: 0.7131, loss_cls: 2.3330, loss: 2.3330, grad_norm: 4.8492 2021-03-07 17:44:40,846 - mmaction - INFO - Epoch [3][720/940] lr: 1.000e-02, eta: 1 day, 4:56:54, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.4623, top5_acc: 0.7186, loss_cls: 2.3398, loss: 2.3398, grad_norm: 4.9816 2021-03-07 17:44:59,245 - mmaction - INFO - Epoch [3][740/940] lr: 1.000e-02, eta: 1 day, 4:53:58, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.4660, top5_acc: 0.7148, loss_cls: 2.3523, loss: 2.3523, grad_norm: 5.0180 2021-03-07 17:45:17,684 - mmaction - INFO - Epoch [3][760/940] lr: 1.000e-02, eta: 1 day, 4:51:05, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.4736, top5_acc: 0.7129, loss_cls: 2.3223, loss: 2.3223, grad_norm: 4.8941 2021-03-07 17:45:36,060 - mmaction - INFO - Epoch [3][780/940] lr: 1.000e-02, eta: 1 day, 4:48:13, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.4719, top5_acc: 0.7059, loss_cls: 2.3120, loss: 2.3120, grad_norm: 4.8940 2021-03-07 17:45:54,437 - mmaction - INFO - Epoch [3][800/940] lr: 1.000e-02, eta: 1 day, 4:45:23, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.4717, top5_acc: 0.7229, loss_cls: 2.2831, loss: 2.2831, grad_norm: 4.8708 2021-03-07 17:46:12,853 - mmaction - INFO - Epoch [3][820/940] lr: 1.000e-02, eta: 1 day, 4:42:36, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.4688, top5_acc: 0.7193, loss_cls: 2.3324, loss: 2.3324, grad_norm: 5.0121 2021-03-07 17:46:31,153 - mmaction - INFO - Epoch [3][840/940] lr: 1.000e-02, eta: 1 day, 4:39:47, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.4623, top5_acc: 0.7049, loss_cls: 2.3561, loss: 2.3561, grad_norm: 5.0353 2021-03-07 17:46:49,520 - mmaction - INFO - Epoch [3][860/940] lr: 1.000e-02, eta: 1 day, 4:37:04, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.4602, top5_acc: 0.7096, loss_cls: 2.3619, loss: 2.3619, grad_norm: 4.9854 2021-03-07 17:47:07,806 - mmaction - INFO - Epoch [3][880/940] lr: 1.000e-02, eta: 1 day, 4:34:19, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.4664, top5_acc: 0.7215, loss_cls: 2.2810, loss: 2.2810, grad_norm: 4.8603 2021-03-07 17:47:26,113 - mmaction - INFO - Epoch [3][900/940] lr: 1.000e-02, eta: 1 day, 4:31:38, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.4846, top5_acc: 0.7225, loss_cls: 2.2599, loss: 2.2599, grad_norm: 4.8746 2021-03-07 17:47:44,439 - mmaction - INFO - Epoch [3][920/940] lr: 1.000e-02, eta: 1 day, 4:28:58, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.4775, top5_acc: 0.7240, loss_cls: 2.2677, loss: 2.2677, grad_norm: 4.9108 2021-03-07 17:48:02,261 - mmaction - INFO - Epoch [3][940/940] lr: 1.000e-02, eta: 1 day, 4:26:04, time: 0.889, data_time: 0.002, memory: 8361, top1_acc: 0.4797, top5_acc: 0.7210, loss_cls: 2.2745, loss: 2.2745, grad_norm: 4.8861 2021-03-07 17:48:04,119 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-03-07 17:50:40,452 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-07 17:50:41,428 - mmaction - INFO - top1_acc 0.5489 top5_acc 0.8041 2021-03-07 17:50:41,994 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2021-03-07 17:50:41,995 - mmaction - INFO - Best top1_acc is 0.5489 at 3 epoch. 2021-03-07 17:50:42,021 - mmaction - INFO - Epoch(val) [3][940] top1_acc: 0.5489, top5_acc: 0.8041 2021-03-07 17:54:13,553 - mmaction - INFO - Epoch [4][20/940] lr: 1.000e-02, eta: 1 day, 6:06:50, time: 10.576, data_time: 9.667, memory: 8361, top1_acc: 0.4721, top5_acc: 0.7248, loss_cls: 2.2574, loss: 2.2574, grad_norm: 4.9525 2021-03-07 17:54:31,806 - mmaction - INFO - Epoch [4][40/940] lr: 1.000e-02, eta: 1 day, 6:03:30, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.4721, top5_acc: 0.7309, loss_cls: 2.2732, loss: 2.2732, grad_norm: 4.9447 2021-03-07 17:54:50,042 - mmaction - INFO - Epoch [4][60/940] lr: 1.000e-02, eta: 1 day, 6:00:12, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.4803, top5_acc: 0.7254, loss_cls: 2.2248, loss: 2.2248, grad_norm: 4.9182 2021-03-07 17:55:08,362 - mmaction - INFO - Epoch [4][80/940] lr: 1.000e-02, eta: 1 day, 5:56:58, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.4748, top5_acc: 0.7230, loss_cls: 2.2723, loss: 2.2723, grad_norm: 4.8861 2021-03-07 17:55:26,647 - mmaction - INFO - Epoch [4][100/940] lr: 1.000e-02, eta: 1 day, 5:53:48, time: 0.916, data_time: 0.003, memory: 8361, top1_acc: 0.4820, top5_acc: 0.7387, loss_cls: 2.2070, loss: 2.2070, grad_norm: 4.9453 2021-03-07 17:55:44,943 - mmaction - INFO - Epoch [4][120/940] lr: 1.000e-02, eta: 1 day, 5:50:38, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.4996, top5_acc: 0.7371, loss_cls: 2.1862, loss: 2.1862, grad_norm: 4.8586 2021-03-07 17:56:03,212 - mmaction - INFO - Epoch [4][140/940] lr: 1.000e-02, eta: 1 day, 5:47:31, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.4877, top5_acc: 0.7365, loss_cls: 2.2229, loss: 2.2229, grad_norm: 5.0539 2021-03-07 17:56:21,649 - mmaction - INFO - Epoch [4][160/940] lr: 1.000e-02, eta: 1 day, 5:44:30, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.4857, top5_acc: 0.7357, loss_cls: 2.2190, loss: 2.2190, grad_norm: 5.0837 2021-03-07 17:56:40,061 - mmaction - INFO - Epoch [4][180/940] lr: 1.000e-02, eta: 1 day, 5:41:32, time: 0.922, data_time: 0.003, memory: 8361, top1_acc: 0.4898, top5_acc: 0.7336, loss_cls: 2.2375, loss: 2.2375, grad_norm: 5.0080 2021-03-07 17:56:58,453 - mmaction - INFO - Epoch [4][200/940] lr: 1.000e-02, eta: 1 day, 5:38:35, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.4760, top5_acc: 0.7299, loss_cls: 2.2762, loss: 2.2762, grad_norm: 4.9939 2021-03-07 17:57:16,740 - mmaction - INFO - Epoch [4][220/940] lr: 1.000e-02, eta: 1 day, 5:35:37, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.4887, top5_acc: 0.7256, loss_cls: 2.2595, loss: 2.2595, grad_norm: 4.8799 2021-03-07 17:57:35,082 - mmaction - INFO - Epoch [4][240/940] lr: 1.000e-02, eta: 1 day, 5:32:42, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.4900, top5_acc: 0.7354, loss_cls: 2.2152, loss: 2.2152, grad_norm: 4.9059 2021-03-07 17:57:53,645 - mmaction - INFO - Epoch [4][260/940] lr: 1.000e-02, eta: 1 day, 5:29:56, time: 0.928, data_time: 0.002, memory: 8361, top1_acc: 0.4807, top5_acc: 0.7268, loss_cls: 2.2270, loss: 2.2270, grad_norm: 4.9693 2021-03-07 17:58:12,100 - mmaction - INFO - Epoch [4][280/940] lr: 1.000e-02, eta: 1 day, 5:27:08, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.4904, top5_acc: 0.7334, loss_cls: 2.2249, loss: 2.2249, grad_norm: 4.8898 2021-03-07 17:58:30,645 - mmaction - INFO - Epoch [4][300/940] lr: 1.000e-02, eta: 1 day, 5:24:26, time: 0.928, data_time: 0.003, memory: 8361, top1_acc: 0.4818, top5_acc: 0.7217, loss_cls: 2.2929, loss: 2.2929, grad_norm: 5.0674 2021-03-07 17:58:49,187 - mmaction - INFO - Epoch [4][320/940] lr: 1.000e-02, eta: 1 day, 5:21:45, time: 0.927, data_time: 0.002, memory: 8361, top1_acc: 0.4867, top5_acc: 0.7375, loss_cls: 2.2093, loss: 2.2093, grad_norm: 4.8773 2021-03-07 17:59:07,620 - mmaction - INFO - Epoch [4][340/940] lr: 1.000e-02, eta: 1 day, 5:19:03, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.4914, top5_acc: 0.7326, loss_cls: 2.2220, loss: 2.2220, grad_norm: 4.9828 2021-03-07 17:59:26,097 - mmaction - INFO - Epoch [4][360/940] lr: 1.000e-02, eta: 1 day, 5:16:24, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.4969, top5_acc: 0.7334, loss_cls: 2.2027, loss: 2.2027, grad_norm: 4.9044 2021-03-07 17:59:44,461 - mmaction - INFO - Epoch [4][380/940] lr: 1.000e-02, eta: 1 day, 5:13:43, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.4840, top5_acc: 0.7295, loss_cls: 2.2437, loss: 2.2437, grad_norm: 4.9690 2021-03-07 18:00:02,990 - mmaction - INFO - Epoch [4][400/940] lr: 1.000e-02, eta: 1 day, 5:11:09, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.4893, top5_acc: 0.7232, loss_cls: 2.2448, loss: 2.2448, grad_norm: 4.9554 2021-03-07 18:00:22,058 - mmaction - INFO - Epoch [4][420/940] lr: 1.000e-02, eta: 1 day, 5:08:52, time: 0.954, data_time: 0.002, memory: 8361, top1_acc: 0.4801, top5_acc: 0.7326, loss_cls: 2.2061, loss: 2.2061, grad_norm: 5.0116 2021-03-07 18:00:40,353 - mmaction - INFO - Epoch [4][440/940] lr: 1.000e-02, eta: 1 day, 5:06:14, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.4848, top5_acc: 0.7291, loss_cls: 2.2448, loss: 2.2448, grad_norm: 5.0196 2021-03-07 18:00:58,767 - mmaction - INFO - Epoch [4][460/940] lr: 1.000e-02, eta: 1 day, 5:03:42, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.4805, top5_acc: 0.7264, loss_cls: 2.2733, loss: 2.2733, grad_norm: 4.9864 2021-03-07 18:01:17,345 - mmaction - INFO - Epoch [4][480/940] lr: 1.000e-02, eta: 1 day, 5:01:15, time: 0.929, data_time: 0.001, memory: 8361, top1_acc: 0.4748, top5_acc: 0.7271, loss_cls: 2.2432, loss: 2.2432, grad_norm: 5.0257 2021-03-07 18:01:35,619 - mmaction - INFO - Epoch [4][500/940] lr: 1.000e-02, eta: 1 day, 4:58:42, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.4930, top5_acc: 0.7299, loss_cls: 2.2065, loss: 2.2065, grad_norm: 4.9999 2021-03-07 18:01:54,140 - mmaction - INFO - Epoch [4][520/940] lr: 1.000e-02, eta: 1 day, 4:56:17, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.4744, top5_acc: 0.7221, loss_cls: 2.2733, loss: 2.2733, grad_norm: 5.1056 2021-03-07 18:02:12,609 - mmaction - INFO - Epoch [4][540/940] lr: 1.000e-02, eta: 1 day, 4:53:52, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.4820, top5_acc: 0.7402, loss_cls: 2.1937, loss: 2.1937, grad_norm: 4.9552 2021-03-07 18:02:31,055 - mmaction - INFO - Epoch [4][560/940] lr: 1.000e-02, eta: 1 day, 4:51:29, time: 0.924, data_time: 0.003, memory: 8361, top1_acc: 0.4900, top5_acc: 0.7281, loss_cls: 2.2167, loss: 2.2167, grad_norm: 4.9721 2021-03-07 18:02:49,397 - mmaction - INFO - Epoch [4][580/940] lr: 1.000e-02, eta: 1 day, 4:49:04, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.4840, top5_acc: 0.7273, loss_cls: 2.2643, loss: 2.2643, grad_norm: 5.1423 2021-03-07 18:03:07,782 - mmaction - INFO - Epoch [4][600/940] lr: 1.000e-02, eta: 1 day, 4:46:41, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.4840, top5_acc: 0.7223, loss_cls: 2.2677, loss: 2.2677, grad_norm: 4.9803 2021-03-07 18:03:26,229 - mmaction - INFO - Epoch [4][620/940] lr: 1.000e-02, eta: 1 day, 4:44:22, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.4871, top5_acc: 0.7318, loss_cls: 2.2409, loss: 2.2409, grad_norm: 4.9786 2021-03-07 18:03:44,599 - mmaction - INFO - Epoch [4][640/940] lr: 1.000e-02, eta: 1 day, 4:42:01, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.4832, top5_acc: 0.7291, loss_cls: 2.2116, loss: 2.2116, grad_norm: 4.8559 2021-03-07 18:04:02,984 - mmaction - INFO - Epoch [4][660/940] lr: 1.000e-02, eta: 1 day, 4:39:43, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.4910, top5_acc: 0.7305, loss_cls: 2.2169, loss: 2.2169, grad_norm: 4.9592 2021-03-07 18:04:21,465 - mmaction - INFO - Epoch [4][680/940] lr: 1.000e-02, eta: 1 day, 4:37:29, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.4879, top5_acc: 0.7258, loss_cls: 2.2418, loss: 2.2418, grad_norm: 5.0019 2021-03-07 18:04:39,855 - mmaction - INFO - Epoch [4][700/940] lr: 1.000e-02, eta: 1 day, 4:35:14, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.4934, top5_acc: 0.7352, loss_cls: 2.2018, loss: 2.2018, grad_norm: 4.9100 2021-03-07 18:04:58,182 - mmaction - INFO - Epoch [4][720/940] lr: 1.000e-02, eta: 1 day, 4:32:58, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.4844, top5_acc: 0.7367, loss_cls: 2.1982, loss: 2.1982, grad_norm: 4.9896 2021-03-07 18:05:16,539 - mmaction - INFO - Epoch [4][740/940] lr: 1.000e-02, eta: 1 day, 4:30:44, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.4920, top5_acc: 0.7373, loss_cls: 2.2055, loss: 2.2055, grad_norm: 4.9542 2021-03-07 18:05:35,060 - mmaction - INFO - Epoch [4][760/940] lr: 1.000e-02, eta: 1 day, 4:28:35, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.4889, top5_acc: 0.7311, loss_cls: 2.2562, loss: 2.2562, grad_norm: 4.9568 2021-03-07 18:05:53,443 - mmaction - INFO - Epoch [4][780/940] lr: 1.000e-02, eta: 1 day, 4:26:25, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.4938, top5_acc: 0.7275, loss_cls: 2.2388, loss: 2.2388, grad_norm: 5.0253 2021-03-07 18:06:11,833 - mmaction - INFO - Epoch [4][800/940] lr: 1.000e-02, eta: 1 day, 4:24:16, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.4879, top5_acc: 0.7312, loss_cls: 2.2381, loss: 2.2381, grad_norm: 5.0235 2021-03-07 18:06:30,098 - mmaction - INFO - Epoch [4][820/940] lr: 1.000e-02, eta: 1 day, 4:22:05, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.4822, top5_acc: 0.7316, loss_cls: 2.2325, loss: 2.2325, grad_norm: 5.0376 2021-03-07 18:06:48,410 - mmaction - INFO - Epoch [4][840/940] lr: 1.000e-02, eta: 1 day, 4:19:57, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.4867, top5_acc: 0.7275, loss_cls: 2.2351, loss: 2.2351, grad_norm: 5.0128 2021-03-07 18:07:06,839 - mmaction - INFO - Epoch [4][860/940] lr: 1.000e-02, eta: 1 day, 4:17:52, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.4848, top5_acc: 0.7322, loss_cls: 2.2217, loss: 2.2217, grad_norm: 5.0398 2021-03-07 18:07:25,256 - mmaction - INFO - Epoch [4][880/940] lr: 1.000e-02, eta: 1 day, 4:15:49, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.4873, top5_acc: 0.7361, loss_cls: 2.1942, loss: 2.1942, grad_norm: 4.9928 2021-03-07 18:07:43,612 - mmaction - INFO - Epoch [4][900/940] lr: 1.000e-02, eta: 1 day, 4:13:45, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.4875, top5_acc: 0.7285, loss_cls: 2.2199, loss: 2.2199, grad_norm: 4.9919 2021-03-07 18:08:01,970 - mmaction - INFO - Epoch [4][920/940] lr: 1.000e-02, eta: 1 day, 4:11:42, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.4848, top5_acc: 0.7287, loss_cls: 2.2343, loss: 2.2343, grad_norm: 4.9437 2021-03-07 18:08:19,738 - mmaction - INFO - Epoch [4][940/940] lr: 1.000e-02, eta: 1 day, 4:09:26, time: 0.888, data_time: 0.002, memory: 8361, top1_acc: 0.4941, top5_acc: 0.7277, loss_cls: 2.2216, loss: 2.2216, grad_norm: 4.9837 2021-03-07 18:08:21,787 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-03-07 18:10:59,619 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-07 18:11:00,596 - mmaction - INFO - top1_acc 0.5849 top5_acc 0.8200 2021-03-07 18:11:02,665 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2021-03-07 18:11:02,668 - mmaction - INFO - Best top1_acc is 0.5849 at 4 epoch. 2021-03-07 18:11:02,676 - mmaction - INFO - Epoch(val) [4][940] top1_acc: 0.5849, top5_acc: 0.8200 2021-03-07 18:14:34,014 - mmaction - INFO - Epoch [5][20/940] lr: 1.000e-02, eta: 1 day, 5:24:11, time: 10.566, data_time: 9.655, memory: 8361, top1_acc: 0.5008, top5_acc: 0.7365, loss_cls: 2.1792, loss: 2.1792, grad_norm: 4.9692 2021-03-07 18:14:52,238 - mmaction - INFO - Epoch [5][40/940] lr: 1.000e-02, eta: 1 day, 5:21:43, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.5094, top5_acc: 0.7383, loss_cls: 2.1554, loss: 2.1554, grad_norm: 4.9564 2021-03-07 18:15:10,387 - mmaction - INFO - Epoch [5][60/940] lr: 1.000e-02, eta: 1 day, 5:19:15, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.4955, top5_acc: 0.7387, loss_cls: 2.1811, loss: 2.1811, grad_norm: 5.0228 2021-03-07 18:15:28,610 - mmaction - INFO - Epoch [5][80/940] lr: 1.000e-02, eta: 1 day, 5:16:50, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.4967, top5_acc: 0.7439, loss_cls: 2.1859, loss: 2.1859, grad_norm: 4.9742 2021-03-07 18:15:46,890 - mmaction - INFO - Epoch [5][100/940] lr: 1.000e-02, eta: 1 day, 5:14:27, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.4982, top5_acc: 0.7439, loss_cls: 2.1444, loss: 2.1444, grad_norm: 5.0203 2021-03-07 18:16:05,187 - mmaction - INFO - Epoch [5][120/940] lr: 1.000e-02, eta: 1 day, 5:12:06, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.4990, top5_acc: 0.7342, loss_cls: 2.1646, loss: 2.1646, grad_norm: 4.9875 2021-03-07 18:16:23,474 - mmaction - INFO - Epoch [5][140/940] lr: 1.000e-02, eta: 1 day, 5:09:47, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.4947, top5_acc: 0.7307, loss_cls: 2.2115, loss: 2.2115, grad_norm: 4.8780 2021-03-07 18:16:41,783 - mmaction - INFO - Epoch [5][160/940] lr: 1.000e-02, eta: 1 day, 5:07:28, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.4980, top5_acc: 0.7363, loss_cls: 2.1957, loss: 2.1957, grad_norm: 5.0070 2021-03-07 18:17:00,238 - mmaction - INFO - Epoch [5][180/940] lr: 1.000e-02, eta: 1 day, 5:05:15, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.5031, top5_acc: 0.7422, loss_cls: 2.1430, loss: 2.1430, grad_norm: 5.0063 2021-03-07 18:17:18,583 - mmaction - INFO - Epoch [5][200/940] lr: 1.000e-02, eta: 1 day, 5:03:00, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.4930, top5_acc: 0.7408, loss_cls: 2.1653, loss: 2.1653, grad_norm: 5.0609 2021-03-07 18:17:37,085 - mmaction - INFO - Epoch [5][220/940] lr: 1.000e-02, eta: 1 day, 5:00:50, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.5066, top5_acc: 0.7475, loss_cls: 2.1187, loss: 2.1187, grad_norm: 4.9611 2021-03-07 18:17:55,452 - mmaction - INFO - Epoch [5][240/940] lr: 1.000e-02, eta: 1 day, 4:58:38, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5037, top5_acc: 0.7520, loss_cls: 2.1289, loss: 2.1289, grad_norm: 5.0930 2021-03-07 18:18:13,788 - mmaction - INFO - Epoch [5][260/940] lr: 1.000e-02, eta: 1 day, 4:56:26, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5008, top5_acc: 0.7441, loss_cls: 2.1537, loss: 2.1537, grad_norm: 5.0670 2021-03-07 18:18:32,101 - mmaction - INFO - Epoch [5][280/940] lr: 1.000e-02, eta: 1 day, 4:54:15, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.4934, top5_acc: 0.7322, loss_cls: 2.1812, loss: 2.1812, grad_norm: 5.0945 2021-03-07 18:18:50,511 - mmaction - INFO - Epoch [5][300/940] lr: 1.000e-02, eta: 1 day, 4:52:07, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5053, top5_acc: 0.7451, loss_cls: 2.1330, loss: 2.1330, grad_norm: 4.9597 2021-03-07 18:19:08,997 - mmaction - INFO - Epoch [5][320/940] lr: 1.000e-02, eta: 1 day, 4:50:02, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.5121, top5_acc: 0.7482, loss_cls: 2.0998, loss: 2.0998, grad_norm: 4.9232 2021-03-07 18:19:27,408 - mmaction - INFO - Epoch [5][340/940] lr: 1.000e-02, eta: 1 day, 4:47:57, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5051, top5_acc: 0.7512, loss_cls: 2.1180, loss: 2.1180, grad_norm: 4.9286 2021-03-07 18:19:45,683 - mmaction - INFO - Epoch [5][360/940] lr: 1.000e-02, eta: 1 day, 4:45:49, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.4988, top5_acc: 0.7363, loss_cls: 2.1714, loss: 2.1714, grad_norm: 5.0249 2021-03-07 18:20:04,026 - mmaction - INFO - Epoch [5][380/940] lr: 1.000e-02, eta: 1 day, 4:43:44, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5039, top5_acc: 0.7496, loss_cls: 2.1302, loss: 2.1302, grad_norm: 5.0126 2021-03-07 18:20:22,379 - mmaction - INFO - Epoch [5][400/940] lr: 1.000e-02, eta: 1 day, 4:41:40, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.4992, top5_acc: 0.7475, loss_cls: 2.1508, loss: 2.1508, grad_norm: 5.0157 2021-03-07 18:20:40,706 - mmaction - INFO - Epoch [5][420/940] lr: 1.000e-02, eta: 1 day, 4:39:37, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.4986, top5_acc: 0.7357, loss_cls: 2.1409, loss: 2.1409, grad_norm: 4.9580 2021-03-07 18:20:59,028 - mmaction - INFO - Epoch [5][440/940] lr: 1.000e-02, eta: 1 day, 4:37:34, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.4936, top5_acc: 0.7322, loss_cls: 2.1872, loss: 2.1872, grad_norm: 5.0248 2021-03-07 18:21:17,430 - mmaction - INFO - Epoch [5][460/940] lr: 1.000e-02, eta: 1 day, 4:35:35, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5037, top5_acc: 0.7480, loss_cls: 2.1373, loss: 2.1373, grad_norm: 5.0149 2021-03-07 18:21:35,833 - mmaction - INFO - Epoch [5][480/940] lr: 1.000e-02, eta: 1 day, 4:33:36, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.4939, top5_acc: 0.7408, loss_cls: 2.1703, loss: 2.1703, grad_norm: 5.1016 2021-03-07 18:21:54,198 - mmaction - INFO - Epoch [5][500/940] lr: 1.000e-02, eta: 1 day, 4:31:37, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5020, top5_acc: 0.7416, loss_cls: 2.1422, loss: 2.1422, grad_norm: 4.9705 2021-03-07 18:22:12,540 - mmaction - INFO - Epoch [5][520/940] lr: 1.000e-02, eta: 1 day, 4:29:39, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.4939, top5_acc: 0.7365, loss_cls: 2.1870, loss: 2.1870, grad_norm: 5.1104 2021-03-07 18:22:31,005 - mmaction - INFO - Epoch [5][540/940] lr: 1.000e-02, eta: 1 day, 4:27:45, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.4982, top5_acc: 0.7377, loss_cls: 2.1690, loss: 2.1690, grad_norm: 5.0916 2021-03-07 18:22:49,252 - mmaction - INFO - Epoch [5][560/940] lr: 1.000e-02, eta: 1 day, 4:25:46, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.5008, top5_acc: 0.7367, loss_cls: 2.1869, loss: 2.1869, grad_norm: 5.0504 2021-03-07 18:23:07,503 - mmaction - INFO - Epoch [5][580/940] lr: 1.000e-02, eta: 1 day, 4:23:49, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.5172, top5_acc: 0.7521, loss_cls: 2.0914, loss: 2.0914, grad_norm: 5.0075 2021-03-07 18:23:25,850 - mmaction - INFO - Epoch [5][600/940] lr: 1.000e-02, eta: 1 day, 4:21:54, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.4969, top5_acc: 0.7447, loss_cls: 2.1885, loss: 2.1885, grad_norm: 5.0964 2021-03-07 18:23:44,165 - mmaction - INFO - Epoch [5][620/940] lr: 1.000e-02, eta: 1 day, 4:20:00, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5016, top5_acc: 0.7525, loss_cls: 2.1134, loss: 2.1134, grad_norm: 4.9975 2021-03-07 18:24:02,392 - mmaction - INFO - Epoch [5][640/940] lr: 1.000e-02, eta: 1 day, 4:18:05, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.4984, top5_acc: 0.7436, loss_cls: 2.1683, loss: 2.1683, grad_norm: 5.0935 2021-03-07 18:24:20,713 - mmaction - INFO - Epoch [5][660/940] lr: 1.000e-02, eta: 1 day, 4:16:13, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5088, top5_acc: 0.7486, loss_cls: 2.1138, loss: 2.1138, grad_norm: 4.9610 2021-03-07 18:24:39,094 - mmaction - INFO - Epoch [5][680/940] lr: 1.000e-02, eta: 1 day, 4:14:22, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5068, top5_acc: 0.7348, loss_cls: 2.1800, loss: 2.1800, grad_norm: 5.0100 2021-03-07 18:24:57,511 - mmaction - INFO - Epoch [5][700/940] lr: 1.000e-02, eta: 1 day, 4:12:34, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.4973, top5_acc: 0.7414, loss_cls: 2.1633, loss: 2.1633, grad_norm: 5.1419 2021-03-07 18:25:15,750 - mmaction - INFO - Epoch [5][720/940] lr: 1.000e-02, eta: 1 day, 4:10:42, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.5064, top5_acc: 0.7527, loss_cls: 2.1253, loss: 2.1253, grad_norm: 4.9340 2021-03-07 18:25:34,063 - mmaction - INFO - Epoch [5][740/940] lr: 1.000e-02, eta: 1 day, 4:08:53, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.4994, top5_acc: 0.7432, loss_cls: 2.1577, loss: 2.1577, grad_norm: 5.0683 2021-03-07 18:25:52,381 - mmaction - INFO - Epoch [5][760/940] lr: 1.000e-02, eta: 1 day, 4:07:05, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.4955, top5_acc: 0.7328, loss_cls: 2.2050, loss: 2.2050, grad_norm: 5.0769 2021-03-07 18:26:10,804 - mmaction - INFO - Epoch [5][780/940] lr: 1.000e-02, eta: 1 day, 4:05:19, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5115, top5_acc: 0.7496, loss_cls: 2.1025, loss: 2.1025, grad_norm: 5.0034 2021-03-07 18:26:29,171 - mmaction - INFO - Epoch [5][800/940] lr: 1.000e-02, eta: 1 day, 4:03:33, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5000, top5_acc: 0.7336, loss_cls: 2.1548, loss: 2.1548, grad_norm: 5.0529 2021-03-07 18:26:47,492 - mmaction - INFO - Epoch [5][820/940] lr: 1.000e-02, eta: 1 day, 4:01:48, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5094, top5_acc: 0.7383, loss_cls: 2.1326, loss: 2.1326, grad_norm: 5.0506 2021-03-07 18:27:05,783 - mmaction - INFO - Epoch [5][840/940] lr: 1.000e-02, eta: 1 day, 4:00:02, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5080, top5_acc: 0.7443, loss_cls: 2.1415, loss: 2.1415, grad_norm: 5.0828 2021-03-07 18:27:24,071 - mmaction - INFO - Epoch [5][860/940] lr: 1.000e-02, eta: 1 day, 3:58:17, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5064, top5_acc: 0.7441, loss_cls: 2.1453, loss: 2.1453, grad_norm: 5.0418 2021-03-07 18:27:42,427 - mmaction - INFO - Epoch [5][880/940] lr: 1.000e-02, eta: 1 day, 3:56:34, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5121, top5_acc: 0.7469, loss_cls: 2.1517, loss: 2.1517, grad_norm: 5.1096 2021-03-07 18:28:00,790 - mmaction - INFO - Epoch [5][900/940] lr: 1.000e-02, eta: 1 day, 3:54:52, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.4979, top5_acc: 0.7451, loss_cls: 2.1679, loss: 2.1679, grad_norm: 5.0960 2021-03-07 18:28:19,106 - mmaction - INFO - Epoch [5][920/940] lr: 1.000e-02, eta: 1 day, 3:53:10, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5002, top5_acc: 0.7365, loss_cls: 2.1796, loss: 2.1796, grad_norm: 5.0390 2021-03-07 18:28:36,895 - mmaction - INFO - Epoch [5][940/940] lr: 1.000e-02, eta: 1 day, 3:51:18, time: 0.889, data_time: 0.001, memory: 8361, top1_acc: 0.5018, top5_acc: 0.7445, loss_cls: 2.1569, loss: 2.1569, grad_norm: 5.0200 2021-03-07 18:28:38,819 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-03-07 18:31:17,697 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-07 18:31:18,678 - mmaction - INFO - top1_acc 0.5783 top5_acc 0.8236 2021-03-07 18:31:18,686 - mmaction - INFO - Epoch(val) [5][940] top1_acc: 0.5783, top5_acc: 0.8236 2021-03-07 18:34:50,139 - mmaction - INFO - Epoch [6][20/940] lr: 1.000e-02, eta: 1 day, 4:50:30, time: 10.572, data_time: 9.632, memory: 8361, top1_acc: 0.5096, top5_acc: 0.7484, loss_cls: 2.1120, loss: 2.1120, grad_norm: 4.9906 2021-03-07 18:35:08,361 - mmaction - INFO - Epoch [6][40/940] lr: 1.000e-02, eta: 1 day, 4:48:31, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.5090, top5_acc: 0.7449, loss_cls: 2.1123, loss: 2.1123, grad_norm: 5.0229 2021-03-07 18:35:26,633 - mmaction - INFO - Epoch [6][60/940] lr: 1.000e-02, eta: 1 day, 4:46:36, time: 0.915, data_time: 0.003, memory: 8361, top1_acc: 0.5127, top5_acc: 0.7453, loss_cls: 2.1067, loss: 2.1067, grad_norm: 4.9587 2021-03-07 18:35:44,969 - mmaction - INFO - Epoch [6][80/940] lr: 1.000e-02, eta: 1 day, 4:44:41, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5035, top5_acc: 0.7494, loss_cls: 2.1362, loss: 2.1362, grad_norm: 5.0282 2021-03-07 18:36:03,227 - mmaction - INFO - Epoch [6][100/940] lr: 1.000e-02, eta: 1 day, 4:42:46, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.5334, top5_acc: 0.7631, loss_cls: 2.0257, loss: 2.0257, grad_norm: 4.9748 2021-03-07 18:36:21,538 - mmaction - INFO - Epoch [6][120/940] lr: 1.000e-02, eta: 1 day, 4:40:53, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5117, top5_acc: 0.7508, loss_cls: 2.0754, loss: 2.0754, grad_norm: 5.0572 2021-03-07 18:36:39,873 - mmaction - INFO - Epoch [6][140/940] lr: 1.000e-02, eta: 1 day, 4:39:01, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5205, top5_acc: 0.7523, loss_cls: 2.0785, loss: 2.0785, grad_norm: 5.0398 2021-03-07 18:36:58,125 - mmaction - INFO - Epoch [6][160/940] lr: 1.000e-02, eta: 1 day, 4:37:08, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.5205, top5_acc: 0.7498, loss_cls: 2.1055, loss: 2.1055, grad_norm: 5.1603 2021-03-07 18:37:16,465 - mmaction - INFO - Epoch [6][180/940] lr: 1.000e-02, eta: 1 day, 4:35:18, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.5182, top5_acc: 0.7598, loss_cls: 2.0703, loss: 2.0703, grad_norm: 5.0882 2021-03-07 18:37:34,719 - mmaction - INFO - Epoch [6][200/940] lr: 1.000e-02, eta: 1 day, 4:33:27, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5156, top5_acc: 0.7539, loss_cls: 2.0910, loss: 2.0910, grad_norm: 5.0090 2021-03-07 18:37:53,071 - mmaction - INFO - Epoch [6][220/940] lr: 1.000e-02, eta: 1 day, 4:31:38, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5080, top5_acc: 0.7430, loss_cls: 2.1229, loss: 2.1229, grad_norm: 5.0133 2021-03-07 18:38:11,538 - mmaction - INFO - Epoch [6][240/940] lr: 1.000e-02, eta: 1 day, 4:29:52, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.5160, top5_acc: 0.7443, loss_cls: 2.1029, loss: 2.1029, grad_norm: 5.0807 2021-03-07 18:38:29,890 - mmaction - INFO - Epoch [6][260/940] lr: 1.000e-02, eta: 1 day, 4:28:05, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5271, top5_acc: 0.7533, loss_cls: 2.0651, loss: 2.0651, grad_norm: 5.0272 2021-03-07 18:38:48,234 - mmaction - INFO - Epoch [6][280/940] lr: 1.000e-02, eta: 1 day, 4:26:18, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5236, top5_acc: 0.7604, loss_cls: 2.0470, loss: 2.0470, grad_norm: 4.9062 2021-03-07 18:39:06,660 - mmaction - INFO - Epoch [6][300/940] lr: 1.000e-02, eta: 1 day, 4:24:34, time: 0.923, data_time: 0.003, memory: 8361, top1_acc: 0.5154, top5_acc: 0.7471, loss_cls: 2.1059, loss: 2.1059, grad_norm: 5.0138 2021-03-07 18:39:25,039 - mmaction - INFO - Epoch [6][320/940] lr: 1.000e-02, eta: 1 day, 4:22:50, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5129, top5_acc: 0.7488, loss_cls: 2.0957, loss: 2.0957, grad_norm: 5.0666 2021-03-07 18:39:43,301 - mmaction - INFO - Epoch [6][340/940] lr: 1.000e-02, eta: 1 day, 4:21:04, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.5174, top5_acc: 0.7496, loss_cls: 2.0880, loss: 2.0880, grad_norm: 4.9855 2021-03-07 18:40:01,673 - mmaction - INFO - Epoch [6][360/940] lr: 1.000e-02, eta: 1 day, 4:19:20, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5094, top5_acc: 0.7332, loss_cls: 2.1513, loss: 2.1513, grad_norm: 5.0487 2021-03-07 18:40:20,033 - mmaction - INFO - Epoch [6][380/940] lr: 1.000e-02, eta: 1 day, 4:17:37, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5123, top5_acc: 0.7504, loss_cls: 2.0940, loss: 2.0940, grad_norm: 4.9759 2021-03-07 18:40:38,293 - mmaction - INFO - Epoch [6][400/940] lr: 1.000e-02, eta: 1 day, 4:15:53, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5061, top5_acc: 0.7445, loss_cls: 2.1147, loss: 2.1147, grad_norm: 5.0154 2021-03-07 18:40:56,600 - mmaction - INFO - Epoch [6][420/940] lr: 1.000e-02, eta: 1 day, 4:14:11, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5156, top5_acc: 0.7535, loss_cls: 2.0909, loss: 2.0909, grad_norm: 5.0384 2021-03-07 18:41:14,926 - mmaction - INFO - Epoch [6][440/940] lr: 1.000e-02, eta: 1 day, 4:12:29, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5148, top5_acc: 0.7459, loss_cls: 2.1078, loss: 2.1078, grad_norm: 4.9824 2021-03-07 18:41:33,353 - mmaction - INFO - Epoch [6][460/940] lr: 1.000e-02, eta: 1 day, 4:10:50, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.5160, top5_acc: 0.7488, loss_cls: 2.0921, loss: 2.0921, grad_norm: 4.9570 2021-03-07 18:41:51,560 - mmaction - INFO - Epoch [6][480/940] lr: 1.000e-02, eta: 1 day, 4:09:08, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.5107, top5_acc: 0.7512, loss_cls: 2.0749, loss: 2.0749, grad_norm: 4.9820 2021-03-07 18:42:09,977 - mmaction - INFO - Epoch [6][500/940] lr: 1.000e-02, eta: 1 day, 4:07:30, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5109, top5_acc: 0.7562, loss_cls: 2.0725, loss: 2.0725, grad_norm: 5.1208 2021-03-07 18:42:28,261 - mmaction - INFO - Epoch [6][520/940] lr: 1.000e-02, eta: 1 day, 4:05:50, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5078, top5_acc: 0.7551, loss_cls: 2.1026, loss: 2.1026, grad_norm: 5.0498 2021-03-07 18:42:46,667 - mmaction - INFO - Epoch [6][540/940] lr: 1.000e-02, eta: 1 day, 4:04:13, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5184, top5_acc: 0.7465, loss_cls: 2.0797, loss: 2.0797, grad_norm: 5.0279 2021-03-07 18:43:05,046 - mmaction - INFO - Epoch [6][560/940] lr: 1.000e-02, eta: 1 day, 4:02:36, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5195, top5_acc: 0.7533, loss_cls: 2.0757, loss: 2.0757, grad_norm: 4.9734 2021-03-07 18:43:23,419 - mmaction - INFO - Epoch [6][580/940] lr: 1.000e-02, eta: 1 day, 4:01:00, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5098, top5_acc: 0.7438, loss_cls: 2.1030, loss: 2.1030, grad_norm: 5.0231 2021-03-07 18:43:41,789 - mmaction - INFO - Epoch [6][600/940] lr: 1.000e-02, eta: 1 day, 3:59:24, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5119, top5_acc: 0.7514, loss_cls: 2.0999, loss: 2.0999, grad_norm: 5.0457 2021-03-07 18:44:00,069 - mmaction - INFO - Epoch [6][620/940] lr: 1.000e-02, eta: 1 day, 3:57:48, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5074, top5_acc: 0.7449, loss_cls: 2.1382, loss: 2.1382, grad_norm: 5.0878 2021-03-07 18:44:18,415 - mmaction - INFO - Epoch [6][640/940] lr: 1.000e-02, eta: 1 day, 3:56:12, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5086, top5_acc: 0.7504, loss_cls: 2.1062, loss: 2.1062, grad_norm: 5.0098 2021-03-07 18:44:36,753 - mmaction - INFO - Epoch [6][660/940] lr: 1.000e-02, eta: 1 day, 3:54:38, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5088, top5_acc: 0.7477, loss_cls: 2.1273, loss: 2.1273, grad_norm: 4.9747 2021-03-07 18:44:55,122 - mmaction - INFO - Epoch [6][680/940] lr: 1.000e-02, eta: 1 day, 3:53:04, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5213, top5_acc: 0.7566, loss_cls: 2.0818, loss: 2.0818, grad_norm: 4.9945 2021-03-07 18:45:13,487 - mmaction - INFO - Epoch [6][700/940] lr: 1.000e-02, eta: 1 day, 3:51:31, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5182, top5_acc: 0.7467, loss_cls: 2.0857, loss: 2.0857, grad_norm: 5.0227 2021-03-07 18:45:31,956 - mmaction - INFO - Epoch [6][720/940] lr: 1.000e-02, eta: 1 day, 3:50:00, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.5195, top5_acc: 0.7516, loss_cls: 2.1043, loss: 2.1043, grad_norm: 5.1001 2021-03-07 18:45:50,251 - mmaction - INFO - Epoch [6][740/940] lr: 1.000e-02, eta: 1 day, 3:48:27, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5205, top5_acc: 0.7529, loss_cls: 2.0551, loss: 2.0551, grad_norm: 4.9798 2021-03-07 18:46:08,608 - mmaction - INFO - Epoch [6][760/940] lr: 1.000e-02, eta: 1 day, 3:46:56, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5100, top5_acc: 0.7482, loss_cls: 2.1244, loss: 2.1244, grad_norm: 5.0751 2021-03-07 18:46:26,929 - mmaction - INFO - Epoch [6][780/940] lr: 1.000e-02, eta: 1 day, 3:45:24, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5074, top5_acc: 0.7510, loss_cls: 2.1121, loss: 2.1121, grad_norm: 5.0800 2021-03-07 18:46:45,218 - mmaction - INFO - Epoch [6][800/940] lr: 1.000e-02, eta: 1 day, 3:43:53, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5100, top5_acc: 0.7477, loss_cls: 2.1199, loss: 2.1199, grad_norm: 5.0228 2021-03-07 18:47:03,523 - mmaction - INFO - Epoch [6][820/940] lr: 1.000e-02, eta: 1 day, 3:42:22, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5141, top5_acc: 0.7553, loss_cls: 2.0820, loss: 2.0820, grad_norm: 5.0658 2021-03-07 18:47:21,843 - mmaction - INFO - Epoch [6][840/940] lr: 1.000e-02, eta: 1 day, 3:40:52, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5104, top5_acc: 0.7502, loss_cls: 2.1120, loss: 2.1120, grad_norm: 5.1377 2021-03-07 18:47:40,206 - mmaction - INFO - Epoch [6][860/940] lr: 1.000e-02, eta: 1 day, 3:39:23, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.5254, top5_acc: 0.7441, loss_cls: 2.0917, loss: 2.0917, grad_norm: 5.0091 2021-03-07 18:47:58,536 - mmaction - INFO - Epoch [6][880/940] lr: 1.000e-02, eta: 1 day, 3:37:54, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5291, top5_acc: 0.7615, loss_cls: 2.0558, loss: 2.0558, grad_norm: 4.9588 2021-03-07 18:48:16,745 - mmaction - INFO - Epoch [6][900/940] lr: 1.000e-02, eta: 1 day, 3:36:24, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.5215, top5_acc: 0.7488, loss_cls: 2.1286, loss: 2.1286, grad_norm: 5.1226 2021-03-07 18:48:35,050 - mmaction - INFO - Epoch [6][920/940] lr: 1.000e-02, eta: 1 day, 3:34:56, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5129, top5_acc: 0.7490, loss_cls: 2.0897, loss: 2.0897, grad_norm: 5.0420 2021-03-07 18:48:52,811 - mmaction - INFO - Epoch [6][940/940] lr: 1.000e-02, eta: 1 day, 3:33:19, time: 0.888, data_time: 0.002, memory: 8361, top1_acc: 0.5085, top5_acc: 0.7447, loss_cls: 2.1175, loss: 2.1175, grad_norm: 5.0855 2021-03-07 18:48:54,627 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-03-07 18:51:28,383 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-07 18:51:29,360 - mmaction - INFO - top1_acc 0.6004 top5_acc 0.8356 2021-03-07 18:51:29,951 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-03-07 18:51:29,951 - mmaction - INFO - Best top1_acc is 0.6004 at 6 epoch. 2021-03-07 18:51:29,959 - mmaction - INFO - Epoch(val) [6][940] top1_acc: 0.6004, top5_acc: 0.8356 2021-03-07 18:55:01,038 - mmaction - INFO - Epoch [7][20/940] lr: 1.000e-02, eta: 1 day, 4:22:01, time: 10.554, data_time: 9.607, memory: 8361, top1_acc: 0.5230, top5_acc: 0.7648, loss_cls: 2.0216, loss: 2.0216, grad_norm: 5.0566 2021-03-07 18:55:19,220 - mmaction - INFO - Epoch [7][40/940] lr: 1.000e-02, eta: 1 day, 4:20:21, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.5285, top5_acc: 0.7578, loss_cls: 2.0530, loss: 2.0530, grad_norm: 5.0248 2021-03-07 18:55:37,469 - mmaction - INFO - Epoch [7][60/940] lr: 1.000e-02, eta: 1 day, 4:18:43, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.5240, top5_acc: 0.7525, loss_cls: 2.0559, loss: 2.0559, grad_norm: 5.0674 2021-03-07 18:55:55,793 - mmaction - INFO - Epoch [7][80/940] lr: 1.000e-02, eta: 1 day, 4:17:06, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5230, top5_acc: 0.7578, loss_cls: 2.0579, loss: 2.0579, grad_norm: 5.0092 2021-03-07 18:56:14,035 - mmaction - INFO - Epoch [7][100/940] lr: 1.000e-02, eta: 1 day, 4:15:29, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5256, top5_acc: 0.7596, loss_cls: 2.0298, loss: 2.0298, grad_norm: 5.0091 2021-03-07 18:56:32,293 - mmaction - INFO - Epoch [7][120/940] lr: 1.000e-02, eta: 1 day, 4:13:52, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.5303, top5_acc: 0.7637, loss_cls: 2.0246, loss: 2.0246, grad_norm: 5.0953 2021-03-07 18:56:50,558 - mmaction - INFO - Epoch [7][140/940] lr: 1.000e-02, eta: 1 day, 4:12:16, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.5232, top5_acc: 0.7555, loss_cls: 2.0624, loss: 2.0624, grad_norm: 4.9645 2021-03-07 18:57:08,848 - mmaction - INFO - Epoch [7][160/940] lr: 1.000e-02, eta: 1 day, 4:10:41, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5266, top5_acc: 0.7578, loss_cls: 2.0562, loss: 2.0562, grad_norm: 5.0466 2021-03-07 18:57:27,066 - mmaction - INFO - Epoch [7][180/940] lr: 1.000e-02, eta: 1 day, 4:09:06, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.5242, top5_acc: 0.7576, loss_cls: 2.0318, loss: 2.0318, grad_norm: 4.9901 2021-03-07 18:57:45,415 - mmaction - INFO - Epoch [7][200/940] lr: 1.000e-02, eta: 1 day, 4:07:33, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5326, top5_acc: 0.7645, loss_cls: 1.9881, loss: 1.9881, grad_norm: 5.0889 2021-03-07 18:58:03,692 - mmaction - INFO - Epoch [7][220/940] lr: 1.000e-02, eta: 1 day, 4:05:59, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5109, top5_acc: 0.7453, loss_cls: 2.1078, loss: 2.1078, grad_norm: 5.1261 2021-03-07 18:58:22,025 - mmaction - INFO - Epoch [7][240/940] lr: 1.000e-02, eta: 1 day, 4:04:27, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5188, top5_acc: 0.7543, loss_cls: 2.0544, loss: 2.0544, grad_norm: 5.0211 2021-03-07 18:58:40,361 - mmaction - INFO - Epoch [7][260/940] lr: 1.000e-02, eta: 1 day, 4:02:56, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5229, top5_acc: 0.7627, loss_cls: 2.0274, loss: 2.0274, grad_norm: 5.0226 2021-03-07 18:58:58,608 - mmaction - INFO - Epoch [7][280/940] lr: 1.000e-02, eta: 1 day, 4:01:23, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.5154, top5_acc: 0.7514, loss_cls: 2.1005, loss: 2.1005, grad_norm: 5.1456 2021-03-07 18:59:16,852 - mmaction - INFO - Epoch [7][300/940] lr: 1.000e-02, eta: 1 day, 3:59:51, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.5303, top5_acc: 0.7631, loss_cls: 2.0154, loss: 2.0154, grad_norm: 5.0097 2021-03-07 18:59:35,292 - mmaction - INFO - Epoch [7][320/940] lr: 1.000e-02, eta: 1 day, 3:58:22, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5227, top5_acc: 0.7586, loss_cls: 2.0376, loss: 2.0376, grad_norm: 5.0969 2021-03-07 18:59:53,683 - mmaction - INFO - Epoch [7][340/940] lr: 1.000e-02, eta: 1 day, 3:56:53, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5172, top5_acc: 0.7477, loss_cls: 2.1001, loss: 2.1001, grad_norm: 5.1646 2021-03-07 19:00:12,374 - mmaction - INFO - Epoch [7][360/940] lr: 1.000e-02, eta: 1 day, 3:55:29, time: 0.935, data_time: 0.002, memory: 8361, top1_acc: 0.5268, top5_acc: 0.7586, loss_cls: 2.0550, loss: 2.0550, grad_norm: 4.9891 2021-03-07 19:00:30,827 - mmaction - INFO - Epoch [7][380/940] lr: 1.000e-02, eta: 1 day, 3:54:02, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.5188, top5_acc: 0.7516, loss_cls: 2.0588, loss: 2.0588, grad_norm: 5.0877 2021-03-07 19:00:49,219 - mmaction - INFO - Epoch [7][400/940] lr: 1.000e-02, eta: 1 day, 3:52:35, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5225, top5_acc: 0.7559, loss_cls: 2.0374, loss: 2.0374, grad_norm: 5.0098 2021-03-07 19:01:07,578 - mmaction - INFO - Epoch [7][420/940] lr: 1.000e-02, eta: 1 day, 3:51:07, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5201, top5_acc: 0.7613, loss_cls: 2.0360, loss: 2.0360, grad_norm: 5.0967 2021-03-07 19:01:25,974 - mmaction - INFO - Epoch [7][440/940] lr: 1.000e-02, eta: 1 day, 3:49:41, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5260, top5_acc: 0.7518, loss_cls: 2.0874, loss: 2.0874, grad_norm: 5.0331 2021-03-07 19:01:44,229 - mmaction - INFO - Epoch [7][460/940] lr: 1.000e-02, eta: 1 day, 3:48:12, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.5248, top5_acc: 0.7551, loss_cls: 2.0414, loss: 2.0414, grad_norm: 5.0565 2021-03-07 19:02:02,595 - mmaction - INFO - Epoch [7][480/940] lr: 1.000e-02, eta: 1 day, 3:46:46, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5258, top5_acc: 0.7619, loss_cls: 2.0165, loss: 2.0165, grad_norm: 5.0017 2021-03-07 19:02:20,975 - mmaction - INFO - Epoch [7][500/940] lr: 1.000e-02, eta: 1 day, 3:45:21, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5230, top5_acc: 0.7586, loss_cls: 2.0401, loss: 2.0401, grad_norm: 5.0603 2021-03-07 19:02:39,361 - mmaction - INFO - Epoch [7][520/940] lr: 1.000e-02, eta: 1 day, 3:43:56, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5197, top5_acc: 0.7527, loss_cls: 2.0590, loss: 2.0590, grad_norm: 5.0219 2021-03-07 19:02:57,729 - mmaction - INFO - Epoch [7][540/940] lr: 1.000e-02, eta: 1 day, 3:42:31, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5217, top5_acc: 0.7523, loss_cls: 2.0674, loss: 2.0674, grad_norm: 5.1240 2021-03-07 19:03:15,990 - mmaction - INFO - Epoch [7][560/940] lr: 1.000e-02, eta: 1 day, 3:41:06, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.5184, top5_acc: 0.7625, loss_cls: 2.0700, loss: 2.0700, grad_norm: 5.0395 2021-03-07 19:03:34,311 - mmaction - INFO - Epoch [7][580/940] lr: 1.000e-02, eta: 1 day, 3:39:41, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5320, top5_acc: 0.7719, loss_cls: 1.9919, loss: 1.9919, grad_norm: 5.0335 2021-03-07 19:03:52,601 - mmaction - INFO - Epoch [7][600/940] lr: 1.000e-02, eta: 1 day, 3:38:16, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5131, top5_acc: 0.7582, loss_cls: 2.0920, loss: 2.0920, grad_norm: 5.1889 2021-03-07 19:04:10,999 - mmaction - INFO - Epoch [7][620/940] lr: 1.000e-02, eta: 1 day, 3:36:54, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5113, top5_acc: 0.7480, loss_cls: 2.0942, loss: 2.0942, grad_norm: 5.0251 2021-03-07 19:04:29,325 - mmaction - INFO - Epoch [7][640/940] lr: 1.000e-02, eta: 1 day, 3:35:31, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5146, top5_acc: 0.7553, loss_cls: 2.0635, loss: 2.0635, grad_norm: 5.0609 2021-03-07 19:04:47,622 - mmaction - INFO - Epoch [7][660/940] lr: 1.000e-02, eta: 1 day, 3:34:07, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5230, top5_acc: 0.7570, loss_cls: 2.0402, loss: 2.0402, grad_norm: 5.0879 2021-03-07 19:05:05,939 - mmaction - INFO - Epoch [7][680/940] lr: 1.000e-02, eta: 1 day, 3:32:45, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5094, top5_acc: 0.7551, loss_cls: 2.0737, loss: 2.0737, grad_norm: 5.1441 2021-03-07 19:05:24,292 - mmaction - INFO - Epoch [7][700/940] lr: 1.000e-02, eta: 1 day, 3:31:23, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.5346, top5_acc: 0.7748, loss_cls: 1.9788, loss: 1.9788, grad_norm: 4.9859 2021-03-07 19:05:42,531 - mmaction - INFO - Epoch [7][720/940] lr: 1.000e-02, eta: 1 day, 3:30:01, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.5293, top5_acc: 0.7527, loss_cls: 2.0718, loss: 2.0718, grad_norm: 5.1034 2021-03-07 19:06:00,818 - mmaction - INFO - Epoch [7][740/940] lr: 1.000e-02, eta: 1 day, 3:28:39, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5125, top5_acc: 0.7492, loss_cls: 2.1004, loss: 2.1004, grad_norm: 5.0720 2021-03-07 19:06:19,279 - mmaction - INFO - Epoch [7][760/940] lr: 1.000e-02, eta: 1 day, 3:27:20, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.5305, top5_acc: 0.7613, loss_cls: 2.0229, loss: 2.0229, grad_norm: 5.1260 2021-03-07 19:06:37,567 - mmaction - INFO - Epoch [7][780/940] lr: 1.000e-02, eta: 1 day, 3:25:59, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5201, top5_acc: 0.7582, loss_cls: 2.0780, loss: 2.0780, grad_norm: 5.1273 2021-03-07 19:06:55,821 - mmaction - INFO - Epoch [7][800/940] lr: 1.000e-02, eta: 1 day, 3:24:38, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.5338, top5_acc: 0.7592, loss_cls: 2.0154, loss: 2.0154, grad_norm: 5.0588 2021-03-07 19:07:14,223 - mmaction - INFO - Epoch [7][820/940] lr: 1.000e-02, eta: 1 day, 3:23:19, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5221, top5_acc: 0.7598, loss_cls: 2.0506, loss: 2.0506, grad_norm: 5.0720 2021-03-07 19:07:32,603 - mmaction - INFO - Epoch [7][840/940] lr: 1.000e-02, eta: 1 day, 3:22:01, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5258, top5_acc: 0.7580, loss_cls: 2.0255, loss: 2.0255, grad_norm: 5.0138 2021-03-07 19:07:50,975 - mmaction - INFO - Epoch [7][860/940] lr: 1.000e-02, eta: 1 day, 3:20:42, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.5309, top5_acc: 0.7645, loss_cls: 2.0248, loss: 2.0248, grad_norm: 4.9908 2021-03-07 19:08:09,233 - mmaction - INFO - Epoch [7][880/940] lr: 1.000e-02, eta: 1 day, 3:19:23, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.5133, top5_acc: 0.7512, loss_cls: 2.0806, loss: 2.0806, grad_norm: 5.1328 2021-03-07 19:08:27,550 - mmaction - INFO - Epoch [7][900/940] lr: 1.000e-02, eta: 1 day, 3:18:05, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5227, top5_acc: 0.7514, loss_cls: 2.1075, loss: 2.1075, grad_norm: 5.0612 2021-03-07 19:08:45,881 - mmaction - INFO - Epoch [7][920/940] lr: 1.000e-02, eta: 1 day, 3:16:47, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5322, top5_acc: 0.7605, loss_cls: 2.0267, loss: 2.0267, grad_norm: 4.9956 2021-03-07 19:09:03,674 - mmaction - INFO - Epoch [7][940/940] lr: 1.000e-02, eta: 1 day, 3:15:23, time: 0.890, data_time: 0.002, memory: 8361, top1_acc: 0.5179, top5_acc: 0.7534, loss_cls: 2.0538, loss: 2.0538, grad_norm: 5.1833 2021-03-07 19:09:05,642 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-03-07 19:11:42,705 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-07 19:11:43,683 - mmaction - INFO - top1_acc 0.6009 top5_acc 0.8318 2021-03-07 19:11:44,947 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2021-03-07 19:11:44,956 - mmaction - INFO - Best top1_acc is 0.6009 at 7 epoch. 2021-03-07 19:11:44,964 - mmaction - INFO - Epoch(val) [7][940] top1_acc: 0.6009, top5_acc: 0.8318 2021-03-07 19:15:15,616 - mmaction - INFO - Epoch [8][20/940] lr: 1.000e-02, eta: 1 day, 3:56:32, time: 10.531, data_time: 9.623, memory: 8361, top1_acc: 0.5324, top5_acc: 0.7703, loss_cls: 1.9865, loss: 1.9865, grad_norm: 4.9641 2021-03-07 19:15:33,752 - mmaction - INFO - Epoch [8][40/940] lr: 1.000e-02, eta: 1 day, 3:55:04, time: 0.907, data_time: 0.001, memory: 8361, top1_acc: 0.5307, top5_acc: 0.7654, loss_cls: 2.0124, loss: 2.0124, grad_norm: 5.0425 2021-03-07 19:15:51,992 - mmaction - INFO - Epoch [8][60/940] lr: 1.000e-02, eta: 1 day, 3:53:39, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.5381, top5_acc: 0.7730, loss_cls: 1.9670, loss: 1.9670, grad_norm: 4.9852 2021-03-07 19:16:10,182 - mmaction - INFO - Epoch [8][80/940] lr: 1.000e-02, eta: 1 day, 3:52:13, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.5309, top5_acc: 0.7609, loss_cls: 2.0065, loss: 2.0065, grad_norm: 5.0305 2021-03-07 19:16:28,471 - mmaction - INFO - Epoch [8][100/940] lr: 1.000e-02, eta: 1 day, 3:50:49, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5320, top5_acc: 0.7643, loss_cls: 1.9924, loss: 1.9924, grad_norm: 5.0880 2021-03-07 19:16:46,680 - mmaction - INFO - Epoch [8][120/940] lr: 1.000e-02, eta: 1 day, 3:49:24, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.5430, top5_acc: 0.7586, loss_cls: 1.9836, loss: 1.9836, grad_norm: 4.9911 2021-03-07 19:17:05,043 - mmaction - INFO - Epoch [8][140/940] lr: 1.000e-02, eta: 1 day, 3:48:01, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5416, top5_acc: 0.7691, loss_cls: 1.9799, loss: 1.9799, grad_norm: 4.9790 2021-03-07 19:17:23,386 - mmaction - INFO - Epoch [8][160/940] lr: 1.000e-02, eta: 1 day, 3:46:39, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5354, top5_acc: 0.7684, loss_cls: 1.9892, loss: 1.9892, grad_norm: 5.1083 2021-03-07 19:17:41,704 - mmaction - INFO - Epoch [8][180/940] lr: 1.000e-02, eta: 1 day, 3:45:17, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5273, top5_acc: 0.7609, loss_cls: 2.0380, loss: 2.0380, grad_norm: 5.0565 2021-03-07 19:18:00,027 - mmaction - INFO - Epoch [8][200/940] lr: 1.000e-02, eta: 1 day, 3:43:54, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5320, top5_acc: 0.7623, loss_cls: 2.0142, loss: 2.0142, grad_norm: 5.0702 2021-03-07 19:18:18,471 - mmaction - INFO - Epoch [8][220/940] lr: 1.000e-02, eta: 1 day, 3:42:35, time: 0.923, data_time: 0.003, memory: 8361, top1_acc: 0.5445, top5_acc: 0.7721, loss_cls: 1.9558, loss: 1.9558, grad_norm: 4.9025 2021-03-07 19:18:36,791 - mmaction - INFO - Epoch [8][240/940] lr: 1.000e-02, eta: 1 day, 3:41:13, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5408, top5_acc: 0.7621, loss_cls: 2.0126, loss: 2.0126, grad_norm: 5.0085 2021-03-07 19:18:55,175 - mmaction - INFO - Epoch [8][260/940] lr: 1.000e-02, eta: 1 day, 3:39:54, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5307, top5_acc: 0.7600, loss_cls: 2.0149, loss: 2.0149, grad_norm: 5.0365 2021-03-07 19:19:13,444 - mmaction - INFO - Epoch [8][280/940] lr: 1.000e-02, eta: 1 day, 3:38:32, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.5432, top5_acc: 0.7619, loss_cls: 2.0101, loss: 2.0101, grad_norm: 5.0042 2021-03-07 19:19:32,022 - mmaction - INFO - Epoch [8][300/940] lr: 1.000e-02, eta: 1 day, 3:37:16, time: 0.929, data_time: 0.002, memory: 8361, top1_acc: 0.5199, top5_acc: 0.7527, loss_cls: 2.0389, loss: 2.0389, grad_norm: 5.0502 2021-03-07 19:19:50,315 - mmaction - INFO - Epoch [8][320/940] lr: 1.000e-02, eta: 1 day, 3:35:56, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5352, top5_acc: 0.7697, loss_cls: 1.9834, loss: 1.9834, grad_norm: 5.1011 2021-03-07 19:20:08,648 - mmaction - INFO - Epoch [8][340/940] lr: 1.000e-02, eta: 1 day, 3:34:36, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5268, top5_acc: 0.7520, loss_cls: 2.0545, loss: 2.0545, grad_norm: 5.1219 2021-03-07 19:20:27,000 - mmaction - INFO - Epoch [8][360/940] lr: 1.000e-02, eta: 1 day, 3:33:18, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5340, top5_acc: 0.7658, loss_cls: 1.9993, loss: 1.9993, grad_norm: 5.0538 2021-03-07 19:20:45,380 - mmaction - INFO - Epoch [8][380/940] lr: 1.000e-02, eta: 1 day, 3:32:00, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5367, top5_acc: 0.7684, loss_cls: 1.9995, loss: 1.9995, grad_norm: 5.0667 2021-03-07 19:21:03,738 - mmaction - INFO - Epoch [8][400/940] lr: 1.000e-02, eta: 1 day, 3:30:42, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.5338, top5_acc: 0.7559, loss_cls: 2.0234, loss: 2.0234, grad_norm: 5.0475 2021-03-07 19:21:22,049 - mmaction - INFO - Epoch [8][420/940] lr: 1.000e-02, eta: 1 day, 3:29:24, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5383, top5_acc: 0.7738, loss_cls: 1.9603, loss: 1.9603, grad_norm: 5.0373 2021-03-07 19:21:40,369 - mmaction - INFO - Epoch [8][440/940] lr: 1.000e-02, eta: 1 day, 3:28:06, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5234, top5_acc: 0.7600, loss_cls: 2.0327, loss: 2.0327, grad_norm: 5.0735 2021-03-07 19:21:58,757 - mmaction - INFO - Epoch [8][460/940] lr: 1.000e-02, eta: 1 day, 3:26:50, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5281, top5_acc: 0.7559, loss_cls: 2.0257, loss: 2.0257, grad_norm: 5.0156 2021-03-07 19:22:17,130 - mmaction - INFO - Epoch [8][480/940] lr: 1.000e-02, eta: 1 day, 3:25:33, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5480, top5_acc: 0.7766, loss_cls: 1.9435, loss: 1.9435, grad_norm: 4.9245 2021-03-07 19:22:35,486 - mmaction - INFO - Epoch [8][500/940] lr: 1.000e-02, eta: 1 day, 3:24:17, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5361, top5_acc: 0.7719, loss_cls: 1.9967, loss: 1.9967, grad_norm: 5.0757 2021-03-07 19:22:53,835 - mmaction - INFO - Epoch [8][520/940] lr: 1.000e-02, eta: 1 day, 3:23:01, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5289, top5_acc: 0.7668, loss_cls: 2.0234, loss: 2.0234, grad_norm: 5.0452 2021-03-07 19:23:12,217 - mmaction - INFO - Epoch [8][540/940] lr: 1.000e-02, eta: 1 day, 3:21:46, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5369, top5_acc: 0.7623, loss_cls: 2.0048, loss: 2.0048, grad_norm: 4.9978 2021-03-07 19:23:30,684 - mmaction - INFO - Epoch [8][560/940] lr: 1.000e-02, eta: 1 day, 3:20:32, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.5330, top5_acc: 0.7529, loss_cls: 2.0364, loss: 2.0364, grad_norm: 5.0440 2021-03-07 19:23:49,025 - mmaction - INFO - Epoch [8][580/940] lr: 1.000e-02, eta: 1 day, 3:19:17, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5432, top5_acc: 0.7693, loss_cls: 1.9645, loss: 1.9645, grad_norm: 5.0203 2021-03-07 19:24:07,363 - mmaction - INFO - Epoch [8][600/940] lr: 1.000e-02, eta: 1 day, 3:18:02, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5240, top5_acc: 0.7658, loss_cls: 2.0251, loss: 2.0251, grad_norm: 5.0224 2021-03-07 19:24:25,762 - mmaction - INFO - Epoch [8][620/940] lr: 1.000e-02, eta: 1 day, 3:16:48, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5371, top5_acc: 0.7699, loss_cls: 1.9723, loss: 1.9723, grad_norm: 4.9688 2021-03-07 19:24:44,170 - mmaction - INFO - Epoch [8][640/940] lr: 1.000e-02, eta: 1 day, 3:15:35, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5234, top5_acc: 0.7664, loss_cls: 2.0307, loss: 2.0307, grad_norm: 4.9941 2021-03-07 19:25:02,508 - mmaction - INFO - Epoch [8][660/940] lr: 1.000e-02, eta: 1 day, 3:14:21, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5291, top5_acc: 0.7654, loss_cls: 1.9934, loss: 1.9934, grad_norm: 5.0658 2021-03-07 19:25:20,957 - mmaction - INFO - Epoch [8][680/940] lr: 1.000e-02, eta: 1 day, 3:13:09, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.5410, top5_acc: 0.7664, loss_cls: 1.9941, loss: 1.9941, grad_norm: 5.1216 2021-03-07 19:25:39,273 - mmaction - INFO - Epoch [8][700/940] lr: 1.000e-02, eta: 1 day, 3:11:55, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5307, top5_acc: 0.7662, loss_cls: 1.9970, loss: 1.9970, grad_norm: 4.9869 2021-03-07 19:25:57,565 - mmaction - INFO - Epoch [8][720/940] lr: 1.000e-02, eta: 1 day, 3:10:42, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5342, top5_acc: 0.7613, loss_cls: 2.0314, loss: 2.0314, grad_norm: 5.1440 2021-03-07 19:26:16,026 - mmaction - INFO - Epoch [8][740/940] lr: 1.000e-02, eta: 1 day, 3:09:31, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.5514, top5_acc: 0.7686, loss_cls: 1.9569, loss: 1.9569, grad_norm: 4.9931 2021-03-07 19:26:34,299 - mmaction - INFO - Epoch [8][760/940] lr: 1.000e-02, eta: 1 day, 3:08:17, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5270, top5_acc: 0.7545, loss_cls: 2.0392, loss: 2.0392, grad_norm: 5.1628 2021-03-07 19:26:52,599 - mmaction - INFO - Epoch [8][780/940] lr: 1.000e-02, eta: 1 day, 3:07:05, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5256, top5_acc: 0.7627, loss_cls: 2.0214, loss: 2.0214, grad_norm: 5.0304 2021-03-07 19:27:10,921 - mmaction - INFO - Epoch [8][800/940] lr: 1.000e-02, eta: 1 day, 3:05:53, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5312, top5_acc: 0.7680, loss_cls: 1.9981, loss: 1.9981, grad_norm: 4.9437 2021-03-07 19:27:29,267 - mmaction - INFO - Epoch [8][820/940] lr: 1.000e-02, eta: 1 day, 3:04:41, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.5332, top5_acc: 0.7547, loss_cls: 2.0373, loss: 2.0373, grad_norm: 5.1494 2021-03-07 19:27:47,799 - mmaction - INFO - Epoch [8][840/940] lr: 1.000e-02, eta: 1 day, 3:03:32, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.5361, top5_acc: 0.7635, loss_cls: 1.9917, loss: 1.9917, grad_norm: 5.0843 2021-03-07 19:28:06,060 - mmaction - INFO - Epoch [8][860/940] lr: 1.000e-02, eta: 1 day, 3:02:21, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5293, top5_acc: 0.7627, loss_cls: 2.0327, loss: 2.0327, grad_norm: 5.1030 2021-03-07 19:28:24,340 - mmaction - INFO - Epoch [8][880/940] lr: 1.000e-02, eta: 1 day, 3:01:09, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5377, top5_acc: 0.7715, loss_cls: 1.9911, loss: 1.9911, grad_norm: 4.9914 2021-03-07 19:28:42,589 - mmaction - INFO - Epoch [8][900/940] lr: 1.000e-02, eta: 1 day, 2:59:58, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.5447, top5_acc: 0.7688, loss_cls: 1.9909, loss: 1.9909, grad_norm: 5.0917 2021-03-07 19:29:01,043 - mmaction - INFO - Epoch [8][920/940] lr: 1.000e-02, eta: 1 day, 2:58:49, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.5303, top5_acc: 0.7682, loss_cls: 2.0303, loss: 2.0303, grad_norm: 5.1655 2021-03-07 19:29:18,697 - mmaction - INFO - Epoch [8][940/940] lr: 1.000e-02, eta: 1 day, 2:57:31, time: 0.883, data_time: 0.001, memory: 8361, top1_acc: 0.5390, top5_acc: 0.7664, loss_cls: 1.9813, loss: 1.9813, grad_norm: 5.0231 2021-03-07 19:29:20,499 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-03-07 19:31:54,999 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-07 19:31:55,980 - mmaction - INFO - top1_acc 0.6175 top5_acc 0.8418 2021-03-07 19:31:56,956 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2021-03-07 19:31:56,956 - mmaction - INFO - Best top1_acc is 0.6175 at 8 epoch. 2021-03-07 19:31:56,964 - mmaction - INFO - Epoch(val) [8][940] top1_acc: 0.6175, top5_acc: 0.8418 2021-03-07 19:35:29,471 - mmaction - INFO - Epoch [9][20/940] lr: 1.000e-02, eta: 1 day, 3:33:28, time: 10.624, data_time: 9.702, memory: 8361, top1_acc: 0.5420, top5_acc: 0.7713, loss_cls: 1.9755, loss: 1.9755, grad_norm: 5.0126 2021-03-07 19:35:47,665 - mmaction - INFO - Epoch [9][40/940] lr: 1.000e-02, eta: 1 day, 3:32:11, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.5477, top5_acc: 0.7721, loss_cls: 1.9198, loss: 1.9198, grad_norm: 4.9574 2021-03-07 19:36:05,843 - mmaction - INFO - Epoch [9][60/940] lr: 1.000e-02, eta: 1 day, 3:30:54, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.5348, top5_acc: 0.7670, loss_cls: 1.9816, loss: 1.9816, grad_norm: 5.0742 2021-03-07 19:36:24,164 - mmaction - INFO - Epoch [9][80/940] lr: 1.000e-02, eta: 1 day, 3:29:38, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5430, top5_acc: 0.7838, loss_cls: 1.9141, loss: 1.9141, grad_norm: 4.9712 2021-03-07 19:36:42,539 - mmaction - INFO - Epoch [9][100/940] lr: 1.000e-02, eta: 1 day, 3:28:24, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5271, top5_acc: 0.7570, loss_cls: 2.0133, loss: 2.0133, grad_norm: 5.1109 2021-03-07 19:37:00,846 - mmaction - INFO - Epoch [9][120/940] lr: 1.000e-02, eta: 1 day, 3:27:09, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5518, top5_acc: 0.7805, loss_cls: 1.9320, loss: 1.9320, grad_norm: 4.9723 2021-03-07 19:37:19,136 - mmaction - INFO - Epoch [9][140/940] lr: 1.000e-02, eta: 1 day, 3:25:55, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5455, top5_acc: 0.7773, loss_cls: 1.9300, loss: 1.9300, grad_norm: 5.0096 2021-03-07 19:37:37,475 - mmaction - INFO - Epoch [9][160/940] lr: 1.000e-02, eta: 1 day, 3:24:41, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5436, top5_acc: 0.7738, loss_cls: 1.9393, loss: 1.9393, grad_norm: 4.9795 2021-03-07 19:37:55,797 - mmaction - INFO - Epoch [9][180/940] lr: 1.000e-02, eta: 1 day, 3:23:27, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5375, top5_acc: 0.7711, loss_cls: 1.9762, loss: 1.9762, grad_norm: 4.9232 2021-03-07 19:38:14,139 - mmaction - INFO - Epoch [9][200/940] lr: 1.000e-02, eta: 1 day, 3:22:14, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5371, top5_acc: 0.7740, loss_cls: 1.9364, loss: 1.9364, grad_norm: 4.9860 2021-03-07 19:38:32,594 - mmaction - INFO - Epoch [9][220/940] lr: 1.000e-02, eta: 1 day, 3:21:02, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.5416, top5_acc: 0.7629, loss_cls: 1.9734, loss: 1.9734, grad_norm: 5.0329 2021-03-07 19:38:50,993 - mmaction - INFO - Epoch [9][240/940] lr: 1.000e-02, eta: 1 day, 3:19:50, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5426, top5_acc: 0.7777, loss_cls: 1.9490, loss: 1.9490, grad_norm: 5.0322 2021-03-07 19:39:09,398 - mmaction - INFO - Epoch [9][260/940] lr: 1.000e-02, eta: 1 day, 3:18:38, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5406, top5_acc: 0.7707, loss_cls: 1.9651, loss: 1.9651, grad_norm: 5.0274 2021-03-07 19:39:27,862 - mmaction - INFO - Epoch [9][280/940] lr: 1.000e-02, eta: 1 day, 3:17:27, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.5422, top5_acc: 0.7629, loss_cls: 1.9672, loss: 1.9672, grad_norm: 5.0431 2021-03-07 19:39:46,300 - mmaction - INFO - Epoch [9][300/940] lr: 1.000e-02, eta: 1 day, 3:16:17, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.5385, top5_acc: 0.7736, loss_cls: 1.9362, loss: 1.9362, grad_norm: 5.0879 2021-03-07 19:40:04,708 - mmaction - INFO - Epoch [9][320/940] lr: 1.000e-02, eta: 1 day, 3:15:06, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5373, top5_acc: 0.7617, loss_cls: 1.9796, loss: 1.9796, grad_norm: 5.1485 2021-03-07 19:40:23,190 - mmaction - INFO - Epoch [9][340/940] lr: 1.000e-02, eta: 1 day, 3:13:56, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.5393, top5_acc: 0.7691, loss_cls: 1.9918, loss: 1.9918, grad_norm: 5.0813 2021-03-07 19:40:41,507 - mmaction - INFO - Epoch [9][360/940] lr: 1.000e-02, eta: 1 day, 3:12:45, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5375, top5_acc: 0.7664, loss_cls: 1.9923, loss: 1.9923, grad_norm: 5.1463 2021-03-07 19:40:59,781 - mmaction - INFO - Epoch [9][380/940] lr: 1.000e-02, eta: 1 day, 3:11:33, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5262, top5_acc: 0.7629, loss_cls: 2.0377, loss: 2.0377, grad_norm: 5.1565 2021-03-07 19:41:18,206 - mmaction - INFO - Epoch [9][400/940] lr: 1.000e-02, eta: 1 day, 3:10:23, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.5488, top5_acc: 0.7682, loss_cls: 1.9655, loss: 1.9655, grad_norm: 5.0134 2021-03-07 19:41:36,636 - mmaction - INFO - Epoch [9][420/940] lr: 1.000e-02, eta: 1 day, 3:09:14, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.5373, top5_acc: 0.7705, loss_cls: 1.9733, loss: 1.9733, grad_norm: 5.0288 2021-03-07 19:41:55,073 - mmaction - INFO - Epoch [9][440/940] lr: 1.000e-02, eta: 1 day, 3:08:05, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5437, top5_acc: 0.7695, loss_cls: 1.9473, loss: 1.9473, grad_norm: 4.9732 2021-03-07 19:42:13,412 - mmaction - INFO - Epoch [9][460/940] lr: 1.000e-02, eta: 1 day, 3:06:55, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5471, top5_acc: 0.7711, loss_cls: 1.9442, loss: 1.9442, grad_norm: 5.0829 2021-03-07 19:42:31,809 - mmaction - INFO - Epoch [9][480/940] lr: 1.000e-02, eta: 1 day, 3:05:46, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5521, top5_acc: 0.7754, loss_cls: 1.9403, loss: 1.9403, grad_norm: 5.0604 2021-03-07 19:42:50,098 - mmaction - INFO - Epoch [9][500/940] lr: 1.000e-02, eta: 1 day, 3:04:36, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5549, top5_acc: 0.7764, loss_cls: 1.9092, loss: 1.9092, grad_norm: 4.9614 2021-03-07 19:43:08,774 - mmaction - INFO - Epoch [9][520/940] lr: 1.000e-02, eta: 1 day, 3:03:31, time: 0.934, data_time: 0.002, memory: 8361, top1_acc: 0.5361, top5_acc: 0.7746, loss_cls: 1.9893, loss: 1.9893, grad_norm: 5.1054 2021-03-07 19:43:27,171 - mmaction - INFO - Epoch [9][540/940] lr: 1.000e-02, eta: 1 day, 3:02:23, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5357, top5_acc: 0.7584, loss_cls: 2.0126, loss: 2.0126, grad_norm: 5.1032 2021-03-07 19:43:45,519 - mmaction - INFO - Epoch [9][560/940] lr: 1.000e-02, eta: 1 day, 3:01:14, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5297, top5_acc: 0.7641, loss_cls: 1.9931, loss: 1.9931, grad_norm: 5.1497 2021-03-07 19:44:03,981 - mmaction - INFO - Epoch [9][580/940] lr: 1.000e-02, eta: 1 day, 3:00:07, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.5408, top5_acc: 0.7701, loss_cls: 1.9752, loss: 1.9752, grad_norm: 5.0483 2021-03-07 19:44:22,376 - mmaction - INFO - Epoch [9][600/940] lr: 1.000e-02, eta: 1 day, 2:59:00, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5318, top5_acc: 0.7635, loss_cls: 1.9982, loss: 1.9982, grad_norm: 5.1451 2021-03-07 19:44:40,867 - mmaction - INFO - Epoch [9][620/940] lr: 1.000e-02, eta: 1 day, 2:57:54, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.5369, top5_acc: 0.7697, loss_cls: 1.9785, loss: 1.9785, grad_norm: 5.0594 2021-03-07 19:44:59,276 - mmaction - INFO - Epoch [9][640/940] lr: 1.000e-02, eta: 1 day, 2:56:47, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5437, top5_acc: 0.7752, loss_cls: 1.9474, loss: 1.9474, grad_norm: 5.0692 2021-03-07 19:45:17,694 - mmaction - INFO - Epoch [9][660/940] lr: 1.000e-02, eta: 1 day, 2:55:41, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.5385, top5_acc: 0.7773, loss_cls: 1.9702, loss: 1.9702, grad_norm: 5.0555 2021-03-07 19:45:36,126 - mmaction - INFO - Epoch [9][680/940] lr: 1.000e-02, eta: 1 day, 2:54:34, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.5344, top5_acc: 0.7721, loss_cls: 1.9729, loss: 1.9729, grad_norm: 5.0723 2021-03-07 19:45:54,462 - mmaction - INFO - Epoch [9][700/940] lr: 1.000e-02, eta: 1 day, 2:53:27, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5408, top5_acc: 0.7650, loss_cls: 1.9853, loss: 1.9853, grad_norm: 5.0702 2021-03-07 19:46:12,886 - mmaction - INFO - Epoch [9][720/940] lr: 1.000e-02, eta: 1 day, 2:52:22, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5408, top5_acc: 0.7688, loss_cls: 1.9563, loss: 1.9563, grad_norm: 4.9986 2021-03-07 19:46:31,220 - mmaction - INFO - Epoch [9][740/940] lr: 1.000e-02, eta: 1 day, 2:51:15, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5266, top5_acc: 0.7682, loss_cls: 2.0076, loss: 2.0076, grad_norm: 5.0518 2021-03-07 19:46:49,632 - mmaction - INFO - Epoch [9][760/940] lr: 1.000e-02, eta: 1 day, 2:50:10, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5357, top5_acc: 0.7672, loss_cls: 1.9894, loss: 1.9894, grad_norm: 5.0629 2021-03-07 19:47:08,025 - mmaction - INFO - Epoch [9][780/940] lr: 1.000e-02, eta: 1 day, 2:49:05, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5363, top5_acc: 0.7711, loss_cls: 1.9678, loss: 1.9678, grad_norm: 5.0335 2021-03-07 19:47:26,535 - mmaction - INFO - Epoch [9][800/940] lr: 1.000e-02, eta: 1 day, 2:48:01, time: 0.925, data_time: 0.003, memory: 8361, top1_acc: 0.5373, top5_acc: 0.7621, loss_cls: 2.0180, loss: 2.0180, grad_norm: 5.0247 2021-03-07 19:47:44,864 - mmaction - INFO - Epoch [9][820/940] lr: 1.000e-02, eta: 1 day, 2:46:55, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5422, top5_acc: 0.7691, loss_cls: 1.9603, loss: 1.9603, grad_norm: 4.9647 2021-03-07 19:48:03,252 - mmaction - INFO - Epoch [9][840/940] lr: 1.000e-02, eta: 1 day, 2:45:50, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5471, top5_acc: 0.7705, loss_cls: 1.9595, loss: 1.9595, grad_norm: 4.9927 2021-03-07 19:48:21,637 - mmaction - INFO - Epoch [9][860/940] lr: 1.000e-02, eta: 1 day, 2:44:46, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5447, top5_acc: 0.7717, loss_cls: 1.9877, loss: 1.9877, grad_norm: 5.0868 2021-03-07 19:48:39,976 - mmaction - INFO - Epoch [9][880/940] lr: 1.000e-02, eta: 1 day, 2:43:41, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5512, top5_acc: 0.7676, loss_cls: 1.9605, loss: 1.9605, grad_norm: 4.9769 2021-03-07 19:48:58,234 - mmaction - INFO - Epoch [9][900/940] lr: 1.000e-02, eta: 1 day, 2:42:35, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5316, top5_acc: 0.7701, loss_cls: 1.9786, loss: 1.9786, grad_norm: 5.0877 2021-03-07 19:49:16,658 - mmaction - INFO - Epoch [9][920/940] lr: 1.000e-02, eta: 1 day, 2:41:32, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.5266, top5_acc: 0.7686, loss_cls: 2.0083, loss: 2.0083, grad_norm: 5.1497 2021-03-07 19:49:34,400 - mmaction - INFO - Epoch [9][940/940] lr: 1.000e-02, eta: 1 day, 2:40:22, time: 0.888, data_time: 0.002, memory: 8361, top1_acc: 0.5392, top5_acc: 0.7668, loss_cls: 1.9823, loss: 1.9823, grad_norm: 5.1965 2021-03-07 19:49:36,359 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-03-07 19:52:17,221 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-07 19:52:18,201 - mmaction - INFO - top1_acc 0.6151 top5_acc 0.8398 2021-03-07 19:52:18,210 - mmaction - INFO - Epoch(val) [9][940] top1_acc: 0.6151, top5_acc: 0.8398 2021-03-07 19:55:49,945 - mmaction - INFO - Epoch [10][20/940] lr: 1.000e-02, eta: 1 day, 3:11:48, time: 10.585, data_time: 9.657, memory: 8361, top1_acc: 0.5463, top5_acc: 0.7809, loss_cls: 1.9241, loss: 1.9241, grad_norm: 5.0006 2021-03-07 19:56:08,150 - mmaction - INFO - Epoch [10][40/940] lr: 1.000e-02, eta: 1 day, 3:10:38, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.5488, top5_acc: 0.7799, loss_cls: 1.8929, loss: 1.8929, grad_norm: 4.9814 2021-03-07 19:56:26,373 - mmaction - INFO - Epoch [10][60/940] lr: 1.000e-02, eta: 1 day, 3:09:28, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.5434, top5_acc: 0.7744, loss_cls: 1.9305, loss: 1.9305, grad_norm: 4.9606 2021-03-07 19:56:44,681 - mmaction - INFO - Epoch [10][80/940] lr: 1.000e-02, eta: 1 day, 3:08:19, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5480, top5_acc: 0.7768, loss_cls: 1.9433, loss: 1.9433, grad_norm: 5.0740 2021-03-07 19:57:03,024 - mmaction - INFO - Epoch [10][100/940] lr: 1.000e-02, eta: 1 day, 3:07:12, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.5631, top5_acc: 0.7869, loss_cls: 1.8850, loss: 1.8850, grad_norm: 4.9736 2021-03-07 19:57:21,348 - mmaction - INFO - Epoch [10][120/940] lr: 1.000e-02, eta: 1 day, 3:06:04, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5354, top5_acc: 0.7727, loss_cls: 1.9453, loss: 1.9453, grad_norm: 5.0335 2021-03-07 19:57:39,656 - mmaction - INFO - Epoch [10][140/940] lr: 1.000e-02, eta: 1 day, 3:04:56, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5621, top5_acc: 0.7715, loss_cls: 1.8995, loss: 1.8995, grad_norm: 4.9317 2021-03-07 19:57:58,023 - mmaction - INFO - Epoch [10][160/940] lr: 1.000e-02, eta: 1 day, 3:03:49, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.5475, top5_acc: 0.7682, loss_cls: 1.9778, loss: 1.9778, grad_norm: 5.0051 2021-03-07 19:58:16,302 - mmaction - INFO - Epoch [10][180/940] lr: 1.000e-02, eta: 1 day, 3:02:41, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5484, top5_acc: 0.7699, loss_cls: 1.9379, loss: 1.9379, grad_norm: 4.9608 2021-03-07 19:58:34,685 - mmaction - INFO - Epoch [10][200/940] lr: 1.000e-02, eta: 1 day, 3:01:35, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5434, top5_acc: 0.7740, loss_cls: 1.9526, loss: 1.9526, grad_norm: 5.1263 2021-03-07 19:58:53,022 - mmaction - INFO - Epoch [10][220/940] lr: 1.000e-02, eta: 1 day, 3:00:28, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5609, top5_acc: 0.7791, loss_cls: 1.8890, loss: 1.8890, grad_norm: 5.0308 2021-03-07 19:59:11,450 - mmaction - INFO - Epoch [10][240/940] lr: 1.000e-02, eta: 1 day, 2:59:22, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5484, top5_acc: 0.7818, loss_cls: 1.9043, loss: 1.9043, grad_norm: 5.0750 2021-03-07 19:59:29,776 - mmaction - INFO - Epoch [10][260/940] lr: 1.000e-02, eta: 1 day, 2:58:16, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5521, top5_acc: 0.7764, loss_cls: 1.9200, loss: 1.9200, grad_norm: 5.0649 2021-03-07 19:59:48,120 - mmaction - INFO - Epoch [10][280/940] lr: 1.000e-02, eta: 1 day, 2:57:10, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5439, top5_acc: 0.7729, loss_cls: 1.9371, loss: 1.9371, grad_norm: 5.0284 2021-03-07 20:00:06,607 - mmaction - INFO - Epoch [10][300/940] lr: 1.000e-02, eta: 1 day, 2:56:06, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.5475, top5_acc: 0.7766, loss_cls: 1.9289, loss: 1.9289, grad_norm: 4.9953 2021-03-07 20:00:24,968 - mmaction - INFO - Epoch [10][320/940] lr: 1.000e-02, eta: 1 day, 2:55:00, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5570, top5_acc: 0.7791, loss_cls: 1.9040, loss: 1.9040, grad_norm: 5.0469 2021-03-07 20:00:43,319 - mmaction - INFO - Epoch [10][340/940] lr: 1.000e-02, eta: 1 day, 2:53:55, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.5549, top5_acc: 0.7834, loss_cls: 1.8828, loss: 1.8828, grad_norm: 5.0524 2021-03-07 20:01:01,668 - mmaction - INFO - Epoch [10][360/940] lr: 1.000e-02, eta: 1 day, 2:52:50, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5451, top5_acc: 0.7732, loss_cls: 1.9447, loss: 1.9447, grad_norm: 4.9832 2021-03-07 20:01:20,061 - mmaction - INFO - Epoch [10][380/940] lr: 1.000e-02, eta: 1 day, 2:51:45, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5498, top5_acc: 0.7783, loss_cls: 1.9194, loss: 1.9194, grad_norm: 4.9474 2021-03-07 20:01:38,422 - mmaction - INFO - Epoch [10][400/940] lr: 1.000e-02, eta: 1 day, 2:50:41, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5459, top5_acc: 0.7719, loss_cls: 1.9489, loss: 1.9489, grad_norm: 4.9770 2021-03-07 20:01:56,826 - mmaction - INFO - Epoch [10][420/940] lr: 1.000e-02, eta: 1 day, 2:49:37, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5445, top5_acc: 0.7758, loss_cls: 1.9451, loss: 1.9451, grad_norm: 5.0712 2021-03-07 20:02:15,183 - mmaction - INFO - Epoch [10][440/940] lr: 1.000e-02, eta: 1 day, 2:48:33, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.5486, top5_acc: 0.7812, loss_cls: 1.9254, loss: 1.9254, grad_norm: 5.1004 2021-03-07 20:02:33,607 - mmaction - INFO - Epoch [10][460/940] lr: 1.000e-02, eta: 1 day, 2:47:30, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5471, top5_acc: 0.7695, loss_cls: 1.9711, loss: 1.9711, grad_norm: 4.9782 2021-03-07 20:02:52,079 - mmaction - INFO - Epoch [10][480/940] lr: 1.000e-02, eta: 1 day, 2:46:27, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.5521, top5_acc: 0.7645, loss_cls: 1.9710, loss: 1.9710, grad_norm: 5.0759 2021-03-07 20:03:10,500 - mmaction - INFO - Epoch [10][500/940] lr: 1.000e-02, eta: 1 day, 2:45:24, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5459, top5_acc: 0.7729, loss_cls: 1.9526, loss: 1.9526, grad_norm: 5.0794 2021-03-07 20:03:28,906 - mmaction - INFO - Epoch [10][520/940] lr: 1.000e-02, eta: 1 day, 2:44:21, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5437, top5_acc: 0.7668, loss_cls: 1.9653, loss: 1.9653, grad_norm: 5.0223 2021-03-07 20:03:47,305 - mmaction - INFO - Epoch [10][540/940] lr: 1.000e-02, eta: 1 day, 2:43:19, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5461, top5_acc: 0.7713, loss_cls: 1.9609, loss: 1.9609, grad_norm: 5.0753 2021-03-07 20:04:05,649 - mmaction - INFO - Epoch [10][560/940] lr: 1.000e-02, eta: 1 day, 2:42:15, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5523, top5_acc: 0.7883, loss_cls: 1.8826, loss: 1.8826, grad_norm: 4.9671 2021-03-07 20:04:23,937 - mmaction - INFO - Epoch [10][580/940] lr: 1.000e-02, eta: 1 day, 2:41:12, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5531, top5_acc: 0.7838, loss_cls: 1.9113, loss: 1.9113, grad_norm: 4.9840 2021-03-07 20:04:42,321 - mmaction - INFO - Epoch [10][600/940] lr: 1.000e-02, eta: 1 day, 2:40:10, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5461, top5_acc: 0.7754, loss_cls: 1.9468, loss: 1.9468, grad_norm: 5.0363 2021-03-07 20:05:00,727 - mmaction - INFO - Epoch [10][620/940] lr: 1.000e-02, eta: 1 day, 2:39:08, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.5479, top5_acc: 0.7756, loss_cls: 1.9105, loss: 1.9105, grad_norm: 4.9915 2021-03-07 20:05:19,063 - mmaction - INFO - Epoch [10][640/940] lr: 1.000e-02, eta: 1 day, 2:38:06, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5537, top5_acc: 0.7838, loss_cls: 1.8782, loss: 1.8782, grad_norm: 4.9783 2021-03-07 20:05:37,377 - mmaction - INFO - Epoch [10][660/940] lr: 1.000e-02, eta: 1 day, 2:37:03, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5494, top5_acc: 0.7764, loss_cls: 1.9187, loss: 1.9187, grad_norm: 5.0342 2021-03-07 20:05:55,827 - mmaction - INFO - Epoch [10][680/940] lr: 1.000e-02, eta: 1 day, 2:36:02, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.5572, top5_acc: 0.7777, loss_cls: 1.9192, loss: 1.9192, grad_norm: 4.9964 2021-03-07 20:06:14,199 - mmaction - INFO - Epoch [10][700/940] lr: 1.000e-02, eta: 1 day, 2:35:01, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5477, top5_acc: 0.7693, loss_cls: 1.9388, loss: 1.9388, grad_norm: 4.9347 2021-03-07 20:06:32,523 - mmaction - INFO - Epoch [10][720/940] lr: 1.000e-02, eta: 1 day, 2:33:59, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5543, top5_acc: 0.7707, loss_cls: 1.9556, loss: 1.9556, grad_norm: 5.0908 2021-03-07 20:06:50,881 - mmaction - INFO - Epoch [10][740/940] lr: 1.000e-02, eta: 1 day, 2:32:58, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.5492, top5_acc: 0.7793, loss_cls: 1.9222, loss: 1.9222, grad_norm: 5.1615 2021-03-07 20:07:09,270 - mmaction - INFO - Epoch [10][760/940] lr: 1.000e-02, eta: 1 day, 2:31:57, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5539, top5_acc: 0.7734, loss_cls: 1.9360, loss: 1.9360, grad_norm: 5.0814 2021-03-07 20:07:27,583 - mmaction - INFO - Epoch [10][780/940] lr: 1.000e-02, eta: 1 day, 2:30:56, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5506, top5_acc: 0.7801, loss_cls: 1.9251, loss: 1.9251, grad_norm: 5.0809 2021-03-07 20:07:45,903 - mmaction - INFO - Epoch [10][800/940] lr: 1.000e-02, eta: 1 day, 2:29:55, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5463, top5_acc: 0.7742, loss_cls: 1.9383, loss: 1.9383, grad_norm: 5.0466 2021-03-07 20:08:04,253 - mmaction - INFO - Epoch [10][820/940] lr: 1.000e-02, eta: 1 day, 2:28:54, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.5283, top5_acc: 0.7682, loss_cls: 1.9903, loss: 1.9903, grad_norm: 5.1292 2021-03-07 20:08:22,643 - mmaction - INFO - Epoch [10][840/940] lr: 1.000e-02, eta: 1 day, 2:27:54, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5500, top5_acc: 0.7730, loss_cls: 1.9403, loss: 1.9403, grad_norm: 5.0088 2021-03-07 20:08:40,923 - mmaction - INFO - Epoch [10][860/940] lr: 1.000e-02, eta: 1 day, 2:26:54, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5408, top5_acc: 0.7654, loss_cls: 1.9802, loss: 1.9802, grad_norm: 5.0514 2021-03-07 20:08:59,249 - mmaction - INFO - Epoch [10][880/940] lr: 1.000e-02, eta: 1 day, 2:25:53, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5559, top5_acc: 0.7785, loss_cls: 1.9133, loss: 1.9133, grad_norm: 5.0075 2021-03-07 20:09:17,576 - mmaction - INFO - Epoch [10][900/940] lr: 1.000e-02, eta: 1 day, 2:24:53, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5521, top5_acc: 0.7791, loss_cls: 1.9090, loss: 1.9090, grad_norm: 5.0387 2021-03-07 20:09:35,883 - mmaction - INFO - Epoch [10][920/940] lr: 1.000e-02, eta: 1 day, 2:23:53, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5484, top5_acc: 0.7783, loss_cls: 1.9114, loss: 1.9114, grad_norm: 5.0221 2021-03-07 20:09:53,666 - mmaction - INFO - Epoch [10][940/940] lr: 1.000e-02, eta: 1 day, 2:22:49, time: 0.890, data_time: 0.002, memory: 8361, top1_acc: 0.5312, top5_acc: 0.7652, loss_cls: 1.9900, loss: 1.9900, grad_norm: 5.1902 2021-03-07 20:09:55,540 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-03-07 20:12:29,320 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-07 20:12:30,300 - mmaction - INFO - top1_acc 0.6145 top5_acc 0.8395 2021-03-07 20:12:30,308 - mmaction - INFO - Epoch(val) [10][940] top1_acc: 0.6145, top5_acc: 0.8395 2021-03-07 20:16:01,337 - mmaction - INFO - Epoch [11][20/940] lr: 1.000e-02, eta: 1 day, 2:50:39, time: 10.551, data_time: 9.610, memory: 8361, top1_acc: 0.5557, top5_acc: 0.7771, loss_cls: 1.9041, loss: 1.9041, grad_norm: 4.9807 2021-03-07 20:16:19,578 - mmaction - INFO - Epoch [11][40/940] lr: 1.000e-02, eta: 1 day, 2:49:35, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.5443, top5_acc: 0.7715, loss_cls: 1.9407, loss: 1.9407, grad_norm: 5.0445 2021-03-07 20:16:37,768 - mmaction - INFO - Epoch [11][60/940] lr: 1.000e-02, eta: 1 day, 2:48:31, time: 0.911, data_time: 0.003, memory: 8361, top1_acc: 0.5512, top5_acc: 0.7773, loss_cls: 1.9247, loss: 1.9247, grad_norm: 4.9888 2021-03-07 20:16:56,099 - mmaction - INFO - Epoch [11][80/940] lr: 1.000e-02, eta: 1 day, 2:47:28, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5637, top5_acc: 0.7930, loss_cls: 1.8379, loss: 1.8379, grad_norm: 4.9421 2021-03-07 20:17:14,364 - mmaction - INFO - Epoch [11][100/940] lr: 1.000e-02, eta: 1 day, 2:46:25, time: 0.914, data_time: 0.003, memory: 8361, top1_acc: 0.5637, top5_acc: 0.7893, loss_cls: 1.8563, loss: 1.8563, grad_norm: 4.8907 2021-03-07 20:17:32,553 - mmaction - INFO - Epoch [11][120/940] lr: 1.000e-02, eta: 1 day, 2:45:21, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.5564, top5_acc: 0.7713, loss_cls: 1.9063, loss: 1.9063, grad_norm: 5.0997 2021-03-07 20:17:50,832 - mmaction - INFO - Epoch [11][140/940] lr: 1.000e-02, eta: 1 day, 2:44:18, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5598, top5_acc: 0.7844, loss_cls: 1.9017, loss: 1.9017, grad_norm: 5.0828 2021-03-07 20:18:09,166 - mmaction - INFO - Epoch [11][160/940] lr: 1.000e-02, eta: 1 day, 2:43:16, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5609, top5_acc: 0.7904, loss_cls: 1.8710, loss: 1.8710, grad_norm: 5.1358 2021-03-07 20:18:27,495 - mmaction - INFO - Epoch [11][180/940] lr: 1.000e-02, eta: 1 day, 2:42:14, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5482, top5_acc: 0.7803, loss_cls: 1.9033, loss: 1.9033, grad_norm: 4.9824 2021-03-07 20:18:45,748 - mmaction - INFO - Epoch [11][200/940] lr: 1.000e-02, eta: 1 day, 2:41:11, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5607, top5_acc: 0.7871, loss_cls: 1.8754, loss: 1.8754, grad_norm: 4.9893 2021-03-07 20:19:04,145 - mmaction - INFO - Epoch [11][220/940] lr: 1.000e-02, eta: 1 day, 2:40:10, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5592, top5_acc: 0.7914, loss_cls: 1.8570, loss: 1.8570, grad_norm: 5.0031 2021-03-07 20:19:22,548 - mmaction - INFO - Epoch [11][240/940] lr: 1.000e-02, eta: 1 day, 2:39:09, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5563, top5_acc: 0.7799, loss_cls: 1.8913, loss: 1.8913, grad_norm: 5.0698 2021-03-07 20:19:40,866 - mmaction - INFO - Epoch [11][260/940] lr: 1.000e-02, eta: 1 day, 2:38:08, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5510, top5_acc: 0.7809, loss_cls: 1.8992, loss: 1.8992, grad_norm: 5.0551 2021-03-07 20:19:59,209 - mmaction - INFO - Epoch [11][280/940] lr: 1.000e-02, eta: 1 day, 2:37:07, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5486, top5_acc: 0.7738, loss_cls: 1.9430, loss: 1.9430, grad_norm: 5.1399 2021-03-07 20:20:17,641 - mmaction - INFO - Epoch [11][300/940] lr: 1.000e-02, eta: 1 day, 2:36:06, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5480, top5_acc: 0.7791, loss_cls: 1.8927, loss: 1.8927, grad_norm: 4.9937 2021-03-07 20:20:36,010 - mmaction - INFO - Epoch [11][320/940] lr: 1.000e-02, eta: 1 day, 2:35:06, time: 0.920, data_time: 0.003, memory: 8361, top1_acc: 0.5434, top5_acc: 0.7764, loss_cls: 1.9450, loss: 1.9450, grad_norm: 5.0351 2021-03-07 20:20:54,425 - mmaction - INFO - Epoch [11][340/940] lr: 1.000e-02, eta: 1 day, 2:34:06, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.5607, top5_acc: 0.7820, loss_cls: 1.8618, loss: 1.8618, grad_norm: 4.9757 2021-03-07 20:21:12,802 - mmaction - INFO - Epoch [11][360/940] lr: 1.000e-02, eta: 1 day, 2:33:06, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5436, top5_acc: 0.7732, loss_cls: 1.9533, loss: 1.9533, grad_norm: 5.0913 2021-03-07 20:21:31,124 - mmaction - INFO - Epoch [11][380/940] lr: 1.000e-02, eta: 1 day, 2:32:06, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5547, top5_acc: 0.7717, loss_cls: 1.8987, loss: 1.8987, grad_norm: 5.0442 2021-03-07 20:21:49,612 - mmaction - INFO - Epoch [11][400/940] lr: 1.000e-02, eta: 1 day, 2:31:07, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.5428, top5_acc: 0.7797, loss_cls: 1.9266, loss: 1.9266, grad_norm: 5.0531 2021-03-07 20:22:08,014 - mmaction - INFO - Epoch [11][420/940] lr: 1.000e-02, eta: 1 day, 2:30:08, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5572, top5_acc: 0.7760, loss_cls: 1.9084, loss: 1.9084, grad_norm: 4.9704 2021-03-07 20:22:26,280 - mmaction - INFO - Epoch [11][440/940] lr: 1.000e-02, eta: 1 day, 2:29:07, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5475, top5_acc: 0.7789, loss_cls: 1.9100, loss: 1.9100, grad_norm: 5.0649 2021-03-07 20:22:44,702 - mmaction - INFO - Epoch [11][460/940] lr: 1.000e-02, eta: 1 day, 2:28:09, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5563, top5_acc: 0.7836, loss_cls: 1.8970, loss: 1.8970, grad_norm: 5.0132 2021-03-07 20:23:02,947 - mmaction - INFO - Epoch [11][480/940] lr: 1.000e-02, eta: 1 day, 2:27:08, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.5492, top5_acc: 0.7803, loss_cls: 1.9068, loss: 1.9068, grad_norm: 5.0419 2021-03-07 20:23:21,284 - mmaction - INFO - Epoch [11][500/940] lr: 1.000e-02, eta: 1 day, 2:26:09, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5484, top5_acc: 0.7814, loss_cls: 1.9215, loss: 1.9215, grad_norm: 5.0499 2021-03-07 20:23:39,703 - mmaction - INFO - Epoch [11][520/940] lr: 1.000e-02, eta: 1 day, 2:25:11, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5578, top5_acc: 0.7832, loss_cls: 1.9057, loss: 1.9057, grad_norm: 5.0648 2021-03-07 20:23:58,123 - mmaction - INFO - Epoch [11][540/940] lr: 1.000e-02, eta: 1 day, 2:24:13, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.5568, top5_acc: 0.7793, loss_cls: 1.9126, loss: 1.9126, grad_norm: 5.1048 2021-03-07 20:24:16,382 - mmaction - INFO - Epoch [11][560/940] lr: 1.000e-02, eta: 1 day, 2:23:13, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5590, top5_acc: 0.7795, loss_cls: 1.8800, loss: 1.8800, grad_norm: 4.9865 2021-03-07 20:24:34,691 - mmaction - INFO - Epoch [11][580/940] lr: 1.000e-02, eta: 1 day, 2:22:15, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5533, top5_acc: 0.7844, loss_cls: 1.9004, loss: 1.9004, grad_norm: 4.9936 2021-03-07 20:24:53,095 - mmaction - INFO - Epoch [11][600/940] lr: 1.000e-02, eta: 1 day, 2:21:17, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5547, top5_acc: 0.7797, loss_cls: 1.9236, loss: 1.9236, grad_norm: 5.0545 2021-03-07 20:25:11,457 - mmaction - INFO - Epoch [11][620/940] lr: 1.000e-02, eta: 1 day, 2:20:19, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5367, top5_acc: 0.7783, loss_cls: 1.9376, loss: 1.9376, grad_norm: 5.1292 2021-03-07 20:25:29,887 - mmaction - INFO - Epoch [11][640/940] lr: 1.000e-02, eta: 1 day, 2:19:21, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5596, top5_acc: 0.7832, loss_cls: 1.8999, loss: 1.8999, grad_norm: 4.9596 2021-03-07 20:25:48,349 - mmaction - INFO - Epoch [11][660/940] lr: 1.000e-02, eta: 1 day, 2:18:25, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.5592, top5_acc: 0.7875, loss_cls: 1.8959, loss: 1.8959, grad_norm: 5.1094 2021-03-07 20:26:06,598 - mmaction - INFO - Epoch [11][680/940] lr: 1.000e-02, eta: 1 day, 2:17:26, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.5465, top5_acc: 0.7699, loss_cls: 1.9275, loss: 1.9275, grad_norm: 5.0567 2021-03-07 20:26:24,885 - mmaction - INFO - Epoch [11][700/940] lr: 1.000e-02, eta: 1 day, 2:16:28, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5498, top5_acc: 0.7854, loss_cls: 1.8796, loss: 1.8796, grad_norm: 5.0530 2021-03-07 20:26:43,263 - mmaction - INFO - Epoch [11][720/940] lr: 1.000e-02, eta: 1 day, 2:15:31, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5537, top5_acc: 0.7748, loss_cls: 1.9455, loss: 1.9455, grad_norm: 4.9992 2021-03-07 20:27:01,578 - mmaction - INFO - Epoch [11][740/940] lr: 1.000e-02, eta: 1 day, 2:14:34, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5545, top5_acc: 0.7707, loss_cls: 1.9175, loss: 1.9175, grad_norm: 5.0191 2021-03-07 20:27:19,844 - mmaction - INFO - Epoch [11][760/940] lr: 1.000e-02, eta: 1 day, 2:13:36, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5541, top5_acc: 0.7711, loss_cls: 1.9455, loss: 1.9455, grad_norm: 5.0929 2021-03-07 20:27:38,244 - mmaction - INFO - Epoch [11][780/940] lr: 1.000e-02, eta: 1 day, 2:12:39, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5482, top5_acc: 0.7768, loss_cls: 1.9109, loss: 1.9109, grad_norm: 4.9887 2021-03-07 20:27:56,522 - mmaction - INFO - Epoch [11][800/940] lr: 1.000e-02, eta: 1 day, 2:11:42, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5506, top5_acc: 0.7799, loss_cls: 1.9240, loss: 1.9240, grad_norm: 5.0368 2021-03-07 20:28:14,873 - mmaction - INFO - Epoch [11][820/940] lr: 1.000e-02, eta: 1 day, 2:10:45, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5543, top5_acc: 0.7838, loss_cls: 1.9152, loss: 1.9152, grad_norm: 5.0478 2021-03-07 20:28:33,217 - mmaction - INFO - Epoch [11][840/940] lr: 1.000e-02, eta: 1 day, 2:09:49, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5586, top5_acc: 0.7812, loss_cls: 1.8873, loss: 1.8873, grad_norm: 5.0284 2021-03-07 20:28:51,546 - mmaction - INFO - Epoch [11][860/940] lr: 1.000e-02, eta: 1 day, 2:08:52, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5555, top5_acc: 0.7818, loss_cls: 1.9017, loss: 1.9017, grad_norm: 4.9963 2021-03-07 20:29:09,882 - mmaction - INFO - Epoch [11][880/940] lr: 1.000e-02, eta: 1 day, 2:07:56, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5566, top5_acc: 0.7906, loss_cls: 1.8402, loss: 1.8402, grad_norm: 5.0086 2021-03-07 20:29:28,324 - mmaction - INFO - Epoch [11][900/940] lr: 1.000e-02, eta: 1 day, 2:07:01, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.5436, top5_acc: 0.7803, loss_cls: 1.9253, loss: 1.9253, grad_norm: 5.0384 2021-03-07 20:29:46,776 - mmaction - INFO - Epoch [11][920/940] lr: 1.000e-02, eta: 1 day, 2:06:06, time: 0.924, data_time: 0.003, memory: 8361, top1_acc: 0.5473, top5_acc: 0.7797, loss_cls: 1.9121, loss: 1.9121, grad_norm: 5.0243 2021-03-07 20:30:04,495 - mmaction - INFO - Epoch [11][940/940] lr: 1.000e-02, eta: 1 day, 2:05:05, time: 0.886, data_time: 0.001, memory: 8361, top1_acc: 0.5582, top5_acc: 0.7778, loss_cls: 1.8990, loss: 1.8990, grad_norm: 5.0583 2021-03-07 20:30:06,486 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-03-07 20:32:41,698 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-07 20:32:42,687 - mmaction - INFO - top1_acc 0.6222 top5_acc 0.8451 2021-03-07 20:32:43,511 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. 2021-03-07 20:32:43,511 - mmaction - INFO - Best top1_acc is 0.6222 at 11 epoch. 2021-03-07 20:32:43,520 - mmaction - INFO - Epoch(val) [11][940] top1_acc: 0.6222, top5_acc: 0.8451 2021-03-07 20:36:14,685 - mmaction - INFO - Epoch [12][20/940] lr: 1.000e-02, eta: 1 day, 2:30:06, time: 10.557, data_time: 9.640, memory: 8361, top1_acc: 0.5549, top5_acc: 0.7783, loss_cls: 1.8756, loss: 1.8756, grad_norm: 5.0223 2021-03-07 20:36:32,898 - mmaction - INFO - Epoch [12][40/940] lr: 1.000e-02, eta: 1 day, 2:29:06, time: 0.911, data_time: 0.003, memory: 8361, top1_acc: 0.5701, top5_acc: 0.7893, loss_cls: 1.8464, loss: 1.8464, grad_norm: 4.9263 2021-03-07 20:36:51,215 - mmaction - INFO - Epoch [12][60/940] lr: 1.000e-02, eta: 1 day, 2:28:07, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5521, top5_acc: 0.7801, loss_cls: 1.9041, loss: 1.9041, grad_norm: 4.9735 2021-03-07 20:37:09,426 - mmaction - INFO - Epoch [12][80/940] lr: 1.000e-02, eta: 1 day, 2:27:08, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.5703, top5_acc: 0.7883, loss_cls: 1.8329, loss: 1.8329, grad_norm: 5.0360 2021-03-07 20:37:27,687 - mmaction - INFO - Epoch [12][100/940] lr: 1.000e-02, eta: 1 day, 2:26:09, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5797, top5_acc: 0.7932, loss_cls: 1.8167, loss: 1.8167, grad_norm: 4.9922 2021-03-07 20:37:45,870 - mmaction - INFO - Epoch [12][120/940] lr: 1.000e-02, eta: 1 day, 2:25:09, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.5631, top5_acc: 0.7840, loss_cls: 1.8526, loss: 1.8526, grad_norm: 4.9627 2021-03-07 20:38:04,098 - mmaction - INFO - Epoch [12][140/940] lr: 1.000e-02, eta: 1 day, 2:24:10, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.5645, top5_acc: 0.7826, loss_cls: 1.8875, loss: 1.8875, grad_norm: 5.0024 2021-03-07 20:38:22,433 - mmaction - INFO - Epoch [12][160/940] lr: 1.000e-02, eta: 1 day, 2:23:12, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5725, top5_acc: 0.7924, loss_cls: 1.8314, loss: 1.8314, grad_norm: 4.9838 2021-03-07 20:38:40,746 - mmaction - INFO - Epoch [12][180/940] lr: 1.000e-02, eta: 1 day, 2:22:14, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5701, top5_acc: 0.7965, loss_cls: 1.8319, loss: 1.8319, grad_norm: 4.9378 2021-03-07 20:38:59,125 - mmaction - INFO - Epoch [12][200/940] lr: 1.000e-02, eta: 1 day, 2:21:17, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5545, top5_acc: 0.7766, loss_cls: 1.9017, loss: 1.9017, grad_norm: 5.1215 2021-03-07 20:39:17,482 - mmaction - INFO - Epoch [12][220/940] lr: 1.000e-02, eta: 1 day, 2:20:20, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5758, top5_acc: 0.7863, loss_cls: 1.8352, loss: 1.8352, grad_norm: 5.0227 2021-03-07 20:39:35,800 - mmaction - INFO - Epoch [12][240/940] lr: 1.000e-02, eta: 1 day, 2:19:22, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5521, top5_acc: 0.7826, loss_cls: 1.8998, loss: 1.8998, grad_norm: 5.0668 2021-03-07 20:39:54,184 - mmaction - INFO - Epoch [12][260/940] lr: 1.000e-02, eta: 1 day, 2:18:26, time: 0.921, data_time: 0.003, memory: 8361, top1_acc: 0.5619, top5_acc: 0.7932, loss_cls: 1.8364, loss: 1.8364, grad_norm: 5.0974 2021-03-07 20:40:12,534 - mmaction - INFO - Epoch [12][280/940] lr: 1.000e-02, eta: 1 day, 2:17:28, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5525, top5_acc: 0.7828, loss_cls: 1.8961, loss: 1.8961, grad_norm: 5.0657 2021-03-07 20:40:30,944 - mmaction - INFO - Epoch [12][300/940] lr: 1.000e-02, eta: 1 day, 2:16:32, time: 0.922, data_time: 0.003, memory: 8361, top1_acc: 0.5582, top5_acc: 0.7781, loss_cls: 1.8727, loss: 1.8727, grad_norm: 5.0301 2021-03-07 20:40:49,294 - mmaction - INFO - Epoch [12][320/940] lr: 1.000e-02, eta: 1 day, 2:15:36, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5666, top5_acc: 0.7918, loss_cls: 1.8507, loss: 1.8507, grad_norm: 4.9679 2021-03-07 20:41:07,748 - mmaction - INFO - Epoch [12][340/940] lr: 1.000e-02, eta: 1 day, 2:14:40, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.5719, top5_acc: 0.7846, loss_cls: 1.8474, loss: 1.8474, grad_norm: 5.0286 2021-03-07 20:41:26,087 - mmaction - INFO - Epoch [12][360/940] lr: 1.000e-02, eta: 1 day, 2:13:43, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5684, top5_acc: 0.7881, loss_cls: 1.8421, loss: 1.8421, grad_norm: 5.0408 2021-03-07 20:41:44,472 - mmaction - INFO - Epoch [12][380/940] lr: 1.000e-02, eta: 1 day, 2:12:47, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5674, top5_acc: 0.7900, loss_cls: 1.8460, loss: 1.8460, grad_norm: 4.9868 2021-03-07 20:42:02,852 - mmaction - INFO - Epoch [12][400/940] lr: 1.000e-02, eta: 1 day, 2:11:52, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5576, top5_acc: 0.7809, loss_cls: 1.8833, loss: 1.8833, grad_norm: 5.0442 2021-03-07 20:42:21,141 - mmaction - INFO - Epoch [12][420/940] lr: 1.000e-02, eta: 1 day, 2:10:55, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5529, top5_acc: 0.7713, loss_cls: 1.9405, loss: 1.9405, grad_norm: 5.1569 2021-03-07 20:42:39,583 - mmaction - INFO - Epoch [12][440/940] lr: 1.000e-02, eta: 1 day, 2:10:00, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.5484, top5_acc: 0.7723, loss_cls: 1.9218, loss: 1.9218, grad_norm: 5.1228 2021-03-07 20:42:58,083 - mmaction - INFO - Epoch [12][460/940] lr: 1.000e-02, eta: 1 day, 2:09:05, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.5527, top5_acc: 0.7854, loss_cls: 1.8674, loss: 1.8674, grad_norm: 5.0757 2021-03-07 20:43:16,480 - mmaction - INFO - Epoch [12][480/940] lr: 1.000e-02, eta: 1 day, 2:08:10, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5584, top5_acc: 0.7801, loss_cls: 1.8694, loss: 1.8694, grad_norm: 5.0157 2021-03-07 20:43:34,868 - mmaction - INFO - Epoch [12][500/940] lr: 1.000e-02, eta: 1 day, 2:07:15, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5619, top5_acc: 0.7854, loss_cls: 1.8640, loss: 1.8640, grad_norm: 5.0293 2021-03-07 20:43:53,208 - mmaction - INFO - Epoch [12][520/940] lr: 1.000e-02, eta: 1 day, 2:06:20, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5711, top5_acc: 0.7842, loss_cls: 1.8564, loss: 1.8564, grad_norm: 4.9091 2021-03-07 20:44:11,471 - mmaction - INFO - Epoch [12][540/940] lr: 1.000e-02, eta: 1 day, 2:05:24, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.5576, top5_acc: 0.7807, loss_cls: 1.8924, loss: 1.8924, grad_norm: 5.0500 2021-03-07 20:44:29,726 - mmaction - INFO - Epoch [12][560/940] lr: 1.000e-02, eta: 1 day, 2:04:28, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.5697, top5_acc: 0.7859, loss_cls: 1.8417, loss: 1.8417, grad_norm: 4.9493 2021-03-07 20:44:48,045 - mmaction - INFO - Epoch [12][580/940] lr: 1.000e-02, eta: 1 day, 2:03:33, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5646, top5_acc: 0.7873, loss_cls: 1.8460, loss: 1.8460, grad_norm: 5.0958 2021-03-07 20:45:06,352 - mmaction - INFO - Epoch [12][600/940] lr: 1.000e-02, eta: 1 day, 2:02:38, time: 0.916, data_time: 0.003, memory: 8361, top1_acc: 0.5529, top5_acc: 0.7855, loss_cls: 1.8901, loss: 1.8901, grad_norm: 5.0599 2021-03-07 20:45:24,660 - mmaction - INFO - Epoch [12][620/940] lr: 1.000e-02, eta: 1 day, 2:01:43, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5541, top5_acc: 0.7742, loss_cls: 1.9093, loss: 1.9093, grad_norm: 5.0917 2021-03-07 20:45:42,974 - mmaction - INFO - Epoch [12][640/940] lr: 1.000e-02, eta: 1 day, 2:00:48, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5635, top5_acc: 0.7840, loss_cls: 1.8710, loss: 1.8710, grad_norm: 5.0018 2021-03-07 20:46:01,300 - mmaction - INFO - Epoch [12][660/940] lr: 1.000e-02, eta: 1 day, 1:59:54, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5588, top5_acc: 0.7908, loss_cls: 1.8557, loss: 1.8557, grad_norm: 5.0686 2021-03-07 20:46:19,600 - mmaction - INFO - Epoch [12][680/940] lr: 1.000e-02, eta: 1 day, 1:58:59, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5623, top5_acc: 0.7773, loss_cls: 1.8971, loss: 1.8971, grad_norm: 4.9995 2021-03-07 20:46:37,879 - mmaction - INFO - Epoch [12][700/940] lr: 1.000e-02, eta: 1 day, 1:58:05, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5518, top5_acc: 0.7801, loss_cls: 1.9104, loss: 1.9104, grad_norm: 5.0952 2021-03-07 20:46:56,114 - mmaction - INFO - Epoch [12][720/940] lr: 1.000e-02, eta: 1 day, 1:57:10, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.5555, top5_acc: 0.7861, loss_cls: 1.8741, loss: 1.8741, grad_norm: 5.0144 2021-03-07 20:47:14,291 - mmaction - INFO - Epoch [12][740/940] lr: 1.000e-02, eta: 1 day, 1:56:15, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.5580, top5_acc: 0.7779, loss_cls: 1.8745, loss: 1.8745, grad_norm: 4.9325 2021-03-07 20:47:32,565 - mmaction - INFO - Epoch [12][760/940] lr: 1.000e-02, eta: 1 day, 1:55:21, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5480, top5_acc: 0.7793, loss_cls: 1.9270, loss: 1.9270, grad_norm: 5.1542 2021-03-07 20:47:50,851 - mmaction - INFO - Epoch [12][780/940] lr: 1.000e-02, eta: 1 day, 1:54:27, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5469, top5_acc: 0.7703, loss_cls: 1.9432, loss: 1.9432, grad_norm: 5.1639 2021-03-07 20:48:09,204 - mmaction - INFO - Epoch [12][800/940] lr: 1.000e-02, eta: 1 day, 1:53:33, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5604, top5_acc: 0.7832, loss_cls: 1.8968, loss: 1.8968, grad_norm: 5.0162 2021-03-07 20:48:27,485 - mmaction - INFO - Epoch [12][820/940] lr: 1.000e-02, eta: 1 day, 1:52:39, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5570, top5_acc: 0.7820, loss_cls: 1.9021, loss: 1.9021, grad_norm: 5.1077 2021-03-07 20:48:45,801 - mmaction - INFO - Epoch [12][840/940] lr: 1.000e-02, eta: 1 day, 1:51:46, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5633, top5_acc: 0.7832, loss_cls: 1.8829, loss: 1.8829, grad_norm: 5.0099 2021-03-07 20:49:04,088 - mmaction - INFO - Epoch [12][860/940] lr: 1.000e-02, eta: 1 day, 1:50:52, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5684, top5_acc: 0.7918, loss_cls: 1.8240, loss: 1.8240, grad_norm: 4.9209 2021-03-07 20:49:22,337 - mmaction - INFO - Epoch [12][880/940] lr: 1.000e-02, eta: 1 day, 1:49:59, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.5582, top5_acc: 0.7775, loss_cls: 1.8998, loss: 1.8998, grad_norm: 5.0813 2021-03-07 20:49:40,606 - mmaction - INFO - Epoch [12][900/940] lr: 1.000e-02, eta: 1 day, 1:49:05, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5615, top5_acc: 0.7885, loss_cls: 1.8804, loss: 1.8804, grad_norm: 5.0317 2021-03-07 20:49:58,988 - mmaction - INFO - Epoch [12][920/940] lr: 1.000e-02, eta: 1 day, 1:48:13, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5551, top5_acc: 0.7811, loss_cls: 1.8868, loss: 1.8868, grad_norm: 4.9994 2021-03-07 20:50:16,764 - mmaction - INFO - Epoch [12][940/940] lr: 1.000e-02, eta: 1 day, 1:47:16, time: 0.886, data_time: 0.002, memory: 8361, top1_acc: 0.5513, top5_acc: 0.7760, loss_cls: 1.9393, loss: 1.9393, grad_norm: 5.1611 2021-03-07 20:50:18,728 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-03-07 20:52:57,001 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-07 20:52:58,005 - mmaction - INFO - top1_acc 0.6247 top5_acc 0.8457 2021-03-07 20:53:00,034 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. 2021-03-07 20:53:00,037 - mmaction - INFO - Best top1_acc is 0.6247 at 12 epoch. 2021-03-07 20:53:00,045 - mmaction - INFO - Epoch(val) [12][940] top1_acc: 0.6247, top5_acc: 0.8457 2021-03-07 20:56:28,640 - mmaction - INFO - Epoch [13][20/940] lr: 1.000e-02, eta: 1 day, 2:09:36, time: 10.429, data_time: 9.498, memory: 8361, top1_acc: 0.5684, top5_acc: 0.7881, loss_cls: 1.8455, loss: 1.8455, grad_norm: 5.0085 2021-03-07 20:56:46,837 - mmaction - INFO - Epoch [13][40/940] lr: 1.000e-02, eta: 1 day, 2:08:39, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.5551, top5_acc: 0.7924, loss_cls: 1.8408, loss: 1.8408, grad_norm: 5.0630 2021-03-07 20:57:05,068 - mmaction - INFO - Epoch [13][60/940] lr: 1.000e-02, eta: 1 day, 2:07:43, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.5637, top5_acc: 0.7842, loss_cls: 1.8673, loss: 1.8673, grad_norm: 4.9729 2021-03-07 20:57:23,314 - mmaction - INFO - Epoch [13][80/940] lr: 1.000e-02, eta: 1 day, 2:06:48, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.5602, top5_acc: 0.7795, loss_cls: 1.8706, loss: 1.8706, grad_norm: 4.9898 2021-03-07 20:57:41,568 - mmaction - INFO - Epoch [13][100/940] lr: 1.000e-02, eta: 1 day, 2:05:53, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.5834, top5_acc: 0.8020, loss_cls: 1.7704, loss: 1.7704, grad_norm: 4.8893 2021-03-07 20:57:59,843 - mmaction - INFO - Epoch [13][120/940] lr: 1.000e-02, eta: 1 day, 2:04:57, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.5809, top5_acc: 0.7988, loss_cls: 1.7829, loss: 1.7829, grad_norm: 4.9127 2021-03-07 20:58:18,183 - mmaction - INFO - Epoch [13][140/940] lr: 1.000e-02, eta: 1 day, 2:04:03, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5693, top5_acc: 0.7885, loss_cls: 1.8450, loss: 1.8450, grad_norm: 4.9917 2021-03-07 20:58:36,466 - mmaction - INFO - Epoch [13][160/940] lr: 1.000e-02, eta: 1 day, 2:03:08, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5678, top5_acc: 0.7869, loss_cls: 1.8425, loss: 1.8425, grad_norm: 5.0725 2021-03-07 20:58:54,956 - mmaction - INFO - Epoch [13][180/940] lr: 1.000e-02, eta: 1 day, 2:02:15, time: 0.925, data_time: 0.001, memory: 8361, top1_acc: 0.5746, top5_acc: 0.7957, loss_cls: 1.8119, loss: 1.8119, grad_norm: 4.9765 2021-03-07 20:59:13,296 - mmaction - INFO - Epoch [13][200/940] lr: 1.000e-02, eta: 1 day, 2:01:21, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5619, top5_acc: 0.7932, loss_cls: 1.8327, loss: 1.8327, grad_norm: 5.1388 2021-03-07 20:59:31,744 - mmaction - INFO - Epoch [13][220/940] lr: 1.000e-02, eta: 1 day, 2:00:27, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.5660, top5_acc: 0.7844, loss_cls: 1.8558, loss: 1.8558, grad_norm: 4.9941 2021-03-07 20:59:50,151 - mmaction - INFO - Epoch [13][240/940] lr: 1.000e-02, eta: 1 day, 1:59:34, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5629, top5_acc: 0.7951, loss_cls: 1.8349, loss: 1.8349, grad_norm: 5.0059 2021-03-07 21:00:08,637 - mmaction - INFO - Epoch [13][260/940] lr: 1.000e-02, eta: 1 day, 1:58:41, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.5734, top5_acc: 0.7908, loss_cls: 1.8203, loss: 1.8203, grad_norm: 5.0051 2021-03-07 21:00:27,116 - mmaction - INFO - Epoch [13][280/940] lr: 1.000e-02, eta: 1 day, 1:57:49, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.5682, top5_acc: 0.7906, loss_cls: 1.8306, loss: 1.8306, grad_norm: 4.9584 2021-03-07 21:00:45,594 - mmaction - INFO - Epoch [13][300/940] lr: 1.000e-02, eta: 1 day, 1:56:56, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.5670, top5_acc: 0.7795, loss_cls: 1.8676, loss: 1.8676, grad_norm: 5.0040 2021-03-07 21:01:04,104 - mmaction - INFO - Epoch [13][320/940] lr: 1.000e-02, eta: 1 day, 1:56:04, time: 0.926, data_time: 0.001, memory: 8361, top1_acc: 0.5549, top5_acc: 0.7818, loss_cls: 1.9042, loss: 1.9042, grad_norm: 5.1114 2021-03-07 21:01:22,511 - mmaction - INFO - Epoch [13][340/940] lr: 1.000e-02, eta: 1 day, 1:55:11, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5674, top5_acc: 0.7893, loss_cls: 1.8638, loss: 1.8638, grad_norm: 5.0661 2021-03-07 21:01:40,961 - mmaction - INFO - Epoch [13][360/940] lr: 1.000e-02, eta: 1 day, 1:54:19, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.5619, top5_acc: 0.7828, loss_cls: 1.8922, loss: 1.8922, grad_norm: 5.0518 2021-03-07 21:01:59,368 - mmaction - INFO - Epoch [13][380/940] lr: 1.000e-02, eta: 1 day, 1:53:26, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5563, top5_acc: 0.7859, loss_cls: 1.8823, loss: 1.8823, grad_norm: 5.1016 2021-03-07 21:02:17,739 - mmaction - INFO - Epoch [13][400/940] lr: 1.000e-02, eta: 1 day, 1:52:33, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5818, top5_acc: 0.7982, loss_cls: 1.7912, loss: 1.7912, grad_norm: 4.9661 2021-03-07 21:02:36,274 - mmaction - INFO - Epoch [13][420/940] lr: 1.000e-02, eta: 1 day, 1:51:42, time: 0.926, data_time: 0.001, memory: 8361, top1_acc: 0.5758, top5_acc: 0.7973, loss_cls: 1.7986, loss: 1.7986, grad_norm: 5.0962 2021-03-07 21:02:54,717 - mmaction - INFO - Epoch [13][440/940] lr: 1.000e-02, eta: 1 day, 1:50:50, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.5676, top5_acc: 0.7932, loss_cls: 1.8159, loss: 1.8159, grad_norm: 5.0195 2021-03-07 21:03:13,161 - mmaction - INFO - Epoch [13][460/940] lr: 1.000e-02, eta: 1 day, 1:49:58, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.5674, top5_acc: 0.7848, loss_cls: 1.8724, loss: 1.8724, grad_norm: 5.0056 2021-03-07 21:03:31,521 - mmaction - INFO - Epoch [13][480/940] lr: 1.000e-02, eta: 1 day, 1:49:06, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.5709, top5_acc: 0.7920, loss_cls: 1.8494, loss: 1.8494, grad_norm: 5.0128 2021-03-07 21:03:50,072 - mmaction - INFO - Epoch [13][500/940] lr: 1.000e-02, eta: 1 day, 1:48:15, time: 0.926, data_time: 0.001, memory: 8361, top1_acc: 0.5650, top5_acc: 0.7867, loss_cls: 1.8695, loss: 1.8695, grad_norm: 5.0821 2021-03-07 21:04:08,526 - mmaction - INFO - Epoch [13][520/940] lr: 1.000e-02, eta: 1 day, 1:47:23, time: 0.924, data_time: 0.003, memory: 8361, top1_acc: 0.5516, top5_acc: 0.7801, loss_cls: 1.9121, loss: 1.9121, grad_norm: 5.1528 2021-03-07 21:04:26,970 - mmaction - INFO - Epoch [13][540/940] lr: 1.000e-02, eta: 1 day, 1:46:32, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.5715, top5_acc: 0.7883, loss_cls: 1.8633, loss: 1.8633, grad_norm: 4.9714 2021-03-07 21:04:45,430 - mmaction - INFO - Epoch [13][560/940] lr: 1.000e-02, eta: 1 day, 1:45:41, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5631, top5_acc: 0.7850, loss_cls: 1.8721, loss: 1.8721, grad_norm: 5.0827 2021-03-07 21:05:03,842 - mmaction - INFO - Epoch [13][580/940] lr: 1.000e-02, eta: 1 day, 1:44:49, time: 0.922, data_time: 0.003, memory: 8361, top1_acc: 0.5646, top5_acc: 0.7902, loss_cls: 1.8580, loss: 1.8580, grad_norm: 5.0021 2021-03-07 21:05:22,214 - mmaction - INFO - Epoch [13][600/940] lr: 1.000e-02, eta: 1 day, 1:43:58, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5686, top5_acc: 0.7869, loss_cls: 1.8436, loss: 1.8436, grad_norm: 4.9896 2021-03-07 21:05:40,666 - mmaction - INFO - Epoch [13][620/940] lr: 1.000e-02, eta: 1 day, 1:43:07, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.5607, top5_acc: 0.7828, loss_cls: 1.8638, loss: 1.8638, grad_norm: 5.0053 2021-03-07 21:05:59,162 - mmaction - INFO - Epoch [13][640/940] lr: 1.000e-02, eta: 1 day, 1:42:16, time: 0.925, data_time: 0.001, memory: 8361, top1_acc: 0.5674, top5_acc: 0.7969, loss_cls: 1.8274, loss: 1.8274, grad_norm: 5.0018 2021-03-07 21:06:17,657 - mmaction - INFO - Epoch [13][660/940] lr: 1.000e-02, eta: 1 day, 1:41:26, time: 0.925, data_time: 0.001, memory: 8361, top1_acc: 0.5602, top5_acc: 0.7871, loss_cls: 1.8523, loss: 1.8523, grad_norm: 5.0507 2021-03-07 21:06:36,097 - mmaction - INFO - Epoch [13][680/940] lr: 1.000e-02, eta: 1 day, 1:40:35, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5596, top5_acc: 0.7859, loss_cls: 1.8830, loss: 1.8830, grad_norm: 5.0775 2021-03-07 21:06:54,511 - mmaction - INFO - Epoch [13][700/940] lr: 1.000e-02, eta: 1 day, 1:39:45, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.5822, top5_acc: 0.7936, loss_cls: 1.8159, loss: 1.8159, grad_norm: 4.9868 2021-03-07 21:07:12,954 - mmaction - INFO - Epoch [13][720/940] lr: 1.000e-02, eta: 1 day, 1:38:54, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.5615, top5_acc: 0.7781, loss_cls: 1.8885, loss: 1.8885, grad_norm: 5.0914 2021-03-07 21:07:31,316 - mmaction - INFO - Epoch [13][740/940] lr: 1.000e-02, eta: 1 day, 1:38:03, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5701, top5_acc: 0.7908, loss_cls: 1.8256, loss: 1.8256, grad_norm: 5.0771 2021-03-07 21:07:49,744 - mmaction - INFO - Epoch [13][760/940] lr: 1.000e-02, eta: 1 day, 1:37:13, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5627, top5_acc: 0.7891, loss_cls: 1.8657, loss: 1.8657, grad_norm: 5.0955 2021-03-07 21:08:08,207 - mmaction - INFO - Epoch [13][780/940] lr: 1.000e-02, eta: 1 day, 1:36:23, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5717, top5_acc: 0.7924, loss_cls: 1.8214, loss: 1.8214, grad_norm: 4.9481 2021-03-07 21:08:26,707 - mmaction - INFO - Epoch [13][800/940] lr: 1.000e-02, eta: 1 day, 1:35:33, time: 0.926, data_time: 0.003, memory: 8361, top1_acc: 0.5793, top5_acc: 0.7908, loss_cls: 1.8227, loss: 1.8227, grad_norm: 4.9648 2021-03-07 21:08:45,123 - mmaction - INFO - Epoch [13][820/940] lr: 1.000e-02, eta: 1 day, 1:34:43, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5588, top5_acc: 0.7840, loss_cls: 1.8680, loss: 1.8680, grad_norm: 5.1004 2021-03-07 21:09:03,516 - mmaction - INFO - Epoch [13][840/940] lr: 1.000e-02, eta: 1 day, 1:33:53, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5660, top5_acc: 0.7973, loss_cls: 1.8384, loss: 1.8384, grad_norm: 4.9687 2021-03-07 21:09:21,847 - mmaction - INFO - Epoch [13][860/940] lr: 1.000e-02, eta: 1 day, 1:33:03, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5691, top5_acc: 0.7881, loss_cls: 1.8384, loss: 1.8384, grad_norm: 5.0909 2021-03-07 21:09:40,281 - mmaction - INFO - Epoch [13][880/940] lr: 1.000e-02, eta: 1 day, 1:32:13, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5566, top5_acc: 0.7812, loss_cls: 1.8903, loss: 1.8903, grad_norm: 4.9884 2021-03-07 21:09:58,565 - mmaction - INFO - Epoch [13][900/940] lr: 1.000e-02, eta: 1 day, 1:31:22, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5729, top5_acc: 0.7826, loss_cls: 1.8423, loss: 1.8423, grad_norm: 4.9482 2021-03-07 21:10:16,960 - mmaction - INFO - Epoch [13][920/940] lr: 1.000e-02, eta: 1 day, 1:30:33, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5660, top5_acc: 0.7871, loss_cls: 1.8470, loss: 1.8470, grad_norm: 5.0604 2021-03-07 21:10:34,763 - mmaction - INFO - Epoch [13][940/940] lr: 1.000e-02, eta: 1 day, 1:29:39, time: 0.890, data_time: 0.001, memory: 8361, top1_acc: 0.5574, top5_acc: 0.7861, loss_cls: 1.8782, loss: 1.8782, grad_norm: 5.1756 2021-03-07 21:10:36,519 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-03-07 21:13:10,972 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-07 21:13:11,948 - mmaction - INFO - top1_acc 0.6351 top5_acc 0.8513 2021-03-07 21:13:13,955 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. 2021-03-07 21:13:13,955 - mmaction - INFO - Best top1_acc is 0.6351 at 13 epoch. 2021-03-07 21:13:13,963 - mmaction - INFO - Epoch(val) [13][940] top1_acc: 0.6351, top5_acc: 0.8513 2021-03-07 21:16:43,601 - mmaction - INFO - Epoch [14][20/940] lr: 1.000e-02, eta: 1 day, 1:50:07, time: 10.481, data_time: 9.561, memory: 8361, top1_acc: 0.5684, top5_acc: 0.7822, loss_cls: 1.8475, loss: 1.8475, grad_norm: 5.0062 2021-03-07 21:17:01,778 - mmaction - INFO - Epoch [14][40/940] lr: 1.000e-02, eta: 1 day, 1:49:14, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.5787, top5_acc: 0.7984, loss_cls: 1.8100, loss: 1.8100, grad_norm: 5.0264 2021-03-07 21:17:19,960 - mmaction - INFO - Epoch [14][60/940] lr: 1.000e-02, eta: 1 day, 1:48:20, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.5805, top5_acc: 0.7971, loss_cls: 1.7844, loss: 1.7844, grad_norm: 4.9849 2021-03-07 21:17:38,289 - mmaction - INFO - Epoch [14][80/940] lr: 1.000e-02, eta: 1 day, 1:47:28, time: 0.915, data_time: 0.003, memory: 8361, top1_acc: 0.5572, top5_acc: 0.7838, loss_cls: 1.8774, loss: 1.8774, grad_norm: 5.1446 2021-03-07 21:17:56,581 - mmaction - INFO - Epoch [14][100/940] lr: 1.000e-02, eta: 1 day, 1:46:36, time: 0.916, data_time: 0.003, memory: 8361, top1_acc: 0.5850, top5_acc: 0.8012, loss_cls: 1.7664, loss: 1.7664, grad_norm: 4.9518 2021-03-07 21:18:14,900 - mmaction - INFO - Epoch [14][120/940] lr: 1.000e-02, eta: 1 day, 1:45:44, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5736, top5_acc: 0.7912, loss_cls: 1.7805, loss: 1.7805, grad_norm: 4.9438 2021-03-07 21:18:33,115 - mmaction - INFO - Epoch [14][140/940] lr: 1.000e-02, eta: 1 day, 1:44:52, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.5787, top5_acc: 0.8002, loss_cls: 1.7674, loss: 1.7674, grad_norm: 4.9812 2021-03-07 21:18:51,339 - mmaction - INFO - Epoch [14][160/940] lr: 1.000e-02, eta: 1 day, 1:44:00, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.5850, top5_acc: 0.8029, loss_cls: 1.7674, loss: 1.7674, grad_norm: 5.0545 2021-03-07 21:19:09,697 - mmaction - INFO - Epoch [14][180/940] lr: 1.000e-02, eta: 1 day, 1:43:08, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5826, top5_acc: 0.8037, loss_cls: 1.7582, loss: 1.7582, grad_norm: 4.9757 2021-03-07 21:19:28,134 - mmaction - INFO - Epoch [14][200/940] lr: 1.000e-02, eta: 1 day, 1:42:18, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.5732, top5_acc: 0.8053, loss_cls: 1.7914, loss: 1.7914, grad_norm: 5.0157 2021-03-07 21:19:46,500 - mmaction - INFO - Epoch [14][220/940] lr: 1.000e-02, eta: 1 day, 1:41:27, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5662, top5_acc: 0.7875, loss_cls: 1.8339, loss: 1.8339, grad_norm: 4.9690 2021-03-07 21:20:04,813 - mmaction - INFO - Epoch [14][240/940] lr: 1.000e-02, eta: 1 day, 1:40:36, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5783, top5_acc: 0.7953, loss_cls: 1.8135, loss: 1.8135, grad_norm: 5.0379 2021-03-07 21:20:23,117 - mmaction - INFO - Epoch [14][260/940] lr: 1.000e-02, eta: 1 day, 1:39:44, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5729, top5_acc: 0.7939, loss_cls: 1.8396, loss: 1.8396, grad_norm: 5.0715 2021-03-07 21:20:41,452 - mmaction - INFO - Epoch [14][280/940] lr: 1.000e-02, eta: 1 day, 1:38:53, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5574, top5_acc: 0.7873, loss_cls: 1.8532, loss: 1.8532, grad_norm: 5.1342 2021-03-07 21:20:59,751 - mmaction - INFO - Epoch [14][300/940] lr: 1.000e-02, eta: 1 day, 1:38:02, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5613, top5_acc: 0.7891, loss_cls: 1.8376, loss: 1.8376, grad_norm: 5.0419 2021-03-07 21:21:18,094 - mmaction - INFO - Epoch [14][320/940] lr: 1.000e-02, eta: 1 day, 1:37:12, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5635, top5_acc: 0.7855, loss_cls: 1.8613, loss: 1.8613, grad_norm: 5.0995 2021-03-07 21:21:36,458 - mmaction - INFO - Epoch [14][340/940] lr: 1.000e-02, eta: 1 day, 1:36:21, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5564, top5_acc: 0.7803, loss_cls: 1.8682, loss: 1.8682, grad_norm: 5.1234 2021-03-07 21:21:54,841 - mmaction - INFO - Epoch [14][360/940] lr: 1.000e-02, eta: 1 day, 1:35:31, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5775, top5_acc: 0.8053, loss_cls: 1.7783, loss: 1.7783, grad_norm: 5.0537 2021-03-07 21:22:13,182 - mmaction - INFO - Epoch [14][380/940] lr: 1.000e-02, eta: 1 day, 1:34:41, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5691, top5_acc: 0.7947, loss_cls: 1.7948, loss: 1.7948, grad_norm: 5.0302 2021-03-07 21:22:31,487 - mmaction - INFO - Epoch [14][400/940] lr: 1.000e-02, eta: 1 day, 1:33:50, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5725, top5_acc: 0.7937, loss_cls: 1.8181, loss: 1.8181, grad_norm: 5.0212 2021-03-07 21:22:49,849 - mmaction - INFO - Epoch [14][420/940] lr: 1.000e-02, eta: 1 day, 1:33:00, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.5752, top5_acc: 0.7965, loss_cls: 1.7963, loss: 1.7963, grad_norm: 5.0129 2021-03-07 21:23:08,240 - mmaction - INFO - Epoch [14][440/940] lr: 1.000e-02, eta: 1 day, 1:32:11, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5590, top5_acc: 0.7877, loss_cls: 1.8461, loss: 1.8461, grad_norm: 5.0023 2021-03-07 21:23:26,671 - mmaction - INFO - Epoch [14][460/940] lr: 1.000e-02, eta: 1 day, 1:31:21, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5641, top5_acc: 0.7926, loss_cls: 1.8343, loss: 1.8343, grad_norm: 5.0968 2021-03-07 21:23:45,095 - mmaction - INFO - Epoch [14][480/940] lr: 1.000e-02, eta: 1 day, 1:30:32, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.5729, top5_acc: 0.7887, loss_cls: 1.8236, loss: 1.8236, grad_norm: 5.0277 2021-03-07 21:24:03,479 - mmaction - INFO - Epoch [14][500/940] lr: 1.000e-02, eta: 1 day, 1:29:43, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5736, top5_acc: 0.7924, loss_cls: 1.8030, loss: 1.8030, grad_norm: 5.0132 2021-03-07 21:24:21,783 - mmaction - INFO - Epoch [14][520/940] lr: 1.000e-02, eta: 1 day, 1:28:53, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5701, top5_acc: 0.7805, loss_cls: 1.8527, loss: 1.8527, grad_norm: 5.0168 2021-03-07 21:24:40,125 - mmaction - INFO - Epoch [14][540/940] lr: 1.000e-02, eta: 1 day, 1:28:03, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5674, top5_acc: 0.7824, loss_cls: 1.8472, loss: 1.8472, grad_norm: 5.0020 2021-03-07 21:24:58,410 - mmaction - INFO - Epoch [14][560/940] lr: 1.000e-02, eta: 1 day, 1:27:13, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5684, top5_acc: 0.7924, loss_cls: 1.8257, loss: 1.8257, grad_norm: 5.0185 2021-03-07 21:25:16,755 - mmaction - INFO - Epoch [14][580/940] lr: 1.000e-02, eta: 1 day, 1:26:24, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5607, top5_acc: 0.7969, loss_cls: 1.8300, loss: 1.8300, grad_norm: 4.9987 2021-03-07 21:25:35,057 - mmaction - INFO - Epoch [14][600/940] lr: 1.000e-02, eta: 1 day, 1:25:34, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5744, top5_acc: 0.7920, loss_cls: 1.8083, loss: 1.8083, grad_norm: 4.9908 2021-03-07 21:25:53,378 - mmaction - INFO - Epoch [14][620/940] lr: 1.000e-02, eta: 1 day, 1:24:45, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5570, top5_acc: 0.7875, loss_cls: 1.8802, loss: 1.8802, grad_norm: 5.0177 2021-03-07 21:26:11,712 - mmaction - INFO - Epoch [14][640/940] lr: 1.000e-02, eta: 1 day, 1:23:56, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5629, top5_acc: 0.7877, loss_cls: 1.8411, loss: 1.8411, grad_norm: 5.0624 2021-03-07 21:26:30,044 - mmaction - INFO - Epoch [14][660/940] lr: 1.000e-02, eta: 1 day, 1:23:07, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5680, top5_acc: 0.7816, loss_cls: 1.8823, loss: 1.8823, grad_norm: 5.1595 2021-03-07 21:26:48,401 - mmaction - INFO - Epoch [14][680/940] lr: 1.000e-02, eta: 1 day, 1:22:18, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.5707, top5_acc: 0.7992, loss_cls: 1.7926, loss: 1.7926, grad_norm: 5.0212 2021-03-07 21:27:06,728 - mmaction - INFO - Epoch [14][700/940] lr: 1.000e-02, eta: 1 day, 1:21:29, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5734, top5_acc: 0.7854, loss_cls: 1.8398, loss: 1.8398, grad_norm: 5.0131 2021-03-07 21:27:25,008 - mmaction - INFO - Epoch [14][720/940] lr: 1.000e-02, eta: 1 day, 1:20:40, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5682, top5_acc: 0.7957, loss_cls: 1.8281, loss: 1.8281, grad_norm: 5.1542 2021-03-07 21:27:43,467 - mmaction - INFO - Epoch [14][740/940] lr: 1.000e-02, eta: 1 day, 1:19:52, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.5748, top5_acc: 0.7863, loss_cls: 1.8405, loss: 1.8405, grad_norm: 4.9875 2021-03-07 21:28:01,877 - mmaction - INFO - Epoch [14][760/940] lr: 1.000e-02, eta: 1 day, 1:19:04, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5684, top5_acc: 0.7826, loss_cls: 1.8684, loss: 1.8684, grad_norm: 5.1095 2021-03-07 21:28:20,137 - mmaction - INFO - Epoch [14][780/940] lr: 1.000e-02, eta: 1 day, 1:18:15, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.5785, top5_acc: 0.7922, loss_cls: 1.8031, loss: 1.8031, grad_norm: 5.1010 2021-03-07 21:28:38,411 - mmaction - INFO - Epoch [14][800/940] lr: 1.000e-02, eta: 1 day, 1:17:27, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5609, top5_acc: 0.7754, loss_cls: 1.8956, loss: 1.8956, grad_norm: 5.1885 2021-03-07 21:28:56,675 - mmaction - INFO - Epoch [14][820/940] lr: 1.000e-02, eta: 1 day, 1:16:38, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5625, top5_acc: 0.7805, loss_cls: 1.8853, loss: 1.8853, grad_norm: 5.1286 2021-03-07 21:29:14,953 - mmaction - INFO - Epoch [14][840/940] lr: 1.000e-02, eta: 1 day, 1:15:50, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5758, top5_acc: 0.7906, loss_cls: 1.7986, loss: 1.7986, grad_norm: 5.0051 2021-03-07 21:29:33,369 - mmaction - INFO - Epoch [14][860/940] lr: 1.000e-02, eta: 1 day, 1:15:02, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.5672, top5_acc: 0.7840, loss_cls: 1.8537, loss: 1.8537, grad_norm: 4.9990 2021-03-07 21:29:51,772 - mmaction - INFO - Epoch [14][880/940] lr: 1.000e-02, eta: 1 day, 1:14:14, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5611, top5_acc: 0.7861, loss_cls: 1.8673, loss: 1.8673, grad_norm: 5.0935 2021-03-07 21:30:10,064 - mmaction - INFO - Epoch [14][900/940] lr: 1.000e-02, eta: 1 day, 1:13:26, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5561, top5_acc: 0.7861, loss_cls: 1.8704, loss: 1.8704, grad_norm: 5.1696 2021-03-07 21:30:28,377 - mmaction - INFO - Epoch [14][920/940] lr: 1.000e-02, eta: 1 day, 1:12:38, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5648, top5_acc: 0.7855, loss_cls: 1.8793, loss: 1.8793, grad_norm: 5.1046 2021-03-07 21:30:46,144 - mmaction - INFO - Epoch [14][940/940] lr: 1.000e-02, eta: 1 day, 1:11:47, time: 0.888, data_time: 0.002, memory: 8361, top1_acc: 0.5635, top5_acc: 0.7859, loss_cls: 1.8849, loss: 1.8849, grad_norm: 5.1875 2021-03-07 21:30:48,141 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-03-07 21:33:21,788 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-07 21:33:22,769 - mmaction - INFO - top1_acc 0.6353 top5_acc 0.8495 2021-03-07 21:33:24,234 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2021-03-07 21:33:24,234 - mmaction - INFO - Best top1_acc is 0.6353 at 14 epoch. 2021-03-07 21:33:24,242 - mmaction - INFO - Epoch(val) [14][940] top1_acc: 0.6353, top5_acc: 0.8495 2021-03-07 21:36:55,182 - mmaction - INFO - Epoch [15][20/940] lr: 1.000e-02, eta: 1 day, 1:30:40, time: 10.546, data_time: 9.628, memory: 8361, top1_acc: 0.5709, top5_acc: 0.7965, loss_cls: 1.8073, loss: 1.8073, grad_norm: 5.0737 2021-03-07 21:37:13,387 - mmaction - INFO - Epoch [15][40/940] lr: 1.000e-02, eta: 1 day, 1:29:50, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.5713, top5_acc: 0.7945, loss_cls: 1.8103, loss: 1.8103, grad_norm: 5.0885 2021-03-07 21:37:31,545 - mmaction - INFO - Epoch [15][60/940] lr: 1.000e-02, eta: 1 day, 1:28:59, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.5832, top5_acc: 0.7971, loss_cls: 1.7803, loss: 1.7803, grad_norm: 4.9636 2021-03-07 21:37:49,731 - mmaction - INFO - Epoch [15][80/940] lr: 1.000e-02, eta: 1 day, 1:28:09, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.5789, top5_acc: 0.8018, loss_cls: 1.7687, loss: 1.7687, grad_norm: 4.9891 2021-03-07 21:38:08,007 - mmaction - INFO - Epoch [15][100/940] lr: 1.000e-02, eta: 1 day, 1:27:19, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5760, top5_acc: 0.7932, loss_cls: 1.7874, loss: 1.7874, grad_norm: 4.9373 2021-03-07 21:38:26,235 - mmaction - INFO - Epoch [15][120/940] lr: 1.000e-02, eta: 1 day, 1:26:30, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.5826, top5_acc: 0.8053, loss_cls: 1.7686, loss: 1.7686, grad_norm: 5.0138 2021-03-07 21:38:44,468 - mmaction - INFO - Epoch [15][140/940] lr: 1.000e-02, eta: 1 day, 1:25:40, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.5742, top5_acc: 0.7934, loss_cls: 1.8102, loss: 1.8102, grad_norm: 4.9965 2021-03-07 21:39:02,735 - mmaction - INFO - Epoch [15][160/940] lr: 1.000e-02, eta: 1 day, 1:24:50, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5734, top5_acc: 0.7893, loss_cls: 1.8089, loss: 1.8089, grad_norm: 5.0346 2021-03-07 21:39:21,018 - mmaction - INFO - Epoch [15][180/940] lr: 1.000e-02, eta: 1 day, 1:24:01, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5777, top5_acc: 0.7969, loss_cls: 1.7683, loss: 1.7683, grad_norm: 4.9649 2021-03-07 21:39:39,593 - mmaction - INFO - Epoch [15][200/940] lr: 1.000e-02, eta: 1 day, 1:23:14, time: 0.929, data_time: 0.002, memory: 8361, top1_acc: 0.5736, top5_acc: 0.7893, loss_cls: 1.8210, loss: 1.8210, grad_norm: 5.0851 2021-03-07 21:39:57,931 - mmaction - INFO - Epoch [15][220/940] lr: 1.000e-02, eta: 1 day, 1:22:25, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5617, top5_acc: 0.7857, loss_cls: 1.8486, loss: 1.8486, grad_norm: 5.0418 2021-03-07 21:40:16,296 - mmaction - INFO - Epoch [15][240/940] lr: 1.000e-02, eta: 1 day, 1:21:36, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5789, top5_acc: 0.7979, loss_cls: 1.7750, loss: 1.7750, grad_norm: 5.0193 2021-03-07 21:40:34,734 - mmaction - INFO - Epoch [15][260/940] lr: 1.000e-02, eta: 1 day, 1:20:48, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.5705, top5_acc: 0.7875, loss_cls: 1.8327, loss: 1.8327, grad_norm: 5.0278 2021-03-07 21:40:53,078 - mmaction - INFO - Epoch [15][280/940] lr: 1.000e-02, eta: 1 day, 1:20:00, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5725, top5_acc: 0.7951, loss_cls: 1.8101, loss: 1.8101, grad_norm: 5.0816 2021-03-07 21:41:11,529 - mmaction - INFO - Epoch [15][300/940] lr: 1.000e-02, eta: 1 day, 1:19:12, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.5844, top5_acc: 0.8004, loss_cls: 1.7610, loss: 1.7610, grad_norm: 5.0042 2021-03-07 21:41:29,872 - mmaction - INFO - Epoch [15][320/940] lr: 1.000e-02, eta: 1 day, 1:18:24, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5834, top5_acc: 0.8016, loss_cls: 1.7713, loss: 1.7713, grad_norm: 4.9575 2021-03-07 21:41:48,299 - mmaction - INFO - Epoch [15][340/940] lr: 1.000e-02, eta: 1 day, 1:17:36, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5781, top5_acc: 0.7906, loss_cls: 1.8124, loss: 1.8124, grad_norm: 4.9495 2021-03-07 21:42:06,590 - mmaction - INFO - Epoch [15][360/940] lr: 1.000e-02, eta: 1 day, 1:16:48, time: 0.915, data_time: 0.003, memory: 8361, top1_acc: 0.5879, top5_acc: 0.8012, loss_cls: 1.7510, loss: 1.7510, grad_norm: 4.8806 2021-03-07 21:42:25,012 - mmaction - INFO - Epoch [15][380/940] lr: 1.000e-02, eta: 1 day, 1:16:00, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5746, top5_acc: 0.7955, loss_cls: 1.8082, loss: 1.8082, grad_norm: 5.0983 2021-03-07 21:42:43,403 - mmaction - INFO - Epoch [15][400/940] lr: 1.000e-02, eta: 1 day, 1:15:13, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5832, top5_acc: 0.7977, loss_cls: 1.7928, loss: 1.7928, grad_norm: 5.0199 2021-03-07 21:43:01,810 - mmaction - INFO - Epoch [15][420/940] lr: 1.000e-02, eta: 1 day, 1:14:25, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5707, top5_acc: 0.7879, loss_cls: 1.8146, loss: 1.8146, grad_norm: 5.0897 2021-03-07 21:43:20,139 - mmaction - INFO - Epoch [15][440/940] lr: 1.000e-02, eta: 1 day, 1:13:37, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5766, top5_acc: 0.7973, loss_cls: 1.7707, loss: 1.7707, grad_norm: 5.0045 2021-03-07 21:43:38,558 - mmaction - INFO - Epoch [15][460/940] lr: 1.000e-02, eta: 1 day, 1:12:50, time: 0.922, data_time: 0.003, memory: 8361, top1_acc: 0.5820, top5_acc: 0.7973, loss_cls: 1.7883, loss: 1.7883, grad_norm: 5.0257 2021-03-07 21:43:56,921 - mmaction - INFO - Epoch [15][480/940] lr: 1.000e-02, eta: 1 day, 1:12:03, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.5748, top5_acc: 0.8012, loss_cls: 1.7792, loss: 1.7792, grad_norm: 5.0191 2021-03-07 21:44:15,284 - mmaction - INFO - Epoch [15][500/940] lr: 1.000e-02, eta: 1 day, 1:11:15, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5922, top5_acc: 0.8006, loss_cls: 1.7903, loss: 1.7903, grad_norm: 5.0705 2021-03-07 21:44:33,729 - mmaction - INFO - Epoch [15][520/940] lr: 1.000e-02, eta: 1 day, 1:10:29, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5666, top5_acc: 0.7873, loss_cls: 1.8329, loss: 1.8329, grad_norm: 5.0789 2021-03-07 21:44:52,114 - mmaction - INFO - Epoch [15][540/940] lr: 1.000e-02, eta: 1 day, 1:09:41, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5768, top5_acc: 0.7979, loss_cls: 1.8030, loss: 1.8030, grad_norm: 5.0154 2021-03-07 21:45:10,621 - mmaction - INFO - Epoch [15][560/940] lr: 1.000e-02, eta: 1 day, 1:08:55, time: 0.926, data_time: 0.001, memory: 8361, top1_acc: 0.5867, top5_acc: 0.8008, loss_cls: 1.7781, loss: 1.7781, grad_norm: 5.0304 2021-03-07 21:45:28,964 - mmaction - INFO - Epoch [15][580/940] lr: 1.000e-02, eta: 1 day, 1:08:08, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5721, top5_acc: 0.7937, loss_cls: 1.7975, loss: 1.7975, grad_norm: 5.0484 2021-03-07 21:45:47,269 - mmaction - INFO - Epoch [15][600/940] lr: 1.000e-02, eta: 1 day, 1:07:21, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5656, top5_acc: 0.7816, loss_cls: 1.8495, loss: 1.8495, grad_norm: 5.0912 2021-03-07 21:46:05,688 - mmaction - INFO - Epoch [15][620/940] lr: 1.000e-02, eta: 1 day, 1:06:34, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.5693, top5_acc: 0.7895, loss_cls: 1.7904, loss: 1.7904, grad_norm: 5.0235 2021-03-07 21:46:24,047 - mmaction - INFO - Epoch [15][640/940] lr: 1.000e-02, eta: 1 day, 1:05:47, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5676, top5_acc: 0.7957, loss_cls: 1.7893, loss: 1.7893, grad_norm: 5.0639 2021-03-07 21:46:42,497 - mmaction - INFO - Epoch [15][660/940] lr: 1.000e-02, eta: 1 day, 1:05:01, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5766, top5_acc: 0.7902, loss_cls: 1.8089, loss: 1.8089, grad_norm: 5.0791 2021-03-07 21:47:00,723 - mmaction - INFO - Epoch [15][680/940] lr: 1.000e-02, eta: 1 day, 1:04:14, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.5779, top5_acc: 0.7924, loss_cls: 1.8269, loss: 1.8269, grad_norm: 5.1319 2021-03-07 21:47:19,058 - mmaction - INFO - Epoch [15][700/940] lr: 1.000e-02, eta: 1 day, 1:03:27, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5682, top5_acc: 0.7965, loss_cls: 1.8125, loss: 1.8125, grad_norm: 5.0991 2021-03-07 21:47:37,365 - mmaction - INFO - Epoch [15][720/940] lr: 1.000e-02, eta: 1 day, 1:02:40, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5646, top5_acc: 0.7863, loss_cls: 1.8474, loss: 1.8474, grad_norm: 5.0967 2021-03-07 21:47:55,812 - mmaction - INFO - Epoch [15][740/940] lr: 1.000e-02, eta: 1 day, 1:01:54, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.5660, top5_acc: 0.7895, loss_cls: 1.8257, loss: 1.8257, grad_norm: 4.9533 2021-03-07 21:48:14,105 - mmaction - INFO - Epoch [15][760/940] lr: 1.000e-02, eta: 1 day, 1:01:08, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5809, top5_acc: 0.7945, loss_cls: 1.8262, loss: 1.8262, grad_norm: 4.9885 2021-03-07 21:48:32,406 - mmaction - INFO - Epoch [15][780/940] lr: 1.000e-02, eta: 1 day, 1:00:21, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5672, top5_acc: 0.7857, loss_cls: 1.8457, loss: 1.8457, grad_norm: 5.0421 2021-03-07 21:48:50,697 - mmaction - INFO - Epoch [15][800/940] lr: 1.000e-02, eta: 1 day, 0:59:34, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5711, top5_acc: 0.8012, loss_cls: 1.7993, loss: 1.7993, grad_norm: 4.9459 2021-03-07 21:49:09,108 - mmaction - INFO - Epoch [15][820/940] lr: 1.000e-02, eta: 1 day, 0:58:49, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5803, top5_acc: 0.7924, loss_cls: 1.8044, loss: 1.8044, grad_norm: 4.9325 2021-03-07 21:49:27,445 - mmaction - INFO - Epoch [15][840/940] lr: 1.000e-02, eta: 1 day, 0:58:03, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5631, top5_acc: 0.7906, loss_cls: 1.8623, loss: 1.8623, grad_norm: 5.0787 2021-03-07 21:49:45,703 - mmaction - INFO - Epoch [15][860/940] lr: 1.000e-02, eta: 1 day, 0:57:16, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5742, top5_acc: 0.7910, loss_cls: 1.7960, loss: 1.7960, grad_norm: 5.0360 2021-03-07 21:50:04,017 - mmaction - INFO - Epoch [15][880/940] lr: 1.000e-02, eta: 1 day, 0:56:30, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5717, top5_acc: 0.7902, loss_cls: 1.8089, loss: 1.8089, grad_norm: 5.0458 2021-03-07 21:50:22,239 - mmaction - INFO - Epoch [15][900/940] lr: 1.000e-02, eta: 1 day, 0:55:43, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.5721, top5_acc: 0.7941, loss_cls: 1.7944, loss: 1.7944, grad_norm: 5.0661 2021-03-07 21:50:40,609 - mmaction - INFO - Epoch [15][920/940] lr: 1.000e-02, eta: 1 day, 0:54:58, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.5746, top5_acc: 0.7900, loss_cls: 1.8097, loss: 1.8097, grad_norm: 4.9464 2021-03-07 21:50:58,376 - mmaction - INFO - Epoch [15][940/940] lr: 1.000e-02, eta: 1 day, 0:54:09, time: 0.889, data_time: 0.001, memory: 8361, top1_acc: 0.5532, top5_acc: 0.7804, loss_cls: 1.8928, loss: 1.8928, grad_norm: 5.1525 2021-03-07 21:51:00,192 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-03-07 21:53:36,879 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-07 21:53:37,859 - mmaction - INFO - top1_acc 0.6207 top5_acc 0.8457 2021-03-07 21:53:37,867 - mmaction - INFO - Epoch(val) [15][940] top1_acc: 0.6207, top5_acc: 0.8457 2021-03-07 21:57:08,595 - mmaction - INFO - Epoch [16][20/940] lr: 1.000e-02, eta: 1 day, 1:11:31, time: 10.536, data_time: 9.610, memory: 8361, top1_acc: 0.5893, top5_acc: 0.8066, loss_cls: 1.7434, loss: 1.7434, grad_norm: 4.9656 2021-03-07 21:57:26,704 - mmaction - INFO - Epoch [16][40/940] lr: 1.000e-02, eta: 1 day, 1:10:43, time: 0.904, data_time: 0.001, memory: 8361, top1_acc: 0.5797, top5_acc: 0.7889, loss_cls: 1.7697, loss: 1.7697, grad_norm: 4.9547 2021-03-07 21:57:44,941 - mmaction - INFO - Epoch [16][60/940] lr: 1.000e-02, eta: 1 day, 1:09:55, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.5814, top5_acc: 0.8018, loss_cls: 1.7766, loss: 1.7766, grad_norm: 4.9813 2021-03-07 21:58:03,225 - mmaction - INFO - Epoch [16][80/940] lr: 1.000e-02, eta: 1 day, 1:09:07, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.5887, top5_acc: 0.8004, loss_cls: 1.7588, loss: 1.7588, grad_norm: 4.9466 2021-03-07 21:58:21,525 - mmaction - INFO - Epoch [16][100/940] lr: 1.000e-02, eta: 1 day, 1:08:20, time: 0.916, data_time: 0.003, memory: 8361, top1_acc: 0.5889, top5_acc: 0.8059, loss_cls: 1.7105, loss: 1.7105, grad_norm: 4.9717 2021-03-07 21:58:39,833 - mmaction - INFO - Epoch [16][120/940] lr: 1.000e-02, eta: 1 day, 1:07:33, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5795, top5_acc: 0.7922, loss_cls: 1.7794, loss: 1.7794, grad_norm: 4.9745 2021-03-07 21:58:58,095 - mmaction - INFO - Epoch [16][140/940] lr: 1.000e-02, eta: 1 day, 1:06:45, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5895, top5_acc: 0.8063, loss_cls: 1.7280, loss: 1.7280, grad_norm: 4.9573 2021-03-07 21:59:16,383 - mmaction - INFO - Epoch [16][160/940] lr: 1.000e-02, eta: 1 day, 1:05:58, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5822, top5_acc: 0.7957, loss_cls: 1.7668, loss: 1.7668, grad_norm: 4.9975 2021-03-07 21:59:34,787 - mmaction - INFO - Epoch [16][180/940] lr: 1.000e-02, eta: 1 day, 1:05:12, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5762, top5_acc: 0.8021, loss_cls: 1.7751, loss: 1.7751, grad_norm: 4.9726 2021-03-07 21:59:53,109 - mmaction - INFO - Epoch [16][200/940] lr: 1.000e-02, eta: 1 day, 1:04:25, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5654, top5_acc: 0.7904, loss_cls: 1.8253, loss: 1.8253, grad_norm: 5.0884 2021-03-07 22:00:11,580 - mmaction - INFO - Epoch [16][220/940] lr: 1.000e-02, eta: 1 day, 1:03:39, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.5891, top5_acc: 0.7988, loss_cls: 1.7692, loss: 1.7692, grad_norm: 4.8519 2021-03-07 22:00:29,997 - mmaction - INFO - Epoch [16][240/940] lr: 1.000e-02, eta: 1 day, 1:02:53, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.5865, top5_acc: 0.8025, loss_cls: 1.7316, loss: 1.7316, grad_norm: 5.0071 2021-03-07 22:00:48,448 - mmaction - INFO - Epoch [16][260/940] lr: 1.000e-02, eta: 1 day, 1:02:07, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.5795, top5_acc: 0.7904, loss_cls: 1.7930, loss: 1.7930, grad_norm: 5.0149 2021-03-07 22:01:06,848 - mmaction - INFO - Epoch [16][280/940] lr: 1.000e-02, eta: 1 day, 1:01:21, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5857, top5_acc: 0.7996, loss_cls: 1.7868, loss: 1.7868, grad_norm: 5.0612 2021-03-07 22:01:25,435 - mmaction - INFO - Epoch [16][300/940] lr: 1.000e-02, eta: 1 day, 1:00:36, time: 0.929, data_time: 0.002, memory: 8361, top1_acc: 0.5809, top5_acc: 0.7916, loss_cls: 1.7947, loss: 1.7947, grad_norm: 5.0567 2021-03-07 22:01:43,937 - mmaction - INFO - Epoch [16][320/940] lr: 1.000e-02, eta: 1 day, 0:59:51, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.5883, top5_acc: 0.7959, loss_cls: 1.7789, loss: 1.7789, grad_norm: 4.9586 2021-03-07 22:02:02,192 - mmaction - INFO - Epoch [16][340/940] lr: 1.000e-02, eta: 1 day, 0:59:04, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5900, top5_acc: 0.8025, loss_cls: 1.7480, loss: 1.7480, grad_norm: 4.9616 2021-03-07 22:02:20,629 - mmaction - INFO - Epoch [16][360/940] lr: 1.000e-02, eta: 1 day, 0:58:19, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5848, top5_acc: 0.7984, loss_cls: 1.7578, loss: 1.7578, grad_norm: 4.9600 2021-03-07 22:02:39,008 - mmaction - INFO - Epoch [16][380/940] lr: 1.000e-02, eta: 1 day, 0:57:33, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5760, top5_acc: 0.7902, loss_cls: 1.8047, loss: 1.8047, grad_norm: 5.0565 2021-03-07 22:02:57,391 - mmaction - INFO - Epoch [16][400/940] lr: 1.000e-02, eta: 1 day, 0:56:47, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5687, top5_acc: 0.7920, loss_cls: 1.8315, loss: 1.8315, grad_norm: 5.1075 2021-03-07 22:03:15,808 - mmaction - INFO - Epoch [16][420/940] lr: 1.000e-02, eta: 1 day, 0:56:01, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5756, top5_acc: 0.8014, loss_cls: 1.7646, loss: 1.7646, grad_norm: 5.0393 2021-03-07 22:03:34,150 - mmaction - INFO - Epoch [16][440/940] lr: 1.000e-02, eta: 1 day, 0:55:16, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5838, top5_acc: 0.8002, loss_cls: 1.7616, loss: 1.7616, grad_norm: 5.0289 2021-03-07 22:03:52,623 - mmaction - INFO - Epoch [16][460/940] lr: 1.000e-02, eta: 1 day, 0:54:31, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.5775, top5_acc: 0.8002, loss_cls: 1.7829, loss: 1.7829, grad_norm: 5.0020 2021-03-07 22:04:11,000 - mmaction - INFO - Epoch [16][480/940] lr: 1.000e-02, eta: 1 day, 0:53:45, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5811, top5_acc: 0.8053, loss_cls: 1.7475, loss: 1.7475, grad_norm: 5.0440 2021-03-07 22:04:29,372 - mmaction - INFO - Epoch [16][500/940] lr: 1.000e-02, eta: 1 day, 0:53:00, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5764, top5_acc: 0.7965, loss_cls: 1.7854, loss: 1.7854, grad_norm: 5.1268 2021-03-07 22:04:47,749 - mmaction - INFO - Epoch [16][520/940] lr: 1.000e-02, eta: 1 day, 0:52:15, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5844, top5_acc: 0.7980, loss_cls: 1.7801, loss: 1.7801, grad_norm: 4.9877 2021-03-07 22:05:06,021 - mmaction - INFO - Epoch [16][540/940] lr: 1.000e-02, eta: 1 day, 0:51:29, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5814, top5_acc: 0.7955, loss_cls: 1.8024, loss: 1.8024, grad_norm: 5.1585 2021-03-07 22:05:24,529 - mmaction - INFO - Epoch [16][560/940] lr: 1.000e-02, eta: 1 day, 0:50:44, time: 0.925, data_time: 0.003, memory: 8361, top1_acc: 0.5711, top5_acc: 0.7896, loss_cls: 1.8002, loss: 1.8002, grad_norm: 5.0538 2021-03-07 22:05:42,913 - mmaction - INFO - Epoch [16][580/940] lr: 1.000e-02, eta: 1 day, 0:49:59, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5686, top5_acc: 0.7842, loss_cls: 1.8448, loss: 1.8448, grad_norm: 5.0035 2021-03-07 22:06:01,233 - mmaction - INFO - Epoch [16][600/940] lr: 1.000e-02, eta: 1 day, 0:49:14, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5854, top5_acc: 0.8018, loss_cls: 1.7507, loss: 1.7507, grad_norm: 4.9875 2021-03-07 22:06:19,621 - mmaction - INFO - Epoch [16][620/940] lr: 1.000e-02, eta: 1 day, 0:48:29, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5744, top5_acc: 0.7904, loss_cls: 1.8187, loss: 1.8187, grad_norm: 5.0888 2021-03-07 22:06:37,999 - mmaction - INFO - Epoch [16][640/940] lr: 1.000e-02, eta: 1 day, 0:47:44, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5799, top5_acc: 0.7904, loss_cls: 1.8118, loss: 1.8118, grad_norm: 5.1080 2021-03-07 22:06:56,357 - mmaction - INFO - Epoch [16][660/940] lr: 1.000e-02, eta: 1 day, 0:46:59, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.5793, top5_acc: 0.8006, loss_cls: 1.7767, loss: 1.7767, grad_norm: 5.0540 2021-03-07 22:07:14,814 - mmaction - INFO - Epoch [16][680/940] lr: 1.000e-02, eta: 1 day, 0:46:15, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.5822, top5_acc: 0.7928, loss_cls: 1.8100, loss: 1.8100, grad_norm: 5.0637 2021-03-07 22:07:33,065 - mmaction - INFO - Epoch [16][700/940] lr: 1.000e-02, eta: 1 day, 0:45:30, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5744, top5_acc: 0.7906, loss_cls: 1.8047, loss: 1.8047, grad_norm: 5.1414 2021-03-07 22:07:51,332 - mmaction - INFO - Epoch [16][720/940] lr: 1.000e-02, eta: 1 day, 0:44:45, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.5715, top5_acc: 0.7971, loss_cls: 1.8209, loss: 1.8209, grad_norm: 5.0893 2021-03-07 22:08:09,685 - mmaction - INFO - Epoch [16][740/940] lr: 1.000e-02, eta: 1 day, 0:44:00, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5725, top5_acc: 0.7937, loss_cls: 1.8015, loss: 1.8015, grad_norm: 5.0485 2021-03-07 22:08:27,997 - mmaction - INFO - Epoch [16][760/940] lr: 1.000e-02, eta: 1 day, 0:43:15, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5734, top5_acc: 0.7926, loss_cls: 1.8142, loss: 1.8142, grad_norm: 5.0682 2021-03-07 22:08:46,341 - mmaction - INFO - Epoch [16][780/940] lr: 1.000e-02, eta: 1 day, 0:42:31, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5793, top5_acc: 0.8039, loss_cls: 1.7830, loss: 1.7830, grad_norm: 4.9904 2021-03-07 22:09:04,668 - mmaction - INFO - Epoch [16][800/940] lr: 1.000e-02, eta: 1 day, 0:41:46, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5760, top5_acc: 0.7949, loss_cls: 1.7741, loss: 1.7741, grad_norm: 4.9805 2021-03-07 22:09:22,989 - mmaction - INFO - Epoch [16][820/940] lr: 1.000e-02, eta: 1 day, 0:41:02, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5768, top5_acc: 0.7961, loss_cls: 1.7835, loss: 1.7835, grad_norm: 5.0935 2021-03-07 22:09:41,268 - mmaction - INFO - Epoch [16][840/940] lr: 1.000e-02, eta: 1 day, 0:40:17, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5734, top5_acc: 0.7932, loss_cls: 1.7995, loss: 1.7995, grad_norm: 5.0445 2021-03-07 22:09:59,655 - mmaction - INFO - Epoch [16][860/940] lr: 1.000e-02, eta: 1 day, 0:39:33, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5826, top5_acc: 0.8006, loss_cls: 1.7625, loss: 1.7625, grad_norm: 4.9861 2021-03-07 22:10:17,933 - mmaction - INFO - Epoch [16][880/940] lr: 1.000e-02, eta: 1 day, 0:38:48, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5646, top5_acc: 0.7836, loss_cls: 1.8384, loss: 1.8384, grad_norm: 4.9887 2021-03-07 22:10:36,259 - mmaction - INFO - Epoch [16][900/940] lr: 1.000e-02, eta: 1 day, 0:38:04, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5738, top5_acc: 0.7951, loss_cls: 1.8043, loss: 1.8043, grad_norm: 5.0298 2021-03-07 22:10:54,606 - mmaction - INFO - Epoch [16][920/940] lr: 1.000e-02, eta: 1 day, 0:37:20, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5725, top5_acc: 0.7873, loss_cls: 1.8303, loss: 1.8303, grad_norm: 4.9646 2021-03-07 22:11:12,381 - mmaction - INFO - Epoch [16][940/940] lr: 1.000e-02, eta: 1 day, 0:36:33, time: 0.889, data_time: 0.002, memory: 8361, top1_acc: 0.5627, top5_acc: 0.7902, loss_cls: 1.8263, loss: 1.8263, grad_norm: 5.1289 2021-03-07 22:11:14,305 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-03-07 22:13:52,133 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-07 22:13:53,108 - mmaction - INFO - top1_acc 0.6420 top5_acc 0.8583 2021-03-07 22:13:55,111 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. 2021-03-07 22:13:55,113 - mmaction - INFO - Best top1_acc is 0.6420 at 16 epoch. 2021-03-07 22:13:55,121 - mmaction - INFO - Epoch(val) [16][940] top1_acc: 0.6420, top5_acc: 0.8583 2021-03-07 22:17:24,296 - mmaction - INFO - Epoch [17][20/940] lr: 1.000e-02, eta: 1 day, 0:52:29, time: 10.457, data_time: 9.535, memory: 8361, top1_acc: 0.5879, top5_acc: 0.8084, loss_cls: 1.7298, loss: 1.7298, grad_norm: 5.0588 2021-03-07 22:17:42,568 - mmaction - INFO - Epoch [17][40/940] lr: 1.000e-02, eta: 1 day, 0:51:43, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.5654, top5_acc: 0.7873, loss_cls: 1.8251, loss: 1.8251, grad_norm: 5.0686 2021-03-07 22:18:00,777 - mmaction - INFO - Epoch [17][60/940] lr: 1.000e-02, eta: 1 day, 0:50:57, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.5869, top5_acc: 0.8076, loss_cls: 1.7363, loss: 1.7363, grad_norm: 5.0393 2021-03-07 22:18:19,009 - mmaction - INFO - Epoch [17][80/940] lr: 1.000e-02, eta: 1 day, 0:50:12, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.5914, top5_acc: 0.8068, loss_cls: 1.7158, loss: 1.7158, grad_norm: 4.9577 2021-03-07 22:18:37,286 - mmaction - INFO - Epoch [17][100/940] lr: 1.000e-02, eta: 1 day, 0:49:26, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5877, top5_acc: 0.7979, loss_cls: 1.7537, loss: 1.7537, grad_norm: 4.9797 2021-03-07 22:18:55,481 - mmaction - INFO - Epoch [17][120/940] lr: 1.000e-02, eta: 1 day, 0:48:40, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.5875, top5_acc: 0.8020, loss_cls: 1.7504, loss: 1.7504, grad_norm: 4.9580 2021-03-07 22:19:13,840 - mmaction - INFO - Epoch [17][140/940] lr: 1.000e-02, eta: 1 day, 0:47:55, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.5852, top5_acc: 0.7975, loss_cls: 1.7556, loss: 1.7556, grad_norm: 5.0473 2021-03-07 22:19:32,077 - mmaction - INFO - Epoch [17][160/940] lr: 1.000e-02, eta: 1 day, 0:47:10, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.5908, top5_acc: 0.8008, loss_cls: 1.7433, loss: 1.7433, grad_norm: 5.0395 2021-03-07 22:19:50,313 - mmaction - INFO - Epoch [17][180/940] lr: 1.000e-02, eta: 1 day, 0:46:24, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.5912, top5_acc: 0.8055, loss_cls: 1.7484, loss: 1.7484, grad_norm: 5.0505 2021-03-07 22:20:08,779 - mmaction - INFO - Epoch [17][200/940] lr: 1.000e-02, eta: 1 day, 0:45:40, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.5910, top5_acc: 0.8088, loss_cls: 1.7335, loss: 1.7335, grad_norm: 4.9791 2021-03-07 22:20:27,168 - mmaction - INFO - Epoch [17][220/940] lr: 1.000e-02, eta: 1 day, 0:44:55, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6027, top5_acc: 0.8139, loss_cls: 1.7047, loss: 1.7047, grad_norm: 4.8914 2021-03-07 22:20:45,677 - mmaction - INFO - Epoch [17][240/940] lr: 1.000e-02, eta: 1 day, 0:44:11, time: 0.925, data_time: 0.001, memory: 8361, top1_acc: 0.5865, top5_acc: 0.8014, loss_cls: 1.7721, loss: 1.7721, grad_norm: 5.0422 2021-03-07 22:21:04,018 - mmaction - INFO - Epoch [17][260/940] lr: 1.000e-02, eta: 1 day, 0:43:27, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5826, top5_acc: 0.8012, loss_cls: 1.7604, loss: 1.7604, grad_norm: 5.1052 2021-03-07 22:21:22,437 - mmaction - INFO - Epoch [17][280/940] lr: 1.000e-02, eta: 1 day, 0:42:43, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.5838, top5_acc: 0.7908, loss_cls: 1.7884, loss: 1.7884, grad_norm: 5.0510 2021-03-07 22:21:40,845 - mmaction - INFO - Epoch [17][300/940] lr: 1.000e-02, eta: 1 day, 0:41:58, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5906, top5_acc: 0.8014, loss_cls: 1.7541, loss: 1.7541, grad_norm: 5.0191 2021-03-07 22:21:59,378 - mmaction - INFO - Epoch [17][320/940] lr: 1.000e-02, eta: 1 day, 0:41:15, time: 0.927, data_time: 0.002, memory: 8361, top1_acc: 0.5840, top5_acc: 0.7992, loss_cls: 1.7659, loss: 1.7659, grad_norm: 5.1050 2021-03-07 22:22:17,711 - mmaction - INFO - Epoch [17][340/940] lr: 1.000e-02, eta: 1 day, 0:40:31, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5771, top5_acc: 0.8037, loss_cls: 1.7632, loss: 1.7632, grad_norm: 5.1229 2021-03-07 22:22:36,147 - mmaction - INFO - Epoch [17][360/940] lr: 1.000e-02, eta: 1 day, 0:39:47, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5813, top5_acc: 0.8109, loss_cls: 1.7204, loss: 1.7204, grad_norm: 4.9893 2021-03-07 22:22:54,666 - mmaction - INFO - Epoch [17][380/940] lr: 1.000e-02, eta: 1 day, 0:39:03, time: 0.926, data_time: 0.001, memory: 8361, top1_acc: 0.5912, top5_acc: 0.7992, loss_cls: 1.7532, loss: 1.7532, grad_norm: 5.0149 2021-03-07 22:23:12,968 - mmaction - INFO - Epoch [17][400/940] lr: 1.000e-02, eta: 1 day, 0:38:19, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5936, top5_acc: 0.8092, loss_cls: 1.7473, loss: 1.7473, grad_norm: 4.9665 2021-03-07 22:23:31,282 - mmaction - INFO - Epoch [17][420/940] lr: 1.000e-02, eta: 1 day, 0:37:35, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5914, top5_acc: 0.8084, loss_cls: 1.7185, loss: 1.7185, grad_norm: 5.0710 2021-03-07 22:23:49,721 - mmaction - INFO - Epoch [17][440/940] lr: 1.000e-02, eta: 1 day, 0:36:51, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5762, top5_acc: 0.7957, loss_cls: 1.8054, loss: 1.8054, grad_norm: 5.1214 2021-03-07 22:24:07,987 - mmaction - INFO - Epoch [17][460/940] lr: 1.000e-02, eta: 1 day, 0:36:07, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5875, top5_acc: 0.7969, loss_cls: 1.7560, loss: 1.7560, grad_norm: 4.9993 2021-03-07 22:24:26,316 - mmaction - INFO - Epoch [17][480/940] lr: 1.000e-02, eta: 1 day, 0:35:23, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5824, top5_acc: 0.8002, loss_cls: 1.7654, loss: 1.7654, grad_norm: 4.9627 2021-03-07 22:24:44,747 - mmaction - INFO - Epoch [17][500/940] lr: 1.000e-02, eta: 1 day, 0:34:39, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5822, top5_acc: 0.7945, loss_cls: 1.7770, loss: 1.7770, grad_norm: 4.9991 2021-03-07 22:25:03,060 - mmaction - INFO - Epoch [17][520/940] lr: 1.000e-02, eta: 1 day, 0:33:55, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5795, top5_acc: 0.8021, loss_cls: 1.7675, loss: 1.7675, grad_norm: 5.0326 2021-03-07 22:25:21,662 - mmaction - INFO - Epoch [17][540/940] lr: 1.000e-02, eta: 1 day, 0:33:13, time: 0.930, data_time: 0.003, memory: 8361, top1_acc: 0.5779, top5_acc: 0.8035, loss_cls: 1.7726, loss: 1.7726, grad_norm: 5.0129 2021-03-07 22:25:40,056 - mmaction - INFO - Epoch [17][560/940] lr: 1.000e-02, eta: 1 day, 0:32:30, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5898, top5_acc: 0.8049, loss_cls: 1.7216, loss: 1.7216, grad_norm: 4.9144 2021-03-07 22:25:58,351 - mmaction - INFO - Epoch [17][580/940] lr: 1.000e-02, eta: 1 day, 0:31:46, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5818, top5_acc: 0.7980, loss_cls: 1.7694, loss: 1.7694, grad_norm: 4.9757 2021-03-07 22:26:16,753 - mmaction - INFO - Epoch [17][600/940] lr: 1.000e-02, eta: 1 day, 0:31:03, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5902, top5_acc: 0.8090, loss_cls: 1.7267, loss: 1.7267, grad_norm: 4.9642 2021-03-07 22:26:35,065 - mmaction - INFO - Epoch [17][620/940] lr: 1.000e-02, eta: 1 day, 0:30:19, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5844, top5_acc: 0.8043, loss_cls: 1.7469, loss: 1.7469, grad_norm: 4.9777 2021-03-07 22:26:53,480 - mmaction - INFO - Epoch [17][640/940] lr: 1.000e-02, eta: 1 day, 0:29:36, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5789, top5_acc: 0.7969, loss_cls: 1.7969, loss: 1.7969, grad_norm: 5.1261 2021-03-07 22:27:11,794 - mmaction - INFO - Epoch [17][660/940] lr: 1.000e-02, eta: 1 day, 0:28:52, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5904, top5_acc: 0.7998, loss_cls: 1.7766, loss: 1.7766, grad_norm: 5.1267 2021-03-07 22:27:30,201 - mmaction - INFO - Epoch [17][680/940] lr: 1.000e-02, eta: 1 day, 0:28:10, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5809, top5_acc: 0.8031, loss_cls: 1.7581, loss: 1.7581, grad_norm: 5.0815 2021-03-07 22:27:48,594 - mmaction - INFO - Epoch [17][700/940] lr: 1.000e-02, eta: 1 day, 0:27:27, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5988, top5_acc: 0.8102, loss_cls: 1.6821, loss: 1.6821, grad_norm: 4.8902 2021-03-07 22:28:06,987 - mmaction - INFO - Epoch [17][720/940] lr: 1.000e-02, eta: 1 day, 0:26:44, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5840, top5_acc: 0.7910, loss_cls: 1.7864, loss: 1.7864, grad_norm: 5.0860 2021-03-07 22:28:25,350 - mmaction - INFO - Epoch [17][740/940] lr: 1.000e-02, eta: 1 day, 0:26:01, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5766, top5_acc: 0.8020, loss_cls: 1.7820, loss: 1.7820, grad_norm: 5.0082 2021-03-07 22:28:43,601 - mmaction - INFO - Epoch [17][760/940] lr: 1.000e-02, eta: 1 day, 0:25:17, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.5820, top5_acc: 0.7961, loss_cls: 1.7569, loss: 1.7569, grad_norm: 5.0318 2021-03-07 22:29:01,978 - mmaction - INFO - Epoch [17][780/940] lr: 1.000e-02, eta: 1 day, 0:24:34, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5793, top5_acc: 0.7937, loss_cls: 1.7916, loss: 1.7916, grad_norm: 4.9981 2021-03-07 22:29:20,324 - mmaction - INFO - Epoch [17][800/940] lr: 1.000e-02, eta: 1 day, 0:23:51, time: 0.917, data_time: 0.003, memory: 8361, top1_acc: 0.5857, top5_acc: 0.8014, loss_cls: 1.7469, loss: 1.7469, grad_norm: 4.9796 2021-03-07 22:29:38,665 - mmaction - INFO - Epoch [17][820/940] lr: 1.000e-02, eta: 1 day, 0:23:09, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5943, top5_acc: 0.8078, loss_cls: 1.7439, loss: 1.7439, grad_norm: 4.9857 2021-03-07 22:29:57,133 - mmaction - INFO - Epoch [17][840/940] lr: 1.000e-02, eta: 1 day, 0:22:27, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.5748, top5_acc: 0.7887, loss_cls: 1.8240, loss: 1.8240, grad_norm: 4.9932 2021-03-07 22:30:15,432 - mmaction - INFO - Epoch [17][860/940] lr: 1.000e-02, eta: 1 day, 0:21:44, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5883, top5_acc: 0.7996, loss_cls: 1.7603, loss: 1.7603, grad_norm: 5.0651 2021-03-07 22:30:33,811 - mmaction - INFO - Epoch [17][880/940] lr: 1.000e-02, eta: 1 day, 0:21:01, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5805, top5_acc: 0.7992, loss_cls: 1.7908, loss: 1.7908, grad_norm: 5.0480 2021-03-07 22:30:52,184 - mmaction - INFO - Epoch [17][900/940] lr: 1.000e-02, eta: 1 day, 0:20:19, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5793, top5_acc: 0.8012, loss_cls: 1.7771, loss: 1.7771, grad_norm: 5.0188 2021-03-07 22:31:10,488 - mmaction - INFO - Epoch [17][920/940] lr: 1.000e-02, eta: 1 day, 0:19:36, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5689, top5_acc: 0.7822, loss_cls: 1.8523, loss: 1.8523, grad_norm: 5.0800 2021-03-07 22:31:28,386 - mmaction - INFO - Epoch [17][940/940] lr: 1.000e-02, eta: 1 day, 0:18:51, time: 0.895, data_time: 0.001, memory: 8361, top1_acc: 0.5731, top5_acc: 0.7904, loss_cls: 1.7865, loss: 1.7865, grad_norm: 5.0531 2021-03-07 22:31:30,203 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-03-07 22:34:10,161 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-07 22:34:11,137 - mmaction - INFO - top1_acc 0.6456 top5_acc 0.8580 2021-03-07 22:34:12,823 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. 2021-03-07 22:34:12,826 - mmaction - INFO - Best top1_acc is 0.6456 at 17 epoch. 2021-03-07 22:34:12,834 - mmaction - INFO - Epoch(val) [17][940] top1_acc: 0.6456, top5_acc: 0.8580 2021-03-07 22:37:44,468 - mmaction - INFO - Epoch [18][20/940] lr: 1.000e-02, eta: 1 day, 0:33:51, time: 10.580, data_time: 9.647, memory: 8361, top1_acc: 0.5912, top5_acc: 0.8080, loss_cls: 1.7250, loss: 1.7250, grad_norm: 4.9545 2021-03-07 22:38:02,707 - mmaction - INFO - Epoch [18][40/940] lr: 1.000e-02, eta: 1 day, 0:33:07, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.5938, top5_acc: 0.8068, loss_cls: 1.7175, loss: 1.7175, grad_norm: 5.0258 2021-03-07 22:38:20,898 - mmaction - INFO - Epoch [18][60/940] lr: 1.000e-02, eta: 1 day, 0:32:22, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.5818, top5_acc: 0.7916, loss_cls: 1.7886, loss: 1.7886, grad_norm: 5.0755 2021-03-07 22:38:39,154 - mmaction - INFO - Epoch [18][80/940] lr: 1.000e-02, eta: 1 day, 0:31:38, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6020, top5_acc: 0.8150, loss_cls: 1.6713, loss: 1.6713, grad_norm: 4.7726 2021-03-07 22:38:57,413 - mmaction - INFO - Epoch [18][100/940] lr: 1.000e-02, eta: 1 day, 0:30:54, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6055, top5_acc: 0.8133, loss_cls: 1.6612, loss: 1.6612, grad_norm: 4.9041 2021-03-07 22:39:15,631 - mmaction - INFO - Epoch [18][120/940] lr: 1.000e-02, eta: 1 day, 0:30:10, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.5863, top5_acc: 0.8059, loss_cls: 1.7488, loss: 1.7488, grad_norm: 5.0059 2021-03-07 22:39:33,988 - mmaction - INFO - Epoch [18][140/940] lr: 1.000e-02, eta: 1 day, 0:29:27, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5824, top5_acc: 0.7994, loss_cls: 1.7485, loss: 1.7485, grad_norm: 5.0325 2021-03-07 22:39:52,306 - mmaction - INFO - Epoch [18][160/940] lr: 1.000e-02, eta: 1 day, 0:28:43, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5875, top5_acc: 0.8104, loss_cls: 1.7169, loss: 1.7169, grad_norm: 5.0505 2021-03-07 22:40:10,720 - mmaction - INFO - Epoch [18][180/940] lr: 1.000e-02, eta: 1 day, 0:28:00, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5879, top5_acc: 0.8135, loss_cls: 1.7236, loss: 1.7236, grad_norm: 5.0587 2021-03-07 22:40:29,106 - mmaction - INFO - Epoch [18][200/940] lr: 1.000e-02, eta: 1 day, 0:27:17, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5914, top5_acc: 0.8010, loss_cls: 1.7322, loss: 1.7322, grad_norm: 4.9440 2021-03-07 22:40:47,454 - mmaction - INFO - Epoch [18][220/940] lr: 1.000e-02, eta: 1 day, 0:26:34, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5947, top5_acc: 0.8057, loss_cls: 1.7016, loss: 1.7016, grad_norm: 4.9169 2021-03-07 22:41:05,947 - mmaction - INFO - Epoch [18][240/940] lr: 1.000e-02, eta: 1 day, 0:25:52, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.5916, top5_acc: 0.8080, loss_cls: 1.7195, loss: 1.7195, grad_norm: 5.0762 2021-03-07 22:41:24,368 - mmaction - INFO - Epoch [18][260/940] lr: 1.000e-02, eta: 1 day, 0:25:09, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5932, top5_acc: 0.8127, loss_cls: 1.7041, loss: 1.7041, grad_norm: 4.9368 2021-03-07 22:41:42,766 - mmaction - INFO - Epoch [18][280/940] lr: 1.000e-02, eta: 1 day, 0:24:26, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5932, top5_acc: 0.8070, loss_cls: 1.7333, loss: 1.7333, grad_norm: 5.1304 2021-03-07 22:42:01,215 - mmaction - INFO - Epoch [18][300/940] lr: 1.000e-02, eta: 1 day, 0:23:44, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5799, top5_acc: 0.8035, loss_cls: 1.7640, loss: 1.7640, grad_norm: 5.1010 2021-03-07 22:42:19,522 - mmaction - INFO - Epoch [18][320/940] lr: 1.000e-02, eta: 1 day, 0:23:01, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5928, top5_acc: 0.8156, loss_cls: 1.7082, loss: 1.7082, grad_norm: 5.0298 2021-03-07 22:42:37,851 - mmaction - INFO - Epoch [18][340/940] lr: 1.000e-02, eta: 1 day, 0:22:18, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5742, top5_acc: 0.7871, loss_cls: 1.7903, loss: 1.7903, grad_norm: 5.1021 2021-03-07 22:42:56,373 - mmaction - INFO - Epoch [18][360/940] lr: 1.000e-02, eta: 1 day, 0:21:36, time: 0.926, data_time: 0.001, memory: 8361, top1_acc: 0.5865, top5_acc: 0.7992, loss_cls: 1.7423, loss: 1.7423, grad_norm: 5.0571 2021-03-07 22:43:14,848 - mmaction - INFO - Epoch [18][380/940] lr: 1.000e-02, eta: 1 day, 0:20:54, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.5902, top5_acc: 0.8064, loss_cls: 1.7269, loss: 1.7269, grad_norm: 5.0259 2021-03-07 22:43:33,256 - mmaction - INFO - Epoch [18][400/940] lr: 1.000e-02, eta: 1 day, 0:20:11, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5928, top5_acc: 0.8090, loss_cls: 1.7177, loss: 1.7177, grad_norm: 4.9465 2021-03-07 22:43:51,752 - mmaction - INFO - Epoch [18][420/940] lr: 1.000e-02, eta: 1 day, 0:19:30, time: 0.925, data_time: 0.001, memory: 8361, top1_acc: 0.5922, top5_acc: 0.8104, loss_cls: 1.7226, loss: 1.7226, grad_norm: 5.0490 2021-03-07 22:44:10,181 - mmaction - INFO - Epoch [18][440/940] lr: 1.000e-02, eta: 1 day, 0:18:48, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5773, top5_acc: 0.8012, loss_cls: 1.7783, loss: 1.7783, grad_norm: 5.2059 2021-03-07 22:44:28,498 - mmaction - INFO - Epoch [18][460/940] lr: 1.000e-02, eta: 1 day, 0:18:05, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5898, top5_acc: 0.8066, loss_cls: 1.7448, loss: 1.7448, grad_norm: 5.0901 2021-03-07 22:44:46,793 - mmaction - INFO - Epoch [18][480/940] lr: 1.000e-02, eta: 1 day, 0:17:22, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5695, top5_acc: 0.7830, loss_cls: 1.8475, loss: 1.8475, grad_norm: 5.1654 2021-03-07 22:45:05,094 - mmaction - INFO - Epoch [18][500/940] lr: 1.000e-02, eta: 1 day, 0:16:40, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5857, top5_acc: 0.7943, loss_cls: 1.7598, loss: 1.7598, grad_norm: 5.1130 2021-03-07 22:45:23,526 - mmaction - INFO - Epoch [18][520/940] lr: 1.000e-02, eta: 1 day, 0:15:58, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5881, top5_acc: 0.7990, loss_cls: 1.7848, loss: 1.7848, grad_norm: 5.1032 2021-03-07 22:45:41,985 - mmaction - INFO - Epoch [18][540/940] lr: 1.000e-02, eta: 1 day, 0:15:16, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.5717, top5_acc: 0.8014, loss_cls: 1.7959, loss: 1.7959, grad_norm: 5.1069 2021-03-07 22:46:00,371 - mmaction - INFO - Epoch [18][560/940] lr: 1.000e-02, eta: 1 day, 0:14:34, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.6004, top5_acc: 0.8137, loss_cls: 1.6962, loss: 1.6962, grad_norm: 5.0207 2021-03-07 22:46:18,838 - mmaction - INFO - Epoch [18][580/940] lr: 1.000e-02, eta: 1 day, 0:13:53, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.5873, top5_acc: 0.8064, loss_cls: 1.7326, loss: 1.7326, grad_norm: 5.0537 2021-03-07 22:46:37,138 - mmaction - INFO - Epoch [18][600/940] lr: 1.000e-02, eta: 1 day, 0:13:10, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5795, top5_acc: 0.8008, loss_cls: 1.7735, loss: 1.7735, grad_norm: 5.1241 2021-03-07 22:46:55,673 - mmaction - INFO - Epoch [18][620/940] lr: 1.000e-02, eta: 1 day, 0:12:29, time: 0.927, data_time: 0.002, memory: 8361, top1_acc: 0.5971, top5_acc: 0.8053, loss_cls: 1.7458, loss: 1.7458, grad_norm: 5.0374 2021-03-07 22:47:13,967 - mmaction - INFO - Epoch [18][640/940] lr: 1.000e-02, eta: 1 day, 0:11:47, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5982, top5_acc: 0.7996, loss_cls: 1.7586, loss: 1.7586, grad_norm: 5.0208 2021-03-07 22:47:32,311 - mmaction - INFO - Epoch [18][660/940] lr: 1.000e-02, eta: 1 day, 0:11:05, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5861, top5_acc: 0.7889, loss_cls: 1.8035, loss: 1.8035, grad_norm: 5.0397 2021-03-07 22:47:50,659 - mmaction - INFO - Epoch [18][680/940] lr: 1.000e-02, eta: 1 day, 0:10:23, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5889, top5_acc: 0.7975, loss_cls: 1.7652, loss: 1.7652, grad_norm: 4.9243 2021-03-07 22:48:08,972 - mmaction - INFO - Epoch [18][700/940] lr: 1.000e-02, eta: 1 day, 0:09:41, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5773, top5_acc: 0.7855, loss_cls: 1.8154, loss: 1.8154, grad_norm: 5.0729 2021-03-07 22:48:27,564 - mmaction - INFO - Epoch [18][720/940] lr: 1.000e-02, eta: 1 day, 0:09:01, time: 0.929, data_time: 0.001, memory: 8361, top1_acc: 0.5873, top5_acc: 0.8086, loss_cls: 1.7262, loss: 1.7262, grad_norm: 4.9459 2021-03-07 22:48:45,845 - mmaction - INFO - Epoch [18][740/940] lr: 1.000e-02, eta: 1 day, 0:08:19, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5922, top5_acc: 0.8055, loss_cls: 1.7234, loss: 1.7234, grad_norm: 4.9573 2021-03-07 22:49:04,260 - mmaction - INFO - Epoch [18][760/940] lr: 1.000e-02, eta: 1 day, 0:07:37, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.5822, top5_acc: 0.7900, loss_cls: 1.7883, loss: 1.7883, grad_norm: 5.0421 2021-03-07 22:49:22,714 - mmaction - INFO - Epoch [18][780/940] lr: 1.000e-02, eta: 1 day, 0:06:56, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.5861, top5_acc: 0.7963, loss_cls: 1.7643, loss: 1.7643, grad_norm: 4.9549 2021-03-07 22:49:41,139 - mmaction - INFO - Epoch [18][800/940] lr: 1.000e-02, eta: 1 day, 0:06:15, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.6027, top5_acc: 0.8096, loss_cls: 1.6849, loss: 1.6849, grad_norm: 4.8355 2021-03-07 22:49:59,518 - mmaction - INFO - Epoch [18][820/940] lr: 1.000e-02, eta: 1 day, 0:05:34, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5842, top5_acc: 0.7975, loss_cls: 1.7501, loss: 1.7501, grad_norm: 4.9953 2021-03-07 22:50:17,858 - mmaction - INFO - Epoch [18][840/940] lr: 1.000e-02, eta: 1 day, 0:04:53, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5729, top5_acc: 0.7865, loss_cls: 1.8372, loss: 1.8372, grad_norm: 5.0747 2021-03-07 22:50:36,249 - mmaction - INFO - Epoch [18][860/940] lr: 1.000e-02, eta: 1 day, 0:04:11, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5723, top5_acc: 0.7848, loss_cls: 1.8489, loss: 1.8489, grad_norm: 5.2422 2021-03-07 22:50:54,725 - mmaction - INFO - Epoch [18][880/940] lr: 1.000e-02, eta: 1 day, 0:03:31, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.5814, top5_acc: 0.7984, loss_cls: 1.7663, loss: 1.7663, grad_norm: 5.0604 2021-03-07 22:51:13,002 - mmaction - INFO - Epoch [18][900/940] lr: 1.000e-02, eta: 1 day, 0:02:49, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5828, top5_acc: 0.7984, loss_cls: 1.7677, loss: 1.7677, grad_norm: 5.0221 2021-03-07 22:51:31,503 - mmaction - INFO - Epoch [18][920/940] lr: 1.000e-02, eta: 1 day, 0:02:09, time: 0.925, data_time: 0.005, memory: 8361, top1_acc: 0.5770, top5_acc: 0.8031, loss_cls: 1.7591, loss: 1.7591, grad_norm: 5.1694 2021-03-07 22:51:49,402 - mmaction - INFO - Epoch [18][940/940] lr: 1.000e-02, eta: 1 day, 0:01:26, time: 0.896, data_time: 0.002, memory: 8361, top1_acc: 0.5674, top5_acc: 0.7835, loss_cls: 1.8375, loss: 1.8375, grad_norm: 5.2334 2021-03-07 22:51:51,322 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-03-07 22:54:29,823 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-07 22:54:30,799 - mmaction - INFO - top1_acc 0.6471 top5_acc 0.8590 2021-03-07 22:54:32,029 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. 2021-03-07 22:54:32,037 - mmaction - INFO - Best top1_acc is 0.6471 at 18 epoch. 2021-03-07 22:54:32,066 - mmaction - INFO - Epoch(val) [18][940] top1_acc: 0.6471, top5_acc: 0.8590 2021-03-07 22:58:07,034 - mmaction - INFO - Epoch [19][20/940] lr: 1.000e-02, eta: 1 day, 0:15:39, time: 10.747, data_time: 9.820, memory: 8361, top1_acc: 0.5973, top5_acc: 0.8082, loss_cls: 1.6985, loss: 1.6985, grad_norm: 4.9832 2021-03-07 22:58:25,169 - mmaction - INFO - Epoch [19][40/940] lr: 1.000e-02, eta: 1 day, 0:14:55, time: 0.906, data_time: 0.002, memory: 8361, top1_acc: 0.5941, top5_acc: 0.8059, loss_cls: 1.7198, loss: 1.7198, grad_norm: 5.0552 2021-03-07 22:58:43,317 - mmaction - INFO - Epoch [19][60/940] lr: 1.000e-02, eta: 1 day, 0:14:12, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.5836, top5_acc: 0.8049, loss_cls: 1.7261, loss: 1.7261, grad_norm: 5.0330 2021-03-07 22:59:01,570 - mmaction - INFO - Epoch [19][80/940] lr: 1.000e-02, eta: 1 day, 0:13:30, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5906, top5_acc: 0.8117, loss_cls: 1.7021, loss: 1.7021, grad_norm: 5.0472 2021-03-07 22:59:19,914 - mmaction - INFO - Epoch [19][100/940] lr: 1.000e-02, eta: 1 day, 0:12:48, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5961, top5_acc: 0.8096, loss_cls: 1.6930, loss: 1.6930, grad_norm: 4.8848 2021-03-07 22:59:38,261 - mmaction - INFO - Epoch [19][120/940] lr: 1.000e-02, eta: 1 day, 0:12:06, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.6084, top5_acc: 0.8100, loss_cls: 1.6802, loss: 1.6802, grad_norm: 4.9259 2021-03-07 22:59:56,568 - mmaction - INFO - Epoch [19][140/940] lr: 1.000e-02, eta: 1 day, 0:11:23, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5861, top5_acc: 0.8066, loss_cls: 1.7354, loss: 1.7354, grad_norm: 5.0955 2021-03-07 23:00:14,868 - mmaction - INFO - Epoch [19][160/940] lr: 1.000e-02, eta: 1 day, 0:10:41, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5887, top5_acc: 0.8031, loss_cls: 1.7273, loss: 1.7273, grad_norm: 5.0220 2021-03-07 23:00:33,133 - mmaction - INFO - Epoch [19][180/940] lr: 1.000e-02, eta: 1 day, 0:09:59, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5918, top5_acc: 0.8020, loss_cls: 1.7210, loss: 1.7210, grad_norm: 5.0241 2021-03-07 23:00:51,448 - mmaction - INFO - Epoch [19][200/940] lr: 1.000e-02, eta: 1 day, 0:09:17, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5988, top5_acc: 0.8033, loss_cls: 1.7107, loss: 1.7107, grad_norm: 5.0241 2021-03-07 23:01:09,952 - mmaction - INFO - Epoch [19][220/940] lr: 1.000e-02, eta: 1 day, 0:08:36, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.5902, top5_acc: 0.8121, loss_cls: 1.7102, loss: 1.7102, grad_norm: 5.0698 2021-03-07 23:01:28,269 - mmaction - INFO - Epoch [19][240/940] lr: 1.000e-02, eta: 1 day, 0:07:54, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5873, top5_acc: 0.8045, loss_cls: 1.7455, loss: 1.7455, grad_norm: 5.0552 2021-03-07 23:01:46,809 - mmaction - INFO - Epoch [19][260/940] lr: 1.000e-02, eta: 1 day, 0:07:13, time: 0.927, data_time: 0.001, memory: 8361, top1_acc: 0.5953, top5_acc: 0.8189, loss_cls: 1.6747, loss: 1.6747, grad_norm: 5.0315 2021-03-07 23:02:05,248 - mmaction - INFO - Epoch [19][280/940] lr: 1.000e-02, eta: 1 day, 0:06:32, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.6002, top5_acc: 0.8037, loss_cls: 1.7417, loss: 1.7417, grad_norm: 5.0221 2021-03-07 23:02:23,605 - mmaction - INFO - Epoch [19][300/940] lr: 1.000e-02, eta: 1 day, 0:05:50, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5885, top5_acc: 0.8016, loss_cls: 1.7500, loss: 1.7500, grad_norm: 5.1271 2021-03-07 23:02:42,037 - mmaction - INFO - Epoch [19][320/940] lr: 1.000e-02, eta: 1 day, 0:05:09, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5945, top5_acc: 0.7959, loss_cls: 1.7288, loss: 1.7288, grad_norm: 5.0389 2021-03-07 23:03:00,456 - mmaction - INFO - Epoch [19][340/940] lr: 1.000e-02, eta: 1 day, 0:04:28, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6000, top5_acc: 0.8104, loss_cls: 1.6696, loss: 1.6696, grad_norm: 5.0135 2021-03-07 23:03:19,066 - mmaction - INFO - Epoch [19][360/940] lr: 1.000e-02, eta: 1 day, 0:03:48, time: 0.932, data_time: 0.003, memory: 8361, top1_acc: 0.5848, top5_acc: 0.7959, loss_cls: 1.7603, loss: 1.7603, grad_norm: 5.0595 2021-03-07 23:03:37,447 - mmaction - INFO - Epoch [19][380/940] lr: 1.000e-02, eta: 1 day, 0:03:07, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5893, top5_acc: 0.8051, loss_cls: 1.7403, loss: 1.7403, grad_norm: 5.0515 2021-03-07 23:03:55,887 - mmaction - INFO - Epoch [19][400/940] lr: 1.000e-02, eta: 1 day, 0:02:26, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5928, top5_acc: 0.8063, loss_cls: 1.7180, loss: 1.7180, grad_norm: 5.0374 2021-03-07 23:04:14,442 - mmaction - INFO - Epoch [19][420/940] lr: 1.000e-02, eta: 1 day, 0:01:45, time: 0.928, data_time: 0.003, memory: 8361, top1_acc: 0.5861, top5_acc: 0.8057, loss_cls: 1.7338, loss: 1.7338, grad_norm: 5.0533 2021-03-07 23:04:32,726 - mmaction - INFO - Epoch [19][440/940] lr: 1.000e-02, eta: 1 day, 0:01:04, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5857, top5_acc: 0.8082, loss_cls: 1.7131, loss: 1.7131, grad_norm: 5.0633 2021-03-07 23:04:51,159 - mmaction - INFO - Epoch [19][460/940] lr: 1.000e-02, eta: 1 day, 0:00:23, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.5811, top5_acc: 0.8000, loss_cls: 1.7538, loss: 1.7538, grad_norm: 5.1271 2021-03-07 23:05:09,508 - mmaction - INFO - Epoch [19][480/940] lr: 1.000e-02, eta: 23:59:42, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5852, top5_acc: 0.8090, loss_cls: 1.7036, loss: 1.7036, grad_norm: 5.1084 2021-03-07 23:05:27,803 - mmaction - INFO - Epoch [19][500/940] lr: 1.000e-02, eta: 23:59:01, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5855, top5_acc: 0.8000, loss_cls: 1.7728, loss: 1.7728, grad_norm: 5.1369 2021-03-07 23:05:46,123 - mmaction - INFO - Epoch [19][520/940] lr: 1.000e-02, eta: 23:58:20, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5867, top5_acc: 0.7980, loss_cls: 1.7528, loss: 1.7528, grad_norm: 5.0643 2021-03-07 23:06:04,481 - mmaction - INFO - Epoch [19][540/940] lr: 1.000e-02, eta: 23:57:39, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5951, top5_acc: 0.8012, loss_cls: 1.7147, loss: 1.7147, grad_norm: 4.9704 2021-03-07 23:06:23,019 - mmaction - INFO - Epoch [19][560/940] lr: 1.000e-02, eta: 23:56:59, time: 0.927, data_time: 0.001, memory: 8361, top1_acc: 0.6076, top5_acc: 0.8074, loss_cls: 1.6942, loss: 1.6942, grad_norm: 4.9922 2021-03-07 23:06:41,477 - mmaction - INFO - Epoch [19][580/940] lr: 1.000e-02, eta: 23:56:18, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.5914, top5_acc: 0.8029, loss_cls: 1.7638, loss: 1.7638, grad_norm: 5.0580 2021-03-07 23:06:59,874 - mmaction - INFO - Epoch [19][600/940] lr: 1.000e-02, eta: 23:55:38, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.6027, top5_acc: 0.8092, loss_cls: 1.7169, loss: 1.7169, grad_norm: 5.0284 2021-03-07 23:07:18,419 - mmaction - INFO - Epoch [19][620/940] lr: 1.000e-02, eta: 23:54:58, time: 0.927, data_time: 0.002, memory: 8361, top1_acc: 0.5820, top5_acc: 0.8004, loss_cls: 1.7659, loss: 1.7659, grad_norm: 5.0364 2021-03-07 23:07:36,655 - mmaction - INFO - Epoch [19][640/940] lr: 1.000e-02, eta: 23:54:17, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.5826, top5_acc: 0.7988, loss_cls: 1.7759, loss: 1.7759, grad_norm: 5.1127 2021-03-07 23:07:54,926 - mmaction - INFO - Epoch [19][660/940] lr: 1.000e-02, eta: 23:53:36, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5844, top5_acc: 0.8088, loss_cls: 1.7188, loss: 1.7188, grad_norm: 4.9942 2021-03-07 23:08:13,351 - mmaction - INFO - Epoch [19][680/940] lr: 1.000e-02, eta: 23:52:56, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5852, top5_acc: 0.8070, loss_cls: 1.7388, loss: 1.7388, grad_norm: 5.0133 2021-03-07 23:08:31,786 - mmaction - INFO - Epoch [19][700/940] lr: 1.000e-02, eta: 23:52:15, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5869, top5_acc: 0.8084, loss_cls: 1.7436, loss: 1.7436, grad_norm: 5.0784 2021-03-07 23:08:50,117 - mmaction - INFO - Epoch [19][720/940] lr: 1.000e-02, eta: 23:51:35, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5848, top5_acc: 0.7998, loss_cls: 1.7570, loss: 1.7570, grad_norm: 4.9591 2021-03-07 23:09:08,577 - mmaction - INFO - Epoch [19][740/940] lr: 1.000e-02, eta: 23:50:55, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.5898, top5_acc: 0.8047, loss_cls: 1.7359, loss: 1.7359, grad_norm: 4.9827 2021-03-07 23:09:26,856 - mmaction - INFO - Epoch [19][760/940] lr: 1.000e-02, eta: 23:50:14, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5914, top5_acc: 0.8057, loss_cls: 1.7255, loss: 1.7255, grad_norm: 4.9924 2021-03-07 23:09:45,263 - mmaction - INFO - Epoch [19][780/940] lr: 1.000e-02, eta: 23:49:34, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5859, top5_acc: 0.7986, loss_cls: 1.7599, loss: 1.7599, grad_norm: 5.0960 2021-03-07 23:10:03,580 - mmaction - INFO - Epoch [19][800/940] lr: 1.000e-02, eta: 23:48:54, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5932, top5_acc: 0.8006, loss_cls: 1.7076, loss: 1.7076, grad_norm: 5.0777 2021-03-07 23:10:21,924 - mmaction - INFO - Epoch [19][820/940] lr: 1.000e-02, eta: 23:48:13, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5793, top5_acc: 0.7910, loss_cls: 1.8036, loss: 1.8036, grad_norm: 5.0734 2021-03-07 23:10:40,254 - mmaction - INFO - Epoch [19][840/940] lr: 1.000e-02, eta: 23:47:33, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6031, top5_acc: 0.8092, loss_cls: 1.6896, loss: 1.6896, grad_norm: 4.9507 2021-03-07 23:10:58,672 - mmaction - INFO - Epoch [19][860/940] lr: 1.000e-02, eta: 23:46:53, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5998, top5_acc: 0.8090, loss_cls: 1.6940, loss: 1.6940, grad_norm: 4.9749 2021-03-07 23:11:16,928 - mmaction - INFO - Epoch [19][880/940] lr: 1.000e-02, eta: 23:46:13, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5934, top5_acc: 0.8014, loss_cls: 1.7215, loss: 1.7215, grad_norm: 4.9991 2021-03-07 23:11:35,228 - mmaction - INFO - Epoch [19][900/940] lr: 1.000e-02, eta: 23:45:33, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.5840, top5_acc: 0.7975, loss_cls: 1.7604, loss: 1.7604, grad_norm: 5.0463 2021-03-07 23:11:53,586 - mmaction - INFO - Epoch [19][920/940] lr: 1.000e-02, eta: 23:44:53, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5936, top5_acc: 0.8111, loss_cls: 1.7240, loss: 1.7240, grad_norm: 4.9911 2021-03-07 23:12:11,419 - mmaction - INFO - Epoch [19][940/940] lr: 1.000e-02, eta: 23:44:10, time: 0.892, data_time: 0.002, memory: 8361, top1_acc: 0.5923, top5_acc: 0.8088, loss_cls: 1.7184, loss: 1.7184, grad_norm: 5.0361 2021-03-07 23:12:13,391 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-03-07 23:14:47,472 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-07 23:14:48,452 - mmaction - INFO - top1_acc 0.6496 top5_acc 0.8598 2021-03-07 23:14:49,642 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. 2021-03-07 23:14:49,643 - mmaction - INFO - Best top1_acc is 0.6496 at 19 epoch. 2021-03-07 23:14:49,650 - mmaction - INFO - Epoch(val) [19][940] top1_acc: 0.6496, top5_acc: 0.8598 2021-03-07 23:18:21,080 - mmaction - INFO - Epoch [20][20/940] lr: 1.000e-02, eta: 23:57:13, time: 10.571, data_time: 9.583, memory: 8361, top1_acc: 0.5979, top5_acc: 0.8051, loss_cls: 1.7064, loss: 1.7064, grad_norm: 4.9821 2021-03-07 23:18:39,294 - mmaction - INFO - Epoch [20][40/940] lr: 1.000e-02, eta: 23:56:31, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.5791, top5_acc: 0.8045, loss_cls: 1.7640, loss: 1.7640, grad_norm: 5.0766 2021-03-07 23:18:57,497 - mmaction - INFO - Epoch [20][60/940] lr: 1.000e-02, eta: 23:55:49, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.5998, top5_acc: 0.8131, loss_cls: 1.6673, loss: 1.6673, grad_norm: 4.9453 2021-03-07 23:19:15,822 - mmaction - INFO - Epoch [20][80/940] lr: 1.000e-02, eta: 23:55:08, time: 0.916, data_time: 0.003, memory: 8361, top1_acc: 0.5918, top5_acc: 0.8027, loss_cls: 1.7334, loss: 1.7334, grad_norm: 4.9988 2021-03-07 23:19:34,158 - mmaction - INFO - Epoch [20][100/940] lr: 1.000e-02, eta: 23:54:28, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.6121, top5_acc: 0.8176, loss_cls: 1.6559, loss: 1.6559, grad_norm: 4.9456 2021-03-07 23:19:52,440 - mmaction - INFO - Epoch [20][120/940] lr: 1.000e-02, eta: 23:53:47, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5977, top5_acc: 0.7984, loss_cls: 1.7245, loss: 1.7245, grad_norm: 5.0585 2021-03-07 23:20:10,720 - mmaction - INFO - Epoch [20][140/940] lr: 1.000e-02, eta: 23:53:06, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6057, top5_acc: 0.8131, loss_cls: 1.6642, loss: 1.6642, grad_norm: 5.1067 2021-03-07 23:20:29,025 - mmaction - INFO - Epoch [20][160/940] lr: 1.000e-02, eta: 23:52:25, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5879, top5_acc: 0.7975, loss_cls: 1.7430, loss: 1.7430, grad_norm: 5.0953 2021-03-07 23:20:47,377 - mmaction - INFO - Epoch [20][180/940] lr: 1.000e-02, eta: 23:51:44, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5893, top5_acc: 0.8100, loss_cls: 1.7140, loss: 1.7140, grad_norm: 5.0955 2021-03-07 23:21:05,841 - mmaction - INFO - Epoch [20][200/940] lr: 1.000e-02, eta: 23:51:04, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5932, top5_acc: 0.8080, loss_cls: 1.7087, loss: 1.7087, grad_norm: 5.0566 2021-03-07 23:21:24,298 - mmaction - INFO - Epoch [20][220/940] lr: 1.000e-02, eta: 23:50:24, time: 0.924, data_time: 0.003, memory: 8361, top1_acc: 0.6061, top5_acc: 0.8100, loss_cls: 1.6688, loss: 1.6688, grad_norm: 4.9871 2021-03-07 23:21:42,807 - mmaction - INFO - Epoch [20][240/940] lr: 1.000e-02, eta: 23:49:44, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.5973, top5_acc: 0.8170, loss_cls: 1.6866, loss: 1.6866, grad_norm: 5.0497 2021-03-07 23:22:01,348 - mmaction - INFO - Epoch [20][260/940] lr: 1.000e-02, eta: 23:49:04, time: 0.926, data_time: 0.001, memory: 8361, top1_acc: 0.6068, top5_acc: 0.8143, loss_cls: 1.6778, loss: 1.6778, grad_norm: 4.9960 2021-03-07 23:22:19,770 - mmaction - INFO - Epoch [20][280/940] lr: 1.000e-02, eta: 23:48:24, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.6039, top5_acc: 0.8176, loss_cls: 1.6477, loss: 1.6477, grad_norm: 4.9955 2021-03-07 23:22:38,141 - mmaction - INFO - Epoch [20][300/940] lr: 1.000e-02, eta: 23:47:44, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.6096, top5_acc: 0.8232, loss_cls: 1.6496, loss: 1.6496, grad_norm: 5.0105 2021-03-07 23:22:56,563 - mmaction - INFO - Epoch [20][320/940] lr: 1.000e-02, eta: 23:47:04, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5922, top5_acc: 0.8088, loss_cls: 1.7044, loss: 1.7044, grad_norm: 5.0663 2021-03-07 23:23:14,935 - mmaction - INFO - Epoch [20][340/940] lr: 1.000e-02, eta: 23:46:24, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5906, top5_acc: 0.8047, loss_cls: 1.7266, loss: 1.7266, grad_norm: 5.0919 2021-03-07 23:23:33,383 - mmaction - INFO - Epoch [20][360/940] lr: 1.000e-02, eta: 23:45:44, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.5900, top5_acc: 0.7998, loss_cls: 1.7467, loss: 1.7467, grad_norm: 5.0896 2021-03-07 23:23:51,723 - mmaction - INFO - Epoch [20][380/940] lr: 1.000e-02, eta: 23:45:04, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.6029, top5_acc: 0.8148, loss_cls: 1.6607, loss: 1.6607, grad_norm: 4.9875 2021-03-07 23:24:10,136 - mmaction - INFO - Epoch [20][400/940] lr: 1.000e-02, eta: 23:44:24, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5902, top5_acc: 0.8045, loss_cls: 1.7164, loss: 1.7164, grad_norm: 5.0836 2021-03-07 23:24:28,572 - mmaction - INFO - Epoch [20][420/940] lr: 1.000e-02, eta: 23:43:45, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.6049, top5_acc: 0.8141, loss_cls: 1.6815, loss: 1.6815, grad_norm: 5.0346 2021-03-07 23:24:46,981 - mmaction - INFO - Epoch [20][440/940] lr: 1.000e-02, eta: 23:43:05, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5863, top5_acc: 0.8002, loss_cls: 1.7627, loss: 1.7627, grad_norm: 5.0939 2021-03-07 23:25:05,362 - mmaction - INFO - Epoch [20][460/940] lr: 1.000e-02, eta: 23:42:25, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5895, top5_acc: 0.7998, loss_cls: 1.7517, loss: 1.7517, grad_norm: 5.0553 2021-03-07 23:25:23,703 - mmaction - INFO - Epoch [20][480/940] lr: 1.000e-02, eta: 23:41:45, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5910, top5_acc: 0.8027, loss_cls: 1.7344, loss: 1.7344, grad_norm: 5.0955 2021-03-07 23:25:42,196 - mmaction - INFO - Epoch [20][500/940] lr: 1.000e-02, eta: 23:41:06, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.5953, top5_acc: 0.8115, loss_cls: 1.6737, loss: 1.6737, grad_norm: 4.9340 2021-03-07 23:26:00,579 - mmaction - INFO - Epoch [20][520/940] lr: 1.000e-02, eta: 23:40:26, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5924, top5_acc: 0.8137, loss_cls: 1.6849, loss: 1.6849, grad_norm: 5.0065 2021-03-07 23:26:18,863 - mmaction - INFO - Epoch [20][540/940] lr: 1.000e-02, eta: 23:39:46, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5990, top5_acc: 0.8049, loss_cls: 1.6898, loss: 1.6898, grad_norm: 4.9526 2021-03-07 23:26:37,248 - mmaction - INFO - Epoch [20][560/940] lr: 1.000e-02, eta: 23:39:07, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5951, top5_acc: 0.8055, loss_cls: 1.7053, loss: 1.7053, grad_norm: 5.0004 2021-03-07 23:26:55,596 - mmaction - INFO - Epoch [20][580/940] lr: 1.000e-02, eta: 23:38:27, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5959, top5_acc: 0.8066, loss_cls: 1.7018, loss: 1.7018, grad_norm: 4.9590 2021-03-07 23:27:14,055 - mmaction - INFO - Epoch [20][600/940] lr: 1.000e-02, eta: 23:37:48, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.5912, top5_acc: 0.8092, loss_cls: 1.6990, loss: 1.6990, grad_norm: 5.0027 2021-03-07 23:27:32,357 - mmaction - INFO - Epoch [20][620/940] lr: 1.000e-02, eta: 23:37:08, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6016, top5_acc: 0.8021, loss_cls: 1.7009, loss: 1.7009, grad_norm: 4.9880 2021-03-07 23:27:50,728 - mmaction - INFO - Epoch [20][640/940] lr: 1.000e-02, eta: 23:36:29, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6027, top5_acc: 0.8096, loss_cls: 1.6938, loss: 1.6938, grad_norm: 5.0387 2021-03-07 23:28:09,149 - mmaction - INFO - Epoch [20][660/940] lr: 1.000e-02, eta: 23:35:49, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.5920, top5_acc: 0.8006, loss_cls: 1.7422, loss: 1.7422, grad_norm: 5.0353 2021-03-07 23:28:27,398 - mmaction - INFO - Epoch [20][680/940] lr: 1.000e-02, eta: 23:35:09, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.5904, top5_acc: 0.8006, loss_cls: 1.7318, loss: 1.7318, grad_norm: 5.0049 2021-03-07 23:28:45,762 - mmaction - INFO - Epoch [20][700/940] lr: 1.000e-02, eta: 23:34:30, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5900, top5_acc: 0.8074, loss_cls: 1.7379, loss: 1.7379, grad_norm: 5.0145 2021-03-07 23:29:04,227 - mmaction - INFO - Epoch [20][720/940] lr: 1.000e-02, eta: 23:33:51, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.5932, top5_acc: 0.8072, loss_cls: 1.7079, loss: 1.7079, grad_norm: 5.0456 2021-03-07 23:29:22,606 - mmaction - INFO - Epoch [20][740/940] lr: 1.000e-02, eta: 23:33:12, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5871, top5_acc: 0.8066, loss_cls: 1.7259, loss: 1.7259, grad_norm: 4.9903 2021-03-07 23:29:40,988 - mmaction - INFO - Epoch [20][760/940] lr: 1.000e-02, eta: 23:32:33, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5977, top5_acc: 0.8096, loss_cls: 1.7021, loss: 1.7021, grad_norm: 5.0047 2021-03-07 23:29:59,273 - mmaction - INFO - Epoch [20][780/940] lr: 1.000e-02, eta: 23:31:53, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5916, top5_acc: 0.8055, loss_cls: 1.7344, loss: 1.7344, grad_norm: 5.0490 2021-03-07 23:30:17,637 - mmaction - INFO - Epoch [20][800/940] lr: 1.000e-02, eta: 23:31:14, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5896, top5_acc: 0.8115, loss_cls: 1.7066, loss: 1.7066, grad_norm: 5.0565 2021-03-07 23:30:35,898 - mmaction - INFO - Epoch [20][820/940] lr: 1.000e-02, eta: 23:30:35, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5961, top5_acc: 0.8061, loss_cls: 1.6973, loss: 1.6973, grad_norm: 5.0082 2021-03-07 23:30:54,235 - mmaction - INFO - Epoch [20][840/940] lr: 1.000e-02, eta: 23:29:56, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5926, top5_acc: 0.8014, loss_cls: 1.7208, loss: 1.7208, grad_norm: 4.9065 2021-03-07 23:31:12,482 - mmaction - INFO - Epoch [20][860/940] lr: 1.000e-02, eta: 23:29:16, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.5939, top5_acc: 0.8076, loss_cls: 1.7087, loss: 1.7087, grad_norm: 4.9726 2021-03-07 23:31:30,712 - mmaction - INFO - Epoch [20][880/940] lr: 1.000e-02, eta: 23:28:37, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.5889, top5_acc: 0.7996, loss_cls: 1.7362, loss: 1.7362, grad_norm: 4.9829 2021-03-07 23:31:49,052 - mmaction - INFO - Epoch [20][900/940] lr: 1.000e-02, eta: 23:27:58, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5883, top5_acc: 0.7990, loss_cls: 1.7464, loss: 1.7464, grad_norm: 5.1184 2021-03-07 23:32:07,369 - mmaction - INFO - Epoch [20][920/940] lr: 1.000e-02, eta: 23:27:19, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5873, top5_acc: 0.7984, loss_cls: 1.7575, loss: 1.7575, grad_norm: 5.2178 2021-03-07 23:32:25,190 - mmaction - INFO - Epoch [20][940/940] lr: 1.000e-02, eta: 23:26:38, time: 0.889, data_time: 0.001, memory: 8361, top1_acc: 0.5960, top5_acc: 0.8044, loss_cls: 1.7543, loss: 1.7543, grad_norm: 5.1181 2021-03-07 23:32:26,833 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-03-07 23:35:03,839 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-07 23:35:04,817 - mmaction - INFO - top1_acc 0.6518 top5_acc 0.8642 2021-03-07 23:35:05,995 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. 2021-03-07 23:35:05,999 - mmaction - INFO - Best top1_acc is 0.6518 at 20 epoch. 2021-03-07 23:35:06,006 - mmaction - INFO - Epoch(val) [20][940] top1_acc: 0.6518, top5_acc: 0.8642 2021-03-07 23:38:38,244 - mmaction - INFO - Epoch [21][20/940] lr: 1.000e-02, eta: 23:38:53, time: 10.609, data_time: 9.584, memory: 8361, top1_acc: 0.5973, top5_acc: 0.8066, loss_cls: 1.7017, loss: 1.7017, grad_norm: 4.9899 2021-03-07 23:38:56,443 - mmaction - INFO - Epoch [21][40/940] lr: 1.000e-02, eta: 23:38:13, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.5977, top5_acc: 0.8170, loss_cls: 1.6951, loss: 1.6951, grad_norm: 5.0084 2021-03-07 23:39:14,694 - mmaction - INFO - Epoch [21][60/940] lr: 1.000e-02, eta: 23:37:33, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6002, top5_acc: 0.8193, loss_cls: 1.6469, loss: 1.6469, grad_norm: 4.8898 2021-03-07 23:39:33,067 - mmaction - INFO - Epoch [21][80/940] lr: 1.000e-02, eta: 23:36:53, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6143, top5_acc: 0.8094, loss_cls: 1.6366, loss: 1.6366, grad_norm: 4.8740 2021-03-07 23:39:51,340 - mmaction - INFO - Epoch [21][100/940] lr: 1.000e-02, eta: 23:36:13, time: 0.915, data_time: 0.003, memory: 8361, top1_acc: 0.6084, top5_acc: 0.8102, loss_cls: 1.6752, loss: 1.6752, grad_norm: 4.9567 2021-03-07 23:40:09,634 - mmaction - INFO - Epoch [21][120/940] lr: 1.000e-02, eta: 23:35:33, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5938, top5_acc: 0.8006, loss_cls: 1.7096, loss: 1.7096, grad_norm: 5.0968 2021-03-07 23:40:28,077 - mmaction - INFO - Epoch [21][140/940] lr: 1.000e-02, eta: 23:34:54, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5896, top5_acc: 0.8074, loss_cls: 1.7180, loss: 1.7180, grad_norm: 5.0625 2021-03-07 23:40:46,401 - mmaction - INFO - Epoch [21][160/940] lr: 1.000e-02, eta: 23:34:14, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6061, top5_acc: 0.8170, loss_cls: 1.6490, loss: 1.6490, grad_norm: 4.9490 2021-03-07 23:41:04,827 - mmaction - INFO - Epoch [21][180/940] lr: 1.000e-02, eta: 23:33:35, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.6027, top5_acc: 0.8176, loss_cls: 1.6696, loss: 1.6696, grad_norm: 5.0132 2021-03-07 23:41:23,183 - mmaction - INFO - Epoch [21][200/940] lr: 1.000e-02, eta: 23:32:56, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5861, top5_acc: 0.8082, loss_cls: 1.7209, loss: 1.7209, grad_norm: 5.1168 2021-03-07 23:41:41,529 - mmaction - INFO - Epoch [21][220/940] lr: 1.000e-02, eta: 23:32:16, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5988, top5_acc: 0.8070, loss_cls: 1.7100, loss: 1.7100, grad_norm: 5.0795 2021-03-07 23:41:59,849 - mmaction - INFO - Epoch [21][240/940] lr: 1.000e-02, eta: 23:31:37, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5934, top5_acc: 0.8133, loss_cls: 1.6983, loss: 1.6983, grad_norm: 5.0568 2021-03-07 23:42:18,289 - mmaction - INFO - Epoch [21][260/940] lr: 1.000e-02, eta: 23:30:58, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5889, top5_acc: 0.8090, loss_cls: 1.7131, loss: 1.7131, grad_norm: 5.0980 2021-03-07 23:42:36,662 - mmaction - INFO - Epoch [21][280/940] lr: 1.000e-02, eta: 23:30:19, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6049, top5_acc: 0.8150, loss_cls: 1.6653, loss: 1.6653, grad_norm: 4.9779 2021-03-07 23:42:55,135 - mmaction - INFO - Epoch [21][300/940] lr: 1.000e-02, eta: 23:29:40, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.6041, top5_acc: 0.8041, loss_cls: 1.6967, loss: 1.6967, grad_norm: 4.9368 2021-03-07 23:43:13,479 - mmaction - INFO - Epoch [21][320/940] lr: 1.000e-02, eta: 23:29:01, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5900, top5_acc: 0.8094, loss_cls: 1.7069, loss: 1.7069, grad_norm: 5.0517 2021-03-07 23:43:31,888 - mmaction - INFO - Epoch [21][340/940] lr: 1.000e-02, eta: 23:28:22, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5918, top5_acc: 0.8035, loss_cls: 1.7305, loss: 1.7305, grad_norm: 5.0563 2021-03-07 23:43:50,238 - mmaction - INFO - Epoch [21][360/940] lr: 1.000e-02, eta: 23:27:43, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.6076, top5_acc: 0.8133, loss_cls: 1.6843, loss: 1.6843, grad_norm: 5.0602 2021-03-07 23:44:08,622 - mmaction - INFO - Epoch [21][380/940] lr: 1.000e-02, eta: 23:27:04, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5977, top5_acc: 0.8119, loss_cls: 1.7057, loss: 1.7057, grad_norm: 4.9881 2021-03-07 23:44:27,045 - mmaction - INFO - Epoch [21][400/940] lr: 1.000e-02, eta: 23:26:25, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5996, top5_acc: 0.8109, loss_cls: 1.6884, loss: 1.6884, grad_norm: 4.9929 2021-03-07 23:44:45,333 - mmaction - INFO - Epoch [21][420/940] lr: 1.000e-02, eta: 23:25:46, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6037, top5_acc: 0.8129, loss_cls: 1.6543, loss: 1.6543, grad_norm: 4.9451 2021-03-07 23:45:03,743 - mmaction - INFO - Epoch [21][440/940] lr: 1.000e-02, eta: 23:25:07, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6094, top5_acc: 0.8168, loss_cls: 1.6670, loss: 1.6670, grad_norm: 5.0363 2021-03-07 23:45:22,152 - mmaction - INFO - Epoch [21][460/940] lr: 1.000e-02, eta: 23:24:29, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5998, top5_acc: 0.8082, loss_cls: 1.7111, loss: 1.7111, grad_norm: 5.0785 2021-03-07 23:45:40,423 - mmaction - INFO - Epoch [21][480/940] lr: 1.000e-02, eta: 23:23:50, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5930, top5_acc: 0.8098, loss_cls: 1.7229, loss: 1.7229, grad_norm: 5.0711 2021-03-07 23:45:58,763 - mmaction - INFO - Epoch [21][500/940] lr: 1.000e-02, eta: 23:23:11, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5928, top5_acc: 0.8078, loss_cls: 1.7192, loss: 1.7192, grad_norm: 5.0775 2021-03-07 23:46:17,185 - mmaction - INFO - Epoch [21][520/940] lr: 1.000e-02, eta: 23:22:32, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.6020, top5_acc: 0.8109, loss_cls: 1.6731, loss: 1.6731, grad_norm: 4.9925 2021-03-07 23:46:35,541 - mmaction - INFO - Epoch [21][540/940] lr: 1.000e-02, eta: 23:21:54, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5994, top5_acc: 0.8129, loss_cls: 1.6805, loss: 1.6805, grad_norm: 5.0370 2021-03-07 23:46:53,877 - mmaction - INFO - Epoch [21][560/940] lr: 1.000e-02, eta: 23:21:15, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5988, top5_acc: 0.8158, loss_cls: 1.6857, loss: 1.6857, grad_norm: 5.0502 2021-03-07 23:47:12,281 - mmaction - INFO - Epoch [21][580/940] lr: 1.000e-02, eta: 23:20:37, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5926, top5_acc: 0.8098, loss_cls: 1.7047, loss: 1.7047, grad_norm: 5.0052 2021-03-07 23:47:30,576 - mmaction - INFO - Epoch [21][600/940] lr: 1.000e-02, eta: 23:19:58, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6076, top5_acc: 0.8129, loss_cls: 1.6443, loss: 1.6443, grad_norm: 4.9982 2021-03-07 23:47:48,973 - mmaction - INFO - Epoch [21][620/940] lr: 1.000e-02, eta: 23:19:19, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6104, top5_acc: 0.8201, loss_cls: 1.6605, loss: 1.6605, grad_norm: 4.8940 2021-03-07 23:48:07,328 - mmaction - INFO - Epoch [21][640/940] lr: 1.000e-02, eta: 23:18:41, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5863, top5_acc: 0.8035, loss_cls: 1.7541, loss: 1.7541, grad_norm: 5.1479 2021-03-07 23:48:25,626 - mmaction - INFO - Epoch [21][660/940] lr: 1.000e-02, eta: 23:18:02, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6062, top5_acc: 0.8109, loss_cls: 1.6820, loss: 1.6820, grad_norm: 5.0444 2021-03-07 23:48:43,898 - mmaction - INFO - Epoch [21][680/940] lr: 1.000e-02, eta: 23:17:24, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6027, top5_acc: 0.8135, loss_cls: 1.6877, loss: 1.6877, grad_norm: 5.0359 2021-03-07 23:49:02,149 - mmaction - INFO - Epoch [21][700/940] lr: 1.000e-02, eta: 23:16:45, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.5939, top5_acc: 0.8059, loss_cls: 1.7291, loss: 1.7291, grad_norm: 5.0976 2021-03-07 23:49:20,617 - mmaction - INFO - Epoch [21][720/940] lr: 1.000e-02, eta: 23:16:07, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.5885, top5_acc: 0.8133, loss_cls: 1.7063, loss: 1.7063, grad_norm: 5.0920 2021-03-07 23:49:38,905 - mmaction - INFO - Epoch [21][740/940] lr: 1.000e-02, eta: 23:15:28, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6010, top5_acc: 0.8104, loss_cls: 1.6766, loss: 1.6766, grad_norm: 5.0587 2021-03-07 23:49:57,185 - mmaction - INFO - Epoch [21][760/940] lr: 1.000e-02, eta: 23:14:50, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5998, top5_acc: 0.8035, loss_cls: 1.7039, loss: 1.7039, grad_norm: 5.0572 2021-03-07 23:50:15,568 - mmaction - INFO - Epoch [21][780/940] lr: 1.000e-02, eta: 23:14:12, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5789, top5_acc: 0.7977, loss_cls: 1.7665, loss: 1.7665, grad_norm: 5.0994 2021-03-07 23:50:33,901 - mmaction - INFO - Epoch [21][800/940] lr: 1.000e-02, eta: 23:13:34, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5855, top5_acc: 0.8031, loss_cls: 1.7597, loss: 1.7597, grad_norm: 5.1220 2021-03-07 23:50:52,172 - mmaction - INFO - Epoch [21][820/940] lr: 1.000e-02, eta: 23:12:55, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5949, top5_acc: 0.8070, loss_cls: 1.7127, loss: 1.7127, grad_norm: 5.0649 2021-03-07 23:51:10,489 - mmaction - INFO - Epoch [21][840/940] lr: 1.000e-02, eta: 23:12:17, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6012, top5_acc: 0.8154, loss_cls: 1.6508, loss: 1.6508, grad_norm: 4.9289 2021-03-07 23:51:28,808 - mmaction - INFO - Epoch [21][860/940] lr: 1.000e-02, eta: 23:11:39, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6045, top5_acc: 0.8063, loss_cls: 1.7071, loss: 1.7071, grad_norm: 5.0646 2021-03-07 23:51:47,100 - mmaction - INFO - Epoch [21][880/940] lr: 1.000e-02, eta: 23:11:01, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5896, top5_acc: 0.8063, loss_cls: 1.7110, loss: 1.7110, grad_norm: 4.9921 2021-03-07 23:52:05,461 - mmaction - INFO - Epoch [21][900/940] lr: 1.000e-02, eta: 23:10:23, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5953, top5_acc: 0.8066, loss_cls: 1.7107, loss: 1.7107, grad_norm: 5.0478 2021-03-07 23:52:23,852 - mmaction - INFO - Epoch [21][920/940] lr: 1.000e-02, eta: 23:09:45, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5939, top5_acc: 0.7980, loss_cls: 1.7305, loss: 1.7305, grad_norm: 5.0610 2021-03-07 23:52:41,656 - mmaction - INFO - Epoch [21][940/940] lr: 1.000e-02, eta: 23:09:05, time: 0.888, data_time: 0.002, memory: 8361, top1_acc: 0.5866, top5_acc: 0.7985, loss_cls: 1.7491, loss: 1.7491, grad_norm: 5.1979 2021-03-07 23:52:43,598 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-03-07 23:55:18,733 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-07 23:55:19,714 - mmaction - INFO - top1_acc 0.6498 top5_acc 0.8625 2021-03-07 23:55:19,722 - mmaction - INFO - Epoch(val) [21][940] top1_acc: 0.6498, top5_acc: 0.8625 2021-03-07 23:58:53,581 - mmaction - INFO - Epoch [22][20/940] lr: 1.000e-02, eta: 23:20:42, time: 10.692, data_time: 9.781, memory: 8361, top1_acc: 0.6035, top5_acc: 0.8148, loss_cls: 1.6646, loss: 1.6646, grad_norm: 4.9411 2021-03-07 23:59:11,755 - mmaction - INFO - Epoch [22][40/940] lr: 1.000e-02, eta: 23:20:02, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.6041, top5_acc: 0.8176, loss_cls: 1.6650, loss: 1.6650, grad_norm: 4.9410 2021-03-07 23:59:29,899 - mmaction - INFO - Epoch [22][60/940] lr: 1.000e-02, eta: 23:19:23, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.6045, top5_acc: 0.8195, loss_cls: 1.6464, loss: 1.6464, grad_norm: 4.8948 2021-03-07 23:59:48,117 - mmaction - INFO - Epoch [22][80/940] lr: 1.000e-02, eta: 23:18:43, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.6084, top5_acc: 0.8076, loss_cls: 1.6772, loss: 1.6772, grad_norm: 4.9742 2021-03-08 00:00:06,424 - mmaction - INFO - Epoch [22][100/940] lr: 1.000e-02, eta: 23:18:05, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5879, top5_acc: 0.8068, loss_cls: 1.7116, loss: 1.7116, grad_norm: 5.1018 2021-03-08 00:00:25,173 - mmaction - INFO - Epoch [22][120/940] lr: 1.000e-02, eta: 23:17:28, time: 0.938, data_time: 0.002, memory: 8361, top1_acc: 0.5932, top5_acc: 0.8148, loss_cls: 1.6963, loss: 1.6963, grad_norm: 5.0931 2021-03-08 00:00:43,511 - mmaction - INFO - Epoch [22][140/940] lr: 1.000e-02, eta: 23:16:49, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5889, top5_acc: 0.8141, loss_cls: 1.7156, loss: 1.7156, grad_norm: 5.2219 2021-03-08 00:01:01,791 - mmaction - INFO - Epoch [22][160/940] lr: 1.000e-02, eta: 23:16:10, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6080, top5_acc: 0.8170, loss_cls: 1.6368, loss: 1.6368, grad_norm: 4.9957 2021-03-08 00:01:20,003 - mmaction - INFO - Epoch [22][180/940] lr: 1.000e-02, eta: 23:15:31, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6150, top5_acc: 0.8201, loss_cls: 1.6230, loss: 1.6230, grad_norm: 4.9409 2021-03-08 00:01:38,183 - mmaction - INFO - Epoch [22][200/940] lr: 1.000e-02, eta: 23:14:52, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.5926, top5_acc: 0.8000, loss_cls: 1.7465, loss: 1.7465, grad_norm: 5.1067 2021-03-08 00:01:56,494 - mmaction - INFO - Epoch [22][220/940] lr: 1.000e-02, eta: 23:14:14, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6012, top5_acc: 0.8131, loss_cls: 1.6768, loss: 1.6768, grad_norm: 4.9809 2021-03-08 00:02:14,818 - mmaction - INFO - Epoch [22][240/940] lr: 1.000e-02, eta: 23:13:35, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6096, top5_acc: 0.8070, loss_cls: 1.6734, loss: 1.6734, grad_norm: 4.9052 2021-03-08 00:02:33,283 - mmaction - INFO - Epoch [22][260/940] lr: 1.000e-02, eta: 23:12:57, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.6078, top5_acc: 0.8211, loss_cls: 1.6266, loss: 1.6266, grad_norm: 5.0037 2021-03-08 00:02:51,637 - mmaction - INFO - Epoch [22][280/940] lr: 1.000e-02, eta: 23:12:19, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5916, top5_acc: 0.8029, loss_cls: 1.7135, loss: 1.7135, grad_norm: 5.0532 2021-03-08 00:03:10,108 - mmaction - INFO - Epoch [22][300/940] lr: 1.000e-02, eta: 23:11:41, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.6096, top5_acc: 0.8121, loss_cls: 1.6563, loss: 1.6563, grad_norm: 4.9163 2021-03-08 00:03:28,371 - mmaction - INFO - Epoch [22][320/940] lr: 1.000e-02, eta: 23:11:03, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6006, top5_acc: 0.8084, loss_cls: 1.6837, loss: 1.6837, grad_norm: 5.0987 2021-03-08 00:03:46,721 - mmaction - INFO - Epoch [22][340/940] lr: 1.000e-02, eta: 23:10:25, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.5916, top5_acc: 0.8070, loss_cls: 1.6926, loss: 1.6926, grad_norm: 5.0748 2021-03-08 00:04:05,117 - mmaction - INFO - Epoch [22][360/940] lr: 1.000e-02, eta: 23:09:47, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.6105, top5_acc: 0.8172, loss_cls: 1.6602, loss: 1.6602, grad_norm: 5.0264 2021-03-08 00:04:23,563 - mmaction - INFO - Epoch [22][380/940] lr: 1.000e-02, eta: 23:09:09, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.5871, top5_acc: 0.8088, loss_cls: 1.7059, loss: 1.7059, grad_norm: 5.0554 2021-03-08 00:04:42,006 - mmaction - INFO - Epoch [22][400/940] lr: 1.000e-02, eta: 23:08:32, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.6061, top5_acc: 0.8240, loss_cls: 1.6517, loss: 1.6517, grad_norm: 4.9906 2021-03-08 00:05:00,313 - mmaction - INFO - Epoch [22][420/940] lr: 1.000e-02, eta: 23:07:53, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6039, top5_acc: 0.8123, loss_cls: 1.6670, loss: 1.6670, grad_norm: 4.9551 2021-03-08 00:05:18,561 - mmaction - INFO - Epoch [22][440/940] lr: 1.000e-02, eta: 23:07:15, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6053, top5_acc: 0.8086, loss_cls: 1.6877, loss: 1.6877, grad_norm: 5.0532 2021-03-08 00:05:36,891 - mmaction - INFO - Epoch [22][460/940] lr: 1.000e-02, eta: 23:06:37, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5943, top5_acc: 0.8002, loss_cls: 1.7112, loss: 1.7112, grad_norm: 5.0835 2021-03-08 00:05:55,271 - mmaction - INFO - Epoch [22][480/940] lr: 1.000e-02, eta: 23:05:59, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6002, top5_acc: 0.8193, loss_cls: 1.6434, loss: 1.6434, grad_norm: 5.1027 2021-03-08 00:06:13,584 - mmaction - INFO - Epoch [22][500/940] lr: 1.000e-02, eta: 23:05:21, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6051, top5_acc: 0.8154, loss_cls: 1.6494, loss: 1.6494, grad_norm: 5.0624 2021-03-08 00:06:31,903 - mmaction - INFO - Epoch [22][520/940] lr: 1.000e-02, eta: 23:04:44, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5975, top5_acc: 0.8187, loss_cls: 1.6789, loss: 1.6789, grad_norm: 5.1199 2021-03-08 00:06:50,312 - mmaction - INFO - Epoch [22][540/940] lr: 1.000e-02, eta: 23:04:06, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.6146, top5_acc: 0.8199, loss_cls: 1.6317, loss: 1.6317, grad_norm: 5.0079 2021-03-08 00:07:08,695 - mmaction - INFO - Epoch [22][560/940] lr: 1.000e-02, eta: 23:03:28, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6016, top5_acc: 0.8127, loss_cls: 1.6875, loss: 1.6875, grad_norm: 5.0033 2021-03-08 00:07:27,244 - mmaction - INFO - Epoch [22][580/940] lr: 1.000e-02, eta: 23:02:51, time: 0.927, data_time: 0.002, memory: 8361, top1_acc: 0.5982, top5_acc: 0.8066, loss_cls: 1.6976, loss: 1.6976, grad_norm: 5.1382 2021-03-08 00:07:45,610 - mmaction - INFO - Epoch [22][600/940] lr: 1.000e-02, eta: 23:02:14, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6072, top5_acc: 0.8139, loss_cls: 1.6665, loss: 1.6665, grad_norm: 5.0285 2021-03-08 00:08:03,981 - mmaction - INFO - Epoch [22][620/940] lr: 1.000e-02, eta: 23:01:36, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6172, top5_acc: 0.8223, loss_cls: 1.6149, loss: 1.6149, grad_norm: 4.9043 2021-03-08 00:08:22,395 - mmaction - INFO - Epoch [22][640/940] lr: 1.000e-02, eta: 23:00:59, time: 0.921, data_time: 0.003, memory: 8361, top1_acc: 0.5953, top5_acc: 0.8146, loss_cls: 1.7060, loss: 1.7060, grad_norm: 5.0940 2021-03-08 00:08:40,771 - mmaction - INFO - Epoch [22][660/940] lr: 1.000e-02, eta: 23:00:22, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6053, top5_acc: 0.8129, loss_cls: 1.6833, loss: 1.6833, grad_norm: 5.1634 2021-03-08 00:08:59,078 - mmaction - INFO - Epoch [22][680/940] lr: 1.000e-02, eta: 22:59:44, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5971, top5_acc: 0.8098, loss_cls: 1.6988, loss: 1.6988, grad_norm: 5.0227 2021-03-08 00:09:17,494 - mmaction - INFO - Epoch [22][700/940] lr: 1.000e-02, eta: 22:59:07, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5998, top5_acc: 0.8037, loss_cls: 1.7289, loss: 1.7289, grad_norm: 5.0892 2021-03-08 00:09:35,874 - mmaction - INFO - Epoch [22][720/940] lr: 1.000e-02, eta: 22:58:29, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5951, top5_acc: 0.8121, loss_cls: 1.7061, loss: 1.7061, grad_norm: 5.1371 2021-03-08 00:09:54,301 - mmaction - INFO - Epoch [22][740/940] lr: 1.000e-02, eta: 22:57:52, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5980, top5_acc: 0.8113, loss_cls: 1.7100, loss: 1.7100, grad_norm: 4.9905 2021-03-08 00:10:12,710 - mmaction - INFO - Epoch [22][760/940] lr: 1.000e-02, eta: 22:57:15, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5996, top5_acc: 0.8096, loss_cls: 1.7080, loss: 1.7080, grad_norm: 4.9675 2021-03-08 00:10:31,080 - mmaction - INFO - Epoch [22][780/940] lr: 1.000e-02, eta: 22:56:38, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6061, top5_acc: 0.8172, loss_cls: 1.6707, loss: 1.6707, grad_norm: 4.9226 2021-03-08 00:10:49,508 - mmaction - INFO - Epoch [22][800/940] lr: 1.000e-02, eta: 22:56:01, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5920, top5_acc: 0.8082, loss_cls: 1.7051, loss: 1.7051, grad_norm: 5.0132 2021-03-08 00:11:07,814 - mmaction - INFO - Epoch [22][820/940] lr: 1.000e-02, eta: 22:55:24, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6078, top5_acc: 0.8137, loss_cls: 1.6541, loss: 1.6541, grad_norm: 5.0281 2021-03-08 00:11:26,175 - mmaction - INFO - Epoch [22][840/940] lr: 1.000e-02, eta: 22:54:47, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.6014, top5_acc: 0.8133, loss_cls: 1.6757, loss: 1.6757, grad_norm: 5.0003 2021-03-08 00:11:44,511 - mmaction - INFO - Epoch [22][860/940] lr: 1.000e-02, eta: 22:54:09, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6018, top5_acc: 0.8131, loss_cls: 1.6605, loss: 1.6605, grad_norm: 5.0800 2021-03-08 00:12:02,903 - mmaction - INFO - Epoch [22][880/940] lr: 1.000e-02, eta: 22:53:32, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.5930, top5_acc: 0.8082, loss_cls: 1.7085, loss: 1.7085, grad_norm: 5.0753 2021-03-08 00:12:21,230 - mmaction - INFO - Epoch [22][900/940] lr: 1.000e-02, eta: 22:52:55, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6002, top5_acc: 0.8162, loss_cls: 1.6842, loss: 1.6842, grad_norm: 5.1094 2021-03-08 00:12:39,450 - mmaction - INFO - Epoch [22][920/940] lr: 1.000e-02, eta: 22:52:18, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.5867, top5_acc: 0.8057, loss_cls: 1.7379, loss: 1.7379, grad_norm: 5.1388 2021-03-08 00:12:57,278 - mmaction - INFO - Epoch [22][940/940] lr: 1.000e-02, eta: 22:51:39, time: 0.891, data_time: 0.002, memory: 8361, top1_acc: 0.5940, top5_acc: 0.8168, loss_cls: 1.7244, loss: 1.7244, grad_norm: 5.2175 2021-03-08 00:12:59,307 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-03-08 00:15:31,932 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 00:15:32,913 - mmaction - INFO - top1_acc 0.6567 top5_acc 0.8652 2021-03-08 00:15:33,935 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. 2021-03-08 00:15:33,935 - mmaction - INFO - Best top1_acc is 0.6567 at 22 epoch. 2021-03-08 00:15:33,943 - mmaction - INFO - Epoch(val) [22][940] top1_acc: 0.6567, top5_acc: 0.8652 2021-03-08 00:19:04,466 - mmaction - INFO - Epoch [23][20/940] lr: 1.000e-02, eta: 23:02:22, time: 10.525, data_time: 9.607, memory: 8361, top1_acc: 0.6080, top5_acc: 0.8250, loss_cls: 1.6114, loss: 1.6114, grad_norm: 4.9396 2021-03-08 00:19:22,628 - mmaction - INFO - Epoch [23][40/940] lr: 1.000e-02, eta: 23:01:44, time: 0.908, data_time: 0.003, memory: 8361, top1_acc: 0.6055, top5_acc: 0.8168, loss_cls: 1.6517, loss: 1.6517, grad_norm: 5.0168 2021-03-08 00:19:40,833 - mmaction - INFO - Epoch [23][60/940] lr: 1.000e-02, eta: 23:01:06, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.6156, top5_acc: 0.8174, loss_cls: 1.6285, loss: 1.6285, grad_norm: 5.0480 2021-03-08 00:19:59,094 - mmaction - INFO - Epoch [23][80/940] lr: 1.000e-02, eta: 23:00:28, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6123, top5_acc: 0.8164, loss_cls: 1.6219, loss: 1.6219, grad_norm: 5.0243 2021-03-08 00:20:17,400 - mmaction - INFO - Epoch [23][100/940] lr: 1.000e-02, eta: 22:59:50, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6043, top5_acc: 0.8154, loss_cls: 1.6581, loss: 1.6581, grad_norm: 5.0267 2021-03-08 00:20:35,691 - mmaction - INFO - Epoch [23][120/940] lr: 1.000e-02, eta: 22:59:12, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6055, top5_acc: 0.8256, loss_cls: 1.6529, loss: 1.6529, grad_norm: 5.0294 2021-03-08 00:20:54,060 - mmaction - INFO - Epoch [23][140/940] lr: 1.000e-02, eta: 22:58:34, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.6113, top5_acc: 0.8234, loss_cls: 1.6330, loss: 1.6330, grad_norm: 4.9472 2021-03-08 00:21:12,420 - mmaction - INFO - Epoch [23][160/940] lr: 1.000e-02, eta: 22:57:57, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.6188, top5_acc: 0.8242, loss_cls: 1.5986, loss: 1.5986, grad_norm: 4.8304 2021-03-08 00:21:30,750 - mmaction - INFO - Epoch [23][180/940] lr: 1.000e-02, eta: 22:57:19, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6064, top5_acc: 0.8158, loss_cls: 1.6607, loss: 1.6607, grad_norm: 4.9528 2021-03-08 00:21:49,112 - mmaction - INFO - Epoch [23][200/940] lr: 1.000e-02, eta: 22:56:42, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.6146, top5_acc: 0.8139, loss_cls: 1.6467, loss: 1.6467, grad_norm: 4.9792 2021-03-08 00:22:07,545 - mmaction - INFO - Epoch [23][220/940] lr: 1.000e-02, eta: 22:56:05, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.5922, top5_acc: 0.8145, loss_cls: 1.6915, loss: 1.6915, grad_norm: 5.0725 2021-03-08 00:22:25,858 - mmaction - INFO - Epoch [23][240/940] lr: 1.000e-02, eta: 22:55:27, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6145, top5_acc: 0.8164, loss_cls: 1.6506, loss: 1.6506, grad_norm: 5.0554 2021-03-08 00:22:44,258 - mmaction - INFO - Epoch [23][260/940] lr: 1.000e-02, eta: 22:54:50, time: 0.920, data_time: 0.003, memory: 8361, top1_acc: 0.6158, top5_acc: 0.8221, loss_cls: 1.6125, loss: 1.6125, grad_norm: 4.9868 2021-03-08 00:23:02,648 - mmaction - INFO - Epoch [23][280/940] lr: 1.000e-02, eta: 22:54:13, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6059, top5_acc: 0.8080, loss_cls: 1.6757, loss: 1.6757, grad_norm: 5.0102 2021-03-08 00:23:21,130 - mmaction - INFO - Epoch [23][300/940] lr: 1.000e-02, eta: 22:53:36, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.6000, top5_acc: 0.8187, loss_cls: 1.6535, loss: 1.6535, grad_norm: 5.0117 2021-03-08 00:23:39,471 - mmaction - INFO - Epoch [23][320/940] lr: 1.000e-02, eta: 22:52:59, time: 0.917, data_time: 0.003, memory: 8361, top1_acc: 0.6059, top5_acc: 0.8117, loss_cls: 1.6679, loss: 1.6679, grad_norm: 5.0541 2021-03-08 00:23:57,855 - mmaction - INFO - Epoch [23][340/940] lr: 1.000e-02, eta: 22:52:22, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6135, top5_acc: 0.8180, loss_cls: 1.6175, loss: 1.6175, grad_norm: 4.9421 2021-03-08 00:24:16,309 - mmaction - INFO - Epoch [23][360/940] lr: 1.000e-02, eta: 22:51:45, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.6092, top5_acc: 0.8197, loss_cls: 1.6166, loss: 1.6166, grad_norm: 4.9812 2021-03-08 00:24:34,779 - mmaction - INFO - Epoch [23][380/940] lr: 1.000e-02, eta: 22:51:08, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.6025, top5_acc: 0.8158, loss_cls: 1.6776, loss: 1.6776, grad_norm: 5.0534 2021-03-08 00:24:53,129 - mmaction - INFO - Epoch [23][400/940] lr: 1.000e-02, eta: 22:50:31, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6143, top5_acc: 0.8168, loss_cls: 1.6375, loss: 1.6375, grad_norm: 4.8987 2021-03-08 00:25:11,466 - mmaction - INFO - Epoch [23][420/940] lr: 1.000e-02, eta: 22:49:54, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6170, top5_acc: 0.8176, loss_cls: 1.6320, loss: 1.6320, grad_norm: 4.9504 2021-03-08 00:25:29,812 - mmaction - INFO - Epoch [23][440/940] lr: 1.000e-02, eta: 22:49:17, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6066, top5_acc: 0.8139, loss_cls: 1.6599, loss: 1.6599, grad_norm: 5.0699 2021-03-08 00:25:48,203 - mmaction - INFO - Epoch [23][460/940] lr: 1.000e-02, eta: 22:48:40, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6020, top5_acc: 0.8074, loss_cls: 1.6944, loss: 1.6944, grad_norm: 5.1541 2021-03-08 00:26:06,685 - mmaction - INFO - Epoch [23][480/940] lr: 1.000e-02, eta: 22:48:03, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.6010, top5_acc: 0.8168, loss_cls: 1.6587, loss: 1.6587, grad_norm: 5.0689 2021-03-08 00:26:25,085 - mmaction - INFO - Epoch [23][500/940] lr: 1.000e-02, eta: 22:47:27, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5988, top5_acc: 0.8074, loss_cls: 1.6850, loss: 1.6850, grad_norm: 5.0489 2021-03-08 00:26:43,450 - mmaction - INFO - Epoch [23][520/940] lr: 1.000e-02, eta: 22:46:50, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6018, top5_acc: 0.8064, loss_cls: 1.6939, loss: 1.6939, grad_norm: 5.0716 2021-03-08 00:27:01,914 - mmaction - INFO - Epoch [23][540/940] lr: 1.000e-02, eta: 22:46:13, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.6018, top5_acc: 0.8162, loss_cls: 1.6551, loss: 1.6551, grad_norm: 5.0139 2021-03-08 00:27:20,196 - mmaction - INFO - Epoch [23][560/940] lr: 1.000e-02, eta: 22:45:36, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5961, top5_acc: 0.8100, loss_cls: 1.7274, loss: 1.7274, grad_norm: 5.0799 2021-03-08 00:27:38,654 - mmaction - INFO - Epoch [23][580/940] lr: 1.000e-02, eta: 22:45:00, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.6062, top5_acc: 0.8047, loss_cls: 1.6866, loss: 1.6866, grad_norm: 4.9774 2021-03-08 00:27:57,028 - mmaction - INFO - Epoch [23][600/940] lr: 1.000e-02, eta: 22:44:23, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6084, top5_acc: 0.8096, loss_cls: 1.6814, loss: 1.6814, grad_norm: 4.9099 2021-03-08 00:28:15,465 - mmaction - INFO - Epoch [23][620/940] lr: 1.000e-02, eta: 22:43:47, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.6055, top5_acc: 0.8137, loss_cls: 1.6830, loss: 1.6830, grad_norm: 5.0026 2021-03-08 00:28:33,685 - mmaction - INFO - Epoch [23][640/940] lr: 1.000e-02, eta: 22:43:10, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.5926, top5_acc: 0.8123, loss_cls: 1.6885, loss: 1.6885, grad_norm: 5.0857 2021-03-08 00:28:52,104 - mmaction - INFO - Epoch [23][660/940] lr: 1.000e-02, eta: 22:42:33, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6057, top5_acc: 0.8187, loss_cls: 1.6581, loss: 1.6581, grad_norm: 4.9684 2021-03-08 00:29:10,381 - mmaction - INFO - Epoch [23][680/940] lr: 1.000e-02, eta: 22:41:56, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5992, top5_acc: 0.8061, loss_cls: 1.6888, loss: 1.6888, grad_norm: 5.0246 2021-03-08 00:29:28,761 - mmaction - INFO - Epoch [23][700/940] lr: 1.000e-02, eta: 22:41:20, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5961, top5_acc: 0.8129, loss_cls: 1.6868, loss: 1.6868, grad_norm: 5.0085 2021-03-08 00:29:47,046 - mmaction - INFO - Epoch [23][720/940] lr: 1.000e-02, eta: 22:40:43, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.5977, top5_acc: 0.8100, loss_cls: 1.7031, loss: 1.7031, grad_norm: 5.1044 2021-03-08 00:30:05,470 - mmaction - INFO - Epoch [23][740/940] lr: 1.000e-02, eta: 22:40:07, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.5982, top5_acc: 0.8043, loss_cls: 1.7115, loss: 1.7115, grad_norm: 4.9672 2021-03-08 00:30:23,804 - mmaction - INFO - Epoch [23][760/940] lr: 1.000e-02, eta: 22:39:30, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.5936, top5_acc: 0.8088, loss_cls: 1.6997, loss: 1.6997, grad_norm: 5.0103 2021-03-08 00:30:42,169 - mmaction - INFO - Epoch [23][780/940] lr: 1.000e-02, eta: 22:38:54, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.5973, top5_acc: 0.8131, loss_cls: 1.6819, loss: 1.6819, grad_norm: 5.0807 2021-03-08 00:31:00,497 - mmaction - INFO - Epoch [23][800/940] lr: 1.000e-02, eta: 22:38:17, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6102, top5_acc: 0.8187, loss_cls: 1.6461, loss: 1.6461, grad_norm: 5.0292 2021-03-08 00:31:18,802 - mmaction - INFO - Epoch [23][820/940] lr: 1.000e-02, eta: 22:37:41, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.5994, top5_acc: 0.8125, loss_cls: 1.6833, loss: 1.6833, grad_norm: 5.0743 2021-03-08 00:31:37,144 - mmaction - INFO - Epoch [23][840/940] lr: 1.000e-02, eta: 22:37:04, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5939, top5_acc: 0.8109, loss_cls: 1.7039, loss: 1.7039, grad_norm: 5.0813 2021-03-08 00:31:55,539 - mmaction - INFO - Epoch [23][860/940] lr: 1.000e-02, eta: 22:36:28, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6104, top5_acc: 0.8217, loss_cls: 1.6309, loss: 1.6309, grad_norm: 4.9019 2021-03-08 00:32:13,832 - mmaction - INFO - Epoch [23][880/940] lr: 1.000e-02, eta: 22:35:52, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6012, top5_acc: 0.8113, loss_cls: 1.6927, loss: 1.6927, grad_norm: 5.0618 2021-03-08 00:32:32,267 - mmaction - INFO - Epoch [23][900/940] lr: 1.000e-02, eta: 22:35:16, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.5967, top5_acc: 0.8119, loss_cls: 1.6946, loss: 1.6946, grad_norm: 5.0054 2021-03-08 00:32:50,636 - mmaction - INFO - Epoch [23][920/940] lr: 1.000e-02, eta: 22:34:40, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6096, top5_acc: 0.8104, loss_cls: 1.6454, loss: 1.6454, grad_norm: 4.9318 2021-03-08 00:33:08,399 - mmaction - INFO - Epoch [23][940/940] lr: 1.000e-02, eta: 22:34:01, time: 0.889, data_time: 0.002, memory: 8361, top1_acc: 0.5992, top5_acc: 0.8017, loss_cls: 1.7029, loss: 1.7029, grad_norm: 5.1037 2021-03-08 00:33:10,284 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-03-08 00:35:47,076 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 00:35:48,058 - mmaction - INFO - top1_acc 0.6557 top5_acc 0.8648 2021-03-08 00:35:48,066 - mmaction - INFO - Epoch(val) [23][940] top1_acc: 0.6557, top5_acc: 0.8648 2021-03-08 00:39:18,402 - mmaction - INFO - Epoch [24][20/940] lr: 1.000e-02, eta: 22:44:07, time: 10.516, data_time: 9.591, memory: 8361, top1_acc: 0.6227, top5_acc: 0.8258, loss_cls: 1.5845, loss: 1.5845, grad_norm: 4.8973 2021-03-08 00:39:36,597 - mmaction - INFO - Epoch [24][40/940] lr: 1.000e-02, eta: 22:43:30, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.6230, top5_acc: 0.8217, loss_cls: 1.6176, loss: 1.6176, grad_norm: 5.0066 2021-03-08 00:39:54,804 - mmaction - INFO - Epoch [24][60/940] lr: 1.000e-02, eta: 22:42:52, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.6037, top5_acc: 0.8148, loss_cls: 1.6614, loss: 1.6614, grad_norm: 5.0323 2021-03-08 00:40:13,078 - mmaction - INFO - Epoch [24][80/940] lr: 1.000e-02, eta: 22:42:15, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6121, top5_acc: 0.8217, loss_cls: 1.6499, loss: 1.6499, grad_norm: 5.0855 2021-03-08 00:40:31,397 - mmaction - INFO - Epoch [24][100/940] lr: 1.000e-02, eta: 22:41:39, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6236, top5_acc: 0.8287, loss_cls: 1.5754, loss: 1.5754, grad_norm: 4.9456 2021-03-08 00:40:49,711 - mmaction - INFO - Epoch [24][120/940] lr: 1.000e-02, eta: 22:41:02, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6146, top5_acc: 0.8227, loss_cls: 1.6102, loss: 1.6102, grad_norm: 4.9852 2021-03-08 00:41:08,031 - mmaction - INFO - Epoch [24][140/940] lr: 1.000e-02, eta: 22:40:25, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6096, top5_acc: 0.8160, loss_cls: 1.6416, loss: 1.6416, grad_norm: 5.0313 2021-03-08 00:41:26,464 - mmaction - INFO - Epoch [24][160/940] lr: 1.000e-02, eta: 22:39:48, time: 0.923, data_time: 0.003, memory: 8361, top1_acc: 0.6205, top5_acc: 0.8217, loss_cls: 1.6116, loss: 1.6116, grad_norm: 4.8931 2021-03-08 00:41:44,814 - mmaction - INFO - Epoch [24][180/940] lr: 1.000e-02, eta: 22:39:12, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6043, top5_acc: 0.8063, loss_cls: 1.6866, loss: 1.6866, grad_norm: 5.0410 2021-03-08 00:42:03,122 - mmaction - INFO - Epoch [24][200/940] lr: 1.000e-02, eta: 22:38:35, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6117, top5_acc: 0.8178, loss_cls: 1.6266, loss: 1.6266, grad_norm: 5.1222 2021-03-08 00:42:21,397 - mmaction - INFO - Epoch [24][220/940] lr: 1.000e-02, eta: 22:37:58, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6107, top5_acc: 0.8117, loss_cls: 1.6564, loss: 1.6564, grad_norm: 4.9407 2021-03-08 00:42:39,815 - mmaction - INFO - Epoch [24][240/940] lr: 1.000e-02, eta: 22:37:22, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.6051, top5_acc: 0.8156, loss_cls: 1.6653, loss: 1.6653, grad_norm: 5.0905 2021-03-08 00:42:58,180 - mmaction - INFO - Epoch [24][260/940] lr: 1.000e-02, eta: 22:36:45, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6047, top5_acc: 0.8191, loss_cls: 1.6378, loss: 1.6378, grad_norm: 4.9500 2021-03-08 00:43:16,575 - mmaction - INFO - Epoch [24][280/940] lr: 1.000e-02, eta: 22:36:09, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6004, top5_acc: 0.8129, loss_cls: 1.6835, loss: 1.6835, grad_norm: 5.0867 2021-03-08 00:43:34,948 - mmaction - INFO - Epoch [24][300/940] lr: 1.000e-02, eta: 22:35:33, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6061, top5_acc: 0.8145, loss_cls: 1.6540, loss: 1.6540, grad_norm: 4.9501 2021-03-08 00:43:53,376 - mmaction - INFO - Epoch [24][320/940] lr: 1.000e-02, eta: 22:34:56, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.6188, top5_acc: 0.8242, loss_cls: 1.6117, loss: 1.6117, grad_norm: 4.9166 2021-03-08 00:44:11,714 - mmaction - INFO - Epoch [24][340/940] lr: 1.000e-02, eta: 22:34:20, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.6100, top5_acc: 0.8119, loss_cls: 1.6508, loss: 1.6508, grad_norm: 4.9823 2021-03-08 00:44:30,010 - mmaction - INFO - Epoch [24][360/940] lr: 1.000e-02, eta: 22:33:44, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6094, top5_acc: 0.8209, loss_cls: 1.6314, loss: 1.6314, grad_norm: 5.0304 2021-03-08 00:44:48,302 - mmaction - INFO - Epoch [24][380/940] lr: 1.000e-02, eta: 22:33:07, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6059, top5_acc: 0.8189, loss_cls: 1.6545, loss: 1.6545, grad_norm: 5.0725 2021-03-08 00:45:06,863 - mmaction - INFO - Epoch [24][400/940] lr: 1.000e-02, eta: 22:32:31, time: 0.928, data_time: 0.001, memory: 8361, top1_acc: 0.6148, top5_acc: 0.8191, loss_cls: 1.6559, loss: 1.6559, grad_norm: 5.0600 2021-03-08 00:45:25,194 - mmaction - INFO - Epoch [24][420/940] lr: 1.000e-02, eta: 22:31:55, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.6072, top5_acc: 0.8213, loss_cls: 1.6452, loss: 1.6452, grad_norm: 5.0060 2021-03-08 00:45:43,471 - mmaction - INFO - Epoch [24][440/940] lr: 1.000e-02, eta: 22:31:19, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6066, top5_acc: 0.8154, loss_cls: 1.6678, loss: 1.6678, grad_norm: 5.0174 2021-03-08 00:46:01,792 - mmaction - INFO - Epoch [24][460/940] lr: 1.000e-02, eta: 22:30:42, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6117, top5_acc: 0.8205, loss_cls: 1.6361, loss: 1.6361, grad_norm: 5.0192 2021-03-08 00:46:20,080 - mmaction - INFO - Epoch [24][480/940] lr: 1.000e-02, eta: 22:30:06, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6148, top5_acc: 0.8211, loss_cls: 1.6197, loss: 1.6197, grad_norm: 5.0334 2021-03-08 00:46:38,463 - mmaction - INFO - Epoch [24][500/940] lr: 1.000e-02, eta: 22:29:30, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6074, top5_acc: 0.8318, loss_cls: 1.5999, loss: 1.5999, grad_norm: 5.0762 2021-03-08 00:46:56,841 - mmaction - INFO - Epoch [24][520/940] lr: 1.000e-02, eta: 22:28:54, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.5971, top5_acc: 0.8027, loss_cls: 1.7100, loss: 1.7100, grad_norm: 5.1655 2021-03-08 00:47:15,309 - mmaction - INFO - Epoch [24][540/940] lr: 1.000e-02, eta: 22:28:18, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.6107, top5_acc: 0.8232, loss_cls: 1.6330, loss: 1.6330, grad_norm: 5.0629 2021-03-08 00:47:33,706 - mmaction - INFO - Epoch [24][560/940] lr: 1.000e-02, eta: 22:27:42, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.5924, top5_acc: 0.8107, loss_cls: 1.6895, loss: 1.6895, grad_norm: 5.1201 2021-03-08 00:47:52,039 - mmaction - INFO - Epoch [24][580/940] lr: 1.000e-02, eta: 22:27:06, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.5992, top5_acc: 0.8184, loss_cls: 1.6576, loss: 1.6576, grad_norm: 4.9914 2021-03-08 00:48:10,529 - mmaction - INFO - Epoch [24][600/940] lr: 1.000e-02, eta: 22:26:31, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.6086, top5_acc: 0.8201, loss_cls: 1.6420, loss: 1.6420, grad_norm: 5.0091 2021-03-08 00:48:28,782 - mmaction - INFO - Epoch [24][620/940] lr: 1.000e-02, eta: 22:25:55, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.5945, top5_acc: 0.8102, loss_cls: 1.6938, loss: 1.6938, grad_norm: 5.0699 2021-03-08 00:48:47,029 - mmaction - INFO - Epoch [24][640/940] lr: 1.000e-02, eta: 22:25:18, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6059, top5_acc: 0.8180, loss_cls: 1.6505, loss: 1.6505, grad_norm: 5.1222 2021-03-08 00:49:05,488 - mmaction - INFO - Epoch [24][660/940] lr: 1.000e-02, eta: 22:24:43, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.6090, top5_acc: 0.8219, loss_cls: 1.6270, loss: 1.6270, grad_norm: 5.0603 2021-03-08 00:49:23,771 - mmaction - INFO - Epoch [24][680/940] lr: 1.000e-02, eta: 22:24:07, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6012, top5_acc: 0.8113, loss_cls: 1.6887, loss: 1.6887, grad_norm: 5.1458 2021-03-08 00:49:42,131 - mmaction - INFO - Epoch [24][700/940] lr: 1.000e-02, eta: 22:23:31, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6008, top5_acc: 0.8150, loss_cls: 1.6906, loss: 1.6906, grad_norm: 5.1773 2021-03-08 00:50:00,475 - mmaction - INFO - Epoch [24][720/940] lr: 1.000e-02, eta: 22:22:55, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.6090, top5_acc: 0.8162, loss_cls: 1.6600, loss: 1.6600, grad_norm: 5.0372 2021-03-08 00:50:18,934 - mmaction - INFO - Epoch [24][740/940] lr: 1.000e-02, eta: 22:22:20, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.6088, top5_acc: 0.8217, loss_cls: 1.6218, loss: 1.6218, grad_norm: 4.9489 2021-03-08 00:50:37,237 - mmaction - INFO - Epoch [24][760/940] lr: 1.000e-02, eta: 22:21:44, time: 0.915, data_time: 0.003, memory: 8361, top1_acc: 0.6006, top5_acc: 0.8119, loss_cls: 1.6847, loss: 1.6847, grad_norm: 5.0309 2021-03-08 00:50:55,514 - mmaction - INFO - Epoch [24][780/940] lr: 1.000e-02, eta: 22:21:08, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.5965, top5_acc: 0.8061, loss_cls: 1.7118, loss: 1.7118, grad_norm: 5.1237 2021-03-08 00:51:13,848 - mmaction - INFO - Epoch [24][800/940] lr: 1.000e-02, eta: 22:20:32, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5988, top5_acc: 0.8127, loss_cls: 1.6853, loss: 1.6853, grad_norm: 5.0492 2021-03-08 00:51:32,164 - mmaction - INFO - Epoch [24][820/940] lr: 1.000e-02, eta: 22:19:57, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6096, top5_acc: 0.8219, loss_cls: 1.6462, loss: 1.6462, grad_norm: 5.1174 2021-03-08 00:51:50,424 - mmaction - INFO - Epoch [24][840/940] lr: 1.000e-02, eta: 22:19:21, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.5986, top5_acc: 0.8066, loss_cls: 1.7008, loss: 1.7008, grad_norm: 5.1341 2021-03-08 00:52:08,817 - mmaction - INFO - Epoch [24][860/940] lr: 1.000e-02, eta: 22:18:45, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.6104, top5_acc: 0.8137, loss_cls: 1.6386, loss: 1.6386, grad_norm: 4.9314 2021-03-08 00:52:27,175 - mmaction - INFO - Epoch [24][880/940] lr: 1.000e-02, eta: 22:18:10, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.5979, top5_acc: 0.8113, loss_cls: 1.6809, loss: 1.6809, grad_norm: 5.1286 2021-03-08 00:52:45,520 - mmaction - INFO - Epoch [24][900/940] lr: 1.000e-02, eta: 22:17:34, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.6020, top5_acc: 0.8102, loss_cls: 1.7068, loss: 1.7068, grad_norm: 5.0848 2021-03-08 00:53:03,882 - mmaction - INFO - Epoch [24][920/940] lr: 1.000e-02, eta: 22:16:59, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5955, top5_acc: 0.8160, loss_cls: 1.6436, loss: 1.6436, grad_norm: 5.0673 2021-03-08 00:53:21,761 - mmaction - INFO - Epoch [24][940/940] lr: 1.000e-02, eta: 22:16:22, time: 0.894, data_time: 0.002, memory: 8361, top1_acc: 0.6055, top5_acc: 0.8060, loss_cls: 1.7000, loss: 1.7000, grad_norm: 5.0667 2021-03-08 00:53:23,761 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-03-08 00:56:01,702 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 00:56:02,681 - mmaction - INFO - top1_acc 0.6536 top5_acc 0.8662 2021-03-08 00:56:02,689 - mmaction - INFO - Epoch(val) [24][940] top1_acc: 0.6536, top5_acc: 0.8662 2021-03-08 00:59:33,657 - mmaction - INFO - Epoch [25][20/940] lr: 1.000e-02, eta: 22:25:56, time: 10.548, data_time: 9.623, memory: 8361, top1_acc: 0.6055, top5_acc: 0.8197, loss_cls: 1.6243, loss: 1.6243, grad_norm: 4.9428 2021-03-08 00:59:51,819 - mmaction - INFO - Epoch [25][40/940] lr: 1.000e-02, eta: 22:25:19, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.6033, top5_acc: 0.8160, loss_cls: 1.6654, loss: 1.6654, grad_norm: 5.0842 2021-03-08 01:00:10,121 - mmaction - INFO - Epoch [25][60/940] lr: 1.000e-02, eta: 22:24:43, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6111, top5_acc: 0.8209, loss_cls: 1.6221, loss: 1.6221, grad_norm: 4.9395 2021-03-08 01:00:28,388 - mmaction - INFO - Epoch [25][80/940] lr: 1.000e-02, eta: 22:24:07, time: 0.915, data_time: 0.003, memory: 8361, top1_acc: 0.6125, top5_acc: 0.8223, loss_cls: 1.6001, loss: 1.6001, grad_norm: 4.9522 2021-03-08 01:00:46,619 - mmaction - INFO - Epoch [25][100/940] lr: 1.000e-02, eta: 22:23:30, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6232, top5_acc: 0.8260, loss_cls: 1.5823, loss: 1.5823, grad_norm: 4.9210 2021-03-08 01:01:04,835 - mmaction - INFO - Epoch [25][120/940] lr: 1.000e-02, eta: 22:22:54, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6143, top5_acc: 0.8143, loss_cls: 1.6313, loss: 1.6313, grad_norm: 5.0615 2021-03-08 01:01:23,114 - mmaction - INFO - Epoch [25][140/940] lr: 1.000e-02, eta: 22:22:18, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6131, top5_acc: 0.8146, loss_cls: 1.6513, loss: 1.6513, grad_norm: 5.0281 2021-03-08 01:01:41,414 - mmaction - INFO - Epoch [25][160/940] lr: 1.000e-02, eta: 22:21:42, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6162, top5_acc: 0.8178, loss_cls: 1.6304, loss: 1.6304, grad_norm: 4.9767 2021-03-08 01:01:59,713 - mmaction - INFO - Epoch [25][180/940] lr: 1.000e-02, eta: 22:21:06, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6131, top5_acc: 0.8207, loss_cls: 1.6301, loss: 1.6301, grad_norm: 5.0059 2021-03-08 01:02:18,081 - mmaction - INFO - Epoch [25][200/940] lr: 1.000e-02, eta: 22:20:30, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6023, top5_acc: 0.8184, loss_cls: 1.6392, loss: 1.6392, grad_norm: 5.0018 2021-03-08 01:02:36,373 - mmaction - INFO - Epoch [25][220/940] lr: 1.000e-02, eta: 22:19:54, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6182, top5_acc: 0.8254, loss_cls: 1.5818, loss: 1.5818, grad_norm: 4.9402 2021-03-08 01:02:54,767 - mmaction - INFO - Epoch [25][240/940] lr: 1.000e-02, eta: 22:19:18, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.6139, top5_acc: 0.8186, loss_cls: 1.6124, loss: 1.6124, grad_norm: 4.9862 2021-03-08 01:03:13,137 - mmaction - INFO - Epoch [25][260/940] lr: 1.000e-02, eta: 22:18:42, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6121, top5_acc: 0.8207, loss_cls: 1.6318, loss: 1.6318, grad_norm: 5.0744 2021-03-08 01:03:31,546 - mmaction - INFO - Epoch [25][280/940] lr: 1.000e-02, eta: 22:18:07, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.6072, top5_acc: 0.8111, loss_cls: 1.6448, loss: 1.6448, grad_norm: 5.1405 2021-03-08 01:03:49,918 - mmaction - INFO - Epoch [25][300/940] lr: 1.000e-02, eta: 22:17:31, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6111, top5_acc: 0.8209, loss_cls: 1.6303, loss: 1.6303, grad_norm: 5.0823 2021-03-08 01:04:08,212 - mmaction - INFO - Epoch [25][320/940] lr: 1.000e-02, eta: 22:16:55, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6135, top5_acc: 0.8268, loss_cls: 1.6080, loss: 1.6080, grad_norm: 5.0934 2021-03-08 01:04:26,638 - mmaction - INFO - Epoch [25][340/940] lr: 1.000e-02, eta: 22:16:20, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.5951, top5_acc: 0.8164, loss_cls: 1.6918, loss: 1.6918, grad_norm: 5.0683 2021-03-08 01:04:45,141 - mmaction - INFO - Epoch [25][360/940] lr: 1.000e-02, eta: 22:15:45, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.6039, top5_acc: 0.8221, loss_cls: 1.6585, loss: 1.6585, grad_norm: 5.0366 2021-03-08 01:05:03,608 - mmaction - INFO - Epoch [25][380/940] lr: 1.000e-02, eta: 22:15:10, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.6080, top5_acc: 0.8121, loss_cls: 1.6494, loss: 1.6494, grad_norm: 5.0078 2021-03-08 01:05:21,966 - mmaction - INFO - Epoch [25][400/940] lr: 1.000e-02, eta: 22:14:34, time: 0.919, data_time: 0.003, memory: 8361, top1_acc: 0.6074, top5_acc: 0.8020, loss_cls: 1.6860, loss: 1.6860, grad_norm: 5.1060 2021-03-08 01:05:40,373 - mmaction - INFO - Epoch [25][420/940] lr: 1.000e-02, eta: 22:13:59, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.6043, top5_acc: 0.8129, loss_cls: 1.6619, loss: 1.6619, grad_norm: 5.0462 2021-03-08 01:05:58,856 - mmaction - INFO - Epoch [25][440/940] lr: 1.000e-02, eta: 22:13:24, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.6156, top5_acc: 0.8168, loss_cls: 1.6115, loss: 1.6115, grad_norm: 5.0282 2021-03-08 01:06:17,231 - mmaction - INFO - Epoch [25][460/940] lr: 1.000e-02, eta: 22:12:49, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6168, top5_acc: 0.8115, loss_cls: 1.6499, loss: 1.6499, grad_norm: 5.0827 2021-03-08 01:06:35,674 - mmaction - INFO - Epoch [25][480/940] lr: 1.000e-02, eta: 22:12:13, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.6074, top5_acc: 0.8158, loss_cls: 1.6611, loss: 1.6611, grad_norm: 5.0055 2021-03-08 01:06:54,123 - mmaction - INFO - Epoch [25][500/940] lr: 1.000e-02, eta: 22:11:38, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.6117, top5_acc: 0.8168, loss_cls: 1.6234, loss: 1.6234, grad_norm: 4.9470 2021-03-08 01:07:12,598 - mmaction - INFO - Epoch [25][520/940] lr: 1.000e-02, eta: 22:11:03, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.6234, top5_acc: 0.8211, loss_cls: 1.6125, loss: 1.6125, grad_norm: 4.9595 2021-03-08 01:07:30,989 - mmaction - INFO - Epoch [25][540/940] lr: 1.000e-02, eta: 22:10:28, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6098, top5_acc: 0.8197, loss_cls: 1.6586, loss: 1.6586, grad_norm: 4.9843 2021-03-08 01:07:49,328 - mmaction - INFO - Epoch [25][560/940] lr: 1.000e-02, eta: 22:09:53, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.6172, top5_acc: 0.8211, loss_cls: 1.6129, loss: 1.6129, grad_norm: 4.9940 2021-03-08 01:08:07,694 - mmaction - INFO - Epoch [25][580/940] lr: 1.000e-02, eta: 22:09:18, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6109, top5_acc: 0.8170, loss_cls: 1.6487, loss: 1.6487, grad_norm: 5.0401 2021-03-08 01:08:26,065 - mmaction - INFO - Epoch [25][600/940] lr: 1.000e-02, eta: 22:08:42, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6094, top5_acc: 0.8137, loss_cls: 1.6642, loss: 1.6642, grad_norm: 5.1514 2021-03-08 01:08:44,441 - mmaction - INFO - Epoch [25][620/940] lr: 1.000e-02, eta: 22:08:07, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6033, top5_acc: 0.8125, loss_cls: 1.6677, loss: 1.6677, grad_norm: 5.0484 2021-03-08 01:09:02,897 - mmaction - INFO - Epoch [25][640/940] lr: 1.000e-02, eta: 22:07:32, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.6014, top5_acc: 0.8117, loss_cls: 1.6576, loss: 1.6576, grad_norm: 5.0354 2021-03-08 01:09:21,463 - mmaction - INFO - Epoch [25][660/940] lr: 1.000e-02, eta: 22:06:58, time: 0.929, data_time: 0.002, memory: 8361, top1_acc: 0.6031, top5_acc: 0.8170, loss_cls: 1.6604, loss: 1.6604, grad_norm: 5.0333 2021-03-08 01:09:39,738 - mmaction - INFO - Epoch [25][680/940] lr: 1.000e-02, eta: 22:06:23, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6016, top5_acc: 0.8266, loss_cls: 1.6287, loss: 1.6287, grad_norm: 5.0376 2021-03-08 01:09:58,069 - mmaction - INFO - Epoch [25][700/940] lr: 1.000e-02, eta: 22:05:47, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.5965, top5_acc: 0.8117, loss_cls: 1.6918, loss: 1.6918, grad_norm: 5.1183 2021-03-08 01:10:16,356 - mmaction - INFO - Epoch [25][720/940] lr: 1.000e-02, eta: 22:05:12, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6074, top5_acc: 0.8121, loss_cls: 1.6600, loss: 1.6600, grad_norm: 5.0217 2021-03-08 01:10:34,693 - mmaction - INFO - Epoch [25][740/940] lr: 1.000e-02, eta: 22:04:37, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6039, top5_acc: 0.8207, loss_cls: 1.6547, loss: 1.6547, grad_norm: 4.9370 2021-03-08 01:10:53,179 - mmaction - INFO - Epoch [25][760/940] lr: 1.000e-02, eta: 22:04:02, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.6092, top5_acc: 0.8168, loss_cls: 1.6478, loss: 1.6478, grad_norm: 4.9755 2021-03-08 01:11:11,469 - mmaction - INFO - Epoch [25][780/940] lr: 1.000e-02, eta: 22:03:27, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6006, top5_acc: 0.8131, loss_cls: 1.6752, loss: 1.6752, grad_norm: 5.0879 2021-03-08 01:11:29,853 - mmaction - INFO - Epoch [25][800/940] lr: 1.000e-02, eta: 22:02:52, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6035, top5_acc: 0.8186, loss_cls: 1.6665, loss: 1.6665, grad_norm: 5.1219 2021-03-08 01:11:48,107 - mmaction - INFO - Epoch [25][820/940] lr: 1.000e-02, eta: 22:02:17, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6045, top5_acc: 0.8230, loss_cls: 1.6283, loss: 1.6283, grad_norm: 5.0589 2021-03-08 01:12:06,411 - mmaction - INFO - Epoch [25][840/940] lr: 1.000e-02, eta: 22:01:42, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6125, top5_acc: 0.8158, loss_cls: 1.6468, loss: 1.6468, grad_norm: 5.0398 2021-03-08 01:12:24,730 - mmaction - INFO - Epoch [25][860/940] lr: 1.000e-02, eta: 22:01:07, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6135, top5_acc: 0.8117, loss_cls: 1.6670, loss: 1.6670, grad_norm: 4.9769 2021-03-08 01:12:43,056 - mmaction - INFO - Epoch [25][880/940] lr: 1.000e-02, eta: 22:00:32, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6143, top5_acc: 0.8172, loss_cls: 1.6377, loss: 1.6377, grad_norm: 5.0062 2021-03-08 01:13:01,379 - mmaction - INFO - Epoch [25][900/940] lr: 1.000e-02, eta: 21:59:57, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6109, top5_acc: 0.8187, loss_cls: 1.6171, loss: 1.6171, grad_norm: 4.9408 2021-03-08 01:13:19,635 - mmaction - INFO - Epoch [25][920/940] lr: 1.000e-02, eta: 21:59:22, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6074, top5_acc: 0.8154, loss_cls: 1.6452, loss: 1.6452, grad_norm: 4.9755 2021-03-08 01:13:37,534 - mmaction - INFO - Epoch [25][940/940] lr: 1.000e-02, eta: 21:58:46, time: 0.895, data_time: 0.002, memory: 8361, top1_acc: 0.6078, top5_acc: 0.8204, loss_cls: 1.6860, loss: 1.6860, grad_norm: 5.1781 2021-03-08 01:13:38,941 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-03-08 01:16:16,718 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 01:16:17,699 - mmaction - INFO - top1_acc 0.6535 top5_acc 0.8643 2021-03-08 01:16:17,707 - mmaction - INFO - Epoch(val) [25][940] top1_acc: 0.6535, top5_acc: 0.8643 2021-03-08 01:19:48,078 - mmaction - INFO - Epoch [26][20/940] lr: 1.000e-02, eta: 22:07:47, time: 10.518, data_time: 9.578, memory: 8361, top1_acc: 0.6162, top5_acc: 0.8221, loss_cls: 1.6132, loss: 1.6132, grad_norm: 4.9899 2021-03-08 01:20:06,255 - mmaction - INFO - Epoch [26][40/940] lr: 1.000e-02, eta: 22:07:11, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.6178, top5_acc: 0.8225, loss_cls: 1.5960, loss: 1.5960, grad_norm: 4.9969 2021-03-08 01:20:24,407 - mmaction - INFO - Epoch [26][60/940] lr: 1.000e-02, eta: 22:06:35, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.6062, top5_acc: 0.8117, loss_cls: 1.6523, loss: 1.6523, grad_norm: 5.0140 2021-03-08 01:20:42,708 - mmaction - INFO - Epoch [26][80/940] lr: 1.000e-02, eta: 22:06:00, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6242, top5_acc: 0.8273, loss_cls: 1.5496, loss: 1.5496, grad_norm: 4.8577 2021-03-08 01:21:00,926 - mmaction - INFO - Epoch [26][100/940] lr: 1.000e-02, eta: 22:05:24, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6086, top5_acc: 0.8174, loss_cls: 1.6400, loss: 1.6400, grad_norm: 4.9798 2021-03-08 01:21:19,152 - mmaction - INFO - Epoch [26][120/940] lr: 1.000e-02, eta: 22:04:48, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6074, top5_acc: 0.8295, loss_cls: 1.6274, loss: 1.6274, grad_norm: 5.0606 2021-03-08 01:21:37,430 - mmaction - INFO - Epoch [26][140/940] lr: 1.000e-02, eta: 22:04:13, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6178, top5_acc: 0.8162, loss_cls: 1.6257, loss: 1.6257, grad_norm: 4.9901 2021-03-08 01:21:55,649 - mmaction - INFO - Epoch [26][160/940] lr: 1.000e-02, eta: 22:03:37, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.6150, top5_acc: 0.8205, loss_cls: 1.6142, loss: 1.6142, grad_norm: 4.9101 2021-03-08 01:22:14,003 - mmaction - INFO - Epoch [26][180/940] lr: 1.000e-02, eta: 22:03:02, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6248, top5_acc: 0.8313, loss_cls: 1.5704, loss: 1.5704, grad_norm: 4.9762 2021-03-08 01:22:32,356 - mmaction - INFO - Epoch [26][200/940] lr: 1.000e-02, eta: 22:02:27, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.6201, top5_acc: 0.8215, loss_cls: 1.6042, loss: 1.6042, grad_norm: 5.0485 2021-03-08 01:22:50,748 - mmaction - INFO - Epoch [26][220/940] lr: 1.000e-02, eta: 22:01:52, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6275, top5_acc: 0.8197, loss_cls: 1.6099, loss: 1.6099, grad_norm: 5.0047 2021-03-08 01:23:09,034 - mmaction - INFO - Epoch [26][240/940] lr: 1.000e-02, eta: 22:01:17, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6211, top5_acc: 0.8213, loss_cls: 1.5972, loss: 1.5972, grad_norm: 5.0414 2021-03-08 01:23:27,427 - mmaction - INFO - Epoch [26][260/940] lr: 1.000e-02, eta: 22:00:42, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6225, top5_acc: 0.8270, loss_cls: 1.6128, loss: 1.6128, grad_norm: 5.1349 2021-03-08 01:23:45,765 - mmaction - INFO - Epoch [26][280/940] lr: 1.000e-02, eta: 22:00:07, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6180, top5_acc: 0.8211, loss_cls: 1.6332, loss: 1.6332, grad_norm: 5.1013 2021-03-08 01:24:04,172 - mmaction - INFO - Epoch [26][300/940] lr: 1.000e-02, eta: 21:59:32, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.6094, top5_acc: 0.8232, loss_cls: 1.6498, loss: 1.6498, grad_norm: 5.0994 2021-03-08 01:24:22,501 - mmaction - INFO - Epoch [26][320/940] lr: 1.000e-02, eta: 21:58:57, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6082, top5_acc: 0.8199, loss_cls: 1.6390, loss: 1.6390, grad_norm: 5.1224 2021-03-08 01:24:40,827 - mmaction - INFO - Epoch [26][340/940] lr: 1.000e-02, eta: 21:58:22, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6109, top5_acc: 0.8150, loss_cls: 1.6448, loss: 1.6448, grad_norm: 5.0769 2021-03-08 01:24:59,207 - mmaction - INFO - Epoch [26][360/940] lr: 1.000e-02, eta: 21:57:47, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.6027, top5_acc: 0.8133, loss_cls: 1.6518, loss: 1.6518, grad_norm: 5.1271 2021-03-08 01:25:17,670 - mmaction - INFO - Epoch [26][380/940] lr: 1.000e-02, eta: 21:57:13, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.6006, top5_acc: 0.8061, loss_cls: 1.6911, loss: 1.6911, grad_norm: 5.0617 2021-03-08 01:25:36,129 - mmaction - INFO - Epoch [26][400/940] lr: 1.000e-02, eta: 21:56:38, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.6217, top5_acc: 0.8266, loss_cls: 1.6072, loss: 1.6072, grad_norm: 5.0623 2021-03-08 01:25:54,386 - mmaction - INFO - Epoch [26][420/940] lr: 1.000e-02, eta: 21:56:03, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6229, top5_acc: 0.8268, loss_cls: 1.6209, loss: 1.6209, grad_norm: 4.9461 2021-03-08 01:26:12,621 - mmaction - INFO - Epoch [26][440/940] lr: 1.000e-02, eta: 21:55:28, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6096, top5_acc: 0.8297, loss_cls: 1.6230, loss: 1.6230, grad_norm: 4.9955 2021-03-08 01:26:30,912 - mmaction - INFO - Epoch [26][460/940] lr: 1.000e-02, eta: 21:54:53, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6146, top5_acc: 0.8277, loss_cls: 1.5970, loss: 1.5970, grad_norm: 4.9835 2021-03-08 01:26:49,293 - mmaction - INFO - Epoch [26][480/940] lr: 1.000e-02, eta: 21:54:19, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.6275, top5_acc: 0.8270, loss_cls: 1.5598, loss: 1.5598, grad_norm: 4.9920 2021-03-08 01:27:07,626 - mmaction - INFO - Epoch [26][500/940] lr: 1.000e-02, eta: 21:53:44, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.6092, top5_acc: 0.8201, loss_cls: 1.6410, loss: 1.6410, grad_norm: 5.1540 2021-03-08 01:27:25,974 - mmaction - INFO - Epoch [26][520/940] lr: 1.000e-02, eta: 21:53:09, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.6154, top5_acc: 0.8271, loss_cls: 1.6081, loss: 1.6081, grad_norm: 5.0371 2021-03-08 01:27:44,234 - mmaction - INFO - Epoch [26][540/940] lr: 1.000e-02, eta: 21:52:34, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6123, top5_acc: 0.8213, loss_cls: 1.6112, loss: 1.6112, grad_norm: 5.1043 2021-03-08 01:28:02,467 - mmaction - INFO - Epoch [26][560/940] lr: 1.000e-02, eta: 21:51:59, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.5998, top5_acc: 0.8205, loss_cls: 1.6498, loss: 1.6498, grad_norm: 5.1846 2021-03-08 01:28:20,857 - mmaction - INFO - Epoch [26][580/940] lr: 1.000e-02, eta: 21:51:25, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.6104, top5_acc: 0.8250, loss_cls: 1.6074, loss: 1.6074, grad_norm: 5.0726 2021-03-08 01:28:39,224 - mmaction - INFO - Epoch [26][600/940] lr: 1.000e-02, eta: 21:50:50, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6145, top5_acc: 0.8209, loss_cls: 1.6150, loss: 1.6150, grad_norm: 4.9876 2021-03-08 01:28:57,569 - mmaction - INFO - Epoch [26][620/940] lr: 1.000e-02, eta: 21:50:16, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.5990, top5_acc: 0.8141, loss_cls: 1.6862, loss: 1.6862, grad_norm: 5.1580 2021-03-08 01:29:15,879 - mmaction - INFO - Epoch [26][640/940] lr: 1.000e-02, eta: 21:49:41, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6037, top5_acc: 0.8139, loss_cls: 1.6710, loss: 1.6710, grad_norm: 5.0876 2021-03-08 01:29:34,133 - mmaction - INFO - Epoch [26][660/940] lr: 1.000e-02, eta: 21:49:06, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6008, top5_acc: 0.8092, loss_cls: 1.6723, loss: 1.6723, grad_norm: 5.0624 2021-03-08 01:29:52,446 - mmaction - INFO - Epoch [26][680/940] lr: 1.000e-02, eta: 21:48:32, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6096, top5_acc: 0.8193, loss_cls: 1.6057, loss: 1.6057, grad_norm: 4.9857 2021-03-08 01:30:10,826 - mmaction - INFO - Epoch [26][700/940] lr: 1.000e-02, eta: 21:47:57, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6133, top5_acc: 0.8234, loss_cls: 1.5979, loss: 1.5979, grad_norm: 5.0133 2021-03-08 01:30:29,165 - mmaction - INFO - Epoch [26][720/940] lr: 1.000e-02, eta: 21:47:23, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6088, top5_acc: 0.8197, loss_cls: 1.6211, loss: 1.6211, grad_norm: 5.0701 2021-03-08 01:30:47,417 - mmaction - INFO - Epoch [26][740/940] lr: 1.000e-02, eta: 21:46:48, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6195, top5_acc: 0.8186, loss_cls: 1.6294, loss: 1.6294, grad_norm: 5.0663 2021-03-08 01:31:05,650 - mmaction - INFO - Epoch [26][760/940] lr: 1.000e-02, eta: 21:46:14, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6123, top5_acc: 0.8191, loss_cls: 1.6574, loss: 1.6574, grad_norm: 5.1347 2021-03-08 01:31:23,934 - mmaction - INFO - Epoch [26][780/940] lr: 1.000e-02, eta: 21:45:39, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6066, top5_acc: 0.8240, loss_cls: 1.6431, loss: 1.6431, grad_norm: 5.0536 2021-03-08 01:31:42,266 - mmaction - INFO - Epoch [26][800/940] lr: 1.000e-02, eta: 21:45:05, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6111, top5_acc: 0.8236, loss_cls: 1.6455, loss: 1.6455, grad_norm: 5.0742 2021-03-08 01:32:00,587 - mmaction - INFO - Epoch [26][820/940] lr: 1.000e-02, eta: 21:44:30, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6152, top5_acc: 0.8186, loss_cls: 1.6217, loss: 1.6217, grad_norm: 5.0265 2021-03-08 01:32:18,816 - mmaction - INFO - Epoch [26][840/940] lr: 1.000e-02, eta: 21:43:56, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6125, top5_acc: 0.8215, loss_cls: 1.6537, loss: 1.6537, grad_norm: 5.0826 2021-03-08 01:32:37,188 - mmaction - INFO - Epoch [26][860/940] lr: 1.000e-02, eta: 21:43:22, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6113, top5_acc: 0.8176, loss_cls: 1.6413, loss: 1.6413, grad_norm: 5.0156 2021-03-08 01:32:55,563 - mmaction - INFO - Epoch [26][880/940] lr: 1.000e-02, eta: 21:42:48, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6107, top5_acc: 0.8193, loss_cls: 1.6139, loss: 1.6139, grad_norm: 4.9006 2021-03-08 01:33:13,820 - mmaction - INFO - Epoch [26][900/940] lr: 1.000e-02, eta: 21:42:13, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6176, top5_acc: 0.8184, loss_cls: 1.6085, loss: 1.6085, grad_norm: 5.0206 2021-03-08 01:33:32,187 - mmaction - INFO - Epoch [26][920/940] lr: 1.000e-02, eta: 21:41:39, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6121, top5_acc: 0.8180, loss_cls: 1.6524, loss: 1.6524, grad_norm: 5.1149 2021-03-08 01:33:50,039 - mmaction - INFO - Epoch [26][940/940] lr: 1.000e-02, eta: 21:41:04, time: 0.893, data_time: 0.001, memory: 8361, top1_acc: 0.6102, top5_acc: 0.8194, loss_cls: 1.6259, loss: 1.6259, grad_norm: 5.1593 2021-03-08 01:33:51,880 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-03-08 01:36:28,485 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 01:36:29,463 - mmaction - INFO - top1_acc 0.6564 top5_acc 0.8651 2021-03-08 01:36:29,471 - mmaction - INFO - Epoch(val) [26][940] top1_acc: 0.6564, top5_acc: 0.8651 2021-03-08 01:40:04,192 - mmaction - INFO - Epoch [27][20/940] lr: 1.000e-02, eta: 21:49:48, time: 10.735, data_time: 9.805, memory: 8361, top1_acc: 0.6295, top5_acc: 0.8330, loss_cls: 1.5473, loss: 1.5473, grad_norm: 4.9821 2021-03-08 01:40:22,382 - mmaction - INFO - Epoch [27][40/940] lr: 1.000e-02, eta: 21:49:13, time: 0.909, data_time: 0.003, memory: 8361, top1_acc: 0.6205, top5_acc: 0.8229, loss_cls: 1.5879, loss: 1.5879, grad_norm: 5.0436 2021-03-08 01:40:40,583 - mmaction - INFO - Epoch [27][60/940] lr: 1.000e-02, eta: 21:48:37, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.6152, top5_acc: 0.8258, loss_cls: 1.5895, loss: 1.5895, grad_norm: 4.9191 2021-03-08 01:40:58,826 - mmaction - INFO - Epoch [27][80/940] lr: 1.000e-02, eta: 21:48:03, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6289, top5_acc: 0.8295, loss_cls: 1.5653, loss: 1.5653, grad_norm: 4.9685 2021-03-08 01:41:17,110 - mmaction - INFO - Epoch [27][100/940] lr: 1.000e-02, eta: 21:47:28, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6244, top5_acc: 0.8291, loss_cls: 1.5627, loss: 1.5627, grad_norm: 5.0462 2021-03-08 01:41:35,429 - mmaction - INFO - Epoch [27][120/940] lr: 1.000e-02, eta: 21:46:53, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6135, top5_acc: 0.8232, loss_cls: 1.6113, loss: 1.6113, grad_norm: 5.1769 2021-03-08 01:41:53,677 - mmaction - INFO - Epoch [27][140/940] lr: 1.000e-02, eta: 21:46:18, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6238, top5_acc: 0.8311, loss_cls: 1.5665, loss: 1.5665, grad_norm: 4.9855 2021-03-08 01:42:12,001 - mmaction - INFO - Epoch [27][160/940] lr: 1.000e-02, eta: 21:45:44, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6273, top5_acc: 0.8238, loss_cls: 1.5753, loss: 1.5753, grad_norm: 4.9821 2021-03-08 01:42:30,319 - mmaction - INFO - Epoch [27][180/940] lr: 1.000e-02, eta: 21:45:09, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6182, top5_acc: 0.8258, loss_cls: 1.5955, loss: 1.5955, grad_norm: 5.0365 2021-03-08 01:42:48,646 - mmaction - INFO - Epoch [27][200/940] lr: 1.000e-02, eta: 21:44:35, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6080, top5_acc: 0.8146, loss_cls: 1.6437, loss: 1.6437, grad_norm: 5.1075 2021-03-08 01:43:07,011 - mmaction - INFO - Epoch [27][220/940] lr: 1.000e-02, eta: 21:44:00, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6225, top5_acc: 0.8211, loss_cls: 1.5938, loss: 1.5938, grad_norm: 5.0298 2021-03-08 01:43:25,388 - mmaction - INFO - Epoch [27][240/940] lr: 1.000e-02, eta: 21:43:26, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6141, top5_acc: 0.8260, loss_cls: 1.6079, loss: 1.6079, grad_norm: 5.1114 2021-03-08 01:43:43,717 - mmaction - INFO - Epoch [27][260/940] lr: 1.000e-02, eta: 21:42:51, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6178, top5_acc: 0.8205, loss_cls: 1.6178, loss: 1.6178, grad_norm: 5.0861 2021-03-08 01:44:02,027 - mmaction - INFO - Epoch [27][280/940] lr: 1.000e-02, eta: 21:42:17, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6139, top5_acc: 0.8252, loss_cls: 1.5879, loss: 1.5879, grad_norm: 5.1038 2021-03-08 01:44:20,588 - mmaction - INFO - Epoch [27][300/940] lr: 1.000e-02, eta: 21:41:43, time: 0.929, data_time: 0.003, memory: 8361, top1_acc: 0.6238, top5_acc: 0.8297, loss_cls: 1.5683, loss: 1.5683, grad_norm: 4.9563 2021-03-08 01:44:39,076 - mmaction - INFO - Epoch [27][320/940] lr: 1.000e-02, eta: 21:41:09, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.6104, top5_acc: 0.8230, loss_cls: 1.6401, loss: 1.6401, grad_norm: 5.1082 2021-03-08 01:44:57,477 - mmaction - INFO - Epoch [27][340/940] lr: 1.000e-02, eta: 21:40:35, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6180, top5_acc: 0.8221, loss_cls: 1.6046, loss: 1.6046, grad_norm: 4.9751 2021-03-08 01:45:15,916 - mmaction - INFO - Epoch [27][360/940] lr: 1.000e-02, eta: 21:40:01, time: 0.923, data_time: 0.003, memory: 8361, top1_acc: 0.6107, top5_acc: 0.8152, loss_cls: 1.6500, loss: 1.6500, grad_norm: 5.0872 2021-03-08 01:45:34,345 - mmaction - INFO - Epoch [27][380/940] lr: 1.000e-02, eta: 21:39:27, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.6207, top5_acc: 0.8176, loss_cls: 1.6133, loss: 1.6133, grad_norm: 5.0729 2021-03-08 01:45:52,680 - mmaction - INFO - Epoch [27][400/940] lr: 1.000e-02, eta: 21:38:53, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6090, top5_acc: 0.8221, loss_cls: 1.6362, loss: 1.6362, grad_norm: 5.0812 2021-03-08 01:46:11,090 - mmaction - INFO - Epoch [27][420/940] lr: 1.000e-02, eta: 21:38:19, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.6176, top5_acc: 0.8223, loss_cls: 1.6155, loss: 1.6155, grad_norm: 5.0188 2021-03-08 01:46:29,392 - mmaction - INFO - Epoch [27][440/940] lr: 1.000e-02, eta: 21:37:45, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6201, top5_acc: 0.8225, loss_cls: 1.6137, loss: 1.6137, grad_norm: 5.0329 2021-03-08 01:46:47,823 - mmaction - INFO - Epoch [27][460/940] lr: 1.000e-02, eta: 21:37:11, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.6131, top5_acc: 0.8234, loss_cls: 1.6321, loss: 1.6321, grad_norm: 5.0961 2021-03-08 01:47:06,160 - mmaction - INFO - Epoch [27][480/940] lr: 1.000e-02, eta: 21:36:37, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6264, top5_acc: 0.8248, loss_cls: 1.5820, loss: 1.5820, grad_norm: 4.9833 2021-03-08 01:47:24,527 - mmaction - INFO - Epoch [27][500/940] lr: 1.000e-02, eta: 21:36:02, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6262, top5_acc: 0.8203, loss_cls: 1.5847, loss: 1.5847, grad_norm: 4.9284 2021-03-08 01:47:42,831 - mmaction - INFO - Epoch [27][520/940] lr: 1.000e-02, eta: 21:35:28, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6115, top5_acc: 0.8201, loss_cls: 1.6395, loss: 1.6395, grad_norm: 5.1302 2021-03-08 01:48:01,127 - mmaction - INFO - Epoch [27][540/940] lr: 1.000e-02, eta: 21:34:54, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6256, top5_acc: 0.8223, loss_cls: 1.6001, loss: 1.6001, grad_norm: 4.9640 2021-03-08 01:48:19,419 - mmaction - INFO - Epoch [27][560/940] lr: 1.000e-02, eta: 21:34:20, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6102, top5_acc: 0.8178, loss_cls: 1.6355, loss: 1.6355, grad_norm: 5.0759 2021-03-08 01:48:37,844 - mmaction - INFO - Epoch [27][580/940] lr: 1.000e-02, eta: 21:33:46, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.6119, top5_acc: 0.8211, loss_cls: 1.6377, loss: 1.6377, grad_norm: 5.1356 2021-03-08 01:48:56,090 - mmaction - INFO - Epoch [27][600/940] lr: 1.000e-02, eta: 21:33:12, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6146, top5_acc: 0.8148, loss_cls: 1.6427, loss: 1.6427, grad_norm: 5.1241 2021-03-08 01:49:14,486 - mmaction - INFO - Epoch [27][620/940] lr: 1.000e-02, eta: 21:32:38, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.6271, top5_acc: 0.8299, loss_cls: 1.5681, loss: 1.5681, grad_norm: 5.0750 2021-03-08 01:49:32,921 - mmaction - INFO - Epoch [27][640/940] lr: 1.000e-02, eta: 21:32:04, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.6186, top5_acc: 0.8223, loss_cls: 1.6032, loss: 1.6032, grad_norm: 5.0276 2021-03-08 01:49:51,203 - mmaction - INFO - Epoch [27][660/940] lr: 1.000e-02, eta: 21:31:30, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6152, top5_acc: 0.8174, loss_cls: 1.6215, loss: 1.6215, grad_norm: 5.0202 2021-03-08 01:50:09,511 - mmaction - INFO - Epoch [27][680/940] lr: 1.000e-02, eta: 21:30:56, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6111, top5_acc: 0.8193, loss_cls: 1.6271, loss: 1.6271, grad_norm: 5.0288 2021-03-08 01:50:27,839 - mmaction - INFO - Epoch [27][700/940] lr: 1.000e-02, eta: 21:30:23, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6164, top5_acc: 0.8203, loss_cls: 1.6045, loss: 1.6045, grad_norm: 5.0534 2021-03-08 01:50:46,069 - mmaction - INFO - Epoch [27][720/940] lr: 1.000e-02, eta: 21:29:48, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6037, top5_acc: 0.8178, loss_cls: 1.6463, loss: 1.6463, grad_norm: 5.1440 2021-03-08 01:51:04,294 - mmaction - INFO - Epoch [27][740/940] lr: 1.000e-02, eta: 21:29:14, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.6104, top5_acc: 0.8150, loss_cls: 1.6434, loss: 1.6434, grad_norm: 5.0404 2021-03-08 01:51:22,577 - mmaction - INFO - Epoch [27][760/940] lr: 1.000e-02, eta: 21:28:40, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6094, top5_acc: 0.8193, loss_cls: 1.6342, loss: 1.6342, grad_norm: 5.0736 2021-03-08 01:51:40,875 - mmaction - INFO - Epoch [27][780/940] lr: 1.000e-02, eta: 21:28:06, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6115, top5_acc: 0.8240, loss_cls: 1.6090, loss: 1.6090, grad_norm: 5.0825 2021-03-08 01:51:59,120 - mmaction - INFO - Epoch [27][800/940] lr: 1.000e-02, eta: 21:27:32, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6127, top5_acc: 0.8187, loss_cls: 1.6124, loss: 1.6124, grad_norm: 5.0695 2021-03-08 01:52:17,498 - mmaction - INFO - Epoch [27][820/940] lr: 1.000e-02, eta: 21:26:59, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6205, top5_acc: 0.8258, loss_cls: 1.6200, loss: 1.6200, grad_norm: 5.0747 2021-03-08 01:52:35,697 - mmaction - INFO - Epoch [27][840/940] lr: 1.000e-02, eta: 21:26:25, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.6053, top5_acc: 0.8217, loss_cls: 1.6198, loss: 1.6198, grad_norm: 5.0108 2021-03-08 01:52:54,035 - mmaction - INFO - Epoch [27][860/940] lr: 1.000e-02, eta: 21:25:51, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6061, top5_acc: 0.8184, loss_cls: 1.6547, loss: 1.6547, grad_norm: 5.1465 2021-03-08 01:53:12,333 - mmaction - INFO - Epoch [27][880/940] lr: 1.000e-02, eta: 21:25:17, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6078, top5_acc: 0.8152, loss_cls: 1.6417, loss: 1.6417, grad_norm: 5.0612 2021-03-08 01:53:30,791 - mmaction - INFO - Epoch [27][900/940] lr: 1.000e-02, eta: 21:24:44, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.6135, top5_acc: 0.8258, loss_cls: 1.6094, loss: 1.6094, grad_norm: 5.0821 2021-03-08 01:53:48,983 - mmaction - INFO - Epoch [27][920/940] lr: 1.000e-02, eta: 21:24:10, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.6064, top5_acc: 0.8191, loss_cls: 1.6366, loss: 1.6366, grad_norm: 5.0685 2021-03-08 01:54:06,655 - mmaction - INFO - Epoch [27][940/940] lr: 1.000e-02, eta: 21:23:35, time: 0.884, data_time: 0.001, memory: 8361, top1_acc: 0.6088, top5_acc: 0.8157, loss_cls: 1.6551, loss: 1.6551, grad_norm: 5.1107 2021-03-08 01:54:08,618 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-03-08 01:56:48,000 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 01:56:48,981 - mmaction - INFO - top1_acc 0.6523 top5_acc 0.8620 2021-03-08 01:56:48,988 - mmaction - INFO - Epoch(val) [27][940] top1_acc: 0.6523, top5_acc: 0.8620 2021-03-08 02:00:19,025 - mmaction - INFO - Epoch [28][20/940] lr: 1.000e-02, eta: 21:31:39, time: 10.500, data_time: 9.561, memory: 8361, top1_acc: 0.6232, top5_acc: 0.8184, loss_cls: 1.6088, loss: 1.6088, grad_norm: 4.9249 2021-03-08 02:00:37,233 - mmaction - INFO - Epoch [28][40/940] lr: 1.000e-02, eta: 21:31:04, time: 0.911, data_time: 0.003, memory: 8361, top1_acc: 0.6260, top5_acc: 0.8281, loss_cls: 1.5620, loss: 1.5620, grad_norm: 5.0449 2021-03-08 02:00:55,361 - mmaction - INFO - Epoch [28][60/940] lr: 1.000e-02, eta: 21:30:30, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.6168, top5_acc: 0.8285, loss_cls: 1.6016, loss: 1.6016, grad_norm: 5.0487 2021-03-08 02:01:13,656 - mmaction - INFO - Epoch [28][80/940] lr: 1.000e-02, eta: 21:29:56, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6293, top5_acc: 0.8248, loss_cls: 1.5762, loss: 1.5762, grad_norm: 5.0421 2021-03-08 02:01:31,978 - mmaction - INFO - Epoch [28][100/940] lr: 1.000e-02, eta: 21:29:22, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6229, top5_acc: 0.8336, loss_cls: 1.5668, loss: 1.5668, grad_norm: 5.0545 2021-03-08 02:01:50,333 - mmaction - INFO - Epoch [28][120/940] lr: 1.000e-02, eta: 21:28:48, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6285, top5_acc: 0.8305, loss_cls: 1.5603, loss: 1.5603, grad_norm: 4.9906 2021-03-08 02:02:08,594 - mmaction - INFO - Epoch [28][140/940] lr: 1.000e-02, eta: 21:28:13, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6279, top5_acc: 0.8322, loss_cls: 1.5673, loss: 1.5673, grad_norm: 5.0446 2021-03-08 02:02:26,904 - mmaction - INFO - Epoch [28][160/940] lr: 1.000e-02, eta: 21:27:40, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6137, top5_acc: 0.8307, loss_cls: 1.5725, loss: 1.5725, grad_norm: 5.1486 2021-03-08 02:02:45,231 - mmaction - INFO - Epoch [28][180/940] lr: 1.000e-02, eta: 21:27:06, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6162, top5_acc: 0.8256, loss_cls: 1.6003, loss: 1.6003, grad_norm: 5.1092 2021-03-08 02:03:03,519 - mmaction - INFO - Epoch [28][200/940] lr: 1.000e-02, eta: 21:26:32, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6172, top5_acc: 0.8277, loss_cls: 1.6035, loss: 1.6035, grad_norm: 5.0545 2021-03-08 02:03:21,976 - mmaction - INFO - Epoch [28][220/940] lr: 1.000e-02, eta: 21:25:58, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.6043, top5_acc: 0.8150, loss_cls: 1.6491, loss: 1.6491, grad_norm: 5.0661 2021-03-08 02:03:40,228 - mmaction - INFO - Epoch [28][240/940] lr: 1.000e-02, eta: 21:25:24, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6275, top5_acc: 0.8270, loss_cls: 1.5728, loss: 1.5728, grad_norm: 5.0258 2021-03-08 02:03:58,650 - mmaction - INFO - Epoch [28][260/940] lr: 1.000e-02, eta: 21:24:50, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.6156, top5_acc: 0.8229, loss_cls: 1.6126, loss: 1.6126, grad_norm: 5.0174 2021-03-08 02:04:17,124 - mmaction - INFO - Epoch [28][280/940] lr: 1.000e-02, eta: 21:24:17, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.6219, top5_acc: 0.8236, loss_cls: 1.5996, loss: 1.5996, grad_norm: 5.0271 2021-03-08 02:04:35,428 - mmaction - INFO - Epoch [28][300/940] lr: 1.000e-02, eta: 21:23:43, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6236, top5_acc: 0.8170, loss_cls: 1.5975, loss: 1.5975, grad_norm: 5.0450 2021-03-08 02:04:53,731 - mmaction - INFO - Epoch [28][320/940] lr: 1.000e-02, eta: 21:23:09, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6219, top5_acc: 0.8338, loss_cls: 1.5563, loss: 1.5563, grad_norm: 5.0251 2021-03-08 02:05:12,153 - mmaction - INFO - Epoch [28][340/940] lr: 1.000e-02, eta: 21:22:36, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.6168, top5_acc: 0.8271, loss_cls: 1.5903, loss: 1.5903, grad_norm: 5.0445 2021-03-08 02:05:30,376 - mmaction - INFO - Epoch [28][360/940] lr: 1.000e-02, eta: 21:22:02, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.6180, top5_acc: 0.8223, loss_cls: 1.5879, loss: 1.5879, grad_norm: 4.9597 2021-03-08 02:05:48,661 - mmaction - INFO - Epoch [28][380/940] lr: 1.000e-02, eta: 21:21:28, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6174, top5_acc: 0.8287, loss_cls: 1.5886, loss: 1.5886, grad_norm: 5.0610 2021-03-08 02:06:06,977 - mmaction - INFO - Epoch [28][400/940] lr: 1.000e-02, eta: 21:20:54, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6248, top5_acc: 0.8271, loss_cls: 1.5829, loss: 1.5829, grad_norm: 4.9289 2021-03-08 02:06:25,335 - mmaction - INFO - Epoch [28][420/940] lr: 1.000e-02, eta: 21:20:21, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6113, top5_acc: 0.8201, loss_cls: 1.6126, loss: 1.6126, grad_norm: 5.0301 2021-03-08 02:06:43,666 - mmaction - INFO - Epoch [28][440/940] lr: 1.000e-02, eta: 21:19:47, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6168, top5_acc: 0.8205, loss_cls: 1.6031, loss: 1.6031, grad_norm: 5.0658 2021-03-08 02:07:01,999 - mmaction - INFO - Epoch [28][460/940] lr: 1.000e-02, eta: 21:19:14, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6156, top5_acc: 0.8232, loss_cls: 1.5880, loss: 1.5880, grad_norm: 5.0103 2021-03-08 02:07:20,275 - mmaction - INFO - Epoch [28][480/940] lr: 1.000e-02, eta: 21:18:40, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6303, top5_acc: 0.8275, loss_cls: 1.5320, loss: 1.5320, grad_norm: 4.9419 2021-03-08 02:07:38,718 - mmaction - INFO - Epoch [28][500/940] lr: 1.000e-02, eta: 21:18:07, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.6219, top5_acc: 0.8275, loss_cls: 1.5869, loss: 1.5869, grad_norm: 4.9311 2021-03-08 02:07:57,062 - mmaction - INFO - Epoch [28][520/940] lr: 1.000e-02, eta: 21:17:33, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6211, top5_acc: 0.8309, loss_cls: 1.5696, loss: 1.5696, grad_norm: 5.0603 2021-03-08 02:08:15,475 - mmaction - INFO - Epoch [28][540/940] lr: 1.000e-02, eta: 21:17:00, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.6137, top5_acc: 0.8213, loss_cls: 1.6005, loss: 1.6005, grad_norm: 5.0765 2021-03-08 02:08:33,766 - mmaction - INFO - Epoch [28][560/940] lr: 1.000e-02, eta: 21:16:26, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6121, top5_acc: 0.8119, loss_cls: 1.6357, loss: 1.6357, grad_norm: 5.1347 2021-03-08 02:08:52,047 - mmaction - INFO - Epoch [28][580/940] lr: 1.000e-02, eta: 21:15:53, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6145, top5_acc: 0.8156, loss_cls: 1.6152, loss: 1.6152, grad_norm: 5.0809 2021-03-08 02:09:10,271 - mmaction - INFO - Epoch [28][600/940] lr: 1.000e-02, eta: 21:15:19, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6088, top5_acc: 0.8152, loss_cls: 1.6306, loss: 1.6306, grad_norm: 5.1215 2021-03-08 02:09:28,676 - mmaction - INFO - Epoch [28][620/940] lr: 1.000e-02, eta: 21:14:46, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6137, top5_acc: 0.8244, loss_cls: 1.6202, loss: 1.6202, grad_norm: 5.0785 2021-03-08 02:09:47,058 - mmaction - INFO - Epoch [28][640/940] lr: 1.000e-02, eta: 21:14:13, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.6072, top5_acc: 0.8160, loss_cls: 1.6497, loss: 1.6497, grad_norm: 5.1204 2021-03-08 02:10:05,322 - mmaction - INFO - Epoch [28][660/940] lr: 1.000e-02, eta: 21:13:39, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6055, top5_acc: 0.8176, loss_cls: 1.6759, loss: 1.6759, grad_norm: 5.2153 2021-03-08 02:10:23,647 - mmaction - INFO - Epoch [28][680/940] lr: 1.000e-02, eta: 21:13:06, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6025, top5_acc: 0.8172, loss_cls: 1.6755, loss: 1.6755, grad_norm: 5.1637 2021-03-08 02:10:41,940 - mmaction - INFO - Epoch [28][700/940] lr: 1.000e-02, eta: 21:12:32, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6227, top5_acc: 0.8344, loss_cls: 1.5868, loss: 1.5868, grad_norm: 5.0563 2021-03-08 02:11:00,198 - mmaction - INFO - Epoch [28][720/940] lr: 1.000e-02, eta: 21:11:59, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6111, top5_acc: 0.8221, loss_cls: 1.6262, loss: 1.6262, grad_norm: 5.1076 2021-03-08 02:11:18,521 - mmaction - INFO - Epoch [28][740/940] lr: 1.000e-02, eta: 21:11:25, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6113, top5_acc: 0.8320, loss_cls: 1.5931, loss: 1.5931, grad_norm: 5.0526 2021-03-08 02:11:36,918 - mmaction - INFO - Epoch [28][760/940] lr: 1.000e-02, eta: 21:10:52, time: 0.921, data_time: 0.003, memory: 8361, top1_acc: 0.6143, top5_acc: 0.8248, loss_cls: 1.6126, loss: 1.6126, grad_norm: 5.0943 2021-03-08 02:11:55,251 - mmaction - INFO - Epoch [28][780/940] lr: 1.000e-02, eta: 21:10:19, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6121, top5_acc: 0.8182, loss_cls: 1.6219, loss: 1.6219, grad_norm: 5.1021 2021-03-08 02:12:13,590 - mmaction - INFO - Epoch [28][800/940] lr: 1.000e-02, eta: 21:09:46, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6064, top5_acc: 0.8178, loss_cls: 1.6188, loss: 1.6188, grad_norm: 5.0482 2021-03-08 02:12:31,919 - mmaction - INFO - Epoch [28][820/940] lr: 1.000e-02, eta: 21:09:13, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6195, top5_acc: 0.8160, loss_cls: 1.6255, loss: 1.6255, grad_norm: 5.0594 2021-03-08 02:12:50,213 - mmaction - INFO - Epoch [28][840/940] lr: 1.000e-02, eta: 21:08:40, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6184, top5_acc: 0.8250, loss_cls: 1.6073, loss: 1.6073, grad_norm: 5.0523 2021-03-08 02:13:08,467 - mmaction - INFO - Epoch [28][860/940] lr: 1.000e-02, eta: 21:08:06, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6211, top5_acc: 0.8287, loss_cls: 1.6096, loss: 1.6096, grad_norm: 5.0752 2021-03-08 02:13:26,910 - mmaction - INFO - Epoch [28][880/940] lr: 1.000e-02, eta: 21:07:33, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.6029, top5_acc: 0.8211, loss_cls: 1.6275, loss: 1.6275, grad_norm: 5.0914 2021-03-08 02:13:45,233 - mmaction - INFO - Epoch [28][900/940] lr: 1.000e-02, eta: 21:07:00, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6148, top5_acc: 0.8219, loss_cls: 1.6187, loss: 1.6187, grad_norm: 5.0421 2021-03-08 02:14:03,535 - mmaction - INFO - Epoch [28][920/940] lr: 1.000e-02, eta: 21:06:27, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6227, top5_acc: 0.8254, loss_cls: 1.5893, loss: 1.5893, grad_norm: 5.0039 2021-03-08 02:14:21,284 - mmaction - INFO - Epoch [28][940/940] lr: 1.000e-02, eta: 21:05:53, time: 0.888, data_time: 0.002, memory: 8361, top1_acc: 0.6191, top5_acc: 0.8255, loss_cls: 1.5906, loss: 1.5906, grad_norm: 5.1427 2021-03-08 02:14:23,264 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-03-08 02:17:01,735 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 02:17:02,712 - mmaction - INFO - top1_acc 0.6559 top5_acc 0.8622 2021-03-08 02:17:02,720 - mmaction - INFO - Epoch(val) [28][940] top1_acc: 0.6559, top5_acc: 0.8622 2021-03-08 02:20:35,278 - mmaction - INFO - Epoch [29][20/940] lr: 1.000e-02, eta: 21:13:39, time: 10.627, data_time: 9.720, memory: 8361, top1_acc: 0.6287, top5_acc: 0.8285, loss_cls: 1.5529, loss: 1.5529, grad_norm: 5.0109 2021-03-08 02:20:53,420 - mmaction - INFO - Epoch [29][40/940] lr: 1.000e-02, eta: 21:13:05, time: 0.907, data_time: 0.001, memory: 8361, top1_acc: 0.6193, top5_acc: 0.8264, loss_cls: 1.5797, loss: 1.5797, grad_norm: 5.0615 2021-03-08 02:21:11,571 - mmaction - INFO - Epoch [29][60/940] lr: 1.000e-02, eta: 21:12:31, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.6330, top5_acc: 0.8398, loss_cls: 1.5295, loss: 1.5295, grad_norm: 4.9740 2021-03-08 02:21:29,756 - mmaction - INFO - Epoch [29][80/940] lr: 1.000e-02, eta: 21:11:57, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.6205, top5_acc: 0.8258, loss_cls: 1.5801, loss: 1.5801, grad_norm: 5.1531 2021-03-08 02:21:48,075 - mmaction - INFO - Epoch [29][100/940] lr: 1.000e-02, eta: 21:11:23, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6102, top5_acc: 0.8164, loss_cls: 1.6357, loss: 1.6357, grad_norm: 5.1642 2021-03-08 02:22:06,319 - mmaction - INFO - Epoch [29][120/940] lr: 1.000e-02, eta: 21:10:50, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6283, top5_acc: 0.8293, loss_cls: 1.5446, loss: 1.5446, grad_norm: 5.0241 2021-03-08 02:22:24,572 - mmaction - INFO - Epoch [29][140/940] lr: 1.000e-02, eta: 21:10:16, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6258, top5_acc: 0.8301, loss_cls: 1.5623, loss: 1.5623, grad_norm: 5.0114 2021-03-08 02:22:42,769 - mmaction - INFO - Epoch [29][160/940] lr: 1.000e-02, eta: 21:09:42, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.6287, top5_acc: 0.8285, loss_cls: 1.5753, loss: 1.5753, grad_norm: 5.0321 2021-03-08 02:23:00,973 - mmaction - INFO - Epoch [29][180/940] lr: 1.000e-02, eta: 21:09:09, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.6141, top5_acc: 0.8234, loss_cls: 1.6008, loss: 1.6008, grad_norm: 5.0856 2021-03-08 02:23:19,251 - mmaction - INFO - Epoch [29][200/940] lr: 1.000e-02, eta: 21:08:35, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6123, top5_acc: 0.8123, loss_cls: 1.6303, loss: 1.6303, grad_norm: 5.1735 2021-03-08 02:23:37,555 - mmaction - INFO - Epoch [29][220/940] lr: 1.000e-02, eta: 21:08:02, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6295, top5_acc: 0.8299, loss_cls: 1.5744, loss: 1.5744, grad_norm: 5.0787 2021-03-08 02:23:55,957 - mmaction - INFO - Epoch [29][240/940] lr: 1.000e-02, eta: 21:07:29, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.6217, top5_acc: 0.8332, loss_cls: 1.5836, loss: 1.5836, grad_norm: 5.0523 2021-03-08 02:24:14,228 - mmaction - INFO - Epoch [29][260/940] lr: 1.000e-02, eta: 21:06:55, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6115, top5_acc: 0.8219, loss_cls: 1.6276, loss: 1.6276, grad_norm: 5.1062 2021-03-08 02:24:32,602 - mmaction - INFO - Epoch [29][280/940] lr: 1.000e-02, eta: 21:06:22, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6289, top5_acc: 0.8268, loss_cls: 1.5590, loss: 1.5590, grad_norm: 4.8654 2021-03-08 02:24:50,935 - mmaction - INFO - Epoch [29][300/940] lr: 1.000e-02, eta: 21:05:49, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6188, top5_acc: 0.8193, loss_cls: 1.6038, loss: 1.6038, grad_norm: 5.0246 2021-03-08 02:25:09,177 - mmaction - INFO - Epoch [29][320/940] lr: 1.000e-02, eta: 21:05:16, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6195, top5_acc: 0.8258, loss_cls: 1.5944, loss: 1.5944, grad_norm: 5.1012 2021-03-08 02:25:27,472 - mmaction - INFO - Epoch [29][340/940] lr: 1.000e-02, eta: 21:04:42, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6256, top5_acc: 0.8201, loss_cls: 1.5914, loss: 1.5914, grad_norm: 5.0553 2021-03-08 02:25:45,852 - mmaction - INFO - Epoch [29][360/940] lr: 1.000e-02, eta: 21:04:09, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.6256, top5_acc: 0.8225, loss_cls: 1.6047, loss: 1.6047, grad_norm: 5.0561 2021-03-08 02:26:04,109 - mmaction - INFO - Epoch [29][380/940] lr: 1.000e-02, eta: 21:03:36, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6262, top5_acc: 0.8273, loss_cls: 1.5598, loss: 1.5598, grad_norm: 5.0403 2021-03-08 02:26:22,393 - mmaction - INFO - Epoch [29][400/940] lr: 1.000e-02, eta: 21:03:03, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6203, top5_acc: 0.8258, loss_cls: 1.5801, loss: 1.5801, grad_norm: 5.0015 2021-03-08 02:26:40,725 - mmaction - INFO - Epoch [29][420/940] lr: 1.000e-02, eta: 21:02:30, time: 0.917, data_time: 0.004, memory: 8361, top1_acc: 0.6227, top5_acc: 0.8184, loss_cls: 1.5959, loss: 1.5959, grad_norm: 5.0150 2021-03-08 02:26:59,023 - mmaction - INFO - Epoch [29][440/940] lr: 1.000e-02, eta: 21:01:56, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6182, top5_acc: 0.8213, loss_cls: 1.6228, loss: 1.6228, grad_norm: 5.1131 2021-03-08 02:27:17,373 - mmaction - INFO - Epoch [29][460/940] lr: 1.000e-02, eta: 21:01:23, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.6242, top5_acc: 0.8273, loss_cls: 1.5754, loss: 1.5754, grad_norm: 5.0771 2021-03-08 02:27:35,708 - mmaction - INFO - Epoch [29][480/940] lr: 1.000e-02, eta: 21:00:50, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6213, top5_acc: 0.8234, loss_cls: 1.5958, loss: 1.5958, grad_norm: 4.9718 2021-03-08 02:27:54,157 - mmaction - INFO - Epoch [29][500/940] lr: 1.000e-02, eta: 21:00:18, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.6205, top5_acc: 0.8277, loss_cls: 1.5780, loss: 1.5780, grad_norm: 5.0584 2021-03-08 02:28:12,536 - mmaction - INFO - Epoch [29][520/940] lr: 1.000e-02, eta: 20:59:45, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6189, top5_acc: 0.8201, loss_cls: 1.5893, loss: 1.5893, grad_norm: 5.1346 2021-03-08 02:28:30,819 - mmaction - INFO - Epoch [29][540/940] lr: 1.000e-02, eta: 20:59:12, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6123, top5_acc: 0.8234, loss_cls: 1.6086, loss: 1.6086, grad_norm: 5.0422 2021-03-08 02:28:49,141 - mmaction - INFO - Epoch [29][560/940] lr: 1.000e-02, eta: 20:58:39, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6264, top5_acc: 0.8219, loss_cls: 1.5946, loss: 1.5946, grad_norm: 5.0900 2021-03-08 02:29:07,502 - mmaction - INFO - Epoch [29][580/940] lr: 1.000e-02, eta: 20:58:06, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.6207, top5_acc: 0.8172, loss_cls: 1.6086, loss: 1.6086, grad_norm: 5.1435 2021-03-08 02:29:25,757 - mmaction - INFO - Epoch [29][600/940] lr: 1.000e-02, eta: 20:57:33, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6209, top5_acc: 0.8211, loss_cls: 1.6072, loss: 1.6072, grad_norm: 5.0867 2021-03-08 02:29:44,156 - mmaction - INFO - Epoch [29][620/940] lr: 1.000e-02, eta: 20:57:00, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6164, top5_acc: 0.8271, loss_cls: 1.5709, loss: 1.5709, grad_norm: 5.0748 2021-03-08 02:30:02,356 - mmaction - INFO - Epoch [29][640/940] lr: 1.000e-02, eta: 20:56:27, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.6176, top5_acc: 0.8291, loss_cls: 1.5755, loss: 1.5755, grad_norm: 5.0064 2021-03-08 02:30:20,666 - mmaction - INFO - Epoch [29][660/940] lr: 1.000e-02, eta: 20:55:54, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6146, top5_acc: 0.8203, loss_cls: 1.6447, loss: 1.6447, grad_norm: 5.1377 2021-03-08 02:30:38,891 - mmaction - INFO - Epoch [29][680/940] lr: 1.000e-02, eta: 20:55:21, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6092, top5_acc: 0.8166, loss_cls: 1.6498, loss: 1.6498, grad_norm: 5.1133 2021-03-08 02:30:57,150 - mmaction - INFO - Epoch [29][700/940] lr: 1.000e-02, eta: 20:54:48, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6100, top5_acc: 0.8262, loss_cls: 1.5929, loss: 1.5929, grad_norm: 5.1684 2021-03-08 02:31:15,429 - mmaction - INFO - Epoch [29][720/940] lr: 1.000e-02, eta: 20:54:15, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6178, top5_acc: 0.8242, loss_cls: 1.5896, loss: 1.5896, grad_norm: 5.0221 2021-03-08 02:31:33,623 - mmaction - INFO - Epoch [29][740/940] lr: 1.000e-02, eta: 20:53:42, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.6305, top5_acc: 0.8363, loss_cls: 1.5553, loss: 1.5553, grad_norm: 5.0136 2021-03-08 02:31:51,860 - mmaction - INFO - Epoch [29][760/940] lr: 1.000e-02, eta: 20:53:09, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6279, top5_acc: 0.8268, loss_cls: 1.5816, loss: 1.5816, grad_norm: 5.0385 2021-03-08 02:32:10,126 - mmaction - INFO - Epoch [29][780/940] lr: 1.000e-02, eta: 20:52:36, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6102, top5_acc: 0.8168, loss_cls: 1.6360, loss: 1.6360, grad_norm: 5.1367 2021-03-08 02:32:28,551 - mmaction - INFO - Epoch [29][800/940] lr: 1.000e-02, eta: 20:52:04, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.6139, top5_acc: 0.8187, loss_cls: 1.6205, loss: 1.6205, grad_norm: 5.1087 2021-03-08 02:32:46,865 - mmaction - INFO - Epoch [29][820/940] lr: 1.000e-02, eta: 20:51:31, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6117, top5_acc: 0.8209, loss_cls: 1.6185, loss: 1.6185, grad_norm: 5.0734 2021-03-08 02:33:05,116 - mmaction - INFO - Epoch [29][840/940] lr: 1.000e-02, eta: 20:50:58, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6123, top5_acc: 0.8230, loss_cls: 1.6307, loss: 1.6307, grad_norm: 5.1830 2021-03-08 02:33:23,365 - mmaction - INFO - Epoch [29][860/940] lr: 1.000e-02, eta: 20:50:26, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6188, top5_acc: 0.8287, loss_cls: 1.5952, loss: 1.5952, grad_norm: 5.0737 2021-03-08 02:33:41,664 - mmaction - INFO - Epoch [29][880/940] lr: 1.000e-02, eta: 20:49:53, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6209, top5_acc: 0.8295, loss_cls: 1.5721, loss: 1.5721, grad_norm: 5.0126 2021-03-08 02:33:59,874 - mmaction - INFO - Epoch [29][900/940] lr: 1.000e-02, eta: 20:49:20, time: 0.911, data_time: 0.003, memory: 8361, top1_acc: 0.6215, top5_acc: 0.8234, loss_cls: 1.6105, loss: 1.6105, grad_norm: 5.1163 2021-03-08 02:34:18,150 - mmaction - INFO - Epoch [29][920/940] lr: 1.000e-02, eta: 20:48:47, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6113, top5_acc: 0.8289, loss_cls: 1.5957, loss: 1.5957, grad_norm: 5.1221 2021-03-08 02:34:35,947 - mmaction - INFO - Epoch [29][940/940] lr: 1.000e-02, eta: 20:48:14, time: 0.887, data_time: 0.001, memory: 8361, top1_acc: 0.6149, top5_acc: 0.8200, loss_cls: 1.6405, loss: 1.6405, grad_norm: 5.1663 2021-03-08 02:34:37,839 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-03-08 02:37:12,698 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 02:37:13,679 - mmaction - INFO - top1_acc 0.6586 top5_acc 0.8662 2021-03-08 02:37:14,863 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. 2021-03-08 02:37:14,863 - mmaction - INFO - Best top1_acc is 0.6586 at 29 epoch. 2021-03-08 02:37:14,871 - mmaction - INFO - Epoch(val) [29][940] top1_acc: 0.6586, top5_acc: 0.8662 2021-03-08 02:40:44,978 - mmaction - INFO - Epoch [30][20/940] lr: 1.000e-02, eta: 20:55:30, time: 10.504, data_time: 9.584, memory: 8361, top1_acc: 0.6262, top5_acc: 0.8223, loss_cls: 1.5770, loss: 1.5770, grad_norm: 5.0994 2021-03-08 02:41:03,078 - mmaction - INFO - Epoch [30][40/940] lr: 1.000e-02, eta: 20:54:56, time: 0.905, data_time: 0.002, memory: 8361, top1_acc: 0.6186, top5_acc: 0.8203, loss_cls: 1.5952, loss: 1.5952, grad_norm: 5.0197 2021-03-08 02:41:21,401 - mmaction - INFO - Epoch [30][60/940] lr: 1.000e-02, eta: 20:54:24, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6264, top5_acc: 0.8287, loss_cls: 1.5845, loss: 1.5845, grad_norm: 5.0107 2021-03-08 02:41:39,739 - mmaction - INFO - Epoch [30][80/940] lr: 1.000e-02, eta: 20:53:51, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6258, top5_acc: 0.8264, loss_cls: 1.5501, loss: 1.5501, grad_norm: 5.0711 2021-03-08 02:41:57,981 - mmaction - INFO - Epoch [30][100/940] lr: 1.000e-02, eta: 20:53:17, time: 0.913, data_time: 0.003, memory: 8361, top1_acc: 0.6359, top5_acc: 0.8393, loss_cls: 1.5194, loss: 1.5194, grad_norm: 5.0093 2021-03-08 02:42:16,175 - mmaction - INFO - Epoch [30][120/940] lr: 1.000e-02, eta: 20:52:44, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.6342, top5_acc: 0.8322, loss_cls: 1.5435, loss: 1.5435, grad_norm: 4.9710 2021-03-08 02:42:34,458 - mmaction - INFO - Epoch [30][140/940] lr: 1.000e-02, eta: 20:52:11, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6312, top5_acc: 0.8371, loss_cls: 1.5056, loss: 1.5056, grad_norm: 4.9572 2021-03-08 02:42:52,688 - mmaction - INFO - Epoch [30][160/940] lr: 1.000e-02, eta: 20:51:38, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6299, top5_acc: 0.8346, loss_cls: 1.5228, loss: 1.5228, grad_norm: 4.9394 2021-03-08 02:43:10,915 - mmaction - INFO - Epoch [30][180/940] lr: 1.000e-02, eta: 20:51:05, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.6262, top5_acc: 0.8264, loss_cls: 1.5459, loss: 1.5459, grad_norm: 4.9874 2021-03-08 02:43:29,221 - mmaction - INFO - Epoch [30][200/940] lr: 1.000e-02, eta: 20:50:32, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6275, top5_acc: 0.8350, loss_cls: 1.5207, loss: 1.5207, grad_norm: 5.0856 2021-03-08 02:43:47,641 - mmaction - INFO - Epoch [30][220/940] lr: 1.000e-02, eta: 20:50:00, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6273, top5_acc: 0.8229, loss_cls: 1.5747, loss: 1.5747, grad_norm: 5.0313 2021-03-08 02:44:05,981 - mmaction - INFO - Epoch [30][240/940] lr: 1.000e-02, eta: 20:49:27, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6160, top5_acc: 0.8219, loss_cls: 1.6190, loss: 1.6190, grad_norm: 5.0789 2021-03-08 02:44:24,331 - mmaction - INFO - Epoch [30][260/940] lr: 1.000e-02, eta: 20:48:54, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6355, top5_acc: 0.8342, loss_cls: 1.5243, loss: 1.5243, grad_norm: 4.9013 2021-03-08 02:44:42,758 - mmaction - INFO - Epoch [30][280/940] lr: 1.000e-02, eta: 20:48:22, time: 0.922, data_time: 0.003, memory: 8361, top1_acc: 0.6316, top5_acc: 0.8324, loss_cls: 1.5365, loss: 1.5365, grad_norm: 5.0676 2021-03-08 02:45:00,989 - mmaction - INFO - Epoch [30][300/940] lr: 1.000e-02, eta: 20:47:49, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6236, top5_acc: 0.8256, loss_cls: 1.5883, loss: 1.5883, grad_norm: 4.9540 2021-03-08 02:45:19,241 - mmaction - INFO - Epoch [30][320/940] lr: 1.000e-02, eta: 20:47:16, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6258, top5_acc: 0.8295, loss_cls: 1.5700, loss: 1.5700, grad_norm: 5.0016 2021-03-08 02:45:37,528 - mmaction - INFO - Epoch [30][340/940] lr: 1.000e-02, eta: 20:46:43, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6363, top5_acc: 0.8326, loss_cls: 1.5201, loss: 1.5201, grad_norm: 4.9812 2021-03-08 02:45:56,008 - mmaction - INFO - Epoch [30][360/940] lr: 1.000e-02, eta: 20:46:11, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.6248, top5_acc: 0.8334, loss_cls: 1.5618, loss: 1.5618, grad_norm: 5.0251 2021-03-08 02:46:14,435 - mmaction - INFO - Epoch [30][380/940] lr: 1.000e-02, eta: 20:45:39, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.6217, top5_acc: 0.8287, loss_cls: 1.5612, loss: 1.5612, grad_norm: 5.0745 2021-03-08 02:46:32,840 - mmaction - INFO - Epoch [30][400/940] lr: 1.000e-02, eta: 20:45:06, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.6250, top5_acc: 0.8244, loss_cls: 1.6003, loss: 1.6003, grad_norm: 5.0744 2021-03-08 02:46:51,118 - mmaction - INFO - Epoch [30][420/940] lr: 1.000e-02, eta: 20:44:34, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6188, top5_acc: 0.8275, loss_cls: 1.5886, loss: 1.5886, grad_norm: 5.0574 2021-03-08 02:47:09,429 - mmaction - INFO - Epoch [30][440/940] lr: 1.000e-02, eta: 20:44:01, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6271, top5_acc: 0.8248, loss_cls: 1.5545, loss: 1.5545, grad_norm: 4.9621 2021-03-08 02:47:27,787 - mmaction - INFO - Epoch [30][460/940] lr: 1.000e-02, eta: 20:43:29, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6371, top5_acc: 0.8340, loss_cls: 1.5199, loss: 1.5199, grad_norm: 4.9596 2021-03-08 02:47:46,302 - mmaction - INFO - Epoch [30][480/940] lr: 1.000e-02, eta: 20:42:56, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.6111, top5_acc: 0.8318, loss_cls: 1.6000, loss: 1.6000, grad_norm: 5.1213 2021-03-08 02:48:04,622 - mmaction - INFO - Epoch [30][500/940] lr: 1.000e-02, eta: 20:42:24, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6027, top5_acc: 0.8277, loss_cls: 1.6180, loss: 1.6180, grad_norm: 5.1609 2021-03-08 02:48:22,950 - mmaction - INFO - Epoch [30][520/940] lr: 1.000e-02, eta: 20:41:51, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6258, top5_acc: 0.8318, loss_cls: 1.5558, loss: 1.5558, grad_norm: 5.0263 2021-03-08 02:48:41,298 - mmaction - INFO - Epoch [30][540/940] lr: 1.000e-02, eta: 20:41:19, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6227, top5_acc: 0.8201, loss_cls: 1.5736, loss: 1.5736, grad_norm: 5.0700 2021-03-08 02:48:59,518 - mmaction - INFO - Epoch [30][560/940] lr: 1.000e-02, eta: 20:40:46, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6189, top5_acc: 0.8229, loss_cls: 1.6079, loss: 1.6079, grad_norm: 5.1468 2021-03-08 02:49:17,850 - mmaction - INFO - Epoch [30][580/940] lr: 1.000e-02, eta: 20:40:14, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6215, top5_acc: 0.8279, loss_cls: 1.5794, loss: 1.5794, grad_norm: 5.1951 2021-03-08 02:49:36,214 - mmaction - INFO - Epoch [30][600/940] lr: 1.000e-02, eta: 20:39:42, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6369, top5_acc: 0.8363, loss_cls: 1.5104, loss: 1.5104, grad_norm: 4.9781 2021-03-08 02:49:54,611 - mmaction - INFO - Epoch [30][620/940] lr: 1.000e-02, eta: 20:39:09, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.6209, top5_acc: 0.8268, loss_cls: 1.6030, loss: 1.6030, grad_norm: 5.1383 2021-03-08 02:50:12,906 - mmaction - INFO - Epoch [30][640/940] lr: 1.000e-02, eta: 20:38:37, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6281, top5_acc: 0.8293, loss_cls: 1.5652, loss: 1.5652, grad_norm: 4.9479 2021-03-08 02:50:31,276 - mmaction - INFO - Epoch [30][660/940] lr: 1.000e-02, eta: 20:38:05, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6336, top5_acc: 0.8281, loss_cls: 1.5538, loss: 1.5538, grad_norm: 4.9369 2021-03-08 02:50:49,552 - mmaction - INFO - Epoch [30][680/940] lr: 1.000e-02, eta: 20:37:32, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6172, top5_acc: 0.8219, loss_cls: 1.5815, loss: 1.5815, grad_norm: 5.1103 2021-03-08 02:51:07,959 - mmaction - INFO - Epoch [30][700/940] lr: 1.000e-02, eta: 20:37:00, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6199, top5_acc: 0.8242, loss_cls: 1.5862, loss: 1.5862, grad_norm: 5.1309 2021-03-08 02:51:26,292 - mmaction - INFO - Epoch [30][720/940] lr: 1.000e-02, eta: 20:36:28, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6342, top5_acc: 0.8279, loss_cls: 1.5516, loss: 1.5516, grad_norm: 5.0495 2021-03-08 02:51:44,648 - mmaction - INFO - Epoch [30][740/940] lr: 1.000e-02, eta: 20:35:56, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6154, top5_acc: 0.8211, loss_cls: 1.5879, loss: 1.5879, grad_norm: 5.0932 2021-03-08 02:52:02,950 - mmaction - INFO - Epoch [30][760/940] lr: 1.000e-02, eta: 20:35:24, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6230, top5_acc: 0.8246, loss_cls: 1.6062, loss: 1.6062, grad_norm: 5.1369 2021-03-08 02:52:21,352 - mmaction - INFO - Epoch [30][780/940] lr: 1.000e-02, eta: 20:34:51, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6203, top5_acc: 0.8283, loss_cls: 1.5956, loss: 1.5956, grad_norm: 5.1893 2021-03-08 02:52:39,719 - mmaction - INFO - Epoch [30][800/940] lr: 1.000e-02, eta: 20:34:19, time: 0.920, data_time: 0.003, memory: 8361, top1_acc: 0.6221, top5_acc: 0.8264, loss_cls: 1.5945, loss: 1.5945, grad_norm: 5.1593 2021-03-08 02:52:57,970 - mmaction - INFO - Epoch [30][820/940] lr: 1.000e-02, eta: 20:33:47, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6131, top5_acc: 0.8146, loss_cls: 1.6442, loss: 1.6442, grad_norm: 5.1795 2021-03-08 02:53:16,293 - mmaction - INFO - Epoch [30][840/940] lr: 1.000e-02, eta: 20:33:15, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6072, top5_acc: 0.8189, loss_cls: 1.6315, loss: 1.6315, grad_norm: 5.1033 2021-03-08 02:53:34,621 - mmaction - INFO - Epoch [30][860/940] lr: 1.000e-02, eta: 20:32:43, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6127, top5_acc: 0.8254, loss_cls: 1.5950, loss: 1.5950, grad_norm: 5.1147 2021-03-08 02:53:53,021 - mmaction - INFO - Epoch [30][880/940] lr: 1.000e-02, eta: 20:32:11, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6199, top5_acc: 0.8238, loss_cls: 1.6021, loss: 1.6021, grad_norm: 5.1505 2021-03-08 02:54:11,334 - mmaction - INFO - Epoch [30][900/940] lr: 1.000e-02, eta: 20:31:39, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6111, top5_acc: 0.8223, loss_cls: 1.6207, loss: 1.6207, grad_norm: 5.1234 2021-03-08 02:54:29,583 - mmaction - INFO - Epoch [30][920/940] lr: 1.000e-02, eta: 20:31:06, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6188, top5_acc: 0.8281, loss_cls: 1.6024, loss: 1.6024, grad_norm: 5.1169 2021-03-08 02:54:47,294 - mmaction - INFO - Epoch [30][940/940] lr: 1.000e-02, eta: 20:30:33, time: 0.886, data_time: 0.002, memory: 8361, top1_acc: 0.6185, top5_acc: 0.8222, loss_cls: 1.6095, loss: 1.6095, grad_norm: 5.1193 2021-03-08 02:54:49,322 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-03-08 02:57:22,916 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 02:57:23,894 - mmaction - INFO - top1_acc 0.6613 top5_acc 0.8679 2021-03-08 02:57:25,396 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. 2021-03-08 02:57:25,397 - mmaction - INFO - Best top1_acc is 0.6613 at 30 epoch. 2021-03-08 02:57:25,404 - mmaction - INFO - Epoch(val) [30][940] top1_acc: 0.6613, top5_acc: 0.8679 2021-03-08 03:00:55,606 - mmaction - INFO - Epoch [31][20/940] lr: 1.000e-02, eta: 20:37:28, time: 10.509, data_time: 9.586, memory: 8361, top1_acc: 0.6227, top5_acc: 0.8340, loss_cls: 1.5282, loss: 1.5282, grad_norm: 4.9947 2021-03-08 03:01:13,859 - mmaction - INFO - Epoch [31][40/940] lr: 1.000e-02, eta: 20:36:55, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.6217, top5_acc: 0.8271, loss_cls: 1.5666, loss: 1.5666, grad_norm: 5.0064 2021-03-08 03:01:32,065 - mmaction - INFO - Epoch [31][60/940] lr: 1.000e-02, eta: 20:36:23, time: 0.912, data_time: 0.003, memory: 8361, top1_acc: 0.6377, top5_acc: 0.8279, loss_cls: 1.5441, loss: 1.5441, grad_norm: 4.9873 2021-03-08 03:01:50,364 - mmaction - INFO - Epoch [31][80/940] lr: 1.000e-02, eta: 20:35:50, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6256, top5_acc: 0.8209, loss_cls: 1.5910, loss: 1.5910, grad_norm: 5.0379 2021-03-08 03:02:08,658 - mmaction - INFO - Epoch [31][100/940] lr: 1.000e-02, eta: 20:35:18, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6432, top5_acc: 0.8357, loss_cls: 1.5162, loss: 1.5162, grad_norm: 4.9292 2021-03-08 03:02:26,969 - mmaction - INFO - Epoch [31][120/940] lr: 1.000e-02, eta: 20:34:45, time: 0.916, data_time: 0.008, memory: 8361, top1_acc: 0.6287, top5_acc: 0.8246, loss_cls: 1.5764, loss: 1.5764, grad_norm: 5.0966 2021-03-08 03:02:45,141 - mmaction - INFO - Epoch [31][140/940] lr: 1.000e-02, eta: 20:34:13, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.6264, top5_acc: 0.8207, loss_cls: 1.5867, loss: 1.5867, grad_norm: 5.0309 2021-03-08 03:03:03,341 - mmaction - INFO - Epoch [31][160/940] lr: 1.000e-02, eta: 20:33:40, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.6188, top5_acc: 0.8266, loss_cls: 1.5983, loss: 1.5983, grad_norm: 5.0736 2021-03-08 03:03:21,587 - mmaction - INFO - Epoch [31][180/940] lr: 1.000e-02, eta: 20:33:08, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6402, top5_acc: 0.8346, loss_cls: 1.5255, loss: 1.5255, grad_norm: 5.0577 2021-03-08 03:03:39,976 - mmaction - INFO - Epoch [31][200/940] lr: 1.000e-02, eta: 20:32:35, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6346, top5_acc: 0.8301, loss_cls: 1.5212, loss: 1.5212, grad_norm: 5.0214 2021-03-08 03:03:58,356 - mmaction - INFO - Epoch [31][220/940] lr: 1.000e-02, eta: 20:32:03, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.6279, top5_acc: 0.8316, loss_cls: 1.5462, loss: 1.5462, grad_norm: 5.0467 2021-03-08 03:04:16,723 - mmaction - INFO - Epoch [31][240/940] lr: 1.000e-02, eta: 20:31:31, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6260, top5_acc: 0.8322, loss_cls: 1.5566, loss: 1.5566, grad_norm: 5.1045 2021-03-08 03:04:35,126 - mmaction - INFO - Epoch [31][260/940] lr: 1.000e-02, eta: 20:30:59, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.6266, top5_acc: 0.8262, loss_cls: 1.5731, loss: 1.5731, grad_norm: 5.1637 2021-03-08 03:04:53,429 - mmaction - INFO - Epoch [31][280/940] lr: 1.000e-02, eta: 20:30:27, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6139, top5_acc: 0.8295, loss_cls: 1.5898, loss: 1.5898, grad_norm: 5.2287 2021-03-08 03:05:11,781 - mmaction - INFO - Epoch [31][300/940] lr: 1.000e-02, eta: 20:29:54, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.6195, top5_acc: 0.8311, loss_cls: 1.5751, loss: 1.5751, grad_norm: 5.1651 2021-03-08 03:05:30,214 - mmaction - INFO - Epoch [31][320/940] lr: 1.000e-02, eta: 20:29:23, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.6252, top5_acc: 0.8254, loss_cls: 1.5610, loss: 1.5610, grad_norm: 5.1296 2021-03-08 03:05:48,607 - mmaction - INFO - Epoch [31][340/940] lr: 1.000e-02, eta: 20:28:50, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6406, top5_acc: 0.8322, loss_cls: 1.5214, loss: 1.5214, grad_norm: 5.0417 2021-03-08 03:06:07,046 - mmaction - INFO - Epoch [31][360/940] lr: 1.000e-02, eta: 20:28:19, time: 0.923, data_time: 0.003, memory: 8361, top1_acc: 0.6207, top5_acc: 0.8197, loss_cls: 1.6045, loss: 1.6045, grad_norm: 5.0798 2021-03-08 03:06:25,529 - mmaction - INFO - Epoch [31][380/940] lr: 1.000e-02, eta: 20:27:47, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.6223, top5_acc: 0.8248, loss_cls: 1.5669, loss: 1.5669, grad_norm: 5.0983 2021-03-08 03:06:43,820 - mmaction - INFO - Epoch [31][400/940] lr: 1.000e-02, eta: 20:27:15, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6271, top5_acc: 0.8328, loss_cls: 1.5613, loss: 1.5613, grad_norm: 5.1252 2021-03-08 03:07:02,226 - mmaction - INFO - Epoch [31][420/940] lr: 1.000e-02, eta: 20:26:43, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6244, top5_acc: 0.8215, loss_cls: 1.5715, loss: 1.5715, grad_norm: 5.1978 2021-03-08 03:07:20,616 - mmaction - INFO - Epoch [31][440/940] lr: 1.000e-02, eta: 20:26:11, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6141, top5_acc: 0.8203, loss_cls: 1.6321, loss: 1.6321, grad_norm: 5.2710 2021-03-08 03:07:39,001 - mmaction - INFO - Epoch [31][460/940] lr: 1.000e-02, eta: 20:25:39, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6352, top5_acc: 0.8313, loss_cls: 1.5399, loss: 1.5399, grad_norm: 4.9412 2021-03-08 03:07:57,351 - mmaction - INFO - Epoch [31][480/940] lr: 1.000e-02, eta: 20:25:07, time: 0.917, data_time: 0.000, memory: 8361, top1_acc: 0.6334, top5_acc: 0.8365, loss_cls: 1.5210, loss: 1.5210, grad_norm: 5.0339 2021-03-08 03:08:15,667 - mmaction - INFO - Epoch [31][500/940] lr: 1.000e-02, eta: 20:24:35, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6197, top5_acc: 0.8264, loss_cls: 1.5832, loss: 1.5832, grad_norm: 5.0350 2021-03-08 03:08:34,011 - mmaction - INFO - Epoch [31][520/940] lr: 1.000e-02, eta: 20:24:03, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6311, top5_acc: 0.8291, loss_cls: 1.5453, loss: 1.5453, grad_norm: 5.0642 2021-03-08 03:08:52,335 - mmaction - INFO - Epoch [31][540/940] lr: 1.000e-02, eta: 20:23:31, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6205, top5_acc: 0.8244, loss_cls: 1.5831, loss: 1.5831, grad_norm: 5.1569 2021-03-08 03:09:10,697 - mmaction - INFO - Epoch [31][560/940] lr: 1.000e-02, eta: 20:22:59, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6230, top5_acc: 0.8223, loss_cls: 1.6046, loss: 1.6046, grad_norm: 5.0429 2021-03-08 03:09:29,019 - mmaction - INFO - Epoch [31][580/940] lr: 1.000e-02, eta: 20:22:27, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6281, top5_acc: 0.8322, loss_cls: 1.5493, loss: 1.5493, grad_norm: 5.0394 2021-03-08 03:09:47,286 - mmaction - INFO - Epoch [31][600/940] lr: 1.000e-02, eta: 20:21:55, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6266, top5_acc: 0.8361, loss_cls: 1.5355, loss: 1.5355, grad_norm: 5.1549 2021-03-08 03:10:05,774 - mmaction - INFO - Epoch [31][620/940] lr: 1.000e-02, eta: 20:21:24, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.6152, top5_acc: 0.8252, loss_cls: 1.6109, loss: 1.6109, grad_norm: 5.1740 2021-03-08 03:10:24,023 - mmaction - INFO - Epoch [31][640/940] lr: 1.000e-02, eta: 20:20:51, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.6121, top5_acc: 0.8291, loss_cls: 1.5712, loss: 1.5712, grad_norm: 5.1292 2021-03-08 03:10:42,338 - mmaction - INFO - Epoch [31][660/940] lr: 1.000e-02, eta: 20:20:20, time: 0.917, data_time: 0.003, memory: 8361, top1_acc: 0.6316, top5_acc: 0.8299, loss_cls: 1.5392, loss: 1.5392, grad_norm: 5.0624 2021-03-08 03:11:00,776 - mmaction - INFO - Epoch [31][680/940] lr: 1.000e-02, eta: 20:19:48, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.6158, top5_acc: 0.8283, loss_cls: 1.5820, loss: 1.5820, grad_norm: 5.1037 2021-03-08 03:11:19,042 - mmaction - INFO - Epoch [31][700/940] lr: 1.000e-02, eta: 20:19:16, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6348, top5_acc: 0.8318, loss_cls: 1.5305, loss: 1.5305, grad_norm: 4.9661 2021-03-08 03:11:37,396 - mmaction - INFO - Epoch [31][720/940] lr: 1.000e-02, eta: 20:18:44, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.6316, top5_acc: 0.8334, loss_cls: 1.5497, loss: 1.5497, grad_norm: 5.0505 2021-03-08 03:11:55,667 - mmaction - INFO - Epoch [31][740/940] lr: 1.000e-02, eta: 20:18:12, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6299, top5_acc: 0.8314, loss_cls: 1.5495, loss: 1.5495, grad_norm: 5.0628 2021-03-08 03:12:13,979 - mmaction - INFO - Epoch [31][760/940] lr: 1.000e-02, eta: 20:17:41, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6145, top5_acc: 0.8268, loss_cls: 1.5830, loss: 1.5830, grad_norm: 5.0873 2021-03-08 03:12:32,188 - mmaction - INFO - Epoch [31][780/940] lr: 1.000e-02, eta: 20:17:09, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.6154, top5_acc: 0.8203, loss_cls: 1.6099, loss: 1.6099, grad_norm: 5.1542 2021-03-08 03:12:50,518 - mmaction - INFO - Epoch [31][800/940] lr: 1.000e-02, eta: 20:16:37, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6197, top5_acc: 0.8244, loss_cls: 1.5938, loss: 1.5938, grad_norm: 5.1341 2021-03-08 03:13:09,027 - mmaction - INFO - Epoch [31][820/940] lr: 1.000e-02, eta: 20:16:05, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.6256, top5_acc: 0.8330, loss_cls: 1.5385, loss: 1.5385, grad_norm: 5.0422 2021-03-08 03:13:27,281 - mmaction - INFO - Epoch [31][840/940] lr: 1.000e-02, eta: 20:15:34, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6240, top5_acc: 0.8215, loss_cls: 1.5829, loss: 1.5829, grad_norm: 5.0974 2021-03-08 03:13:45,570 - mmaction - INFO - Epoch [31][860/940] lr: 1.000e-02, eta: 20:15:02, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6242, top5_acc: 0.8172, loss_cls: 1.6008, loss: 1.6008, grad_norm: 5.0381 2021-03-08 03:14:03,790 - mmaction - INFO - Epoch [31][880/940] lr: 1.000e-02, eta: 20:14:30, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6070, top5_acc: 0.8197, loss_cls: 1.6417, loss: 1.6417, grad_norm: 5.1566 2021-03-08 03:14:22,052 - mmaction - INFO - Epoch [31][900/940] lr: 1.000e-02, eta: 20:13:58, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6158, top5_acc: 0.8172, loss_cls: 1.6077, loss: 1.6077, grad_norm: 5.0832 2021-03-08 03:14:40,280 - mmaction - INFO - Epoch [31][920/940] lr: 1.000e-02, eta: 20:13:26, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6143, top5_acc: 0.8299, loss_cls: 1.5855, loss: 1.5855, grad_norm: 5.0721 2021-03-08 03:14:58,059 - mmaction - INFO - Epoch [31][940/940] lr: 1.000e-02, eta: 20:12:53, time: 0.889, data_time: 0.001, memory: 8361, top1_acc: 0.6134, top5_acc: 0.8283, loss_cls: 1.5799, loss: 1.5799, grad_norm: 5.0964 2021-03-08 03:15:00,103 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-03-08 03:17:36,274 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 03:17:37,252 - mmaction - INFO - top1_acc 0.6616 top5_acc 0.8670 2021-03-08 03:17:38,990 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. 2021-03-08 03:17:38,992 - mmaction - INFO - Best top1_acc is 0.6616 at 31 epoch. 2021-03-08 03:17:39,000 - mmaction - INFO - Epoch(val) [31][940] top1_acc: 0.6616, top5_acc: 0.8670 2021-03-08 03:21:12,797 - mmaction - INFO - Epoch [32][20/940] lr: 1.000e-02, eta: 20:19:36, time: 10.689, data_time: 9.779, memory: 8361, top1_acc: 0.6338, top5_acc: 0.8311, loss_cls: 1.5395, loss: 1.5395, grad_norm: 5.0638 2021-03-08 03:21:30,964 - mmaction - INFO - Epoch [32][40/940] lr: 1.000e-02, eta: 20:19:04, time: 0.907, data_time: 0.003, memory: 8361, top1_acc: 0.6201, top5_acc: 0.8252, loss_cls: 1.5810, loss: 1.5810, grad_norm: 5.1061 2021-03-08 03:21:49,129 - mmaction - INFO - Epoch [32][60/940] lr: 1.000e-02, eta: 20:18:32, time: 0.910, data_time: 0.003, memory: 8361, top1_acc: 0.6369, top5_acc: 0.8363, loss_cls: 1.5005, loss: 1.5005, grad_norm: 4.9665 2021-03-08 03:22:07,327 - mmaction - INFO - Epoch [32][80/940] lr: 1.000e-02, eta: 20:18:00, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.6350, top5_acc: 0.8330, loss_cls: 1.5254, loss: 1.5254, grad_norm: 5.0089 2021-03-08 03:22:25,647 - mmaction - INFO - Epoch [32][100/940] lr: 1.000e-02, eta: 20:17:28, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6301, top5_acc: 0.8227, loss_cls: 1.5521, loss: 1.5521, grad_norm: 4.9782 2021-03-08 03:22:43,863 - mmaction - INFO - Epoch [32][120/940] lr: 1.000e-02, eta: 20:16:55, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.6307, top5_acc: 0.8365, loss_cls: 1.5279, loss: 1.5279, grad_norm: 5.0752 2021-03-08 03:23:02,148 - mmaction - INFO - Epoch [32][140/940] lr: 1.000e-02, eta: 20:16:23, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6307, top5_acc: 0.8348, loss_cls: 1.5366, loss: 1.5366, grad_norm: 4.9410 2021-03-08 03:23:20,528 - mmaction - INFO - Epoch [32][160/940] lr: 1.000e-02, eta: 20:15:52, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6299, top5_acc: 0.8309, loss_cls: 1.5444, loss: 1.5444, grad_norm: 5.0058 2021-03-08 03:23:38,814 - mmaction - INFO - Epoch [32][180/940] lr: 1.000e-02, eta: 20:15:20, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6209, top5_acc: 0.8293, loss_cls: 1.5705, loss: 1.5705, grad_norm: 5.1102 2021-03-08 03:23:57,063 - mmaction - INFO - Epoch [32][200/940] lr: 1.000e-02, eta: 20:14:48, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6328, top5_acc: 0.8303, loss_cls: 1.5264, loss: 1.5264, grad_norm: 5.0348 2021-03-08 03:24:15,348 - mmaction - INFO - Epoch [32][220/940] lr: 1.000e-02, eta: 20:14:16, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6340, top5_acc: 0.8248, loss_cls: 1.5355, loss: 1.5355, grad_norm: 4.9809 2021-03-08 03:24:33,795 - mmaction - INFO - Epoch [32][240/940] lr: 1.000e-02, eta: 20:13:44, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.6240, top5_acc: 0.8314, loss_cls: 1.5532, loss: 1.5532, grad_norm: 5.1378 2021-03-08 03:24:52,306 - mmaction - INFO - Epoch [32][260/940] lr: 1.000e-02, eta: 20:13:13, time: 0.927, data_time: 0.003, memory: 8361, top1_acc: 0.6348, top5_acc: 0.8254, loss_cls: 1.5615, loss: 1.5615, grad_norm: 5.0127 2021-03-08 03:25:10,734 - mmaction - INFO - Epoch [32][280/940] lr: 1.000e-02, eta: 20:12:41, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.6205, top5_acc: 0.8350, loss_cls: 1.5634, loss: 1.5634, grad_norm: 5.0709 2021-03-08 03:25:29,107 - mmaction - INFO - Epoch [32][300/940] lr: 1.000e-02, eta: 20:12:10, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6256, top5_acc: 0.8338, loss_cls: 1.5503, loss: 1.5503, grad_norm: 5.2154 2021-03-08 03:25:47,397 - mmaction - INFO - Epoch [32][320/940] lr: 1.000e-02, eta: 20:11:38, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6145, top5_acc: 0.8283, loss_cls: 1.5932, loss: 1.5932, grad_norm: 5.1876 2021-03-08 03:26:05,710 - mmaction - INFO - Epoch [32][340/940] lr: 1.000e-02, eta: 20:11:06, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6238, top5_acc: 0.8330, loss_cls: 1.5418, loss: 1.5418, grad_norm: 5.0441 2021-03-08 03:26:23,980 - mmaction - INFO - Epoch [32][360/940] lr: 1.000e-02, eta: 20:10:34, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6367, top5_acc: 0.8293, loss_cls: 1.5316, loss: 1.5316, grad_norm: 4.9300 2021-03-08 03:26:42,232 - mmaction - INFO - Epoch [32][380/940] lr: 1.000e-02, eta: 20:10:02, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6279, top5_acc: 0.8328, loss_cls: 1.5452, loss: 1.5452, grad_norm: 5.1505 2021-03-08 03:27:00,512 - mmaction - INFO - Epoch [32][400/940] lr: 1.000e-02, eta: 20:09:31, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6135, top5_acc: 0.8195, loss_cls: 1.5804, loss: 1.5804, grad_norm: 5.1172 2021-03-08 03:27:18,786 - mmaction - INFO - Epoch [32][420/940] lr: 1.000e-02, eta: 20:08:59, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6230, top5_acc: 0.8258, loss_cls: 1.5679, loss: 1.5679, grad_norm: 5.0254 2021-03-08 03:27:37,276 - mmaction - INFO - Epoch [32][440/940] lr: 1.000e-02, eta: 20:08:28, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.6084, top5_acc: 0.8250, loss_cls: 1.5910, loss: 1.5910, grad_norm: 5.1191 2021-03-08 03:27:55,601 - mmaction - INFO - Epoch [32][460/940] lr: 1.000e-02, eta: 20:07:56, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6195, top5_acc: 0.8203, loss_cls: 1.5774, loss: 1.5774, grad_norm: 5.0059 2021-03-08 03:28:13,909 - mmaction - INFO - Epoch [32][480/940] lr: 1.000e-02, eta: 20:07:24, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6264, top5_acc: 0.8305, loss_cls: 1.5520, loss: 1.5520, grad_norm: 5.0574 2021-03-08 03:28:32,225 - mmaction - INFO - Epoch [32][500/940] lr: 1.000e-02, eta: 20:06:53, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6238, top5_acc: 0.8256, loss_cls: 1.5645, loss: 1.5645, grad_norm: 5.0846 2021-03-08 03:28:50,587 - mmaction - INFO - Epoch [32][520/940] lr: 1.000e-02, eta: 20:06:21, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.6230, top5_acc: 0.8262, loss_cls: 1.5882, loss: 1.5882, grad_norm: 4.9663 2021-03-08 03:29:08,936 - mmaction - INFO - Epoch [32][540/940] lr: 1.000e-02, eta: 20:05:50, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6234, top5_acc: 0.8277, loss_cls: 1.5644, loss: 1.5644, grad_norm: 5.0572 2021-03-08 03:29:27,239 - mmaction - INFO - Epoch [32][560/940] lr: 1.000e-02, eta: 20:05:18, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6389, top5_acc: 0.8377, loss_cls: 1.5173, loss: 1.5173, grad_norm: 4.9713 2021-03-08 03:29:45,616 - mmaction - INFO - Epoch [32][580/940] lr: 1.000e-02, eta: 20:04:47, time: 0.919, data_time: 0.004, memory: 8361, top1_acc: 0.6232, top5_acc: 0.8277, loss_cls: 1.5849, loss: 1.5849, grad_norm: 5.0238 2021-03-08 03:30:03,860 - mmaction - INFO - Epoch [32][600/940] lr: 1.000e-02, eta: 20:04:15, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6316, top5_acc: 0.8316, loss_cls: 1.5492, loss: 1.5492, grad_norm: 5.0422 2021-03-08 03:30:22,263 - mmaction - INFO - Epoch [32][620/940] lr: 1.000e-02, eta: 20:03:44, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.6322, top5_acc: 0.8301, loss_cls: 1.5491, loss: 1.5491, grad_norm: 5.1160 2021-03-08 03:30:40,621 - mmaction - INFO - Epoch [32][640/940] lr: 1.000e-02, eta: 20:03:12, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6270, top5_acc: 0.8385, loss_cls: 1.5180, loss: 1.5180, grad_norm: 5.0694 2021-03-08 03:30:59,014 - mmaction - INFO - Epoch [32][660/940] lr: 1.000e-02, eta: 20:02:41, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6396, top5_acc: 0.8359, loss_cls: 1.4814, loss: 1.4814, grad_norm: 4.9635 2021-03-08 03:31:17,255 - mmaction - INFO - Epoch [32][680/940] lr: 1.000e-02, eta: 20:02:09, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6145, top5_acc: 0.8256, loss_cls: 1.6136, loss: 1.6136, grad_norm: 5.1723 2021-03-08 03:31:35,491 - mmaction - INFO - Epoch [32][700/940] lr: 1.000e-02, eta: 20:01:38, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6393, top5_acc: 0.8297, loss_cls: 1.5274, loss: 1.5274, grad_norm: 5.0998 2021-03-08 03:31:53,745 - mmaction - INFO - Epoch [32][720/940] lr: 1.000e-02, eta: 20:01:06, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6205, top5_acc: 0.8344, loss_cls: 1.5702, loss: 1.5702, grad_norm: 5.1566 2021-03-08 03:32:12,029 - mmaction - INFO - Epoch [32][740/940] lr: 1.000e-02, eta: 20:00:35, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6291, top5_acc: 0.8213, loss_cls: 1.5744, loss: 1.5744, grad_norm: 5.0963 2021-03-08 03:32:30,264 - mmaction - INFO - Epoch [32][760/940] lr: 1.000e-02, eta: 20:00:03, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6182, top5_acc: 0.8195, loss_cls: 1.6193, loss: 1.6193, grad_norm: 5.1487 2021-03-08 03:32:48,505 - mmaction - INFO - Epoch [32][780/940] lr: 1.000e-02, eta: 19:59:32, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6268, top5_acc: 0.8268, loss_cls: 1.5783, loss: 1.5783, grad_norm: 5.0463 2021-03-08 03:33:06,827 - mmaction - INFO - Epoch [32][800/940] lr: 1.000e-02, eta: 19:59:00, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6160, top5_acc: 0.8307, loss_cls: 1.5672, loss: 1.5672, grad_norm: 5.0465 2021-03-08 03:33:25,127 - mmaction - INFO - Epoch [32][820/940] lr: 1.000e-02, eta: 19:58:29, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6270, top5_acc: 0.8279, loss_cls: 1.5735, loss: 1.5735, grad_norm: 5.0154 2021-03-08 03:33:43,524 - mmaction - INFO - Epoch [32][840/940] lr: 1.000e-02, eta: 19:57:58, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6143, top5_acc: 0.8246, loss_cls: 1.5822, loss: 1.5822, grad_norm: 5.1304 2021-03-08 03:34:01,835 - mmaction - INFO - Epoch [32][860/940] lr: 1.000e-02, eta: 19:57:27, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6146, top5_acc: 0.8211, loss_cls: 1.6014, loss: 1.6014, grad_norm: 5.1357 2021-03-08 03:34:20,152 - mmaction - INFO - Epoch [32][880/940] lr: 1.000e-02, eta: 19:56:55, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6350, top5_acc: 0.8307, loss_cls: 1.5454, loss: 1.5454, grad_norm: 4.9776 2021-03-08 03:34:38,361 - mmaction - INFO - Epoch [32][900/940] lr: 1.000e-02, eta: 19:56:24, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.6119, top5_acc: 0.8232, loss_cls: 1.6100, loss: 1.6100, grad_norm: 5.1620 2021-03-08 03:34:56,590 - mmaction - INFO - Epoch [32][920/940] lr: 1.000e-02, eta: 19:55:53, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6285, top5_acc: 0.8289, loss_cls: 1.5806, loss: 1.5806, grad_norm: 5.0696 2021-03-08 03:35:14,360 - mmaction - INFO - Epoch [32][940/940] lr: 1.000e-02, eta: 19:55:20, time: 0.889, data_time: 0.002, memory: 8361, top1_acc: 0.6303, top5_acc: 0.8267, loss_cls: 1.5531, loss: 1.5531, grad_norm: 5.1597 2021-03-08 03:35:16,282 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-03-08 03:37:51,426 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 03:37:52,405 - mmaction - INFO - top1_acc 0.6656 top5_acc 0.8696 2021-03-08 03:37:54,329 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. 2021-03-08 03:37:54,332 - mmaction - INFO - Best top1_acc is 0.6656 at 32 epoch. 2021-03-08 03:37:54,340 - mmaction - INFO - Epoch(val) [32][940] top1_acc: 0.6656, top5_acc: 0.8696 2021-03-08 03:41:25,924 - mmaction - INFO - Epoch [33][20/940] lr: 1.000e-02, eta: 20:01:39, time: 10.578, data_time: 9.660, memory: 8361, top1_acc: 0.6375, top5_acc: 0.8432, loss_cls: 1.5014, loss: 1.5014, grad_norm: 5.0002 2021-03-08 03:41:44,127 - mmaction - INFO - Epoch [33][40/940] lr: 1.000e-02, eta: 20:01:07, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.6516, top5_acc: 0.8443, loss_cls: 1.4663, loss: 1.4663, grad_norm: 4.9394 2021-03-08 03:42:02,351 - mmaction - INFO - Epoch [33][60/940] lr: 1.000e-02, eta: 20:00:36, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6439, top5_acc: 0.8332, loss_cls: 1.5104, loss: 1.5104, grad_norm: 5.0579 2021-03-08 03:42:20,683 - mmaction - INFO - Epoch [33][80/940] lr: 1.000e-02, eta: 20:00:04, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6291, top5_acc: 0.8373, loss_cls: 1.5382, loss: 1.5382, grad_norm: 5.2261 2021-03-08 03:42:39,008 - mmaction - INFO - Epoch [33][100/940] lr: 1.000e-02, eta: 19:59:33, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.6336, top5_acc: 0.8355, loss_cls: 1.5206, loss: 1.5206, grad_norm: 5.0603 2021-03-08 03:42:57,181 - mmaction - INFO - Epoch [33][120/940] lr: 1.000e-02, eta: 19:59:01, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.6414, top5_acc: 0.8346, loss_cls: 1.5202, loss: 1.5202, grad_norm: 5.0064 2021-03-08 03:43:15,478 - mmaction - INFO - Epoch [33][140/940] lr: 1.000e-02, eta: 19:58:29, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6275, top5_acc: 0.8266, loss_cls: 1.5702, loss: 1.5702, grad_norm: 5.1401 2021-03-08 03:43:33,748 - mmaction - INFO - Epoch [33][160/940] lr: 1.000e-02, eta: 19:57:58, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6334, top5_acc: 0.8348, loss_cls: 1.5139, loss: 1.5139, grad_norm: 5.1272 2021-03-08 03:43:51,991 - mmaction - INFO - Epoch [33][180/940] lr: 1.000e-02, eta: 19:57:26, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6291, top5_acc: 0.8377, loss_cls: 1.5325, loss: 1.5325, grad_norm: 5.1095 2021-03-08 03:44:10,387 - mmaction - INFO - Epoch [33][200/940] lr: 1.000e-02, eta: 19:56:55, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6215, top5_acc: 0.8305, loss_cls: 1.5554, loss: 1.5554, grad_norm: 5.1534 2021-03-08 03:44:28,717 - mmaction - INFO - Epoch [33][220/940] lr: 1.000e-02, eta: 19:56:23, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6236, top5_acc: 0.8322, loss_cls: 1.5536, loss: 1.5536, grad_norm: 5.1277 2021-03-08 03:44:47,018 - mmaction - INFO - Epoch [33][240/940] lr: 1.000e-02, eta: 19:55:52, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6412, top5_acc: 0.8355, loss_cls: 1.4938, loss: 1.4938, grad_norm: 4.9739 2021-03-08 03:45:05,376 - mmaction - INFO - Epoch [33][260/940] lr: 1.000e-02, eta: 19:55:21, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6416, top5_acc: 0.8352, loss_cls: 1.5158, loss: 1.5158, grad_norm: 5.0428 2021-03-08 03:45:23,668 - mmaction - INFO - Epoch [33][280/940] lr: 1.000e-02, eta: 19:54:49, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6402, top5_acc: 0.8365, loss_cls: 1.5052, loss: 1.5052, grad_norm: 5.0125 2021-03-08 03:45:41,980 - mmaction - INFO - Epoch [33][300/940] lr: 1.000e-02, eta: 19:54:18, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6354, top5_acc: 0.8311, loss_cls: 1.5369, loss: 1.5369, grad_norm: 5.0670 2021-03-08 03:46:00,230 - mmaction - INFO - Epoch [33][320/940] lr: 1.000e-02, eta: 19:53:46, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6285, top5_acc: 0.8211, loss_cls: 1.5934, loss: 1.5934, grad_norm: 5.2017 2021-03-08 03:46:18,606 - mmaction - INFO - Epoch [33][340/940] lr: 1.000e-02, eta: 19:53:15, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6275, top5_acc: 0.8320, loss_cls: 1.5458, loss: 1.5458, grad_norm: 5.1807 2021-03-08 03:46:36,933 - mmaction - INFO - Epoch [33][360/940] lr: 1.000e-02, eta: 19:52:44, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6428, top5_acc: 0.8381, loss_cls: 1.5032, loss: 1.5032, grad_norm: 5.0167 2021-03-08 03:46:55,248 - mmaction - INFO - Epoch [33][380/940] lr: 1.000e-02, eta: 19:52:13, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6332, top5_acc: 0.8359, loss_cls: 1.5253, loss: 1.5253, grad_norm: 5.1434 2021-03-08 03:47:13,545 - mmaction - INFO - Epoch [33][400/940] lr: 1.000e-02, eta: 19:51:41, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6287, top5_acc: 0.8309, loss_cls: 1.5516, loss: 1.5516, grad_norm: 5.1554 2021-03-08 03:47:31,804 - mmaction - INFO - Epoch [33][420/940] lr: 1.000e-02, eta: 19:51:10, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6297, top5_acc: 0.8336, loss_cls: 1.5465, loss: 1.5465, grad_norm: 5.1370 2021-03-08 03:47:50,071 - mmaction - INFO - Epoch [33][440/940] lr: 1.000e-02, eta: 19:50:39, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6209, top5_acc: 0.8260, loss_cls: 1.5739, loss: 1.5739, grad_norm: 5.1649 2021-03-08 03:48:08,344 - mmaction - INFO - Epoch [33][460/940] lr: 1.000e-02, eta: 19:50:07, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6281, top5_acc: 0.8322, loss_cls: 1.5538, loss: 1.5538, grad_norm: 5.0952 2021-03-08 03:48:26,732 - mmaction - INFO - Epoch [33][480/940] lr: 1.000e-02, eta: 19:49:36, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6375, top5_acc: 0.8369, loss_cls: 1.5190, loss: 1.5190, grad_norm: 5.1591 2021-03-08 03:48:45,030 - mmaction - INFO - Epoch [33][500/940] lr: 1.000e-02, eta: 19:49:05, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6316, top5_acc: 0.8309, loss_cls: 1.5484, loss: 1.5484, grad_norm: 5.1488 2021-03-08 03:49:03,289 - mmaction - INFO - Epoch [33][520/940] lr: 1.000e-02, eta: 19:48:34, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6297, top5_acc: 0.8332, loss_cls: 1.5379, loss: 1.5379, grad_norm: 5.0479 2021-03-08 03:49:21,519 - mmaction - INFO - Epoch [33][540/940] lr: 1.000e-02, eta: 19:48:02, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.6297, top5_acc: 0.8338, loss_cls: 1.5399, loss: 1.5399, grad_norm: 5.0470 2021-03-08 03:49:39,723 - mmaction - INFO - Epoch [33][560/940] lr: 1.000e-02, eta: 19:47:31, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.6408, top5_acc: 0.8340, loss_cls: 1.5302, loss: 1.5302, grad_norm: 5.0652 2021-03-08 03:49:57,959 - mmaction - INFO - Epoch [33][580/940] lr: 1.000e-02, eta: 19:47:00, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6311, top5_acc: 0.8340, loss_cls: 1.5448, loss: 1.5448, grad_norm: 5.1043 2021-03-08 03:50:16,300 - mmaction - INFO - Epoch [33][600/940] lr: 1.000e-02, eta: 19:46:29, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6289, top5_acc: 0.8314, loss_cls: 1.5471, loss: 1.5471, grad_norm: 5.0837 2021-03-08 03:50:34,494 - mmaction - INFO - Epoch [33][620/940] lr: 1.000e-02, eta: 19:45:57, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.6377, top5_acc: 0.8395, loss_cls: 1.5147, loss: 1.5147, grad_norm: 4.9957 2021-03-08 03:50:52,700 - mmaction - INFO - Epoch [33][640/940] lr: 1.000e-02, eta: 19:45:26, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.6309, top5_acc: 0.8359, loss_cls: 1.5298, loss: 1.5298, grad_norm: 5.0519 2021-03-08 03:51:11,049 - mmaction - INFO - Epoch [33][660/940] lr: 1.000e-02, eta: 19:44:55, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6232, top5_acc: 0.8344, loss_cls: 1.5407, loss: 1.5407, grad_norm: 5.1899 2021-03-08 03:51:29,389 - mmaction - INFO - Epoch [33][680/940] lr: 1.000e-02, eta: 19:44:24, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6234, top5_acc: 0.8223, loss_cls: 1.5837, loss: 1.5837, grad_norm: 5.2159 2021-03-08 03:51:47,633 - mmaction - INFO - Epoch [33][700/940] lr: 1.000e-02, eta: 19:43:53, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6227, top5_acc: 0.8252, loss_cls: 1.5675, loss: 1.5675, grad_norm: 5.1344 2021-03-08 03:52:05,857 - mmaction - INFO - Epoch [33][720/940] lr: 1.000e-02, eta: 19:43:22, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6398, top5_acc: 0.8328, loss_cls: 1.5122, loss: 1.5122, grad_norm: 4.9801 2021-03-08 03:52:24,139 - mmaction - INFO - Epoch [33][740/940] lr: 1.000e-02, eta: 19:42:51, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6439, top5_acc: 0.8334, loss_cls: 1.5268, loss: 1.5268, grad_norm: 5.0391 2021-03-08 03:52:42,365 - mmaction - INFO - Epoch [33][760/940] lr: 1.000e-02, eta: 19:42:20, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.6107, top5_acc: 0.8203, loss_cls: 1.6263, loss: 1.6263, grad_norm: 5.0949 2021-03-08 03:53:00,613 - mmaction - INFO - Epoch [33][780/940] lr: 1.000e-02, eta: 19:41:49, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6303, top5_acc: 0.8250, loss_cls: 1.5692, loss: 1.5692, grad_norm: 5.0344 2021-03-08 03:53:18,909 - mmaction - INFO - Epoch [33][800/940] lr: 1.000e-02, eta: 19:41:18, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6246, top5_acc: 0.8264, loss_cls: 1.5588, loss: 1.5588, grad_norm: 5.0109 2021-03-08 03:53:37,204 - mmaction - INFO - Epoch [33][820/940] lr: 1.000e-02, eta: 19:40:47, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6297, top5_acc: 0.8316, loss_cls: 1.5586, loss: 1.5586, grad_norm: 5.0640 2021-03-08 03:53:55,467 - mmaction - INFO - Epoch [33][840/940] lr: 1.000e-02, eta: 19:40:16, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6182, top5_acc: 0.8187, loss_cls: 1.6128, loss: 1.6128, grad_norm: 5.1551 2021-03-08 03:54:13,650 - mmaction - INFO - Epoch [33][860/940] lr: 1.000e-02, eta: 19:39:44, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.6264, top5_acc: 0.8270, loss_cls: 1.5549, loss: 1.5549, grad_norm: 5.0383 2021-03-08 03:54:31,848 - mmaction - INFO - Epoch [33][880/940] lr: 1.000e-02, eta: 19:39:13, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.6271, top5_acc: 0.8361, loss_cls: 1.5247, loss: 1.5247, grad_norm: 5.1521 2021-03-08 03:54:50,132 - mmaction - INFO - Epoch [33][900/940] lr: 1.000e-02, eta: 19:38:42, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6340, top5_acc: 0.8346, loss_cls: 1.5423, loss: 1.5423, grad_norm: 5.0927 2021-03-08 03:55:08,401 - mmaction - INFO - Epoch [33][920/940] lr: 1.000e-02, eta: 19:38:11, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6203, top5_acc: 0.8229, loss_cls: 1.5691, loss: 1.5691, grad_norm: 5.2915 2021-03-08 03:55:26,086 - mmaction - INFO - Epoch [33][940/940] lr: 1.000e-02, eta: 19:37:39, time: 0.884, data_time: 0.001, memory: 8361, top1_acc: 0.6191, top5_acc: 0.8204, loss_cls: 1.6036, loss: 1.6036, grad_norm: 5.0896 2021-03-08 03:55:27,926 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-03-08 03:58:02,817 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 03:58:03,797 - mmaction - INFO - top1_acc 0.6628 top5_acc 0.8678 2021-03-08 03:58:03,805 - mmaction - INFO - Epoch(val) [33][940] top1_acc: 0.6628, top5_acc: 0.8678 2021-03-08 04:01:35,278 - mmaction - INFO - Epoch [34][20/940] lr: 1.000e-02, eta: 19:43:40, time: 10.573, data_time: 9.653, memory: 8361, top1_acc: 0.6238, top5_acc: 0.8260, loss_cls: 1.5728, loss: 1.5728, grad_norm: 4.9854 2021-03-08 04:01:53,487 - mmaction - INFO - Epoch [34][40/940] lr: 1.000e-02, eta: 19:43:09, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.6436, top5_acc: 0.8361, loss_cls: 1.5025, loss: 1.5025, grad_norm: 4.9345 2021-03-08 04:02:11,595 - mmaction - INFO - Epoch [34][60/940] lr: 1.000e-02, eta: 19:42:37, time: 0.906, data_time: 0.002, memory: 8361, top1_acc: 0.6385, top5_acc: 0.8387, loss_cls: 1.5071, loss: 1.5071, grad_norm: 5.0330 2021-03-08 04:02:29,883 - mmaction - INFO - Epoch [34][80/940] lr: 1.000e-02, eta: 19:42:06, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6373, top5_acc: 0.8385, loss_cls: 1.5064, loss: 1.5064, grad_norm: 5.1133 2021-03-08 04:02:48,094 - mmaction - INFO - Epoch [34][100/940] lr: 1.000e-02, eta: 19:41:35, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.6414, top5_acc: 0.8328, loss_cls: 1.4994, loss: 1.4994, grad_norm: 5.0505 2021-03-08 04:03:06,319 - mmaction - INFO - Epoch [34][120/940] lr: 1.000e-02, eta: 19:41:04, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6398, top5_acc: 0.8367, loss_cls: 1.4920, loss: 1.4920, grad_norm: 5.0142 2021-03-08 04:03:24,513 - mmaction - INFO - Epoch [34][140/940] lr: 1.000e-02, eta: 19:40:32, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.6311, top5_acc: 0.8328, loss_cls: 1.5185, loss: 1.5185, grad_norm: 5.1310 2021-03-08 04:03:42,708 - mmaction - INFO - Epoch [34][160/940] lr: 1.000e-02, eta: 19:40:01, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.6422, top5_acc: 0.8348, loss_cls: 1.4925, loss: 1.4925, grad_norm: 5.0206 2021-03-08 04:04:00,997 - mmaction - INFO - Epoch [34][180/940] lr: 1.000e-02, eta: 19:39:30, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6438, top5_acc: 0.8367, loss_cls: 1.4942, loss: 1.4942, grad_norm: 4.9642 2021-03-08 04:04:19,398 - mmaction - INFO - Epoch [34][200/940] lr: 1.000e-02, eta: 19:38:59, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6422, top5_acc: 0.8424, loss_cls: 1.4969, loss: 1.4969, grad_norm: 5.0064 2021-03-08 04:04:37,613 - mmaction - INFO - Epoch [34][220/940] lr: 1.000e-02, eta: 19:38:28, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6363, top5_acc: 0.8344, loss_cls: 1.5230, loss: 1.5230, grad_norm: 5.1041 2021-03-08 04:04:55,975 - mmaction - INFO - Epoch [34][240/940] lr: 1.000e-02, eta: 19:37:57, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6328, top5_acc: 0.8346, loss_cls: 1.5434, loss: 1.5434, grad_norm: 5.1079 2021-03-08 04:05:14,372 - mmaction - INFO - Epoch [34][260/940] lr: 1.000e-02, eta: 19:37:26, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.6436, top5_acc: 0.8408, loss_cls: 1.4810, loss: 1.4810, grad_norm: 4.9654 2021-03-08 04:05:32,637 - mmaction - INFO - Epoch [34][280/940] lr: 1.000e-02, eta: 19:36:55, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6311, top5_acc: 0.8365, loss_cls: 1.5198, loss: 1.5198, grad_norm: 5.1206 2021-03-08 04:05:51,054 - mmaction - INFO - Epoch [34][300/940] lr: 1.000e-02, eta: 19:36:24, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.6436, top5_acc: 0.8406, loss_cls: 1.4702, loss: 1.4702, grad_norm: 4.9167 2021-03-08 04:06:09,420 - mmaction - INFO - Epoch [34][320/940] lr: 1.000e-02, eta: 19:35:53, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6387, top5_acc: 0.8328, loss_cls: 1.5203, loss: 1.5203, grad_norm: 5.0561 2021-03-08 04:06:27,736 - mmaction - INFO - Epoch [34][340/940] lr: 1.000e-02, eta: 19:35:22, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6285, top5_acc: 0.8309, loss_cls: 1.5409, loss: 1.5409, grad_norm: 5.1541 2021-03-08 04:06:46,163 - mmaction - INFO - Epoch [34][360/940] lr: 1.000e-02, eta: 19:34:52, time: 0.922, data_time: 0.003, memory: 8361, top1_acc: 0.6254, top5_acc: 0.8291, loss_cls: 1.5486, loss: 1.5486, grad_norm: 5.0502 2021-03-08 04:07:04,596 - mmaction - INFO - Epoch [34][380/940] lr: 1.000e-02, eta: 19:34:21, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.6373, top5_acc: 0.8432, loss_cls: 1.4920, loss: 1.4920, grad_norm: 5.0322 2021-03-08 04:07:23,039 - mmaction - INFO - Epoch [34][400/940] lr: 1.000e-02, eta: 19:33:51, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.6328, top5_acc: 0.8322, loss_cls: 1.5410, loss: 1.5410, grad_norm: 5.1611 2021-03-08 04:07:41,474 - mmaction - INFO - Epoch [34][420/940] lr: 1.000e-02, eta: 19:33:20, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.6275, top5_acc: 0.8355, loss_cls: 1.5315, loss: 1.5315, grad_norm: 5.1906 2021-03-08 04:08:00,061 - mmaction - INFO - Epoch [34][440/940] lr: 1.000e-02, eta: 19:32:50, time: 0.931, data_time: 0.003, memory: 8361, top1_acc: 0.6184, top5_acc: 0.8268, loss_cls: 1.5763, loss: 1.5763, grad_norm: 5.1959 2021-03-08 04:08:18,467 - mmaction - INFO - Epoch [34][460/940] lr: 1.000e-02, eta: 19:32:19, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6357, top5_acc: 0.8387, loss_cls: 1.5105, loss: 1.5105, grad_norm: 5.0776 2021-03-08 04:08:36,954 - mmaction - INFO - Epoch [34][480/940] lr: 1.000e-02, eta: 19:31:49, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.6189, top5_acc: 0.8307, loss_cls: 1.5686, loss: 1.5686, grad_norm: 5.2296 2021-03-08 04:08:55,179 - mmaction - INFO - Epoch [34][500/940] lr: 1.000e-02, eta: 19:31:18, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6266, top5_acc: 0.8311, loss_cls: 1.5578, loss: 1.5578, grad_norm: 5.1320 2021-03-08 04:09:13,535 - mmaction - INFO - Epoch [34][520/940] lr: 1.000e-02, eta: 19:30:47, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6359, top5_acc: 0.8354, loss_cls: 1.5283, loss: 1.5283, grad_norm: 5.1301 2021-03-08 04:09:31,860 - mmaction - INFO - Epoch [34][540/940] lr: 1.000e-02, eta: 19:30:16, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6236, top5_acc: 0.8277, loss_cls: 1.5589, loss: 1.5589, grad_norm: 5.1172 2021-03-08 04:09:50,131 - mmaction - INFO - Epoch [34][560/940] lr: 1.000e-02, eta: 19:29:45, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6281, top5_acc: 0.8334, loss_cls: 1.5357, loss: 1.5357, grad_norm: 5.1592 2021-03-08 04:10:08,390 - mmaction - INFO - Epoch [34][580/940] lr: 1.000e-02, eta: 19:29:14, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6312, top5_acc: 0.8307, loss_cls: 1.5490, loss: 1.5490, grad_norm: 5.1372 2021-03-08 04:10:26,843 - mmaction - INFO - Epoch [34][600/940] lr: 1.000e-02, eta: 19:28:44, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.6262, top5_acc: 0.8268, loss_cls: 1.5508, loss: 1.5508, grad_norm: 5.0806 2021-03-08 04:10:45,222 - mmaction - INFO - Epoch [34][620/940] lr: 1.000e-02, eta: 19:28:13, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6334, top5_acc: 0.8297, loss_cls: 1.5291, loss: 1.5291, grad_norm: 5.0978 2021-03-08 04:11:03,548 - mmaction - INFO - Epoch [34][640/940] lr: 1.000e-02, eta: 19:27:43, time: 0.917, data_time: 0.003, memory: 8361, top1_acc: 0.6324, top5_acc: 0.8281, loss_cls: 1.5570, loss: 1.5570, grad_norm: 5.0788 2021-03-08 04:11:21,942 - mmaction - INFO - Epoch [34][660/940] lr: 1.000e-02, eta: 19:27:12, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.6262, top5_acc: 0.8297, loss_cls: 1.5643, loss: 1.5643, grad_norm: 5.1282 2021-03-08 04:11:40,230 - mmaction - INFO - Epoch [34][680/940] lr: 1.000e-02, eta: 19:26:42, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6340, top5_acc: 0.8334, loss_cls: 1.5404, loss: 1.5404, grad_norm: 5.1406 2021-03-08 04:11:58,571 - mmaction - INFO - Epoch [34][700/940] lr: 1.000e-02, eta: 19:26:11, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6221, top5_acc: 0.8320, loss_cls: 1.5551, loss: 1.5551, grad_norm: 5.1318 2021-03-08 04:12:16,847 - mmaction - INFO - Epoch [34][720/940] lr: 1.000e-02, eta: 19:25:40, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6240, top5_acc: 0.8303, loss_cls: 1.5467, loss: 1.5467, grad_norm: 5.1538 2021-03-08 04:12:35,109 - mmaction - INFO - Epoch [34][740/940] lr: 1.000e-02, eta: 19:25:10, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6059, top5_acc: 0.8166, loss_cls: 1.6247, loss: 1.6247, grad_norm: 5.1518 2021-03-08 04:12:53,378 - mmaction - INFO - Epoch [34][760/940] lr: 1.000e-02, eta: 19:24:39, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6346, top5_acc: 0.8301, loss_cls: 1.5509, loss: 1.5509, grad_norm: 5.0680 2021-03-08 04:13:11,790 - mmaction - INFO - Epoch [34][780/940] lr: 1.000e-02, eta: 19:24:08, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.6160, top5_acc: 0.8250, loss_cls: 1.5890, loss: 1.5890, grad_norm: 5.1707 2021-03-08 04:13:30,104 - mmaction - INFO - Epoch [34][800/940] lr: 1.000e-02, eta: 19:23:38, time: 0.917, data_time: 0.003, memory: 8361, top1_acc: 0.6250, top5_acc: 0.8268, loss_cls: 1.5632, loss: 1.5632, grad_norm: 5.0786 2021-03-08 04:13:48,456 - mmaction - INFO - Epoch [34][820/940] lr: 1.000e-02, eta: 19:23:07, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6287, top5_acc: 0.8332, loss_cls: 1.5475, loss: 1.5475, grad_norm: 5.1231 2021-03-08 04:14:06,738 - mmaction - INFO - Epoch [34][840/940] lr: 1.000e-02, eta: 19:22:37, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6311, top5_acc: 0.8424, loss_cls: 1.5309, loss: 1.5309, grad_norm: 5.1174 2021-03-08 04:14:25,190 - mmaction - INFO - Epoch [34][860/940] lr: 1.000e-02, eta: 19:22:07, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.6137, top5_acc: 0.8178, loss_cls: 1.6121, loss: 1.6121, grad_norm: 5.2320 2021-03-08 04:14:43,386 - mmaction - INFO - Epoch [34][880/940] lr: 1.000e-02, eta: 19:21:36, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.6197, top5_acc: 0.8207, loss_cls: 1.6048, loss: 1.6048, grad_norm: 5.1929 2021-03-08 04:15:01,737 - mmaction - INFO - Epoch [34][900/940] lr: 1.000e-02, eta: 19:21:06, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6246, top5_acc: 0.8225, loss_cls: 1.5851, loss: 1.5851, grad_norm: 5.1233 2021-03-08 04:15:20,073 - mmaction - INFO - Epoch [34][920/940] lr: 1.000e-02, eta: 19:20:35, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6262, top5_acc: 0.8238, loss_cls: 1.5678, loss: 1.5678, grad_norm: 4.9787 2021-03-08 04:15:37,895 - mmaction - INFO - Epoch [34][940/940] lr: 1.000e-02, eta: 19:20:04, time: 0.889, data_time: 0.002, memory: 8361, top1_acc: 0.6287, top5_acc: 0.8226, loss_cls: 1.5985, loss: 1.5985, grad_norm: 5.1253 2021-03-08 04:15:39,799 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-03-08 04:18:17,733 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 04:18:18,711 - mmaction - INFO - top1_acc 0.6563 top5_acc 0.8624 2021-03-08 04:18:18,719 - mmaction - INFO - Epoch(val) [34][940] top1_acc: 0.6563, top5_acc: 0.8624 2021-03-08 04:21:52,775 - mmaction - INFO - Epoch [35][20/940] lr: 1.000e-02, eta: 19:25:53, time: 10.702, data_time: 9.798, memory: 8361, top1_acc: 0.6389, top5_acc: 0.8328, loss_cls: 1.5213, loss: 1.5213, grad_norm: 5.0473 2021-03-08 04:22:10,946 - mmaction - INFO - Epoch [35][40/940] lr: 1.000e-02, eta: 19:25:22, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.6355, top5_acc: 0.8326, loss_cls: 1.5431, loss: 1.5431, grad_norm: 5.0557 2021-03-08 04:22:29,074 - mmaction - INFO - Epoch [35][60/940] lr: 1.000e-02, eta: 19:24:51, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.6465, top5_acc: 0.8379, loss_cls: 1.4705, loss: 1.4705, grad_norm: 4.8978 2021-03-08 04:22:47,247 - mmaction - INFO - Epoch [35][80/940] lr: 1.000e-02, eta: 19:24:20, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.6420, top5_acc: 0.8391, loss_cls: 1.4961, loss: 1.4961, grad_norm: 5.0028 2021-03-08 04:23:05,466 - mmaction - INFO - Epoch [35][100/940] lr: 1.000e-02, eta: 19:23:49, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.6406, top5_acc: 0.8350, loss_cls: 1.5018, loss: 1.5018, grad_norm: 5.1027 2021-03-08 04:23:23,731 - mmaction - INFO - Epoch [35][120/940] lr: 1.000e-02, eta: 19:23:18, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6367, top5_acc: 0.8303, loss_cls: 1.5178, loss: 1.5178, grad_norm: 5.0325 2021-03-08 04:23:42,040 - mmaction - INFO - Epoch [35][140/940] lr: 1.000e-02, eta: 19:22:47, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6338, top5_acc: 0.8338, loss_cls: 1.5389, loss: 1.5389, grad_norm: 5.1352 2021-03-08 04:24:00,286 - mmaction - INFO - Epoch [35][160/940] lr: 1.000e-02, eta: 19:22:16, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6436, top5_acc: 0.8443, loss_cls: 1.4769, loss: 1.4769, grad_norm: 4.9936 2021-03-08 04:24:18,635 - mmaction - INFO - Epoch [35][180/940] lr: 1.000e-02, eta: 19:21:46, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.6367, top5_acc: 0.8387, loss_cls: 1.5118, loss: 1.5118, grad_norm: 5.0633 2021-03-08 04:24:36,959 - mmaction - INFO - Epoch [35][200/940] lr: 1.000e-02, eta: 19:21:15, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6416, top5_acc: 0.8383, loss_cls: 1.4800, loss: 1.4800, grad_norm: 5.0027 2021-03-08 04:24:55,169 - mmaction - INFO - Epoch [35][220/940] lr: 1.000e-02, eta: 19:20:44, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6506, top5_acc: 0.8471, loss_cls: 1.4678, loss: 1.4678, grad_norm: 4.9572 2021-03-08 04:25:13,378 - mmaction - INFO - Epoch [35][240/940] lr: 1.000e-02, eta: 19:20:13, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.6316, top5_acc: 0.8285, loss_cls: 1.5334, loss: 1.5334, grad_norm: 5.0634 2021-03-08 04:25:31,736 - mmaction - INFO - Epoch [35][260/940] lr: 1.000e-02, eta: 19:19:43, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6186, top5_acc: 0.8318, loss_cls: 1.5516, loss: 1.5516, grad_norm: 5.1577 2021-03-08 04:25:50,050 - mmaction - INFO - Epoch [35][280/940] lr: 1.000e-02, eta: 19:19:12, time: 0.917, data_time: 0.003, memory: 8361, top1_acc: 0.6359, top5_acc: 0.8301, loss_cls: 1.5263, loss: 1.5263, grad_norm: 5.0502 2021-03-08 04:26:08,367 - mmaction - INFO - Epoch [35][300/940] lr: 1.000e-02, eta: 19:18:42, time: 0.915, data_time: 0.003, memory: 8361, top1_acc: 0.6258, top5_acc: 0.8297, loss_cls: 1.5422, loss: 1.5422, grad_norm: 5.1215 2021-03-08 04:26:26,721 - mmaction - INFO - Epoch [35][320/940] lr: 1.000e-02, eta: 19:18:11, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6453, top5_acc: 0.8406, loss_cls: 1.4727, loss: 1.4727, grad_norm: 5.0099 2021-03-08 04:26:45,011 - mmaction - INFO - Epoch [35][340/940] lr: 1.000e-02, eta: 19:17:41, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6295, top5_acc: 0.8324, loss_cls: 1.5330, loss: 1.5330, grad_norm: 5.0617 2021-03-08 04:27:03,309 - mmaction - INFO - Epoch [35][360/940] lr: 1.000e-02, eta: 19:17:10, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6402, top5_acc: 0.8348, loss_cls: 1.4857, loss: 1.4857, grad_norm: 5.0090 2021-03-08 04:27:21,592 - mmaction - INFO - Epoch [35][380/940] lr: 1.000e-02, eta: 19:16:39, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6367, top5_acc: 0.8352, loss_cls: 1.5276, loss: 1.5276, grad_norm: 5.1056 2021-03-08 04:27:39,882 - mmaction - INFO - Epoch [35][400/940] lr: 1.000e-02, eta: 19:16:09, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6318, top5_acc: 0.8318, loss_cls: 1.5237, loss: 1.5237, grad_norm: 5.1106 2021-03-08 04:27:58,264 - mmaction - INFO - Epoch [35][420/940] lr: 1.000e-02, eta: 19:15:39, time: 0.920, data_time: 0.003, memory: 8361, top1_acc: 0.6346, top5_acc: 0.8340, loss_cls: 1.5167, loss: 1.5167, grad_norm: 5.1474 2021-03-08 04:28:16,508 - mmaction - INFO - Epoch [35][440/940] lr: 1.000e-02, eta: 19:15:08, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6254, top5_acc: 0.8256, loss_cls: 1.5727, loss: 1.5727, grad_norm: 5.1378 2021-03-08 04:28:34,853 - mmaction - INFO - Epoch [35][460/940] lr: 1.000e-02, eta: 19:14:38, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6312, top5_acc: 0.8340, loss_cls: 1.5456, loss: 1.5456, grad_norm: 5.0861 2021-03-08 04:28:53,108 - mmaction - INFO - Epoch [35][480/940] lr: 1.000e-02, eta: 19:14:07, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6287, top5_acc: 0.8297, loss_cls: 1.5653, loss: 1.5653, grad_norm: 5.0971 2021-03-08 04:29:11,403 - mmaction - INFO - Epoch [35][500/940] lr: 1.000e-02, eta: 19:13:36, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6279, top5_acc: 0.8332, loss_cls: 1.5298, loss: 1.5298, grad_norm: 5.0400 2021-03-08 04:29:29,738 - mmaction - INFO - Epoch [35][520/940] lr: 1.000e-02, eta: 19:13:06, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6367, top5_acc: 0.8293, loss_cls: 1.5383, loss: 1.5383, grad_norm: 5.0847 2021-03-08 04:29:48,036 - mmaction - INFO - Epoch [35][540/940] lr: 1.000e-02, eta: 19:12:36, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6389, top5_acc: 0.8369, loss_cls: 1.5133, loss: 1.5133, grad_norm: 4.9975 2021-03-08 04:30:06,356 - mmaction - INFO - Epoch [35][560/940] lr: 1.000e-02, eta: 19:12:05, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6197, top5_acc: 0.8240, loss_cls: 1.5990, loss: 1.5990, grad_norm: 5.1861 2021-03-08 04:30:24,607 - mmaction - INFO - Epoch [35][580/940] lr: 1.000e-02, eta: 19:11:35, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6301, top5_acc: 0.8344, loss_cls: 1.5326, loss: 1.5326, grad_norm: 5.1551 2021-03-08 04:30:42,885 - mmaction - INFO - Epoch [35][600/940] lr: 1.000e-02, eta: 19:11:04, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6268, top5_acc: 0.8322, loss_cls: 1.5648, loss: 1.5648, grad_norm: 5.1370 2021-03-08 04:31:01,291 - mmaction - INFO - Epoch [35][620/940] lr: 1.000e-02, eta: 19:10:34, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6320, top5_acc: 0.8365, loss_cls: 1.5321, loss: 1.5321, grad_norm: 5.2108 2021-03-08 04:31:19,582 - mmaction - INFO - Epoch [35][640/940] lr: 1.000e-02, eta: 19:10:04, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6279, top5_acc: 0.8295, loss_cls: 1.5375, loss: 1.5375, grad_norm: 5.1511 2021-03-08 04:31:37,839 - mmaction - INFO - Epoch [35][660/940] lr: 1.000e-02, eta: 19:09:33, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6395, top5_acc: 0.8373, loss_cls: 1.5134, loss: 1.5134, grad_norm: 5.0997 2021-03-08 04:31:56,129 - mmaction - INFO - Epoch [35][680/940] lr: 1.000e-02, eta: 19:09:03, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6307, top5_acc: 0.8340, loss_cls: 1.5225, loss: 1.5225, grad_norm: 5.1392 2021-03-08 04:32:14,489 - mmaction - INFO - Epoch [35][700/940] lr: 1.000e-02, eta: 19:08:33, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6326, top5_acc: 0.8359, loss_cls: 1.5345, loss: 1.5345, grad_norm: 5.1294 2021-03-08 04:32:32,766 - mmaction - INFO - Epoch [35][720/940] lr: 1.000e-02, eta: 19:08:03, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6285, top5_acc: 0.8211, loss_cls: 1.5922, loss: 1.5922, grad_norm: 5.1554 2021-03-08 04:32:51,025 - mmaction - INFO - Epoch [35][740/940] lr: 1.000e-02, eta: 19:07:32, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6250, top5_acc: 0.8268, loss_cls: 1.5730, loss: 1.5730, grad_norm: 5.0667 2021-03-08 04:33:09,260 - mmaction - INFO - Epoch [35][760/940] lr: 1.000e-02, eta: 19:07:02, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6262, top5_acc: 0.8340, loss_cls: 1.5612, loss: 1.5612, grad_norm: 5.0851 2021-03-08 04:33:27,538 - mmaction - INFO - Epoch [35][780/940] lr: 1.000e-02, eta: 19:06:32, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6299, top5_acc: 0.8334, loss_cls: 1.5362, loss: 1.5362, grad_norm: 5.0639 2021-03-08 04:33:45,832 - mmaction - INFO - Epoch [35][800/940] lr: 1.000e-02, eta: 19:06:01, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6299, top5_acc: 0.8385, loss_cls: 1.4919, loss: 1.4919, grad_norm: 5.0776 2021-03-08 04:34:04,131 - mmaction - INFO - Epoch [35][820/940] lr: 1.000e-02, eta: 19:05:31, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6346, top5_acc: 0.8373, loss_cls: 1.5139, loss: 1.5139, grad_norm: 5.0331 2021-03-08 04:34:22,442 - mmaction - INFO - Epoch [35][840/940] lr: 1.000e-02, eta: 19:05:01, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6344, top5_acc: 0.8354, loss_cls: 1.5418, loss: 1.5418, grad_norm: 5.1240 2021-03-08 04:34:40,639 - mmaction - INFO - Epoch [35][860/940] lr: 1.000e-02, eta: 19:04:31, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.6312, top5_acc: 0.8311, loss_cls: 1.5419, loss: 1.5419, grad_norm: 5.1621 2021-03-08 04:34:58,942 - mmaction - INFO - Epoch [35][880/940] lr: 1.000e-02, eta: 19:04:00, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6207, top5_acc: 0.8275, loss_cls: 1.5740, loss: 1.5740, grad_norm: 5.2311 2021-03-08 04:35:17,268 - mmaction - INFO - Epoch [35][900/940] lr: 1.000e-02, eta: 19:03:30, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6320, top5_acc: 0.8311, loss_cls: 1.5452, loss: 1.5452, grad_norm: 5.0571 2021-03-08 04:35:35,514 - mmaction - INFO - Epoch [35][920/940] lr: 1.000e-02, eta: 19:03:00, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6236, top5_acc: 0.8318, loss_cls: 1.5598, loss: 1.5598, grad_norm: 5.0890 2021-03-08 04:35:53,285 - mmaction - INFO - Epoch [35][940/940] lr: 1.000e-02, eta: 19:02:29, time: 0.889, data_time: 0.007, memory: 8361, top1_acc: 0.6250, top5_acc: 0.8257, loss_cls: 1.5659, loss: 1.5659, grad_norm: 5.2216 2021-03-08 04:35:55,210 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-03-08 04:38:30,847 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 04:38:31,824 - mmaction - INFO - top1_acc 0.6606 top5_acc 0.8665 2021-03-08 04:38:31,832 - mmaction - INFO - Epoch(val) [35][940] top1_acc: 0.6606, top5_acc: 0.8665 2021-03-08 04:42:03,383 - mmaction - INFO - Epoch [36][20/940] lr: 1.000e-02, eta: 19:07:57, time: 10.577, data_time: 9.642, memory: 8361, top1_acc: 0.6326, top5_acc: 0.8326, loss_cls: 1.5236, loss: 1.5236, grad_norm: 5.0397 2021-03-08 04:42:21,537 - mmaction - INFO - Epoch [36][40/940] lr: 1.000e-02, eta: 19:07:27, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.6572, top5_acc: 0.8447, loss_cls: 1.4486, loss: 1.4486, grad_norm: 4.9299 2021-03-08 04:42:39,724 - mmaction - INFO - Epoch [36][60/940] lr: 1.000e-02, eta: 19:06:56, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.6439, top5_acc: 0.8459, loss_cls: 1.4397, loss: 1.4397, grad_norm: 4.9435 2021-03-08 04:42:57,865 - mmaction - INFO - Epoch [36][80/940] lr: 1.000e-02, eta: 19:06:25, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.6428, top5_acc: 0.8410, loss_cls: 1.4773, loss: 1.4773, grad_norm: 5.0590 2021-03-08 04:43:16,039 - mmaction - INFO - Epoch [36][100/940] lr: 1.000e-02, eta: 19:05:55, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.6498, top5_acc: 0.8434, loss_cls: 1.4683, loss: 1.4683, grad_norm: 5.0396 2021-03-08 04:43:34,203 - mmaction - INFO - Epoch [36][120/940] lr: 1.000e-02, eta: 19:05:24, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.6434, top5_acc: 0.8424, loss_cls: 1.4688, loss: 1.4688, grad_norm: 5.0768 2021-03-08 04:43:52,406 - mmaction - INFO - Epoch [36][140/940] lr: 1.000e-02, eta: 19:04:53, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.6402, top5_acc: 0.8412, loss_cls: 1.4937, loss: 1.4937, grad_norm: 5.0625 2021-03-08 04:44:10,616 - mmaction - INFO - Epoch [36][160/940] lr: 1.000e-02, eta: 19:04:23, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.6473, top5_acc: 0.8424, loss_cls: 1.4772, loss: 1.4772, grad_norm: 5.0915 2021-03-08 04:44:28,859 - mmaction - INFO - Epoch [36][180/940] lr: 1.000e-02, eta: 19:03:53, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6447, top5_acc: 0.8408, loss_cls: 1.4878, loss: 1.4878, grad_norm: 5.0841 2021-03-08 04:44:47,142 - mmaction - INFO - Epoch [36][200/940] lr: 1.000e-02, eta: 19:03:22, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6543, top5_acc: 0.8529, loss_cls: 1.4275, loss: 1.4275, grad_norm: 5.0298 2021-03-08 04:45:05,482 - mmaction - INFO - Epoch [36][220/940] lr: 1.000e-02, eta: 19:02:52, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6393, top5_acc: 0.8320, loss_cls: 1.5306, loss: 1.5306, grad_norm: 5.2019 2021-03-08 04:45:23,762 - mmaction - INFO - Epoch [36][240/940] lr: 1.000e-02, eta: 19:02:22, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6334, top5_acc: 0.8363, loss_cls: 1.5065, loss: 1.5065, grad_norm: 5.1277 2021-03-08 04:45:42,084 - mmaction - INFO - Epoch [36][260/940] lr: 1.000e-02, eta: 19:01:51, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6395, top5_acc: 0.8361, loss_cls: 1.4874, loss: 1.4874, grad_norm: 5.0830 2021-03-08 04:46:00,400 - mmaction - INFO - Epoch [36][280/940] lr: 1.000e-02, eta: 19:01:21, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6303, top5_acc: 0.8371, loss_cls: 1.5128, loss: 1.5128, grad_norm: 5.1870 2021-03-08 04:46:18,869 - mmaction - INFO - Epoch [36][300/940] lr: 1.000e-02, eta: 19:00:51, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.6309, top5_acc: 0.8379, loss_cls: 1.5060, loss: 1.5060, grad_norm: 5.1280 2021-03-08 04:46:37,061 - mmaction - INFO - Epoch [36][320/940] lr: 1.000e-02, eta: 19:00:21, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.6393, top5_acc: 0.8342, loss_cls: 1.5172, loss: 1.5172, grad_norm: 5.0732 2021-03-08 04:46:55,478 - mmaction - INFO - Epoch [36][340/940] lr: 1.000e-02, eta: 18:59:51, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.6314, top5_acc: 0.8313, loss_cls: 1.5337, loss: 1.5337, grad_norm: 5.1846 2021-03-08 04:47:13,778 - mmaction - INFO - Epoch [36][360/940] lr: 1.000e-02, eta: 18:59:21, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6461, top5_acc: 0.8402, loss_cls: 1.4751, loss: 1.4751, grad_norm: 5.0897 2021-03-08 04:47:32,179 - mmaction - INFO - Epoch [36][380/940] lr: 1.000e-02, eta: 18:58:51, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.6258, top5_acc: 0.8299, loss_cls: 1.5373, loss: 1.5373, grad_norm: 5.2045 2021-03-08 04:47:50,396 - mmaction - INFO - Epoch [36][400/940] lr: 1.000e-02, eta: 18:58:20, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6232, top5_acc: 0.8277, loss_cls: 1.5672, loss: 1.5672, grad_norm: 5.2207 2021-03-08 04:48:08,795 - mmaction - INFO - Epoch [36][420/940] lr: 1.000e-02, eta: 18:57:50, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.6379, top5_acc: 0.8389, loss_cls: 1.4942, loss: 1.4942, grad_norm: 5.0017 2021-03-08 04:48:27,159 - mmaction - INFO - Epoch [36][440/940] lr: 1.000e-02, eta: 18:57:20, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.6314, top5_acc: 0.8334, loss_cls: 1.5155, loss: 1.5155, grad_norm: 5.0716 2021-03-08 04:48:45,469 - mmaction - INFO - Epoch [36][460/940] lr: 1.000e-02, eta: 18:56:50, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6352, top5_acc: 0.8391, loss_cls: 1.5213, loss: 1.5213, grad_norm: 5.1642 2021-03-08 04:49:03,885 - mmaction - INFO - Epoch [36][480/940] lr: 1.000e-02, eta: 18:56:20, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.6365, top5_acc: 0.8373, loss_cls: 1.5213, loss: 1.5213, grad_norm: 5.1537 2021-03-08 04:49:22,414 - mmaction - INFO - Epoch [36][500/940] lr: 1.000e-02, eta: 18:55:50, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.6373, top5_acc: 0.8428, loss_cls: 1.4831, loss: 1.4831, grad_norm: 5.0750 2021-03-08 04:49:40,853 - mmaction - INFO - Epoch [36][520/940] lr: 1.000e-02, eta: 18:55:21, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.6375, top5_acc: 0.8287, loss_cls: 1.5304, loss: 1.5304, grad_norm: 5.1275 2021-03-08 04:49:59,133 - mmaction - INFO - Epoch [36][540/940] lr: 1.000e-02, eta: 18:54:51, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6277, top5_acc: 0.8404, loss_cls: 1.5079, loss: 1.5079, grad_norm: 5.1173 2021-03-08 04:50:17,418 - mmaction - INFO - Epoch [36][560/940] lr: 1.000e-02, eta: 18:54:20, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6266, top5_acc: 0.8273, loss_cls: 1.5682, loss: 1.5682, grad_norm: 5.1207 2021-03-08 04:50:35,897 - mmaction - INFO - Epoch [36][580/940] lr: 1.000e-02, eta: 18:53:51, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.6328, top5_acc: 0.8359, loss_cls: 1.5102, loss: 1.5102, grad_norm: 5.0697 2021-03-08 04:50:54,254 - mmaction - INFO - Epoch [36][600/940] lr: 1.000e-02, eta: 18:53:21, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6223, top5_acc: 0.8270, loss_cls: 1.5553, loss: 1.5553, grad_norm: 5.1556 2021-03-08 04:51:12,564 - mmaction - INFO - Epoch [36][620/940] lr: 1.000e-02, eta: 18:52:51, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6312, top5_acc: 0.8330, loss_cls: 1.5284, loss: 1.5284, grad_norm: 5.1725 2021-03-08 04:51:30,954 - mmaction - INFO - Epoch [36][640/940] lr: 1.000e-02, eta: 18:52:21, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6295, top5_acc: 0.8287, loss_cls: 1.5400, loss: 1.5400, grad_norm: 5.0287 2021-03-08 04:51:49,281 - mmaction - INFO - Epoch [36][660/940] lr: 1.000e-02, eta: 18:51:51, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6318, top5_acc: 0.8387, loss_cls: 1.5223, loss: 1.5223, grad_norm: 5.1257 2021-03-08 04:52:07,574 - mmaction - INFO - Epoch [36][680/940] lr: 1.000e-02, eta: 18:51:21, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6303, top5_acc: 0.8326, loss_cls: 1.5253, loss: 1.5253, grad_norm: 5.1321 2021-03-08 04:52:25,938 - mmaction - INFO - Epoch [36][700/940] lr: 1.000e-02, eta: 18:50:51, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6320, top5_acc: 0.8383, loss_cls: 1.5127, loss: 1.5127, grad_norm: 5.0606 2021-03-08 04:52:44,218 - mmaction - INFO - Epoch [36][720/940] lr: 1.000e-02, eta: 18:50:21, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6436, top5_acc: 0.8365, loss_cls: 1.4900, loss: 1.4900, grad_norm: 5.0837 2021-03-08 04:53:02,495 - mmaction - INFO - Epoch [36][740/940] lr: 1.000e-02, eta: 18:49:51, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6336, top5_acc: 0.8383, loss_cls: 1.5021, loss: 1.5021, grad_norm: 5.1715 2021-03-08 04:53:20,806 - mmaction - INFO - Epoch [36][760/940] lr: 1.000e-02, eta: 18:49:21, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6297, top5_acc: 0.8336, loss_cls: 1.5521, loss: 1.5521, grad_norm: 5.2266 2021-03-08 04:53:39,076 - mmaction - INFO - Epoch [36][780/940] lr: 1.000e-02, eta: 18:48:51, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6305, top5_acc: 0.8311, loss_cls: 1.5360, loss: 1.5360, grad_norm: 5.0387 2021-03-08 04:53:57,528 - mmaction - INFO - Epoch [36][800/940] lr: 1.000e-02, eta: 18:48:22, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.6154, top5_acc: 0.8268, loss_cls: 1.5989, loss: 1.5989, grad_norm: 5.2249 2021-03-08 04:54:15,990 - mmaction - INFO - Epoch [36][820/940] lr: 1.000e-02, eta: 18:47:52, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.6205, top5_acc: 0.8238, loss_cls: 1.5881, loss: 1.5881, grad_norm: 5.2757 2021-03-08 04:54:34,382 - mmaction - INFO - Epoch [36][840/940] lr: 1.000e-02, eta: 18:47:22, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6311, top5_acc: 0.8357, loss_cls: 1.5210, loss: 1.5210, grad_norm: 5.0990 2021-03-08 04:54:52,675 - mmaction - INFO - Epoch [36][860/940] lr: 1.000e-02, eta: 18:46:52, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6277, top5_acc: 0.8348, loss_cls: 1.5523, loss: 1.5523, grad_norm: 5.1403 2021-03-08 04:55:10,919 - mmaction - INFO - Epoch [36][880/940] lr: 1.000e-02, eta: 18:46:23, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6270, top5_acc: 0.8316, loss_cls: 1.5609, loss: 1.5609, grad_norm: 5.1573 2021-03-08 04:55:29,199 - mmaction - INFO - Epoch [36][900/940] lr: 1.000e-02, eta: 18:45:53, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6400, top5_acc: 0.8430, loss_cls: 1.4974, loss: 1.4974, grad_norm: 5.0607 2021-03-08 04:55:47,490 - mmaction - INFO - Epoch [36][920/940] lr: 1.000e-02, eta: 18:45:23, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6219, top5_acc: 0.8322, loss_cls: 1.5449, loss: 1.5449, grad_norm: 5.2944 2021-03-08 04:56:05,307 - mmaction - INFO - Epoch [36][940/940] lr: 1.000e-02, eta: 18:44:52, time: 0.891, data_time: 0.001, memory: 8361, top1_acc: 0.6246, top5_acc: 0.8346, loss_cls: 1.5407, loss: 1.5407, grad_norm: 5.1763 2021-03-08 04:56:07,326 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-03-08 04:58:42,109 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 04:58:43,087 - mmaction - INFO - top1_acc 0.6640 top5_acc 0.8689 2021-03-08 04:58:43,095 - mmaction - INFO - Epoch(val) [36][940] top1_acc: 0.6640, top5_acc: 0.8689 2021-03-08 05:02:15,917 - mmaction - INFO - Epoch [37][20/940] lr: 1.000e-02, eta: 18:50:08, time: 10.641, data_time: 9.728, memory: 8361, top1_acc: 0.6457, top5_acc: 0.8404, loss_cls: 1.4812, loss: 1.4812, grad_norm: 5.0571 2021-03-08 05:02:34,043 - mmaction - INFO - Epoch [37][40/940] lr: 1.000e-02, eta: 18:49:38, time: 0.906, data_time: 0.002, memory: 8361, top1_acc: 0.6578, top5_acc: 0.8477, loss_cls: 1.4296, loss: 1.4296, grad_norm: 4.9380 2021-03-08 05:02:52,238 - mmaction - INFO - Epoch [37][60/940] lr: 1.000e-02, eta: 18:49:07, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.6463, top5_acc: 0.8377, loss_cls: 1.4838, loss: 1.4838, grad_norm: 5.0525 2021-03-08 05:03:10,370 - mmaction - INFO - Epoch [37][80/940] lr: 1.000e-02, eta: 18:48:37, time: 0.906, data_time: 0.002, memory: 8361, top1_acc: 0.6412, top5_acc: 0.8416, loss_cls: 1.4932, loss: 1.4932, grad_norm: 5.1513 2021-03-08 05:03:28,650 - mmaction - INFO - Epoch [37][100/940] lr: 1.000e-02, eta: 18:48:07, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6375, top5_acc: 0.8367, loss_cls: 1.5133, loss: 1.5133, grad_norm: 5.0212 2021-03-08 05:03:46,863 - mmaction - INFO - Epoch [37][120/940] lr: 1.000e-02, eta: 18:47:37, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.6436, top5_acc: 0.8441, loss_cls: 1.4516, loss: 1.4516, grad_norm: 4.9518 2021-03-08 05:04:05,056 - mmaction - INFO - Epoch [37][140/940] lr: 1.000e-02, eta: 18:47:06, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.6424, top5_acc: 0.8451, loss_cls: 1.4659, loss: 1.4659, grad_norm: 4.9704 2021-03-08 05:04:23,288 - mmaction - INFO - Epoch [37][160/940] lr: 1.000e-02, eta: 18:46:36, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6480, top5_acc: 0.8371, loss_cls: 1.4734, loss: 1.4734, grad_norm: 4.9881 2021-03-08 05:04:41,597 - mmaction - INFO - Epoch [37][180/940] lr: 1.000e-02, eta: 18:46:06, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6328, top5_acc: 0.8295, loss_cls: 1.5202, loss: 1.5202, grad_norm: 5.1301 2021-03-08 05:05:00,047 - mmaction - INFO - Epoch [37][200/940] lr: 1.000e-02, eta: 18:45:37, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.6439, top5_acc: 0.8377, loss_cls: 1.4774, loss: 1.4774, grad_norm: 5.0621 2021-03-08 05:05:18,281 - mmaction - INFO - Epoch [37][220/940] lr: 1.000e-02, eta: 18:45:07, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6346, top5_acc: 0.8350, loss_cls: 1.5028, loss: 1.5028, grad_norm: 5.1308 2021-03-08 05:05:36,551 - mmaction - INFO - Epoch [37][240/940] lr: 1.000e-02, eta: 18:44:36, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6418, top5_acc: 0.8387, loss_cls: 1.4915, loss: 1.4915, grad_norm: 5.1482 2021-03-08 05:05:54,840 - mmaction - INFO - Epoch [37][260/940] lr: 1.000e-02, eta: 18:44:07, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6332, top5_acc: 0.8420, loss_cls: 1.5130, loss: 1.5130, grad_norm: 5.1625 2021-03-08 05:06:13,234 - mmaction - INFO - Epoch [37][280/940] lr: 1.000e-02, eta: 18:43:37, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6412, top5_acc: 0.8416, loss_cls: 1.4928, loss: 1.4928, grad_norm: 5.1305 2021-03-08 05:06:31,617 - mmaction - INFO - Epoch [37][300/940] lr: 1.000e-02, eta: 18:43:07, time: 0.919, data_time: 0.003, memory: 8361, top1_acc: 0.6471, top5_acc: 0.8414, loss_cls: 1.4712, loss: 1.4712, grad_norm: 5.0217 2021-03-08 05:06:49,872 - mmaction - INFO - Epoch [37][320/940] lr: 1.000e-02, eta: 18:42:37, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6455, top5_acc: 0.8438, loss_cls: 1.4701, loss: 1.4701, grad_norm: 5.1829 2021-03-08 05:07:08,176 - mmaction - INFO - Epoch [37][340/940] lr: 1.000e-02, eta: 18:42:07, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6295, top5_acc: 0.8326, loss_cls: 1.5338, loss: 1.5338, grad_norm: 5.1979 2021-03-08 05:07:26,520 - mmaction - INFO - Epoch [37][360/940] lr: 1.000e-02, eta: 18:41:37, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6326, top5_acc: 0.8277, loss_cls: 1.5465, loss: 1.5465, grad_norm: 5.2192 2021-03-08 05:07:44,863 - mmaction - INFO - Epoch [37][380/940] lr: 1.000e-02, eta: 18:41:08, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6305, top5_acc: 0.8268, loss_cls: 1.5489, loss: 1.5489, grad_norm: 5.2014 2021-03-08 05:08:03,268 - mmaction - INFO - Epoch [37][400/940] lr: 1.000e-02, eta: 18:40:38, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6299, top5_acc: 0.8426, loss_cls: 1.5118, loss: 1.5118, grad_norm: 5.1703 2021-03-08 05:08:21,571 - mmaction - INFO - Epoch [37][420/940] lr: 1.000e-02, eta: 18:40:08, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6398, top5_acc: 0.8414, loss_cls: 1.4781, loss: 1.4781, grad_norm: 5.0820 2021-03-08 05:08:39,958 - mmaction - INFO - Epoch [37][440/940] lr: 1.000e-02, eta: 18:39:38, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.6334, top5_acc: 0.8363, loss_cls: 1.4993, loss: 1.4993, grad_norm: 5.1643 2021-03-08 05:08:58,161 - mmaction - INFO - Epoch [37][460/940] lr: 1.000e-02, eta: 18:39:08, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.6350, top5_acc: 0.8350, loss_cls: 1.5354, loss: 1.5354, grad_norm: 5.1011 2021-03-08 05:09:16,548 - mmaction - INFO - Epoch [37][480/940] lr: 1.000e-02, eta: 18:38:39, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6359, top5_acc: 0.8277, loss_cls: 1.5223, loss: 1.5223, grad_norm: 5.0540 2021-03-08 05:09:34,927 - mmaction - INFO - Epoch [37][500/940] lr: 1.000e-02, eta: 18:38:09, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6289, top5_acc: 0.8330, loss_cls: 1.5325, loss: 1.5325, grad_norm: 5.1682 2021-03-08 05:09:53,264 - mmaction - INFO - Epoch [37][520/940] lr: 1.000e-02, eta: 18:37:39, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6393, top5_acc: 0.8420, loss_cls: 1.5069, loss: 1.5069, grad_norm: 5.2201 2021-03-08 05:10:11,552 - mmaction - INFO - Epoch [37][540/940] lr: 1.000e-02, eta: 18:37:10, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6307, top5_acc: 0.8289, loss_cls: 1.5455, loss: 1.5455, grad_norm: 5.1295 2021-03-08 05:10:29,812 - mmaction - INFO - Epoch [37][560/940] lr: 1.000e-02, eta: 18:36:40, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6320, top5_acc: 0.8338, loss_cls: 1.5307, loss: 1.5307, grad_norm: 5.1220 2021-03-08 05:10:48,187 - mmaction - INFO - Epoch [37][580/940] lr: 1.000e-02, eta: 18:36:10, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.6438, top5_acc: 0.8287, loss_cls: 1.5140, loss: 1.5140, grad_norm: 5.1054 2021-03-08 05:11:06,617 - mmaction - INFO - Epoch [37][600/940] lr: 1.000e-02, eta: 18:35:41, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.6293, top5_acc: 0.8383, loss_cls: 1.5338, loss: 1.5338, grad_norm: 5.2820 2021-03-08 05:11:24,958 - mmaction - INFO - Epoch [37][620/940] lr: 1.000e-02, eta: 18:35:11, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6330, top5_acc: 0.8324, loss_cls: 1.5466, loss: 1.5466, grad_norm: 5.1074 2021-03-08 05:11:43,235 - mmaction - INFO - Epoch [37][640/940] lr: 1.000e-02, eta: 18:34:41, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6268, top5_acc: 0.8334, loss_cls: 1.5289, loss: 1.5289, grad_norm: 5.1541 2021-03-08 05:12:01,546 - mmaction - INFO - Epoch [37][660/940] lr: 1.000e-02, eta: 18:34:12, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6398, top5_acc: 0.8379, loss_cls: 1.5263, loss: 1.5263, grad_norm: 5.1074 2021-03-08 05:12:19,779 - mmaction - INFO - Epoch [37][680/940] lr: 1.000e-02, eta: 18:33:42, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6256, top5_acc: 0.8385, loss_cls: 1.5347, loss: 1.5347, grad_norm: 5.2205 2021-03-08 05:12:38,042 - mmaction - INFO - Epoch [37][700/940] lr: 1.000e-02, eta: 18:33:12, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6354, top5_acc: 0.8395, loss_cls: 1.5036, loss: 1.5036, grad_norm: 5.1676 2021-03-08 05:12:56,340 - mmaction - INFO - Epoch [37][720/940] lr: 1.000e-02, eta: 18:32:43, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6420, top5_acc: 0.8398, loss_cls: 1.5004, loss: 1.5004, grad_norm: 5.0488 2021-03-08 05:13:14,653 - mmaction - INFO - Epoch [37][740/940] lr: 1.000e-02, eta: 18:32:13, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6359, top5_acc: 0.8309, loss_cls: 1.5334, loss: 1.5334, grad_norm: 5.0796 2021-03-08 05:13:32,955 - mmaction - INFO - Epoch [37][760/940] lr: 1.000e-02, eta: 18:31:43, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6287, top5_acc: 0.8217, loss_cls: 1.5798, loss: 1.5798, grad_norm: 5.1431 2021-03-08 05:13:51,295 - mmaction - INFO - Epoch [37][780/940] lr: 1.000e-02, eta: 18:31:14, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6467, top5_acc: 0.8365, loss_cls: 1.4932, loss: 1.4932, grad_norm: 4.9596 2021-03-08 05:14:09,577 - mmaction - INFO - Epoch [37][800/940] lr: 1.000e-02, eta: 18:30:44, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6367, top5_acc: 0.8260, loss_cls: 1.5487, loss: 1.5487, grad_norm: 5.0982 2021-03-08 05:14:27,836 - mmaction - INFO - Epoch [37][820/940] lr: 1.000e-02, eta: 18:30:15, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6254, top5_acc: 0.8234, loss_cls: 1.5815, loss: 1.5815, grad_norm: 5.1411 2021-03-08 05:14:46,184 - mmaction - INFO - Epoch [37][840/940] lr: 1.000e-02, eta: 18:29:45, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6273, top5_acc: 0.8273, loss_cls: 1.5794, loss: 1.5794, grad_norm: 5.2171 2021-03-08 05:15:04,578 - mmaction - INFO - Epoch [37][860/940] lr: 1.000e-02, eta: 18:29:16, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6354, top5_acc: 0.8322, loss_cls: 1.5366, loss: 1.5366, grad_norm: 5.1674 2021-03-08 05:15:22,871 - mmaction - INFO - Epoch [37][880/940] lr: 1.000e-02, eta: 18:28:46, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6365, top5_acc: 0.8326, loss_cls: 1.5276, loss: 1.5276, grad_norm: 5.1996 2021-03-08 05:15:41,274 - mmaction - INFO - Epoch [37][900/940] lr: 1.000e-02, eta: 18:28:17, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6291, top5_acc: 0.8379, loss_cls: 1.5208, loss: 1.5208, grad_norm: 5.1466 2021-03-08 05:15:59,613 - mmaction - INFO - Epoch [37][920/940] lr: 1.000e-02, eta: 18:27:48, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6334, top5_acc: 0.8299, loss_cls: 1.5316, loss: 1.5316, grad_norm: 5.1003 2021-03-08 05:16:17,377 - mmaction - INFO - Epoch [37][940/940] lr: 1.000e-02, eta: 18:27:17, time: 0.889, data_time: 0.002, memory: 8361, top1_acc: 0.6333, top5_acc: 0.8338, loss_cls: 1.5053, loss: 1.5053, grad_norm: 5.1949 2021-03-08 05:16:19,107 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-03-08 05:19:01,011 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 05:19:01,991 - mmaction - INFO - top1_acc 0.6569 top5_acc 0.8642 2021-03-08 05:19:01,999 - mmaction - INFO - Epoch(val) [37][940] top1_acc: 0.6569, top5_acc: 0.8642 2021-03-08 05:22:33,040 - mmaction - INFO - Epoch [38][20/940] lr: 1.000e-02, eta: 18:32:16, time: 10.551, data_time: 9.628, memory: 8361, top1_acc: 0.6354, top5_acc: 0.8385, loss_cls: 1.5069, loss: 1.5069, grad_norm: 5.1147 2021-03-08 05:22:51,200 - mmaction - INFO - Epoch [38][40/940] lr: 1.000e-02, eta: 18:31:45, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.6432, top5_acc: 0.8387, loss_cls: 1.5036, loss: 1.5036, grad_norm: 5.0186 2021-03-08 05:23:09,325 - mmaction - INFO - Epoch [38][60/940] lr: 1.000e-02, eta: 18:31:15, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.6621, top5_acc: 0.8467, loss_cls: 1.4043, loss: 1.4043, grad_norm: 4.9849 2021-03-08 05:23:27,634 - mmaction - INFO - Epoch [38][80/940] lr: 1.000e-02, eta: 18:30:46, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6486, top5_acc: 0.8441, loss_cls: 1.4707, loss: 1.4707, grad_norm: 5.1990 2021-03-08 05:23:45,854 - mmaction - INFO - Epoch [38][100/940] lr: 1.000e-02, eta: 18:30:16, time: 0.911, data_time: 0.003, memory: 8361, top1_acc: 0.6326, top5_acc: 0.8420, loss_cls: 1.4863, loss: 1.4863, grad_norm: 5.2163 2021-03-08 05:24:04,134 - mmaction - INFO - Epoch [38][120/940] lr: 1.000e-02, eta: 18:29:46, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6432, top5_acc: 0.8395, loss_cls: 1.4717, loss: 1.4717, grad_norm: 5.0275 2021-03-08 05:24:22,331 - mmaction - INFO - Epoch [38][140/940] lr: 1.000e-02, eta: 18:29:16, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.6322, top5_acc: 0.8383, loss_cls: 1.5136, loss: 1.5136, grad_norm: 5.1302 2021-03-08 05:24:40,587 - mmaction - INFO - Epoch [38][160/940] lr: 1.000e-02, eta: 18:28:47, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6445, top5_acc: 0.8395, loss_cls: 1.4705, loss: 1.4705, grad_norm: 5.0723 2021-03-08 05:24:59,067 - mmaction - INFO - Epoch [38][180/940] lr: 1.000e-02, eta: 18:28:17, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.6369, top5_acc: 0.8346, loss_cls: 1.5074, loss: 1.5074, grad_norm: 5.0874 2021-03-08 05:25:17,486 - mmaction - INFO - Epoch [38][200/940] lr: 1.000e-02, eta: 18:27:48, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.6432, top5_acc: 0.8402, loss_cls: 1.4995, loss: 1.4995, grad_norm: 5.0665 2021-03-08 05:25:35,723 - mmaction - INFO - Epoch [38][220/940] lr: 1.000e-02, eta: 18:27:18, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6500, top5_acc: 0.8412, loss_cls: 1.4775, loss: 1.4775, grad_norm: 5.0210 2021-03-08 05:25:53,945 - mmaction - INFO - Epoch [38][240/940] lr: 1.000e-02, eta: 18:26:48, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6475, top5_acc: 0.8355, loss_cls: 1.4805, loss: 1.4805, grad_norm: 4.9993 2021-03-08 05:26:12,259 - mmaction - INFO - Epoch [38][260/940] lr: 1.000e-02, eta: 18:26:19, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6355, top5_acc: 0.8430, loss_cls: 1.4901, loss: 1.4901, grad_norm: 5.1594 2021-03-08 05:26:30,686 - mmaction - INFO - Epoch [38][280/940] lr: 1.000e-02, eta: 18:25:49, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.6543, top5_acc: 0.8416, loss_cls: 1.4646, loss: 1.4646, grad_norm: 5.0844 2021-03-08 05:26:49,056 - mmaction - INFO - Epoch [38][300/940] lr: 1.000e-02, eta: 18:25:20, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6320, top5_acc: 0.8396, loss_cls: 1.4886, loss: 1.4886, grad_norm: 5.1570 2021-03-08 05:27:07,286 - mmaction - INFO - Epoch [38][320/940] lr: 1.000e-02, eta: 18:24:50, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6340, top5_acc: 0.8439, loss_cls: 1.4997, loss: 1.4997, grad_norm: 5.1534 2021-03-08 05:27:25,577 - mmaction - INFO - Epoch [38][340/940] lr: 1.000e-02, eta: 18:24:20, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6447, top5_acc: 0.8371, loss_cls: 1.4803, loss: 1.4803, grad_norm: 5.0159 2021-03-08 05:27:43,996 - mmaction - INFO - Epoch [38][360/940] lr: 1.000e-02, eta: 18:23:51, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6475, top5_acc: 0.8344, loss_cls: 1.4798, loss: 1.4798, grad_norm: 5.0614 2021-03-08 05:28:02,362 - mmaction - INFO - Epoch [38][380/940] lr: 1.000e-02, eta: 18:23:22, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6365, top5_acc: 0.8330, loss_cls: 1.5198, loss: 1.5198, grad_norm: 5.0699 2021-03-08 05:28:20,730 - mmaction - INFO - Epoch [38][400/940] lr: 1.000e-02, eta: 18:22:52, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6457, top5_acc: 0.8412, loss_cls: 1.4857, loss: 1.4857, grad_norm: 5.1607 2021-03-08 05:28:39,134 - mmaction - INFO - Epoch [38][420/940] lr: 1.000e-02, eta: 18:22:23, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6344, top5_acc: 0.8352, loss_cls: 1.5180, loss: 1.5180, grad_norm: 5.1726 2021-03-08 05:28:57,579 - mmaction - INFO - Epoch [38][440/940] lr: 1.000e-02, eta: 18:21:54, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.6422, top5_acc: 0.8426, loss_cls: 1.4689, loss: 1.4689, grad_norm: 5.0533 2021-03-08 05:29:16,037 - mmaction - INFO - Epoch [38][460/940] lr: 1.000e-02, eta: 18:21:24, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.6297, top5_acc: 0.8346, loss_cls: 1.5301, loss: 1.5301, grad_norm: 5.1940 2021-03-08 05:29:34,297 - mmaction - INFO - Epoch [38][480/940] lr: 1.000e-02, eta: 18:20:55, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6357, top5_acc: 0.8400, loss_cls: 1.5110, loss: 1.5110, grad_norm: 5.0476 2021-03-08 05:29:52,636 - mmaction - INFO - Epoch [38][500/940] lr: 1.000e-02, eta: 18:20:25, time: 0.917, data_time: 0.003, memory: 8361, top1_acc: 0.6348, top5_acc: 0.8357, loss_cls: 1.5256, loss: 1.5256, grad_norm: 5.1726 2021-03-08 05:30:10,995 - mmaction - INFO - Epoch [38][520/940] lr: 1.000e-02, eta: 18:19:56, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6426, top5_acc: 0.8293, loss_cls: 1.5336, loss: 1.5336, grad_norm: 5.1732 2021-03-08 05:30:29,361 - mmaction - INFO - Epoch [38][540/940] lr: 1.000e-02, eta: 18:19:27, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6244, top5_acc: 0.8225, loss_cls: 1.5915, loss: 1.5915, grad_norm: 5.1895 2021-03-08 05:30:47,615 - mmaction - INFO - Epoch [38][560/940] lr: 1.000e-02, eta: 18:18:57, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6402, top5_acc: 0.8395, loss_cls: 1.4893, loss: 1.4893, grad_norm: 5.0390 2021-03-08 05:31:05,960 - mmaction - INFO - Epoch [38][580/940] lr: 1.000e-02, eta: 18:18:28, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6348, top5_acc: 0.8355, loss_cls: 1.5102, loss: 1.5102, grad_norm: 5.1493 2021-03-08 05:31:24,235 - mmaction - INFO - Epoch [38][600/940] lr: 1.000e-02, eta: 18:17:58, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6400, top5_acc: 0.8340, loss_cls: 1.4946, loss: 1.4946, grad_norm: 5.0588 2021-03-08 05:31:42,454 - mmaction - INFO - Epoch [38][620/940] lr: 1.000e-02, eta: 18:17:29, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.6469, top5_acc: 0.8402, loss_cls: 1.4904, loss: 1.4904, grad_norm: 5.1361 2021-03-08 05:32:00,899 - mmaction - INFO - Epoch [38][640/940] lr: 1.000e-02, eta: 18:17:00, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.6352, top5_acc: 0.8299, loss_cls: 1.5373, loss: 1.5373, grad_norm: 5.1566 2021-03-08 05:32:19,201 - mmaction - INFO - Epoch [38][660/940] lr: 1.000e-02, eta: 18:16:30, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6580, top5_acc: 0.8402, loss_cls: 1.4388, loss: 1.4388, grad_norm: 4.9854 2021-03-08 05:32:37,528 - mmaction - INFO - Epoch [38][680/940] lr: 1.000e-02, eta: 18:16:01, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6381, top5_acc: 0.8420, loss_cls: 1.5016, loss: 1.5016, grad_norm: 5.1221 2021-03-08 05:32:55,788 - mmaction - INFO - Epoch [38][700/940] lr: 1.000e-02, eta: 18:15:32, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6338, top5_acc: 0.8309, loss_cls: 1.5216, loss: 1.5216, grad_norm: 5.0787 2021-03-08 05:33:14,023 - mmaction - INFO - Epoch [38][720/940] lr: 1.000e-02, eta: 18:15:02, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.6344, top5_acc: 0.8244, loss_cls: 1.5544, loss: 1.5544, grad_norm: 5.1842 2021-03-08 05:33:32,474 - mmaction - INFO - Epoch [38][740/940] lr: 1.000e-02, eta: 18:14:33, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.6359, top5_acc: 0.8357, loss_cls: 1.5335, loss: 1.5335, grad_norm: 5.2675 2021-03-08 05:33:50,927 - mmaction - INFO - Epoch [38][760/940] lr: 1.000e-02, eta: 18:14:04, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.6363, top5_acc: 0.8326, loss_cls: 1.5070, loss: 1.5070, grad_norm: 5.0901 2021-03-08 05:34:09,194 - mmaction - INFO - Epoch [38][780/940] lr: 1.000e-02, eta: 18:13:35, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6336, top5_acc: 0.8336, loss_cls: 1.5270, loss: 1.5270, grad_norm: 5.1400 2021-03-08 05:34:27,492 - mmaction - INFO - Epoch [38][800/940] lr: 1.000e-02, eta: 18:13:06, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6432, top5_acc: 0.8367, loss_cls: 1.4936, loss: 1.4936, grad_norm: 5.0431 2021-03-08 05:34:45,820 - mmaction - INFO - Epoch [38][820/940] lr: 1.000e-02, eta: 18:12:36, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6406, top5_acc: 0.8361, loss_cls: 1.5187, loss: 1.5187, grad_norm: 5.1952 2021-03-08 05:35:04,020 - mmaction - INFO - Epoch [38][840/940] lr: 1.000e-02, eta: 18:12:07, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.6441, top5_acc: 0.8389, loss_cls: 1.4775, loss: 1.4775, grad_norm: 5.0718 2021-03-08 05:35:22,448 - mmaction - INFO - Epoch [38][860/940] lr: 1.000e-02, eta: 18:11:38, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.6193, top5_acc: 0.8254, loss_cls: 1.5710, loss: 1.5710, grad_norm: 5.2393 2021-03-08 05:35:40,718 - mmaction - INFO - Epoch [38][880/940] lr: 1.000e-02, eta: 18:11:09, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6318, top5_acc: 0.8373, loss_cls: 1.5172, loss: 1.5172, grad_norm: 5.1147 2021-03-08 05:35:59,102 - mmaction - INFO - Epoch [38][900/940] lr: 1.000e-02, eta: 18:10:40, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6248, top5_acc: 0.8338, loss_cls: 1.5411, loss: 1.5411, grad_norm: 5.1511 2021-03-08 05:36:17,344 - mmaction - INFO - Epoch [38][920/940] lr: 1.000e-02, eta: 18:10:10, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6410, top5_acc: 0.8334, loss_cls: 1.5147, loss: 1.5147, grad_norm: 5.0616 2021-03-08 05:36:35,193 - mmaction - INFO - Epoch [38][940/940] lr: 1.000e-02, eta: 18:09:40, time: 0.892, data_time: 0.002, memory: 8361, top1_acc: 0.6404, top5_acc: 0.8419, loss_cls: 1.5014, loss: 1.5014, grad_norm: 5.1444 2021-03-08 05:36:37,116 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-03-08 05:39:12,249 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 05:39:13,229 - mmaction - INFO - top1_acc 0.6643 top5_acc 0.8689 2021-03-08 05:39:13,237 - mmaction - INFO - Epoch(val) [38][940] top1_acc: 0.6643, top5_acc: 0.8689 2021-03-08 05:42:44,079 - mmaction - INFO - Epoch [39][20/940] lr: 1.000e-02, eta: 18:14:25, time: 10.541, data_time: 9.636, memory: 8361, top1_acc: 0.6441, top5_acc: 0.8439, loss_cls: 1.4861, loss: 1.4861, grad_norm: 5.1961 2021-03-08 05:43:02,223 - mmaction - INFO - Epoch [39][40/940] lr: 1.000e-02, eta: 18:13:55, time: 0.906, data_time: 0.001, memory: 8361, top1_acc: 0.6361, top5_acc: 0.8377, loss_cls: 1.5071, loss: 1.5071, grad_norm: 5.1468 2021-03-08 05:43:20,433 - mmaction - INFO - Epoch [39][60/940] lr: 1.000e-02, eta: 18:13:26, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6428, top5_acc: 0.8451, loss_cls: 1.4582, loss: 1.4582, grad_norm: 5.0882 2021-03-08 05:43:38,676 - mmaction - INFO - Epoch [39][80/940] lr: 1.000e-02, eta: 18:12:56, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.6436, top5_acc: 0.8467, loss_cls: 1.4687, loss: 1.4687, grad_norm: 5.0664 2021-03-08 05:43:56,929 - mmaction - INFO - Epoch [39][100/940] lr: 1.000e-02, eta: 18:12:27, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6527, top5_acc: 0.8443, loss_cls: 1.4523, loss: 1.4523, grad_norm: 5.0459 2021-03-08 05:44:15,103 - mmaction - INFO - Epoch [39][120/940] lr: 1.000e-02, eta: 18:11:57, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.6500, top5_acc: 0.8510, loss_cls: 1.4493, loss: 1.4493, grad_norm: 5.0473 2021-03-08 05:44:33,391 - mmaction - INFO - Epoch [39][140/940] lr: 1.000e-02, eta: 18:11:28, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6482, top5_acc: 0.8459, loss_cls: 1.4634, loss: 1.4634, grad_norm: 5.0867 2021-03-08 05:44:51,726 - mmaction - INFO - Epoch [39][160/940] lr: 1.000e-02, eta: 18:10:58, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6445, top5_acc: 0.8438, loss_cls: 1.4638, loss: 1.4638, grad_norm: 5.1297 2021-03-08 05:45:10,068 - mmaction - INFO - Epoch [39][180/940] lr: 1.000e-02, eta: 18:10:29, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6449, top5_acc: 0.8439, loss_cls: 1.4509, loss: 1.4509, grad_norm: 4.9555 2021-03-08 05:45:28,462 - mmaction - INFO - Epoch [39][200/940] lr: 1.000e-02, eta: 18:10:00, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6492, top5_acc: 0.8393, loss_cls: 1.4661, loss: 1.4661, grad_norm: 5.1542 2021-03-08 05:45:46,740 - mmaction - INFO - Epoch [39][220/940] lr: 1.000e-02, eta: 18:09:30, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6451, top5_acc: 0.8322, loss_cls: 1.4774, loss: 1.4774, grad_norm: 5.1166 2021-03-08 05:46:05,075 - mmaction - INFO - Epoch [39][240/940] lr: 1.000e-02, eta: 18:09:01, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6520, top5_acc: 0.8500, loss_cls: 1.4469, loss: 1.4469, grad_norm: 5.0476 2021-03-08 05:46:23,536 - mmaction - INFO - Epoch [39][260/940] lr: 1.000e-02, eta: 18:08:32, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.6402, top5_acc: 0.8398, loss_cls: 1.4938, loss: 1.4938, grad_norm: 5.1567 2021-03-08 05:46:41,868 - mmaction - INFO - Epoch [39][280/940] lr: 1.000e-02, eta: 18:08:03, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.6451, top5_acc: 0.8367, loss_cls: 1.4816, loss: 1.4816, grad_norm: 5.0444 2021-03-08 05:47:00,141 - mmaction - INFO - Epoch [39][300/940] lr: 1.000e-02, eta: 18:07:34, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6445, top5_acc: 0.8430, loss_cls: 1.4761, loss: 1.4761, grad_norm: 5.0737 2021-03-08 05:47:18,478 - mmaction - INFO - Epoch [39][320/940] lr: 1.000e-02, eta: 18:07:04, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6324, top5_acc: 0.8393, loss_cls: 1.4880, loss: 1.4880, grad_norm: 5.1451 2021-03-08 05:47:36,718 - mmaction - INFO - Epoch [39][340/940] lr: 1.000e-02, eta: 18:06:35, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6445, top5_acc: 0.8441, loss_cls: 1.4720, loss: 1.4720, grad_norm: 5.1625 2021-03-08 05:47:54,976 - mmaction - INFO - Epoch [39][360/940] lr: 1.000e-02, eta: 18:06:06, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6430, top5_acc: 0.8389, loss_cls: 1.4749, loss: 1.4749, grad_norm: 5.0987 2021-03-08 05:48:13,336 - mmaction - INFO - Epoch [39][380/940] lr: 1.000e-02, eta: 18:05:37, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.6381, top5_acc: 0.8404, loss_cls: 1.4884, loss: 1.4884, grad_norm: 5.0529 2021-03-08 05:48:31,773 - mmaction - INFO - Epoch [39][400/940] lr: 1.000e-02, eta: 18:05:07, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.6334, top5_acc: 0.8320, loss_cls: 1.5311, loss: 1.5311, grad_norm: 5.1814 2021-03-08 05:48:50,077 - mmaction - INFO - Epoch [39][420/940] lr: 1.000e-02, eta: 18:04:38, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6461, top5_acc: 0.8492, loss_cls: 1.4469, loss: 1.4469, grad_norm: 5.0957 2021-03-08 05:49:08,393 - mmaction - INFO - Epoch [39][440/940] lr: 1.000e-02, eta: 18:04:09, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6352, top5_acc: 0.8314, loss_cls: 1.5241, loss: 1.5241, grad_norm: 5.1671 2021-03-08 05:49:26,666 - mmaction - INFO - Epoch [39][460/940] lr: 1.000e-02, eta: 18:03:40, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6332, top5_acc: 0.8287, loss_cls: 1.5488, loss: 1.5488, grad_norm: 5.1093 2021-03-08 05:49:44,992 - mmaction - INFO - Epoch [39][480/940] lr: 1.000e-02, eta: 18:03:11, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6328, top5_acc: 0.8299, loss_cls: 1.5377, loss: 1.5377, grad_norm: 5.1858 2021-03-08 05:50:03,263 - mmaction - INFO - Epoch [39][500/940] lr: 1.000e-02, eta: 18:02:42, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6375, top5_acc: 0.8309, loss_cls: 1.5091, loss: 1.5091, grad_norm: 5.0955 2021-03-08 05:50:21,663 - mmaction - INFO - Epoch [39][520/940] lr: 1.000e-02, eta: 18:02:13, time: 0.920, data_time: 0.004, memory: 8361, top1_acc: 0.6453, top5_acc: 0.8385, loss_cls: 1.4842, loss: 1.4842, grad_norm: 5.0715 2021-03-08 05:50:39,882 - mmaction - INFO - Epoch [39][540/940] lr: 1.000e-02, eta: 18:01:43, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.6426, top5_acc: 0.8383, loss_cls: 1.4834, loss: 1.4834, grad_norm: 5.0993 2021-03-08 05:50:58,163 - mmaction - INFO - Epoch [39][560/940] lr: 1.000e-02, eta: 18:01:14, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6480, top5_acc: 0.8344, loss_cls: 1.4922, loss: 1.4922, grad_norm: 5.0785 2021-03-08 05:51:16,470 - mmaction - INFO - Epoch [39][580/940] lr: 1.000e-02, eta: 18:00:45, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6439, top5_acc: 0.8375, loss_cls: 1.4977, loss: 1.4977, grad_norm: 5.1056 2021-03-08 05:51:34,697 - mmaction - INFO - Epoch [39][600/940] lr: 1.000e-02, eta: 18:00:16, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6348, top5_acc: 0.8404, loss_cls: 1.5037, loss: 1.5037, grad_norm: 5.1508 2021-03-08 05:51:52,982 - mmaction - INFO - Epoch [39][620/940] lr: 1.000e-02, eta: 17:59:47, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6465, top5_acc: 0.8393, loss_cls: 1.4760, loss: 1.4760, grad_norm: 5.1426 2021-03-08 05:52:11,249 - mmaction - INFO - Epoch [39][640/940] lr: 1.000e-02, eta: 17:59:17, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6457, top5_acc: 0.8449, loss_cls: 1.4653, loss: 1.4653, grad_norm: 5.0707 2021-03-08 05:52:29,638 - mmaction - INFO - Epoch [39][660/940] lr: 1.000e-02, eta: 17:58:49, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.6467, top5_acc: 0.8494, loss_cls: 1.4470, loss: 1.4470, grad_norm: 5.0795 2021-03-08 05:52:47,906 - mmaction - INFO - Epoch [39][680/940] lr: 1.000e-02, eta: 17:58:19, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6482, top5_acc: 0.8449, loss_cls: 1.4598, loss: 1.4598, grad_norm: 5.0793 2021-03-08 05:53:06,280 - mmaction - INFO - Epoch [39][700/940] lr: 1.000e-02, eta: 17:57:50, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.6396, top5_acc: 0.8361, loss_cls: 1.4988, loss: 1.4988, grad_norm: 5.1586 2021-03-08 05:53:24,579 - mmaction - INFO - Epoch [39][720/940] lr: 1.000e-02, eta: 17:57:21, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6393, top5_acc: 0.8379, loss_cls: 1.4821, loss: 1.4821, grad_norm: 5.1182 2021-03-08 05:53:42,883 - mmaction - INFO - Epoch [39][740/940] lr: 1.000e-02, eta: 17:56:52, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6297, top5_acc: 0.8336, loss_cls: 1.5376, loss: 1.5376, grad_norm: 5.2297 2021-03-08 05:54:01,203 - mmaction - INFO - Epoch [39][760/940] lr: 1.000e-02, eta: 17:56:23, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6324, top5_acc: 0.8330, loss_cls: 1.5135, loss: 1.5135, grad_norm: 5.0694 2021-03-08 05:54:19,479 - mmaction - INFO - Epoch [39][780/940] lr: 1.000e-02, eta: 17:55:54, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6332, top5_acc: 0.8332, loss_cls: 1.5197, loss: 1.5197, grad_norm: 5.1490 2021-03-08 05:54:37,903 - mmaction - INFO - Epoch [39][800/940] lr: 1.000e-02, eta: 17:55:26, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.6354, top5_acc: 0.8301, loss_cls: 1.5394, loss: 1.5394, grad_norm: 5.2124 2021-03-08 05:54:56,334 - mmaction - INFO - Epoch [39][820/940] lr: 1.000e-02, eta: 17:54:57, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.6287, top5_acc: 0.8346, loss_cls: 1.5195, loss: 1.5195, grad_norm: 5.2252 2021-03-08 05:55:14,679 - mmaction - INFO - Epoch [39][840/940] lr: 1.000e-02, eta: 17:54:28, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.6377, top5_acc: 0.8369, loss_cls: 1.5221, loss: 1.5221, grad_norm: 5.0952 2021-03-08 05:55:33,030 - mmaction - INFO - Epoch [39][860/940] lr: 1.000e-02, eta: 17:53:59, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6410, top5_acc: 0.8305, loss_cls: 1.5227, loss: 1.5227, grad_norm: 5.1299 2021-03-08 05:55:51,287 - mmaction - INFO - Epoch [39][880/940] lr: 1.000e-02, eta: 17:53:30, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6363, top5_acc: 0.8371, loss_cls: 1.5154, loss: 1.5154, grad_norm: 5.1091 2021-03-08 05:56:09,574 - mmaction - INFO - Epoch [39][900/940] lr: 1.000e-02, eta: 17:53:01, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6273, top5_acc: 0.8291, loss_cls: 1.5480, loss: 1.5480, grad_norm: 5.1847 2021-03-08 05:56:27,839 - mmaction - INFO - Epoch [39][920/940] lr: 1.000e-02, eta: 17:52:32, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6219, top5_acc: 0.8250, loss_cls: 1.5621, loss: 1.5621, grad_norm: 5.2667 2021-03-08 05:56:45,679 - mmaction - INFO - Epoch [39][940/940] lr: 1.000e-02, eta: 17:52:02, time: 0.892, data_time: 0.001, memory: 8361, top1_acc: 0.6425, top5_acc: 0.8348, loss_cls: 1.5112, loss: 1.5112, grad_norm: 5.1537 2021-03-08 05:56:47,496 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-03-08 05:59:22,019 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 05:59:22,995 - mmaction - INFO - top1_acc 0.6615 top5_acc 0.8701 2021-03-08 05:59:23,003 - mmaction - INFO - Epoch(val) [39][940] top1_acc: 0.6615, top5_acc: 0.8701 2021-03-08 06:02:55,978 - mmaction - INFO - Epoch [40][20/940] lr: 1.000e-02, eta: 17:56:38, time: 10.648, data_time: 9.702, memory: 8361, top1_acc: 0.6535, top5_acc: 0.8479, loss_cls: 1.4294, loss: 1.4294, grad_norm: 5.0005 2021-03-08 06:03:14,161 - mmaction - INFO - Epoch [40][40/940] lr: 1.000e-02, eta: 17:56:08, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.6416, top5_acc: 0.8389, loss_cls: 1.4977, loss: 1.4977, grad_norm: 5.1378 2021-03-08 06:03:32,386 - mmaction - INFO - Epoch [40][60/940] lr: 1.000e-02, eta: 17:55:39, time: 0.913, data_time: 0.003, memory: 8361, top1_acc: 0.6527, top5_acc: 0.8447, loss_cls: 1.4519, loss: 1.4519, grad_norm: 5.0103 2021-03-08 06:03:50,612 - mmaction - INFO - Epoch [40][80/940] lr: 1.000e-02, eta: 17:55:10, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6645, top5_acc: 0.8498, loss_cls: 1.4274, loss: 1.4274, grad_norm: 4.9778 2021-03-08 06:04:08,907 - mmaction - INFO - Epoch [40][100/940] lr: 1.000e-02, eta: 17:54:41, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6508, top5_acc: 0.8395, loss_cls: 1.4626, loss: 1.4626, grad_norm: 5.0627 2021-03-08 06:04:27,154 - mmaction - INFO - Epoch [40][120/940] lr: 1.000e-02, eta: 17:54:12, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6518, top5_acc: 0.8479, loss_cls: 1.4433, loss: 1.4433, grad_norm: 5.1290 2021-03-08 06:04:45,332 - mmaction - INFO - Epoch [40][140/940] lr: 1.000e-02, eta: 17:53:42, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.6455, top5_acc: 0.8412, loss_cls: 1.4795, loss: 1.4795, grad_norm: 5.1137 2021-03-08 06:05:03,520 - mmaction - INFO - Epoch [40][160/940] lr: 1.000e-02, eta: 17:53:13, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.6557, top5_acc: 0.8480, loss_cls: 1.4220, loss: 1.4220, grad_norm: 5.0601 2021-03-08 06:05:21,760 - mmaction - INFO - Epoch [40][180/940] lr: 1.000e-02, eta: 17:52:44, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6541, top5_acc: 0.8498, loss_cls: 1.4066, loss: 1.4066, grad_norm: 4.9721 2021-03-08 06:05:40,045 - mmaction - INFO - Epoch [40][200/940] lr: 1.000e-02, eta: 17:52:15, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6439, top5_acc: 0.8422, loss_cls: 1.4628, loss: 1.4628, grad_norm: 5.0719 2021-03-08 06:05:58,426 - mmaction - INFO - Epoch [40][220/940] lr: 1.000e-02, eta: 17:51:46, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6451, top5_acc: 0.8352, loss_cls: 1.4824, loss: 1.4824, grad_norm: 5.1232 2021-03-08 06:06:16,702 - mmaction - INFO - Epoch [40][240/940] lr: 1.000e-02, eta: 17:51:17, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6436, top5_acc: 0.8381, loss_cls: 1.4989, loss: 1.4989, grad_norm: 5.1093 2021-03-08 06:06:35,138 - mmaction - INFO - Epoch [40][260/940] lr: 1.000e-02, eta: 17:50:48, time: 0.922, data_time: 0.003, memory: 8361, top1_acc: 0.6354, top5_acc: 0.8336, loss_cls: 1.5209, loss: 1.5209, grad_norm: 5.1720 2021-03-08 06:06:53,406 - mmaction - INFO - Epoch [40][280/940] lr: 1.000e-02, eta: 17:50:19, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6488, top5_acc: 0.8430, loss_cls: 1.4614, loss: 1.4614, grad_norm: 5.0883 2021-03-08 06:07:11,676 - mmaction - INFO - Epoch [40][300/940] lr: 1.000e-02, eta: 17:49:50, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6334, top5_acc: 0.8385, loss_cls: 1.5037, loss: 1.5037, grad_norm: 5.1170 2021-03-08 06:07:29,945 - mmaction - INFO - Epoch [40][320/940] lr: 1.000e-02, eta: 17:49:21, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6432, top5_acc: 0.8449, loss_cls: 1.4706, loss: 1.4706, grad_norm: 5.1962 2021-03-08 06:07:48,182 - mmaction - INFO - Epoch [40][340/940] lr: 1.000e-02, eta: 17:48:52, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6412, top5_acc: 0.8381, loss_cls: 1.4634, loss: 1.4634, grad_norm: 5.1509 2021-03-08 06:08:06,398 - mmaction - INFO - Epoch [40][360/940] lr: 1.000e-02, eta: 17:48:23, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6490, top5_acc: 0.8426, loss_cls: 1.4605, loss: 1.4605, grad_norm: 5.0839 2021-03-08 06:08:24,667 - mmaction - INFO - Epoch [40][380/940] lr: 1.000e-02, eta: 17:47:54, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6445, top5_acc: 0.8391, loss_cls: 1.4828, loss: 1.4828, grad_norm: 5.2210 2021-03-08 06:08:42,925 - mmaction - INFO - Epoch [40][400/940] lr: 1.000e-02, eta: 17:47:25, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6471, top5_acc: 0.8402, loss_cls: 1.4895, loss: 1.4895, grad_norm: 5.1470 2021-03-08 06:09:01,295 - mmaction - INFO - Epoch [40][420/940] lr: 1.000e-02, eta: 17:46:56, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6516, top5_acc: 0.8439, loss_cls: 1.4743, loss: 1.4743, grad_norm: 4.9768 2021-03-08 06:09:19,636 - mmaction - INFO - Epoch [40][440/940] lr: 1.000e-02, eta: 17:46:27, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6389, top5_acc: 0.8414, loss_cls: 1.4893, loss: 1.4893, grad_norm: 5.1589 2021-03-08 06:09:37,981 - mmaction - INFO - Epoch [40][460/940] lr: 1.000e-02, eta: 17:45:58, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6527, top5_acc: 0.8449, loss_cls: 1.4453, loss: 1.4453, grad_norm: 5.1950 2021-03-08 06:09:56,334 - mmaction - INFO - Epoch [40][480/940] lr: 1.000e-02, eta: 17:45:29, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.6432, top5_acc: 0.8350, loss_cls: 1.5096, loss: 1.5096, grad_norm: 5.1609 2021-03-08 06:10:14,639 - mmaction - INFO - Epoch [40][500/940] lr: 1.000e-02, eta: 17:45:00, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6391, top5_acc: 0.8383, loss_cls: 1.4931, loss: 1.4931, grad_norm: 5.1367 2021-03-08 06:10:32,881 - mmaction - INFO - Epoch [40][520/940] lr: 1.000e-02, eta: 17:44:31, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6484, top5_acc: 0.8414, loss_cls: 1.4836, loss: 1.4836, grad_norm: 5.0672 2021-03-08 06:10:51,204 - mmaction - INFO - Epoch [40][540/940] lr: 1.000e-02, eta: 17:44:03, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6465, top5_acc: 0.8396, loss_cls: 1.4945, loss: 1.4945, grad_norm: 5.1807 2021-03-08 06:11:09,472 - mmaction - INFO - Epoch [40][560/940] lr: 1.000e-02, eta: 17:43:34, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6412, top5_acc: 0.8412, loss_cls: 1.4800, loss: 1.4800, grad_norm: 5.1641 2021-03-08 06:11:27,758 - mmaction - INFO - Epoch [40][580/940] lr: 1.000e-02, eta: 17:43:05, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6408, top5_acc: 0.8479, loss_cls: 1.4498, loss: 1.4498, grad_norm: 5.0580 2021-03-08 06:11:46,008 - mmaction - INFO - Epoch [40][600/940] lr: 1.000e-02, eta: 17:42:36, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6355, top5_acc: 0.8324, loss_cls: 1.5134, loss: 1.5134, grad_norm: 5.1668 2021-03-08 06:12:04,289 - mmaction - INFO - Epoch [40][620/940] lr: 1.000e-02, eta: 17:42:07, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6475, top5_acc: 0.8447, loss_cls: 1.4757, loss: 1.4757, grad_norm: 5.0570 2021-03-08 06:12:22,775 - mmaction - INFO - Epoch [40][640/940] lr: 1.000e-02, eta: 17:41:39, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.6416, top5_acc: 0.8406, loss_cls: 1.4871, loss: 1.4871, grad_norm: 5.1033 2021-03-08 06:12:41,167 - mmaction - INFO - Epoch [40][660/940] lr: 1.000e-02, eta: 17:41:10, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6402, top5_acc: 0.8355, loss_cls: 1.5133, loss: 1.5133, grad_norm: 5.0280 2021-03-08 06:12:59,470 - mmaction - INFO - Epoch [40][680/940] lr: 1.000e-02, eta: 17:40:41, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6410, top5_acc: 0.8350, loss_cls: 1.5017, loss: 1.5017, grad_norm: 5.1135 2021-03-08 06:13:17,796 - mmaction - INFO - Epoch [40][700/940] lr: 1.000e-02, eta: 17:40:12, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6406, top5_acc: 0.8410, loss_cls: 1.4843, loss: 1.4843, grad_norm: 5.0231 2021-03-08 06:13:35,986 - mmaction - INFO - Epoch [40][720/940] lr: 1.000e-02, eta: 17:39:43, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.6512, top5_acc: 0.8406, loss_cls: 1.4640, loss: 1.4640, grad_norm: 5.0439 2021-03-08 06:13:54,181 - mmaction - INFO - Epoch [40][740/940] lr: 1.000e-02, eta: 17:39:14, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.6523, top5_acc: 0.8465, loss_cls: 1.4588, loss: 1.4588, grad_norm: 5.1700 2021-03-08 06:14:12,515 - mmaction - INFO - Epoch [40][760/940] lr: 1.000e-02, eta: 17:38:46, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.6348, top5_acc: 0.8371, loss_cls: 1.5088, loss: 1.5088, grad_norm: 5.1030 2021-03-08 06:14:30,813 - mmaction - INFO - Epoch [40][780/940] lr: 1.000e-02, eta: 17:38:17, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6398, top5_acc: 0.8336, loss_cls: 1.5004, loss: 1.5004, grad_norm: 5.1127 2021-03-08 06:14:49,079 - mmaction - INFO - Epoch [40][800/940] lr: 1.000e-02, eta: 17:37:48, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6402, top5_acc: 0.8375, loss_cls: 1.4966, loss: 1.4966, grad_norm: 5.1943 2021-03-08 06:15:07,260 - mmaction - INFO - Epoch [40][820/940] lr: 1.000e-02, eta: 17:37:19, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.6242, top5_acc: 0.8246, loss_cls: 1.5484, loss: 1.5484, grad_norm: 5.2130 2021-03-08 06:15:25,565 - mmaction - INFO - Epoch [40][840/940] lr: 1.000e-02, eta: 17:36:51, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.6363, top5_acc: 0.8391, loss_cls: 1.5099, loss: 1.5099, grad_norm: 5.1695 2021-03-08 06:15:43,761 - mmaction - INFO - Epoch [40][860/940] lr: 1.000e-02, eta: 17:36:22, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.6264, top5_acc: 0.8258, loss_cls: 1.5703, loss: 1.5703, grad_norm: 5.1705 2021-03-08 06:16:02,041 - mmaction - INFO - Epoch [40][880/940] lr: 1.000e-02, eta: 17:35:53, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6416, top5_acc: 0.8342, loss_cls: 1.5151, loss: 1.5151, grad_norm: 5.1026 2021-03-08 06:16:20,243 - mmaction - INFO - Epoch [40][900/940] lr: 1.000e-02, eta: 17:35:24, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.6393, top5_acc: 0.8393, loss_cls: 1.5046, loss: 1.5046, grad_norm: 5.1490 2021-03-08 06:16:38,532 - mmaction - INFO - Epoch [40][920/940] lr: 1.000e-02, eta: 17:34:56, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6389, top5_acc: 0.8350, loss_cls: 1.4929, loss: 1.4929, grad_norm: 5.0188 2021-03-08 06:16:56,297 - mmaction - INFO - Epoch [40][940/940] lr: 1.000e-02, eta: 17:34:26, time: 0.888, data_time: 0.001, memory: 8361, top1_acc: 0.6349, top5_acc: 0.8322, loss_cls: 1.5362, loss: 1.5362, grad_norm: 5.2127 2021-03-08 06:16:58,207 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-03-08 06:19:31,246 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 06:19:32,223 - mmaction - INFO - top1_acc 0.6684 top5_acc 0.8665 2021-03-08 06:19:33,544 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. 2021-03-08 06:19:33,544 - mmaction - INFO - Best top1_acc is 0.6684 at 40 epoch. 2021-03-08 06:19:33,572 - mmaction - INFO - Epoch(val) [40][940] top1_acc: 0.6684, top5_acc: 0.8665 2021-03-08 06:23:03,545 - mmaction - INFO - Epoch [41][20/940] lr: 1.000e-03, eta: 17:38:45, time: 10.498, data_time: 9.583, memory: 8361, top1_acc: 0.6609, top5_acc: 0.8438, loss_cls: 1.4323, loss: 1.4323, grad_norm: 4.9173 2021-03-08 06:23:21,675 - mmaction - INFO - Epoch [41][40/940] lr: 1.000e-03, eta: 17:38:16, time: 0.906, data_time: 0.002, memory: 8361, top1_acc: 0.6545, top5_acc: 0.8453, loss_cls: 1.4436, loss: 1.4436, grad_norm: 5.0046 2021-03-08 06:23:39,890 - mmaction - INFO - Epoch [41][60/940] lr: 1.000e-03, eta: 17:37:47, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.6629, top5_acc: 0.8523, loss_cls: 1.4024, loss: 1.4024, grad_norm: 4.9698 2021-03-08 06:23:58,229 - mmaction - INFO - Epoch [41][80/940] lr: 1.000e-03, eta: 17:37:18, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6760, top5_acc: 0.8496, loss_cls: 1.3720, loss: 1.3720, grad_norm: 4.8167 2021-03-08 06:24:16,538 - mmaction - INFO - Epoch [41][100/940] lr: 1.000e-03, eta: 17:36:49, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6656, top5_acc: 0.8537, loss_cls: 1.3635, loss: 1.3635, grad_norm: 4.8096 2021-03-08 06:24:34,842 - mmaction - INFO - Epoch [41][120/940] lr: 1.000e-03, eta: 17:36:20, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6719, top5_acc: 0.8617, loss_cls: 1.3298, loss: 1.3298, grad_norm: 4.8725 2021-03-08 06:24:53,109 - mmaction - INFO - Epoch [41][140/940] lr: 1.000e-03, eta: 17:35:51, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6758, top5_acc: 0.8564, loss_cls: 1.3703, loss: 1.3703, grad_norm: 4.8574 2021-03-08 06:25:11,310 - mmaction - INFO - Epoch [41][160/940] lr: 1.000e-03, eta: 17:35:22, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.6748, top5_acc: 0.8598, loss_cls: 1.3544, loss: 1.3544, grad_norm: 4.8388 2021-03-08 06:25:29,601 - mmaction - INFO - Epoch [41][180/940] lr: 1.000e-03, eta: 17:34:54, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6875, top5_acc: 0.8680, loss_cls: 1.2721, loss: 1.2721, grad_norm: 4.7970 2021-03-08 06:25:47,873 - mmaction - INFO - Epoch [41][200/940] lr: 1.000e-03, eta: 17:34:25, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6785, top5_acc: 0.8590, loss_cls: 1.3373, loss: 1.3373, grad_norm: 4.8440 2021-03-08 06:26:06,181 - mmaction - INFO - Epoch [41][220/940] lr: 1.000e-03, eta: 17:33:56, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6861, top5_acc: 0.8631, loss_cls: 1.3010, loss: 1.3010, grad_norm: 4.7775 2021-03-08 06:26:24,540 - mmaction - INFO - Epoch [41][240/940] lr: 1.000e-03, eta: 17:33:27, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6814, top5_acc: 0.8584, loss_cls: 1.3268, loss: 1.3268, grad_norm: 4.8320 2021-03-08 06:26:42,785 - mmaction - INFO - Epoch [41][260/940] lr: 1.000e-03, eta: 17:32:59, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6844, top5_acc: 0.8656, loss_cls: 1.2903, loss: 1.2903, grad_norm: 4.7917 2021-03-08 06:27:01,106 - mmaction - INFO - Epoch [41][280/940] lr: 1.000e-03, eta: 17:32:30, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6803, top5_acc: 0.8559, loss_cls: 1.3395, loss: 1.3395, grad_norm: 4.8359 2021-03-08 06:27:19,413 - mmaction - INFO - Epoch [41][300/940] lr: 1.000e-03, eta: 17:32:01, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6820, top5_acc: 0.8676, loss_cls: 1.3065, loss: 1.3065, grad_norm: 4.8405 2021-03-08 06:27:37,794 - mmaction - INFO - Epoch [41][320/940] lr: 1.000e-03, eta: 17:31:32, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6895, top5_acc: 0.8570, loss_cls: 1.2991, loss: 1.2991, grad_norm: 4.7731 2021-03-08 06:27:56,240 - mmaction - INFO - Epoch [41][340/940] lr: 1.000e-03, eta: 17:31:04, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.6869, top5_acc: 0.8594, loss_cls: 1.3117, loss: 1.3117, grad_norm: 4.8108 2021-03-08 06:28:14,653 - mmaction - INFO - Epoch [41][360/940] lr: 1.000e-03, eta: 17:30:35, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6836, top5_acc: 0.8625, loss_cls: 1.3143, loss: 1.3143, grad_norm: 4.8142 2021-03-08 06:28:32,909 - mmaction - INFO - Epoch [41][380/940] lr: 1.000e-03, eta: 17:30:07, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6895, top5_acc: 0.8652, loss_cls: 1.2799, loss: 1.2799, grad_norm: 4.7010 2021-03-08 06:28:51,165 - mmaction - INFO - Epoch [41][400/940] lr: 1.000e-03, eta: 17:29:38, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6867, top5_acc: 0.8641, loss_cls: 1.2883, loss: 1.2883, grad_norm: 4.7597 2021-03-08 06:29:09,438 - mmaction - INFO - Epoch [41][420/940] lr: 1.000e-03, eta: 17:29:09, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6787, top5_acc: 0.8652, loss_cls: 1.3082, loss: 1.3082, grad_norm: 4.9058 2021-03-08 06:29:27,774 - mmaction - INFO - Epoch [41][440/940] lr: 1.000e-03, eta: 17:28:41, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6891, top5_acc: 0.8648, loss_cls: 1.2784, loss: 1.2784, grad_norm: 4.7675 2021-03-08 06:29:46,295 - mmaction - INFO - Epoch [41][460/940] lr: 1.000e-03, eta: 17:28:12, time: 0.927, data_time: 0.002, memory: 8361, top1_acc: 0.7016, top5_acc: 0.8674, loss_cls: 1.2598, loss: 1.2598, grad_norm: 4.7654 2021-03-08 06:30:04,558 - mmaction - INFO - Epoch [41][480/940] lr: 1.000e-03, eta: 17:27:44, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6850, top5_acc: 0.8602, loss_cls: 1.3192, loss: 1.3192, grad_norm: 4.8468 2021-03-08 06:30:22,846 - mmaction - INFO - Epoch [41][500/940] lr: 1.000e-03, eta: 17:27:15, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6889, top5_acc: 0.8623, loss_cls: 1.2841, loss: 1.2841, grad_norm: 4.8045 2021-03-08 06:30:41,220 - mmaction - INFO - Epoch [41][520/940] lr: 1.000e-03, eta: 17:26:47, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.6773, top5_acc: 0.8566, loss_cls: 1.3321, loss: 1.3321, grad_norm: 4.8752 2021-03-08 06:30:59,643 - mmaction - INFO - Epoch [41][540/940] lr: 1.000e-03, eta: 17:26:18, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.6951, top5_acc: 0.8701, loss_cls: 1.2611, loss: 1.2611, grad_norm: 4.8374 2021-03-08 06:31:17,966 - mmaction - INFO - Epoch [41][560/940] lr: 1.000e-03, eta: 17:25:50, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6895, top5_acc: 0.8662, loss_cls: 1.2756, loss: 1.2756, grad_norm: 4.8087 2021-03-08 06:31:36,362 - mmaction - INFO - Epoch [41][580/940] lr: 1.000e-03, eta: 17:25:21, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.6895, top5_acc: 0.8672, loss_cls: 1.2887, loss: 1.2887, grad_norm: 4.8632 2021-03-08 06:31:54,721 - mmaction - INFO - Epoch [41][600/940] lr: 1.000e-03, eta: 17:24:53, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.6961, top5_acc: 0.8617, loss_cls: 1.2921, loss: 1.2921, grad_norm: 4.9412 2021-03-08 06:32:13,034 - mmaction - INFO - Epoch [41][620/940] lr: 1.000e-03, eta: 17:24:24, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6879, top5_acc: 0.8664, loss_cls: 1.3067, loss: 1.3067, grad_norm: 4.8930 2021-03-08 06:32:31,228 - mmaction - INFO - Epoch [41][640/940] lr: 1.000e-03, eta: 17:23:55, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.6975, top5_acc: 0.8689, loss_cls: 1.2867, loss: 1.2867, grad_norm: 4.8299 2021-03-08 06:32:49,544 - mmaction - INFO - Epoch [41][660/940] lr: 1.000e-03, eta: 17:23:27, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6906, top5_acc: 0.8703, loss_cls: 1.2742, loss: 1.2742, grad_norm: 4.8833 2021-03-08 06:33:07,812 - mmaction - INFO - Epoch [41][680/940] lr: 1.000e-03, eta: 17:22:58, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6947, top5_acc: 0.8699, loss_cls: 1.2462, loss: 1.2462, grad_norm: 4.7853 2021-03-08 06:33:26,203 - mmaction - INFO - Epoch [41][700/940] lr: 1.000e-03, eta: 17:22:30, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.6873, top5_acc: 0.8656, loss_cls: 1.2860, loss: 1.2860, grad_norm: 4.8550 2021-03-08 06:33:44,645 - mmaction - INFO - Epoch [41][720/940] lr: 1.000e-03, eta: 17:22:02, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.6959, top5_acc: 0.8689, loss_cls: 1.2736, loss: 1.2736, grad_norm: 4.8237 2021-03-08 06:34:03,117 - mmaction - INFO - Epoch [41][740/940] lr: 1.000e-03, eta: 17:21:33, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.6828, top5_acc: 0.8611, loss_cls: 1.2984, loss: 1.2984, grad_norm: 4.8300 2021-03-08 06:34:21,492 - mmaction - INFO - Epoch [41][760/940] lr: 1.000e-03, eta: 17:21:05, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7018, top5_acc: 0.8689, loss_cls: 1.2369, loss: 1.2369, grad_norm: 4.7826 2021-03-08 06:34:39,756 - mmaction - INFO - Epoch [41][780/940] lr: 1.000e-03, eta: 17:20:36, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6889, top5_acc: 0.8709, loss_cls: 1.2422, loss: 1.2422, grad_norm: 4.8003 2021-03-08 06:34:58,132 - mmaction - INFO - Epoch [41][800/940] lr: 1.000e-03, eta: 17:20:08, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.6918, top5_acc: 0.8645, loss_cls: 1.2886, loss: 1.2886, grad_norm: 4.8078 2021-03-08 06:35:16,469 - mmaction - INFO - Epoch [41][820/940] lr: 1.000e-03, eta: 17:19:40, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.6885, top5_acc: 0.8697, loss_cls: 1.2701, loss: 1.2701, grad_norm: 4.9203 2021-03-08 06:35:34,866 - mmaction - INFO - Epoch [41][840/940] lr: 1.000e-03, eta: 17:19:11, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.6943, top5_acc: 0.8682, loss_cls: 1.2770, loss: 1.2770, grad_norm: 4.8523 2021-03-08 06:35:53,178 - mmaction - INFO - Epoch [41][860/940] lr: 1.000e-03, eta: 17:18:43, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7090, top5_acc: 0.8635, loss_cls: 1.2482, loss: 1.2482, grad_norm: 4.7129 2021-03-08 06:36:11,451 - mmaction - INFO - Epoch [41][880/940] lr: 1.000e-03, eta: 17:18:15, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7066, top5_acc: 0.8801, loss_cls: 1.2044, loss: 1.2044, grad_norm: 4.6846 2021-03-08 06:36:29,664 - mmaction - INFO - Epoch [41][900/940] lr: 1.000e-03, eta: 17:17:46, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.6922, top5_acc: 0.8646, loss_cls: 1.2690, loss: 1.2690, grad_norm: 4.7682 2021-03-08 06:36:48,091 - mmaction - INFO - Epoch [41][920/940] lr: 1.000e-03, eta: 17:17:18, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7057, top5_acc: 0.8742, loss_cls: 1.2282, loss: 1.2282, grad_norm: 4.8109 2021-03-08 06:37:05,827 - mmaction - INFO - Epoch [41][940/940] lr: 1.000e-03, eta: 17:16:49, time: 0.887, data_time: 0.002, memory: 8361, top1_acc: 0.7009, top5_acc: 0.8673, loss_cls: 1.2572, loss: 1.2572, grad_norm: 4.8204 2021-03-08 06:37:07,799 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-03-08 06:39:46,437 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 06:39:47,418 - mmaction - INFO - top1_acc 0.6961 top5_acc 0.8859 2021-03-08 06:39:49,002 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. 2021-03-08 06:39:49,009 - mmaction - INFO - Best top1_acc is 0.6961 at 41 epoch. 2021-03-08 06:39:49,039 - mmaction - INFO - Epoch(val) [41][940] top1_acc: 0.6961, top5_acc: 0.8859 2021-03-08 06:43:17,104 - mmaction - INFO - Epoch [42][20/940] lr: 1.000e-03, eta: 17:20:53, time: 10.402, data_time: 9.487, memory: 8361, top1_acc: 0.7051, top5_acc: 0.8771, loss_cls: 1.2162, loss: 1.2162, grad_norm: 4.7377 2021-03-08 06:43:35,258 - mmaction - INFO - Epoch [42][40/940] lr: 1.000e-03, eta: 17:20:24, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.6965, top5_acc: 0.8773, loss_cls: 1.2319, loss: 1.2319, grad_norm: 4.7883 2021-03-08 06:43:53,489 - mmaction - INFO - Epoch [42][60/940] lr: 1.000e-03, eta: 17:19:56, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7066, top5_acc: 0.8688, loss_cls: 1.2179, loss: 1.2179, grad_norm: 4.7560 2021-03-08 06:44:11,788 - mmaction - INFO - Epoch [42][80/940] lr: 1.000e-03, eta: 17:19:27, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7131, top5_acc: 0.8764, loss_cls: 1.2117, loss: 1.2117, grad_norm: 4.7182 2021-03-08 06:44:30,047 - mmaction - INFO - Epoch [42][100/940] lr: 1.000e-03, eta: 17:18:58, time: 0.914, data_time: 0.003, memory: 8361, top1_acc: 0.6979, top5_acc: 0.8662, loss_cls: 1.2570, loss: 1.2570, grad_norm: 4.8105 2021-03-08 06:44:48,280 - mmaction - INFO - Epoch [42][120/940] lr: 1.000e-03, eta: 17:18:30, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6996, top5_acc: 0.8717, loss_cls: 1.2466, loss: 1.2466, grad_norm: 4.8343 2021-03-08 06:45:06,539 - mmaction - INFO - Epoch [42][140/940] lr: 1.000e-03, eta: 17:18:01, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6936, top5_acc: 0.8682, loss_cls: 1.2625, loss: 1.2625, grad_norm: 4.8652 2021-03-08 06:45:24,769 - mmaction - INFO - Epoch [42][160/940] lr: 1.000e-03, eta: 17:17:32, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6920, top5_acc: 0.8615, loss_cls: 1.2788, loss: 1.2788, grad_norm: 4.8403 2021-03-08 06:45:42,987 - mmaction - INFO - Epoch [42][180/940] lr: 1.000e-03, eta: 17:17:04, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7105, top5_acc: 0.8750, loss_cls: 1.2151, loss: 1.2151, grad_norm: 4.8234 2021-03-08 06:46:01,424 - mmaction - INFO - Epoch [42][200/940] lr: 1.000e-03, eta: 17:16:35, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7119, top5_acc: 0.8734, loss_cls: 1.1956, loss: 1.1956, grad_norm: 4.7433 2021-03-08 06:46:19,763 - mmaction - INFO - Epoch [42][220/940] lr: 1.000e-03, eta: 17:16:07, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.6914, top5_acc: 0.8664, loss_cls: 1.2507, loss: 1.2507, grad_norm: 4.8331 2021-03-08 06:46:38,048 - mmaction - INFO - Epoch [42][240/940] lr: 1.000e-03, eta: 17:15:38, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6947, top5_acc: 0.8650, loss_cls: 1.2705, loss: 1.2705, grad_norm: 4.8627 2021-03-08 06:46:56,426 - mmaction - INFO - Epoch [42][260/940] lr: 1.000e-03, eta: 17:15:10, time: 0.920, data_time: 0.003, memory: 8361, top1_acc: 0.6963, top5_acc: 0.8756, loss_cls: 1.2204, loss: 1.2204, grad_norm: 4.7796 2021-03-08 06:47:14,738 - mmaction - INFO - Epoch [42][280/940] lr: 1.000e-03, eta: 17:14:42, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6979, top5_acc: 0.8680, loss_cls: 1.2490, loss: 1.2490, grad_norm: 4.9005 2021-03-08 06:47:33,297 - mmaction - INFO - Epoch [42][300/940] lr: 1.000e-03, eta: 17:14:14, time: 0.929, data_time: 0.003, memory: 8361, top1_acc: 0.7119, top5_acc: 0.8771, loss_cls: 1.2123, loss: 1.2123, grad_norm: 4.7835 2021-03-08 06:47:51,635 - mmaction - INFO - Epoch [42][320/940] lr: 1.000e-03, eta: 17:13:45, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.6902, top5_acc: 0.8680, loss_cls: 1.2613, loss: 1.2613, grad_norm: 4.9101 2021-03-08 06:48:09,931 - mmaction - INFO - Epoch [42][340/940] lr: 1.000e-03, eta: 17:13:17, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7064, top5_acc: 0.8740, loss_cls: 1.2265, loss: 1.2265, grad_norm: 4.7554 2021-03-08 06:48:28,291 - mmaction - INFO - Epoch [42][360/940] lr: 1.000e-03, eta: 17:12:48, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7008, top5_acc: 0.8754, loss_cls: 1.2166, loss: 1.2166, grad_norm: 4.8365 2021-03-08 06:48:46,787 - mmaction - INFO - Epoch [42][380/940] lr: 1.000e-03, eta: 17:12:20, time: 0.925, data_time: 0.003, memory: 8361, top1_acc: 0.7086, top5_acc: 0.8764, loss_cls: 1.2048, loss: 1.2048, grad_norm: 4.8671 2021-03-08 06:49:05,001 - mmaction - INFO - Epoch [42][400/940] lr: 1.000e-03, eta: 17:11:52, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7000, top5_acc: 0.8641, loss_cls: 1.2543, loss: 1.2543, grad_norm: 4.8721 2021-03-08 06:49:23,255 - mmaction - INFO - Epoch [42][420/940] lr: 1.000e-03, eta: 17:11:23, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6977, top5_acc: 0.8717, loss_cls: 1.2373, loss: 1.2373, grad_norm: 4.8296 2021-03-08 06:49:41,550 - mmaction - INFO - Epoch [42][440/940] lr: 1.000e-03, eta: 17:10:55, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7000, top5_acc: 0.8713, loss_cls: 1.2329, loss: 1.2329, grad_norm: 4.8256 2021-03-08 06:49:59,884 - mmaction - INFO - Epoch [42][460/940] lr: 1.000e-03, eta: 17:10:26, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7088, top5_acc: 0.8775, loss_cls: 1.1894, loss: 1.1894, grad_norm: 4.7389 2021-03-08 06:50:18,149 - mmaction - INFO - Epoch [42][480/940] lr: 1.000e-03, eta: 17:09:58, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7045, top5_acc: 0.8721, loss_cls: 1.2255, loss: 1.2255, grad_norm: 4.8307 2021-03-08 06:50:36,488 - mmaction - INFO - Epoch [42][500/940] lr: 1.000e-03, eta: 17:09:30, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.6973, top5_acc: 0.8738, loss_cls: 1.2231, loss: 1.2231, grad_norm: 4.8901 2021-03-08 06:50:54,801 - mmaction - INFO - Epoch [42][520/940] lr: 1.000e-03, eta: 17:09:01, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.6916, top5_acc: 0.8656, loss_cls: 1.2687, loss: 1.2687, grad_norm: 4.8405 2021-03-08 06:51:13,131 - mmaction - INFO - Epoch [42][540/940] lr: 1.000e-03, eta: 17:08:33, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7029, top5_acc: 0.8701, loss_cls: 1.2212, loss: 1.2212, grad_norm: 4.9451 2021-03-08 06:51:31,408 - mmaction - INFO - Epoch [42][560/940] lr: 1.000e-03, eta: 17:08:05, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.6977, top5_acc: 0.8717, loss_cls: 1.2404, loss: 1.2404, grad_norm: 4.9265 2021-03-08 06:51:49,732 - mmaction - INFO - Epoch [42][580/940] lr: 1.000e-03, eta: 17:07:36, time: 0.916, data_time: 0.003, memory: 8361, top1_acc: 0.7035, top5_acc: 0.8719, loss_cls: 1.2186, loss: 1.2186, grad_norm: 4.8026 2021-03-08 06:52:08,023 - mmaction - INFO - Epoch [42][600/940] lr: 1.000e-03, eta: 17:07:08, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7090, top5_acc: 0.8752, loss_cls: 1.1910, loss: 1.1910, grad_norm: 4.7924 2021-03-08 06:52:26,404 - mmaction - INFO - Epoch [42][620/940] lr: 1.000e-03, eta: 17:06:40, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7061, top5_acc: 0.8750, loss_cls: 1.2054, loss: 1.2054, grad_norm: 4.8018 2021-03-08 06:52:44,658 - mmaction - INFO - Epoch [42][640/940] lr: 1.000e-03, eta: 17:06:11, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7035, top5_acc: 0.8756, loss_cls: 1.2189, loss: 1.2189, grad_norm: 4.9196 2021-03-08 06:53:02,951 - mmaction - INFO - Epoch [42][660/940] lr: 1.000e-03, eta: 17:05:43, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7086, top5_acc: 0.8715, loss_cls: 1.2035, loss: 1.2035, grad_norm: 4.8392 2021-03-08 06:53:21,198 - mmaction - INFO - Epoch [42][680/940] lr: 1.000e-03, eta: 17:05:15, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7113, top5_acc: 0.8738, loss_cls: 1.2120, loss: 1.2120, grad_norm: 4.8611 2021-03-08 06:53:39,539 - mmaction - INFO - Epoch [42][700/940] lr: 1.000e-03, eta: 17:04:47, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7102, top5_acc: 0.8762, loss_cls: 1.2149, loss: 1.2149, grad_norm: 4.8719 2021-03-08 06:53:57,774 - mmaction - INFO - Epoch [42][720/940] lr: 1.000e-03, eta: 17:04:18, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.6967, top5_acc: 0.8705, loss_cls: 1.2426, loss: 1.2426, grad_norm: 4.9056 2021-03-08 06:54:16,013 - mmaction - INFO - Epoch [42][740/940] lr: 1.000e-03, eta: 17:03:50, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.6977, top5_acc: 0.8705, loss_cls: 1.2192, loss: 1.2192, grad_norm: 4.8227 2021-03-08 06:54:34,411 - mmaction - INFO - Epoch [42][760/940] lr: 1.000e-03, eta: 17:03:22, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7043, top5_acc: 0.8754, loss_cls: 1.2304, loss: 1.2304, grad_norm: 4.8560 2021-03-08 06:54:52,733 - mmaction - INFO - Epoch [42][780/940] lr: 1.000e-03, eta: 17:02:54, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7100, top5_acc: 0.8758, loss_cls: 1.2200, loss: 1.2200, grad_norm: 4.8995 2021-03-08 06:55:10,998 - mmaction - INFO - Epoch [42][800/940] lr: 1.000e-03, eta: 17:02:25, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.6959, top5_acc: 0.8699, loss_cls: 1.2590, loss: 1.2590, grad_norm: 4.9544 2021-03-08 06:55:29,266 - mmaction - INFO - Epoch [42][820/940] lr: 1.000e-03, eta: 17:01:57, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7043, top5_acc: 0.8773, loss_cls: 1.2102, loss: 1.2102, grad_norm: 4.8016 2021-03-08 06:55:47,645 - mmaction - INFO - Epoch [42][840/940] lr: 1.000e-03, eta: 17:01:29, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.6953, top5_acc: 0.8703, loss_cls: 1.2453, loss: 1.2453, grad_norm: 5.0024 2021-03-08 06:56:05,980 - mmaction - INFO - Epoch [42][860/940] lr: 1.000e-03, eta: 17:01:01, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7084, top5_acc: 0.8750, loss_cls: 1.1923, loss: 1.1923, grad_norm: 4.8481 2021-03-08 06:56:24,252 - mmaction - INFO - Epoch [42][880/940] lr: 1.000e-03, eta: 17:00:33, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7109, top5_acc: 0.8803, loss_cls: 1.1973, loss: 1.1973, grad_norm: 4.8069 2021-03-08 06:56:42,513 - mmaction - INFO - Epoch [42][900/940] lr: 1.000e-03, eta: 17:00:04, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7025, top5_acc: 0.8785, loss_cls: 1.1959, loss: 1.1959, grad_norm: 4.9053 2021-03-08 06:57:00,978 - mmaction - INFO - Epoch [42][920/940] lr: 1.000e-03, eta: 16:59:37, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7037, top5_acc: 0.8746, loss_cls: 1.2310, loss: 1.2310, grad_norm: 4.9296 2021-03-08 06:57:18,804 - mmaction - INFO - Epoch [42][940/940] lr: 1.000e-03, eta: 16:59:08, time: 0.891, data_time: 0.002, memory: 8361, top1_acc: 0.7206, top5_acc: 0.8805, loss_cls: 1.1752, loss: 1.1752, grad_norm: 4.7774 2021-03-08 06:57:20,682 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-03-08 06:59:53,216 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 06:59:54,195 - mmaction - INFO - top1_acc 0.6976 top5_acc 0.8878 2021-03-08 06:59:56,528 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2021-03-08 06:59:56,529 - mmaction - INFO - Best top1_acc is 0.6976 at 42 epoch. 2021-03-08 06:59:56,536 - mmaction - INFO - Epoch(val) [42][940] top1_acc: 0.6976, top5_acc: 0.8878 2021-03-08 07:03:26,591 - mmaction - INFO - Epoch [43][20/940] lr: 1.000e-03, eta: 17:03:04, time: 10.502, data_time: 9.592, memory: 8361, top1_acc: 0.7076, top5_acc: 0.8764, loss_cls: 1.2095, loss: 1.2095, grad_norm: 4.8790 2021-03-08 07:03:44,657 - mmaction - INFO - Epoch [43][40/940] lr: 1.000e-03, eta: 17:02:36, time: 0.903, data_time: 0.003, memory: 8361, top1_acc: 0.7094, top5_acc: 0.8713, loss_cls: 1.2049, loss: 1.2049, grad_norm: 4.8673 2021-03-08 07:04:02,767 - mmaction - INFO - Epoch [43][60/940] lr: 1.000e-03, eta: 17:02:07, time: 0.906, data_time: 0.002, memory: 8361, top1_acc: 0.7098, top5_acc: 0.8775, loss_cls: 1.1947, loss: 1.1947, grad_norm: 4.7496 2021-03-08 07:04:20,996 - mmaction - INFO - Epoch [43][80/940] lr: 1.000e-03, eta: 17:01:38, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7105, top5_acc: 0.8787, loss_cls: 1.1933, loss: 1.1933, grad_norm: 4.8169 2021-03-08 07:04:39,228 - mmaction - INFO - Epoch [43][100/940] lr: 1.000e-03, eta: 17:01:10, time: 0.913, data_time: 0.003, memory: 8361, top1_acc: 0.7150, top5_acc: 0.8729, loss_cls: 1.1927, loss: 1.1927, grad_norm: 4.8833 2021-03-08 07:04:57,384 - mmaction - INFO - Epoch [43][120/940] lr: 1.000e-03, eta: 17:00:42, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.7166, top5_acc: 0.8824, loss_cls: 1.1703, loss: 1.1703, grad_norm: 4.7859 2021-03-08 07:05:15,680 - mmaction - INFO - Epoch [43][140/940] lr: 1.000e-03, eta: 17:00:13, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7090, top5_acc: 0.8699, loss_cls: 1.2177, loss: 1.2177, grad_norm: 4.9182 2021-03-08 07:05:33,874 - mmaction - INFO - Epoch [43][160/940] lr: 1.000e-03, eta: 16:59:45, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7139, top5_acc: 0.8838, loss_cls: 1.1800, loss: 1.1800, grad_norm: 4.8166 2021-03-08 07:05:52,176 - mmaction - INFO - Epoch [43][180/940] lr: 1.000e-03, eta: 16:59:17, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7242, top5_acc: 0.8855, loss_cls: 1.1430, loss: 1.1430, grad_norm: 4.7886 2021-03-08 07:06:10,513 - mmaction - INFO - Epoch [43][200/940] lr: 1.000e-03, eta: 16:58:48, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.7070, top5_acc: 0.8725, loss_cls: 1.2272, loss: 1.2272, grad_norm: 4.9782 2021-03-08 07:06:28,812 - mmaction - INFO - Epoch [43][220/940] lr: 1.000e-03, eta: 16:58:20, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7066, top5_acc: 0.8738, loss_cls: 1.2153, loss: 1.2153, grad_norm: 4.8438 2021-03-08 07:06:47,088 - mmaction - INFO - Epoch [43][240/940] lr: 1.000e-03, eta: 16:57:52, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6971, top5_acc: 0.8729, loss_cls: 1.2531, loss: 1.2531, grad_norm: 4.9625 2021-03-08 07:07:05,520 - mmaction - INFO - Epoch [43][260/940] lr: 1.000e-03, eta: 16:57:24, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7168, top5_acc: 0.8760, loss_cls: 1.1881, loss: 1.1881, grad_norm: 4.7689 2021-03-08 07:07:23,867 - mmaction - INFO - Epoch [43][280/940] lr: 1.000e-03, eta: 16:56:55, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7168, top5_acc: 0.8785, loss_cls: 1.1724, loss: 1.1724, grad_norm: 4.7882 2021-03-08 07:07:42,239 - mmaction - INFO - Epoch [43][300/940] lr: 1.000e-03, eta: 16:56:27, time: 0.921, data_time: 0.004, memory: 8361, top1_acc: 0.7125, top5_acc: 0.8840, loss_cls: 1.1713, loss: 1.1713, grad_norm: 4.7563 2021-03-08 07:08:00,504 - mmaction - INFO - Epoch [43][320/940] lr: 1.000e-03, eta: 16:55:59, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7121, top5_acc: 0.8844, loss_cls: 1.1706, loss: 1.1706, grad_norm: 4.8509 2021-03-08 07:08:18,845 - mmaction - INFO - Epoch [43][340/940] lr: 1.000e-03, eta: 16:55:31, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7107, top5_acc: 0.8834, loss_cls: 1.1941, loss: 1.1941, grad_norm: 4.8548 2021-03-08 07:08:37,298 - mmaction - INFO - Epoch [43][360/940] lr: 1.000e-03, eta: 16:55:03, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.7002, top5_acc: 0.8643, loss_cls: 1.2577, loss: 1.2577, grad_norm: 4.9650 2021-03-08 07:08:55,669 - mmaction - INFO - Epoch [43][380/940] lr: 1.000e-03, eta: 16:54:35, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7033, top5_acc: 0.8748, loss_cls: 1.2168, loss: 1.2168, grad_norm: 4.8969 2021-03-08 07:09:13,988 - mmaction - INFO - Epoch [43][400/940] lr: 1.000e-03, eta: 16:54:07, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7195, top5_acc: 0.8871, loss_cls: 1.1437, loss: 1.1437, grad_norm: 4.7782 2021-03-08 07:09:32,248 - mmaction - INFO - Epoch [43][420/940] lr: 1.000e-03, eta: 16:53:39, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7127, top5_acc: 0.8824, loss_cls: 1.1756, loss: 1.1756, grad_norm: 4.8495 2021-03-08 07:09:50,525 - mmaction - INFO - Epoch [43][440/940] lr: 1.000e-03, eta: 16:53:10, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7066, top5_acc: 0.8695, loss_cls: 1.2430, loss: 1.2430, grad_norm: 4.9570 2021-03-08 07:10:08,885 - mmaction - INFO - Epoch [43][460/940] lr: 1.000e-03, eta: 16:52:42, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.6953, top5_acc: 0.8691, loss_cls: 1.2662, loss: 1.2662, grad_norm: 4.9836 2021-03-08 07:10:27,389 - mmaction - INFO - Epoch [43][480/940] lr: 1.000e-03, eta: 16:52:14, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.6969, top5_acc: 0.8684, loss_cls: 1.2562, loss: 1.2562, grad_norm: 4.9811 2021-03-08 07:10:45,649 - mmaction - INFO - Epoch [43][500/940] lr: 1.000e-03, eta: 16:51:46, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.6949, top5_acc: 0.8686, loss_cls: 1.2352, loss: 1.2352, grad_norm: 5.0592 2021-03-08 07:11:04,001 - mmaction - INFO - Epoch [43][520/940] lr: 1.000e-03, eta: 16:51:18, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7008, top5_acc: 0.8842, loss_cls: 1.1945, loss: 1.1945, grad_norm: 4.9211 2021-03-08 07:11:22,466 - mmaction - INFO - Epoch [43][540/940] lr: 1.000e-03, eta: 16:50:50, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7094, top5_acc: 0.8803, loss_cls: 1.1870, loss: 1.1870, grad_norm: 4.9596 2021-03-08 07:11:40,753 - mmaction - INFO - Epoch [43][560/940] lr: 1.000e-03, eta: 16:50:22, time: 0.916, data_time: 0.003, memory: 8361, top1_acc: 0.7125, top5_acc: 0.8816, loss_cls: 1.1870, loss: 1.1870, grad_norm: 4.8378 2021-03-08 07:11:59,122 - mmaction - INFO - Epoch [43][580/940] lr: 1.000e-03, eta: 16:49:54, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7012, top5_acc: 0.8754, loss_cls: 1.2165, loss: 1.2165, grad_norm: 4.9379 2021-03-08 07:12:17,449 - mmaction - INFO - Epoch [43][600/940] lr: 1.000e-03, eta: 16:49:26, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7139, top5_acc: 0.8799, loss_cls: 1.1741, loss: 1.1741, grad_norm: 4.8841 2021-03-08 07:12:35,779 - mmaction - INFO - Epoch [43][620/940] lr: 1.000e-03, eta: 16:48:58, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7131, top5_acc: 0.8740, loss_cls: 1.2135, loss: 1.2135, grad_norm: 4.8779 2021-03-08 07:12:54,097 - mmaction - INFO - Epoch [43][640/940] lr: 1.000e-03, eta: 16:48:30, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7014, top5_acc: 0.8783, loss_cls: 1.2204, loss: 1.2204, grad_norm: 4.9266 2021-03-08 07:13:12,537 - mmaction - INFO - Epoch [43][660/940] lr: 1.000e-03, eta: 16:48:02, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7094, top5_acc: 0.8812, loss_cls: 1.1813, loss: 1.1813, grad_norm: 4.8348 2021-03-08 07:13:30,822 - mmaction - INFO - Epoch [43][680/940] lr: 1.000e-03, eta: 16:47:34, time: 0.915, data_time: 0.003, memory: 8361, top1_acc: 0.7115, top5_acc: 0.8805, loss_cls: 1.1918, loss: 1.1918, grad_norm: 4.9536 2021-03-08 07:13:49,046 - mmaction - INFO - Epoch [43][700/940] lr: 1.000e-03, eta: 16:47:06, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7154, top5_acc: 0.8824, loss_cls: 1.1615, loss: 1.1615, grad_norm: 4.8467 2021-03-08 07:14:07,316 - mmaction - INFO - Epoch [43][720/940] lr: 1.000e-03, eta: 16:46:38, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6988, top5_acc: 0.8682, loss_cls: 1.2488, loss: 1.2488, grad_norm: 4.9729 2021-03-08 07:14:25,705 - mmaction - INFO - Epoch [43][740/940] lr: 1.000e-03, eta: 16:46:10, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7166, top5_acc: 0.8889, loss_cls: 1.1626, loss: 1.1626, grad_norm: 4.9137 2021-03-08 07:14:43,933 - mmaction - INFO - Epoch [43][760/940] lr: 1.000e-03, eta: 16:45:42, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7061, top5_acc: 0.8695, loss_cls: 1.2306, loss: 1.2306, grad_norm: 4.9323 2021-03-08 07:15:02,231 - mmaction - INFO - Epoch [43][780/940] lr: 1.000e-03, eta: 16:45:14, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7215, top5_acc: 0.8852, loss_cls: 1.1596, loss: 1.1596, grad_norm: 4.7524 2021-03-08 07:15:20,529 - mmaction - INFO - Epoch [43][800/940] lr: 1.000e-03, eta: 16:44:46, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7070, top5_acc: 0.8729, loss_cls: 1.2080, loss: 1.2080, grad_norm: 4.8902 2021-03-08 07:15:38,924 - mmaction - INFO - Epoch [43][820/940] lr: 1.000e-03, eta: 16:44:18, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7145, top5_acc: 0.8832, loss_cls: 1.1744, loss: 1.1744, grad_norm: 4.8863 2021-03-08 07:15:57,144 - mmaction - INFO - Epoch [43][840/940] lr: 1.000e-03, eta: 16:43:50, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7207, top5_acc: 0.8799, loss_cls: 1.1722, loss: 1.1722, grad_norm: 4.8804 2021-03-08 07:16:15,438 - mmaction - INFO - Epoch [43][860/940] lr: 1.000e-03, eta: 16:43:22, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.6998, top5_acc: 0.8730, loss_cls: 1.2353, loss: 1.2353, grad_norm: 4.9559 2021-03-08 07:16:33,758 - mmaction - INFO - Epoch [43][880/940] lr: 1.000e-03, eta: 16:42:54, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7072, top5_acc: 0.8768, loss_cls: 1.2015, loss: 1.2015, grad_norm: 4.8826 2021-03-08 07:16:52,049 - mmaction - INFO - Epoch [43][900/940] lr: 1.000e-03, eta: 16:42:26, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7072, top5_acc: 0.8713, loss_cls: 1.2131, loss: 1.2131, grad_norm: 4.8539 2021-03-08 07:17:10,306 - mmaction - INFO - Epoch [43][920/940] lr: 1.000e-03, eta: 16:41:58, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7121, top5_acc: 0.8852, loss_cls: 1.1688, loss: 1.1688, grad_norm: 4.9505 2021-03-08 07:17:28,061 - mmaction - INFO - Epoch [43][940/940] lr: 1.000e-03, eta: 16:41:30, time: 0.888, data_time: 0.001, memory: 8361, top1_acc: 0.7080, top5_acc: 0.8722, loss_cls: 1.2215, loss: 1.2215, grad_norm: 5.0813 2021-03-08 07:17:29,991 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-03-08 07:20:10,164 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 07:20:11,144 - mmaction - INFO - top1_acc 0.7025 top5_acc 0.8880 2021-03-08 07:20:13,639 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. 2021-03-08 07:20:13,643 - mmaction - INFO - Best top1_acc is 0.7025 at 43 epoch. 2021-03-08 07:20:13,671 - mmaction - INFO - Epoch(val) [43][940] top1_acc: 0.7025, top5_acc: 0.8880 2021-03-08 07:23:44,568 - mmaction - INFO - Epoch [44][20/940] lr: 1.000e-03, eta: 16:45:17, time: 10.544, data_time: 9.640, memory: 8361, top1_acc: 0.7092, top5_acc: 0.8781, loss_cls: 1.1889, loss: 1.1889, grad_norm: 4.9242 2021-03-08 07:24:02,664 - mmaction - INFO - Epoch [44][40/940] lr: 1.000e-03, eta: 16:44:49, time: 0.903, data_time: 0.001, memory: 8361, top1_acc: 0.7252, top5_acc: 0.8908, loss_cls: 1.1193, loss: 1.1193, grad_norm: 4.8057 2021-03-08 07:24:20,943 - mmaction - INFO - Epoch [44][60/940] lr: 1.000e-03, eta: 16:44:20, time: 0.914, data_time: 0.003, memory: 8361, top1_acc: 0.7039, top5_acc: 0.8748, loss_cls: 1.2056, loss: 1.2056, grad_norm: 4.9664 2021-03-08 07:24:39,147 - mmaction - INFO - Epoch [44][80/940] lr: 1.000e-03, eta: 16:43:52, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7195, top5_acc: 0.8805, loss_cls: 1.1689, loss: 1.1689, grad_norm: 4.8454 2021-03-08 07:24:57,394 - mmaction - INFO - Epoch [44][100/940] lr: 1.000e-03, eta: 16:43:24, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7059, top5_acc: 0.8775, loss_cls: 1.1907, loss: 1.1907, grad_norm: 4.9224 2021-03-08 07:25:15,646 - mmaction - INFO - Epoch [44][120/940] lr: 1.000e-03, eta: 16:42:56, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7119, top5_acc: 0.8850, loss_cls: 1.1537, loss: 1.1537, grad_norm: 4.8587 2021-03-08 07:25:33,850 - mmaction - INFO - Epoch [44][140/940] lr: 1.000e-03, eta: 16:42:28, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7268, top5_acc: 0.8936, loss_cls: 1.1178, loss: 1.1178, grad_norm: 4.7267 2021-03-08 07:25:52,201 - mmaction - INFO - Epoch [44][160/940] lr: 1.000e-03, eta: 16:42:00, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7174, top5_acc: 0.8801, loss_cls: 1.1800, loss: 1.1800, grad_norm: 4.9021 2021-03-08 07:26:10,457 - mmaction - INFO - Epoch [44][180/940] lr: 1.000e-03, eta: 16:41:32, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7045, top5_acc: 0.8760, loss_cls: 1.2081, loss: 1.2081, grad_norm: 4.9617 2021-03-08 07:26:28,649 - mmaction - INFO - Epoch [44][200/940] lr: 1.000e-03, eta: 16:41:04, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7164, top5_acc: 0.8822, loss_cls: 1.1794, loss: 1.1794, grad_norm: 4.9329 2021-03-08 07:26:46,838 - mmaction - INFO - Epoch [44][220/940] lr: 1.000e-03, eta: 16:40:35, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7262, top5_acc: 0.8820, loss_cls: 1.1627, loss: 1.1627, grad_norm: 4.8276 2021-03-08 07:27:05,140 - mmaction - INFO - Epoch [44][240/940] lr: 1.000e-03, eta: 16:40:07, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7125, top5_acc: 0.8756, loss_cls: 1.1807, loss: 1.1807, grad_norm: 4.8972 2021-03-08 07:27:23,414 - mmaction - INFO - Epoch [44][260/940] lr: 1.000e-03, eta: 16:39:39, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7242, top5_acc: 0.8834, loss_cls: 1.1552, loss: 1.1552, grad_norm: 4.9116 2021-03-08 07:27:41,725 - mmaction - INFO - Epoch [44][280/940] lr: 1.000e-03, eta: 16:39:11, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7154, top5_acc: 0.8824, loss_cls: 1.1704, loss: 1.1704, grad_norm: 4.9551 2021-03-08 07:28:00,129 - mmaction - INFO - Epoch [44][300/940] lr: 1.000e-03, eta: 16:38:43, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7115, top5_acc: 0.8773, loss_cls: 1.1958, loss: 1.1958, grad_norm: 4.9212 2021-03-08 07:28:18,550 - mmaction - INFO - Epoch [44][320/940] lr: 1.000e-03, eta: 16:38:16, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7143, top5_acc: 0.8736, loss_cls: 1.1954, loss: 1.1954, grad_norm: 4.9157 2021-03-08 07:28:36,861 - mmaction - INFO - Epoch [44][340/940] lr: 1.000e-03, eta: 16:37:48, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7166, top5_acc: 0.8820, loss_cls: 1.1618, loss: 1.1618, grad_norm: 4.8665 2021-03-08 07:28:55,104 - mmaction - INFO - Epoch [44][360/940] lr: 1.000e-03, eta: 16:37:20, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7186, top5_acc: 0.8824, loss_cls: 1.1464, loss: 1.1464, grad_norm: 4.8355 2021-03-08 07:29:13,298 - mmaction - INFO - Epoch [44][380/940] lr: 1.000e-03, eta: 16:36:52, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7137, top5_acc: 0.8807, loss_cls: 1.1788, loss: 1.1788, grad_norm: 4.7800 2021-03-08 07:29:31,575 - mmaction - INFO - Epoch [44][400/940] lr: 1.000e-03, eta: 16:36:24, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7127, top5_acc: 0.8738, loss_cls: 1.1885, loss: 1.1885, grad_norm: 4.8954 2021-03-08 07:29:49,855 - mmaction - INFO - Epoch [44][420/940] lr: 1.000e-03, eta: 16:35:56, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.6992, top5_acc: 0.8705, loss_cls: 1.2364, loss: 1.2364, grad_norm: 5.0359 2021-03-08 07:30:08,102 - mmaction - INFO - Epoch [44][440/940] lr: 1.000e-03, eta: 16:35:28, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7037, top5_acc: 0.8721, loss_cls: 1.2281, loss: 1.2281, grad_norm: 4.9117 2021-03-08 07:30:26,519 - mmaction - INFO - Epoch [44][460/940] lr: 1.000e-03, eta: 16:35:00, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7045, top5_acc: 0.8686, loss_cls: 1.2389, loss: 1.2389, grad_norm: 5.0493 2021-03-08 07:30:44,679 - mmaction - INFO - Epoch [44][480/940] lr: 1.000e-03, eta: 16:34:32, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.7105, top5_acc: 0.8811, loss_cls: 1.1937, loss: 1.1937, grad_norm: 5.0156 2021-03-08 07:31:02,918 - mmaction - INFO - Epoch [44][500/940] lr: 1.000e-03, eta: 16:34:04, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7074, top5_acc: 0.8773, loss_cls: 1.1982, loss: 1.1982, grad_norm: 4.9956 2021-03-08 07:31:21,283 - mmaction - INFO - Epoch [44][520/940] lr: 1.000e-03, eta: 16:33:36, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7150, top5_acc: 0.8744, loss_cls: 1.1948, loss: 1.1948, grad_norm: 4.9424 2021-03-08 07:31:39,502 - mmaction - INFO - Epoch [44][540/940] lr: 1.000e-03, eta: 16:33:08, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7199, top5_acc: 0.8803, loss_cls: 1.1680, loss: 1.1680, grad_norm: 4.8386 2021-03-08 07:31:57,786 - mmaction - INFO - Epoch [44][560/940] lr: 1.000e-03, eta: 16:32:40, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7047, top5_acc: 0.8756, loss_cls: 1.1957, loss: 1.1957, grad_norm: 4.9655 2021-03-08 07:32:16,088 - mmaction - INFO - Epoch [44][580/940] lr: 1.000e-03, eta: 16:32:12, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7117, top5_acc: 0.8773, loss_cls: 1.1855, loss: 1.1855, grad_norm: 4.9278 2021-03-08 07:32:34,369 - mmaction - INFO - Epoch [44][600/940] lr: 1.000e-03, eta: 16:31:44, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7139, top5_acc: 0.8766, loss_cls: 1.1793, loss: 1.1793, grad_norm: 4.9390 2021-03-08 07:32:52,545 - mmaction - INFO - Epoch [44][620/940] lr: 1.000e-03, eta: 16:31:16, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.6980, top5_acc: 0.8734, loss_cls: 1.2336, loss: 1.2336, grad_norm: 5.0207 2021-03-08 07:33:10,754 - mmaction - INFO - Epoch [44][640/940] lr: 1.000e-03, eta: 16:30:49, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7209, top5_acc: 0.8809, loss_cls: 1.1491, loss: 1.1491, grad_norm: 4.8752 2021-03-08 07:33:28,964 - mmaction - INFO - Epoch [44][660/940] lr: 1.000e-03, eta: 16:30:21, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7119, top5_acc: 0.8770, loss_cls: 1.1937, loss: 1.1937, grad_norm: 4.8844 2021-03-08 07:33:47,200 - mmaction - INFO - Epoch [44][680/940] lr: 1.000e-03, eta: 16:29:53, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7164, top5_acc: 0.8746, loss_cls: 1.1727, loss: 1.1727, grad_norm: 4.9355 2021-03-08 07:34:05,476 - mmaction - INFO - Epoch [44][700/940] lr: 1.000e-03, eta: 16:29:25, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7076, top5_acc: 0.8701, loss_cls: 1.1878, loss: 1.1878, grad_norm: 4.8977 2021-03-08 07:34:23,650 - mmaction - INFO - Epoch [44][720/940] lr: 1.000e-03, eta: 16:28:57, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.7117, top5_acc: 0.8770, loss_cls: 1.1813, loss: 1.1813, grad_norm: 4.9270 2021-03-08 07:34:41,986 - mmaction - INFO - Epoch [44][740/940] lr: 1.000e-03, eta: 16:28:29, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7182, top5_acc: 0.8797, loss_cls: 1.1720, loss: 1.1720, grad_norm: 4.9532 2021-03-08 07:35:00,210 - mmaction - INFO - Epoch [44][760/940] lr: 1.000e-03, eta: 16:28:01, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7154, top5_acc: 0.8854, loss_cls: 1.1531, loss: 1.1531, grad_norm: 5.0048 2021-03-08 07:35:18,371 - mmaction - INFO - Epoch [44][780/940] lr: 1.000e-03, eta: 16:27:33, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.7133, top5_acc: 0.8801, loss_cls: 1.1811, loss: 1.1811, grad_norm: 4.9314 2021-03-08 07:35:36,577 - mmaction - INFO - Epoch [44][800/940] lr: 1.000e-03, eta: 16:27:05, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7045, top5_acc: 0.8811, loss_cls: 1.1979, loss: 1.1979, grad_norm: 4.9605 2021-03-08 07:35:54,904 - mmaction - INFO - Epoch [44][820/940] lr: 1.000e-03, eta: 16:26:38, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7148, top5_acc: 0.8775, loss_cls: 1.1813, loss: 1.1813, grad_norm: 4.9349 2021-03-08 07:36:13,218 - mmaction - INFO - Epoch [44][840/940] lr: 1.000e-03, eta: 16:26:10, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7186, top5_acc: 0.8756, loss_cls: 1.1788, loss: 1.1788, grad_norm: 4.9296 2021-03-08 07:36:31,492 - mmaction - INFO - Epoch [44][860/940] lr: 1.000e-03, eta: 16:25:42, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7035, top5_acc: 0.8701, loss_cls: 1.2282, loss: 1.2282, grad_norm: 5.0513 2021-03-08 07:36:49,870 - mmaction - INFO - Epoch [44][880/940] lr: 1.000e-03, eta: 16:25:15, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7154, top5_acc: 0.8871, loss_cls: 1.1654, loss: 1.1654, grad_norm: 4.9749 2021-03-08 07:37:08,125 - mmaction - INFO - Epoch [44][900/940] lr: 1.000e-03, eta: 16:24:47, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7174, top5_acc: 0.8764, loss_cls: 1.1704, loss: 1.1704, grad_norm: 4.9245 2021-03-08 07:37:26,347 - mmaction - INFO - Epoch [44][920/940] lr: 1.000e-03, eta: 16:24:19, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7092, top5_acc: 0.8760, loss_cls: 1.2003, loss: 1.2003, grad_norm: 4.8910 2021-03-08 07:37:44,077 - mmaction - INFO - Epoch [44][940/940] lr: 1.000e-03, eta: 16:23:51, time: 0.887, data_time: 0.001, memory: 8361, top1_acc: 0.7192, top5_acc: 0.8811, loss_cls: 1.1382, loss: 1.1382, grad_norm: 4.9347 2021-03-08 07:37:46,053 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-03-08 07:40:21,966 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 07:40:22,944 - mmaction - INFO - top1_acc 0.7059 top5_acc 0.8890 2021-03-08 07:40:25,562 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. 2021-03-08 07:40:25,562 - mmaction - INFO - Best top1_acc is 0.7059 at 44 epoch. 2021-03-08 07:40:25,570 - mmaction - INFO - Epoch(val) [44][940] top1_acc: 0.7059, top5_acc: 0.8890 2021-03-08 07:43:54,350 - mmaction - INFO - Epoch [45][20/940] lr: 1.000e-03, eta: 16:27:25, time: 10.439, data_time: 9.519, memory: 8361, top1_acc: 0.7135, top5_acc: 0.8768, loss_cls: 1.1953, loss: 1.1953, grad_norm: 4.9401 2021-03-08 07:44:12,561 - mmaction - INFO - Epoch [45][40/940] lr: 1.000e-03, eta: 16:26:57, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7082, top5_acc: 0.8777, loss_cls: 1.1928, loss: 1.1928, grad_norm: 5.0225 2021-03-08 07:44:30,705 - mmaction - INFO - Epoch [45][60/940] lr: 1.000e-03, eta: 16:26:29, time: 0.908, data_time: 0.003, memory: 8361, top1_acc: 0.7168, top5_acc: 0.8801, loss_cls: 1.1670, loss: 1.1670, grad_norm: 4.9324 2021-03-08 07:44:48,932 - mmaction - INFO - Epoch [45][80/940] lr: 1.000e-03, eta: 16:26:01, time: 0.910, data_time: 0.003, memory: 8361, top1_acc: 0.7146, top5_acc: 0.8791, loss_cls: 1.1914, loss: 1.1914, grad_norm: 4.9709 2021-03-08 07:45:07,260 - mmaction - INFO - Epoch [45][100/940] lr: 1.000e-03, eta: 16:25:33, time: 0.917, data_time: 0.003, memory: 8361, top1_acc: 0.7109, top5_acc: 0.8770, loss_cls: 1.1886, loss: 1.1886, grad_norm: 4.8732 2021-03-08 07:45:25,460 - mmaction - INFO - Epoch [45][120/940] lr: 1.000e-03, eta: 16:25:05, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7248, top5_acc: 0.8830, loss_cls: 1.1573, loss: 1.1573, grad_norm: 4.8545 2021-03-08 07:45:43,664 - mmaction - INFO - Epoch [45][140/940] lr: 1.000e-03, eta: 16:24:38, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7045, top5_acc: 0.8768, loss_cls: 1.2017, loss: 1.2017, grad_norm: 4.9247 2021-03-08 07:46:01,898 - mmaction - INFO - Epoch [45][160/940] lr: 1.000e-03, eta: 16:24:10, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7152, top5_acc: 0.8818, loss_cls: 1.1828, loss: 1.1828, grad_norm: 4.9896 2021-03-08 07:46:20,180 - mmaction - INFO - Epoch [45][180/940] lr: 1.000e-03, eta: 16:23:42, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7047, top5_acc: 0.8799, loss_cls: 1.2016, loss: 1.2016, grad_norm: 5.0515 2021-03-08 07:46:38,566 - mmaction - INFO - Epoch [45][200/940] lr: 1.000e-03, eta: 16:23:14, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7104, top5_acc: 0.8805, loss_cls: 1.1759, loss: 1.1759, grad_norm: 5.0253 2021-03-08 07:46:56,923 - mmaction - INFO - Epoch [45][220/940] lr: 1.000e-03, eta: 16:22:46, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7150, top5_acc: 0.8811, loss_cls: 1.1632, loss: 1.1632, grad_norm: 4.9522 2021-03-08 07:47:15,309 - mmaction - INFO - Epoch [45][240/940] lr: 1.000e-03, eta: 16:22:19, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7221, top5_acc: 0.8846, loss_cls: 1.1372, loss: 1.1372, grad_norm: 4.8468 2021-03-08 07:47:33,588 - mmaction - INFO - Epoch [45][260/940] lr: 1.000e-03, eta: 16:21:51, time: 0.915, data_time: 0.003, memory: 8361, top1_acc: 0.7180, top5_acc: 0.8840, loss_cls: 1.1615, loss: 1.1615, grad_norm: 4.9465 2021-03-08 07:47:51,895 - mmaction - INFO - Epoch [45][280/940] lr: 1.000e-03, eta: 16:21:23, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7223, top5_acc: 0.8811, loss_cls: 1.1574, loss: 1.1574, grad_norm: 4.9373 2021-03-08 07:48:10,269 - mmaction - INFO - Epoch [45][300/940] lr: 1.000e-03, eta: 16:20:55, time: 0.920, data_time: 0.003, memory: 8361, top1_acc: 0.7166, top5_acc: 0.8791, loss_cls: 1.1701, loss: 1.1701, grad_norm: 4.9809 2021-03-08 07:48:28,658 - mmaction - INFO - Epoch [45][320/940] lr: 1.000e-03, eta: 16:20:28, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7111, top5_acc: 0.8805, loss_cls: 1.1714, loss: 1.1714, grad_norm: 5.0123 2021-03-08 07:48:47,028 - mmaction - INFO - Epoch [45][340/940] lr: 1.000e-03, eta: 16:20:00, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7260, top5_acc: 0.8951, loss_cls: 1.1273, loss: 1.1273, grad_norm: 4.9503 2021-03-08 07:49:05,474 - mmaction - INFO - Epoch [45][360/940] lr: 1.000e-03, eta: 16:19:33, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7262, top5_acc: 0.8850, loss_cls: 1.1299, loss: 1.1299, grad_norm: 4.8611 2021-03-08 07:49:23,797 - mmaction - INFO - Epoch [45][380/940] lr: 1.000e-03, eta: 16:19:05, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7148, top5_acc: 0.8785, loss_cls: 1.1818, loss: 1.1818, grad_norm: 4.9640 2021-03-08 07:49:42,087 - mmaction - INFO - Epoch [45][400/940] lr: 1.000e-03, eta: 16:18:37, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7137, top5_acc: 0.8785, loss_cls: 1.1806, loss: 1.1806, grad_norm: 4.9392 2021-03-08 07:50:00,475 - mmaction - INFO - Epoch [45][420/940] lr: 1.000e-03, eta: 16:18:10, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7184, top5_acc: 0.8885, loss_cls: 1.1387, loss: 1.1387, grad_norm: 4.8442 2021-03-08 07:50:18,704 - mmaction - INFO - Epoch [45][440/940] lr: 1.000e-03, eta: 16:17:42, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7213, top5_acc: 0.8812, loss_cls: 1.1461, loss: 1.1461, grad_norm: 4.8212 2021-03-08 07:50:37,037 - mmaction - INFO - Epoch [45][460/940] lr: 1.000e-03, eta: 16:17:14, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7273, top5_acc: 0.8811, loss_cls: 1.1539, loss: 1.1539, grad_norm: 4.8031 2021-03-08 07:50:55,329 - mmaction - INFO - Epoch [45][480/940] lr: 1.000e-03, eta: 16:16:46, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7223, top5_acc: 0.8861, loss_cls: 1.1392, loss: 1.1392, grad_norm: 4.9511 2021-03-08 07:51:13,615 - mmaction - INFO - Epoch [45][500/940] lr: 1.000e-03, eta: 16:16:19, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7074, top5_acc: 0.8725, loss_cls: 1.2038, loss: 1.2038, grad_norm: 5.0323 2021-03-08 07:51:31,957 - mmaction - INFO - Epoch [45][520/940] lr: 1.000e-03, eta: 16:15:51, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7191, top5_acc: 0.8844, loss_cls: 1.1548, loss: 1.1548, grad_norm: 4.9275 2021-03-08 07:51:50,214 - mmaction - INFO - Epoch [45][540/940] lr: 1.000e-03, eta: 16:15:23, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7084, top5_acc: 0.8820, loss_cls: 1.1795, loss: 1.1795, grad_norm: 5.0546 2021-03-08 07:52:08,459 - mmaction - INFO - Epoch [45][560/940] lr: 1.000e-03, eta: 16:14:56, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7240, top5_acc: 0.8857, loss_cls: 1.1301, loss: 1.1301, grad_norm: 4.9291 2021-03-08 07:52:26,697 - mmaction - INFO - Epoch [45][580/940] lr: 1.000e-03, eta: 16:14:28, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7133, top5_acc: 0.8803, loss_cls: 1.1680, loss: 1.1680, grad_norm: 4.9627 2021-03-08 07:52:44,966 - mmaction - INFO - Epoch [45][600/940] lr: 1.000e-03, eta: 16:14:00, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7070, top5_acc: 0.8770, loss_cls: 1.2053, loss: 1.2053, grad_norm: 4.9914 2021-03-08 07:53:03,255 - mmaction - INFO - Epoch [45][620/940] lr: 1.000e-03, eta: 16:13:33, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7182, top5_acc: 0.8838, loss_cls: 1.1432, loss: 1.1432, grad_norm: 4.8618 2021-03-08 07:53:21,558 - mmaction - INFO - Epoch [45][640/940] lr: 1.000e-03, eta: 16:13:05, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7283, top5_acc: 0.8801, loss_cls: 1.1275, loss: 1.1275, grad_norm: 4.8622 2021-03-08 07:53:39,814 - mmaction - INFO - Epoch [45][660/940] lr: 1.000e-03, eta: 16:12:38, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7260, top5_acc: 0.8875, loss_cls: 1.1154, loss: 1.1154, grad_norm: 4.8966 2021-03-08 07:53:58,062 - mmaction - INFO - Epoch [45][680/940] lr: 1.000e-03, eta: 16:12:10, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7123, top5_acc: 0.8789, loss_cls: 1.1667, loss: 1.1667, grad_norm: 4.9415 2021-03-08 07:54:16,378 - mmaction - INFO - Epoch [45][700/940] lr: 1.000e-03, eta: 16:11:42, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7215, top5_acc: 0.8893, loss_cls: 1.1210, loss: 1.1210, grad_norm: 4.9192 2021-03-08 07:54:34,600 - mmaction - INFO - Epoch [45][720/940] lr: 1.000e-03, eta: 16:11:15, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7148, top5_acc: 0.8811, loss_cls: 1.1609, loss: 1.1609, grad_norm: 4.9966 2021-03-08 07:54:52,854 - mmaction - INFO - Epoch [45][740/940] lr: 1.000e-03, eta: 16:10:47, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7086, top5_acc: 0.8719, loss_cls: 1.1915, loss: 1.1915, grad_norm: 5.0025 2021-03-08 07:55:11,052 - mmaction - INFO - Epoch [45][760/940] lr: 1.000e-03, eta: 16:10:19, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7291, top5_acc: 0.8824, loss_cls: 1.1320, loss: 1.1320, grad_norm: 4.9021 2021-03-08 07:55:29,245 - mmaction - INFO - Epoch [45][780/940] lr: 1.000e-03, eta: 16:09:52, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7113, top5_acc: 0.8756, loss_cls: 1.2086, loss: 1.2086, grad_norm: 4.9894 2021-03-08 07:55:47,455 - mmaction - INFO - Epoch [45][800/940] lr: 1.000e-03, eta: 16:09:24, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7244, top5_acc: 0.8840, loss_cls: 1.1300, loss: 1.1300, grad_norm: 4.8871 2021-03-08 07:56:05,842 - mmaction - INFO - Epoch [45][820/940] lr: 1.000e-03, eta: 16:08:57, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7109, top5_acc: 0.8803, loss_cls: 1.1832, loss: 1.1832, grad_norm: 5.0324 2021-03-08 07:56:24,085 - mmaction - INFO - Epoch [45][840/940] lr: 1.000e-03, eta: 16:08:29, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7203, top5_acc: 0.8871, loss_cls: 1.1624, loss: 1.1624, grad_norm: 4.9437 2021-03-08 07:56:42,313 - mmaction - INFO - Epoch [45][860/940] lr: 1.000e-03, eta: 16:08:01, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7102, top5_acc: 0.8781, loss_cls: 1.2015, loss: 1.2015, grad_norm: 5.0302 2021-03-08 07:57:00,670 - mmaction - INFO - Epoch [45][880/940] lr: 1.000e-03, eta: 16:07:34, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7191, top5_acc: 0.8869, loss_cls: 1.1567, loss: 1.1567, grad_norm: 4.9612 2021-03-08 07:57:18,988 - mmaction - INFO - Epoch [45][900/940] lr: 1.000e-03, eta: 16:07:07, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7328, top5_acc: 0.8896, loss_cls: 1.1099, loss: 1.1099, grad_norm: 4.8293 2021-03-08 07:57:37,205 - mmaction - INFO - Epoch [45][920/940] lr: 1.000e-03, eta: 16:06:39, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7229, top5_acc: 0.8848, loss_cls: 1.1380, loss: 1.1380, grad_norm: 4.9402 2021-03-08 07:57:54,990 - mmaction - INFO - Epoch [45][940/940] lr: 1.000e-03, eta: 16:06:11, time: 0.887, data_time: 0.002, memory: 8361, top1_acc: 0.7137, top5_acc: 0.8807, loss_cls: 1.1508, loss: 1.1508, grad_norm: 5.0253 2021-03-08 07:57:56,731 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-03-08 08:00:29,873 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 08:00:30,849 - mmaction - INFO - top1_acc 0.7035 top5_acc 0.8893 2021-03-08 08:00:30,857 - mmaction - INFO - Epoch(val) [45][940] top1_acc: 0.7035, top5_acc: 0.8893 2021-03-08 08:04:03,231 - mmaction - INFO - Epoch [46][20/940] lr: 1.000e-03, eta: 16:09:40, time: 10.618, data_time: 9.696, memory: 8361, top1_acc: 0.7371, top5_acc: 0.8865, loss_cls: 1.1144, loss: 1.1144, grad_norm: 4.8642 2021-03-08 08:04:21,378 - mmaction - INFO - Epoch [46][40/940] lr: 1.000e-03, eta: 16:09:12, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.7223, top5_acc: 0.8764, loss_cls: 1.1767, loss: 1.1767, grad_norm: 4.9746 2021-03-08 08:04:39,560 - mmaction - INFO - Epoch [46][60/940] lr: 1.000e-03, eta: 16:08:45, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7133, top5_acc: 0.8775, loss_cls: 1.1799, loss: 1.1799, grad_norm: 5.0058 2021-03-08 08:04:57,737 - mmaction - INFO - Epoch [46][80/940] lr: 1.000e-03, eta: 16:08:17, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7195, top5_acc: 0.8836, loss_cls: 1.1529, loss: 1.1529, grad_norm: 5.0183 2021-03-08 08:05:15,941 - mmaction - INFO - Epoch [46][100/940] lr: 1.000e-03, eta: 16:07:49, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7189, top5_acc: 0.8824, loss_cls: 1.1572, loss: 1.1572, grad_norm: 4.9207 2021-03-08 08:05:34,130 - mmaction - INFO - Epoch [46][120/940] lr: 1.000e-03, eta: 16:07:21, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7182, top5_acc: 0.8824, loss_cls: 1.1578, loss: 1.1578, grad_norm: 4.9515 2021-03-08 08:05:52,421 - mmaction - INFO - Epoch [46][140/940] lr: 1.000e-03, eta: 16:06:54, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7100, top5_acc: 0.8809, loss_cls: 1.1730, loss: 1.1730, grad_norm: 5.0992 2021-03-08 08:06:10,656 - mmaction - INFO - Epoch [46][160/940] lr: 1.000e-03, eta: 16:06:26, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7207, top5_acc: 0.8828, loss_cls: 1.1503, loss: 1.1503, grad_norm: 4.9459 2021-03-08 08:06:28,881 - mmaction - INFO - Epoch [46][180/940] lr: 1.000e-03, eta: 16:05:58, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7236, top5_acc: 0.8824, loss_cls: 1.1360, loss: 1.1360, grad_norm: 4.9455 2021-03-08 08:06:47,120 - mmaction - INFO - Epoch [46][200/940] lr: 1.000e-03, eta: 16:05:31, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7152, top5_acc: 0.8867, loss_cls: 1.1382, loss: 1.1382, grad_norm: 5.0380 2021-03-08 08:07:05,514 - mmaction - INFO - Epoch [46][220/940] lr: 1.000e-03, eta: 16:05:03, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7115, top5_acc: 0.8807, loss_cls: 1.1755, loss: 1.1755, grad_norm: 4.9746 2021-03-08 08:07:23,882 - mmaction - INFO - Epoch [46][240/940] lr: 1.000e-03, eta: 16:04:36, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7178, top5_acc: 0.8826, loss_cls: 1.1583, loss: 1.1583, grad_norm: 5.0525 2021-03-08 08:07:42,131 - mmaction - INFO - Epoch [46][260/940] lr: 1.000e-03, eta: 16:04:08, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7221, top5_acc: 0.8852, loss_cls: 1.1311, loss: 1.1311, grad_norm: 4.9397 2021-03-08 08:08:00,486 - mmaction - INFO - Epoch [46][280/940] lr: 1.000e-03, eta: 16:03:41, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7174, top5_acc: 0.8787, loss_cls: 1.1785, loss: 1.1785, grad_norm: 4.9886 2021-03-08 08:08:18,778 - mmaction - INFO - Epoch [46][300/940] lr: 1.000e-03, eta: 16:03:13, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7328, top5_acc: 0.8877, loss_cls: 1.1139, loss: 1.1139, grad_norm: 4.9282 2021-03-08 08:08:37,192 - mmaction - INFO - Epoch [46][320/940] lr: 1.000e-03, eta: 16:02:46, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7152, top5_acc: 0.8840, loss_cls: 1.1550, loss: 1.1550, grad_norm: 4.9780 2021-03-08 08:08:55,463 - mmaction - INFO - Epoch [46][340/940] lr: 1.000e-03, eta: 16:02:18, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7180, top5_acc: 0.8768, loss_cls: 1.1706, loss: 1.1706, grad_norm: 4.9687 2021-03-08 08:09:13,832 - mmaction - INFO - Epoch [46][360/940] lr: 1.000e-03, eta: 16:01:51, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7143, top5_acc: 0.8775, loss_cls: 1.1631, loss: 1.1631, grad_norm: 4.9301 2021-03-08 08:09:32,170 - mmaction - INFO - Epoch [46][380/940] lr: 1.000e-03, eta: 16:01:23, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7230, top5_acc: 0.8807, loss_cls: 1.1549, loss: 1.1549, grad_norm: 4.9164 2021-03-08 08:09:50,440 - mmaction - INFO - Epoch [46][400/940] lr: 1.000e-03, eta: 16:00:56, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7131, top5_acc: 0.8818, loss_cls: 1.1688, loss: 1.1688, grad_norm: 5.0591 2021-03-08 08:10:08,756 - mmaction - INFO - Epoch [46][420/940] lr: 1.000e-03, eta: 16:00:28, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7199, top5_acc: 0.8838, loss_cls: 1.1296, loss: 1.1296, grad_norm: 4.9247 2021-03-08 08:10:27,035 - mmaction - INFO - Epoch [46][440/940] lr: 1.000e-03, eta: 16:00:01, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7201, top5_acc: 0.8770, loss_cls: 1.1721, loss: 1.1721, grad_norm: 5.1269 2021-03-08 08:10:45,341 - mmaction - INFO - Epoch [46][460/940] lr: 1.000e-03, eta: 15:59:33, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7207, top5_acc: 0.8826, loss_cls: 1.1443, loss: 1.1443, grad_norm: 4.9855 2021-03-08 08:11:03,640 - mmaction - INFO - Epoch [46][480/940] lr: 1.000e-03, eta: 15:59:06, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7172, top5_acc: 0.8855, loss_cls: 1.1486, loss: 1.1486, grad_norm: 4.9854 2021-03-08 08:11:22,026 - mmaction - INFO - Epoch [46][500/940] lr: 1.000e-03, eta: 15:58:38, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7193, top5_acc: 0.8838, loss_cls: 1.1608, loss: 1.1608, grad_norm: 4.9827 2021-03-08 08:11:40,398 - mmaction - INFO - Epoch [46][520/940] lr: 1.000e-03, eta: 15:58:11, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7154, top5_acc: 0.8812, loss_cls: 1.1575, loss: 1.1575, grad_norm: 4.9481 2021-03-08 08:11:58,634 - mmaction - INFO - Epoch [46][540/940] lr: 1.000e-03, eta: 15:57:44, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7213, top5_acc: 0.8855, loss_cls: 1.1454, loss: 1.1454, grad_norm: 4.9453 2021-03-08 08:12:16,989 - mmaction - INFO - Epoch [46][560/940] lr: 1.000e-03, eta: 15:57:16, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7066, top5_acc: 0.8807, loss_cls: 1.1814, loss: 1.1814, grad_norm: 5.0497 2021-03-08 08:12:35,330 - mmaction - INFO - Epoch [46][580/940] lr: 1.000e-03, eta: 15:56:49, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7238, top5_acc: 0.8828, loss_cls: 1.1493, loss: 1.1493, grad_norm: 4.8973 2021-03-08 08:12:53,683 - mmaction - INFO - Epoch [46][600/940] lr: 1.000e-03, eta: 15:56:21, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7236, top5_acc: 0.8859, loss_cls: 1.1522, loss: 1.1522, grad_norm: 4.9548 2021-03-08 08:13:12,001 - mmaction - INFO - Epoch [46][620/940] lr: 1.000e-03, eta: 15:55:54, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7168, top5_acc: 0.8854, loss_cls: 1.1450, loss: 1.1450, grad_norm: 5.0410 2021-03-08 08:13:30,224 - mmaction - INFO - Epoch [46][640/940] lr: 1.000e-03, eta: 15:55:27, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7225, top5_acc: 0.8818, loss_cls: 1.1408, loss: 1.1408, grad_norm: 4.9572 2021-03-08 08:13:48,537 - mmaction - INFO - Epoch [46][660/940] lr: 1.000e-03, eta: 15:54:59, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7156, top5_acc: 0.8775, loss_cls: 1.1637, loss: 1.1637, grad_norm: 4.9759 2021-03-08 08:14:06,861 - mmaction - INFO - Epoch [46][680/940] lr: 1.000e-03, eta: 15:54:32, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7182, top5_acc: 0.8842, loss_cls: 1.1383, loss: 1.1383, grad_norm: 4.9953 2021-03-08 08:14:25,089 - mmaction - INFO - Epoch [46][700/940] lr: 1.000e-03, eta: 15:54:04, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7186, top5_acc: 0.8859, loss_cls: 1.1483, loss: 1.1483, grad_norm: 4.9885 2021-03-08 08:14:43,297 - mmaction - INFO - Epoch [46][720/940] lr: 1.000e-03, eta: 15:53:37, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7252, top5_acc: 0.8773, loss_cls: 1.1739, loss: 1.1739, grad_norm: 5.0342 2021-03-08 08:15:01,631 - mmaction - INFO - Epoch [46][740/940] lr: 1.000e-03, eta: 15:53:10, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7217, top5_acc: 0.8779, loss_cls: 1.1696, loss: 1.1696, grad_norm: 4.9954 2021-03-08 08:15:19,868 - mmaction - INFO - Epoch [46][760/940] lr: 1.000e-03, eta: 15:52:42, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7223, top5_acc: 0.8832, loss_cls: 1.1525, loss: 1.1525, grad_norm: 4.9262 2021-03-08 08:15:38,097 - mmaction - INFO - Epoch [46][780/940] lr: 1.000e-03, eta: 15:52:15, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7244, top5_acc: 0.8865, loss_cls: 1.1203, loss: 1.1203, grad_norm: 4.9444 2021-03-08 08:15:56,287 - mmaction - INFO - Epoch [46][800/940] lr: 1.000e-03, eta: 15:51:47, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7311, top5_acc: 0.8914, loss_cls: 1.1204, loss: 1.1204, grad_norm: 4.9591 2021-03-08 08:16:14,542 - mmaction - INFO - Epoch [46][820/940] lr: 1.000e-03, eta: 15:51:20, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7150, top5_acc: 0.8803, loss_cls: 1.1617, loss: 1.1617, grad_norm: 4.9862 2021-03-08 08:16:32,767 - mmaction - INFO - Epoch [46][840/940] lr: 1.000e-03, eta: 15:50:52, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7213, top5_acc: 0.8832, loss_cls: 1.1603, loss: 1.1603, grad_norm: 5.0158 2021-03-08 08:16:51,051 - mmaction - INFO - Epoch [46][860/940] lr: 1.000e-03, eta: 15:50:25, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7121, top5_acc: 0.8805, loss_cls: 1.1797, loss: 1.1797, grad_norm: 5.0978 2021-03-08 08:17:09,295 - mmaction - INFO - Epoch [46][880/940] lr: 1.000e-03, eta: 15:49:58, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7188, top5_acc: 0.8850, loss_cls: 1.1503, loss: 1.1503, grad_norm: 5.0103 2021-03-08 08:17:27,552 - mmaction - INFO - Epoch [46][900/940] lr: 1.000e-03, eta: 15:49:30, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7207, top5_acc: 0.8775, loss_cls: 1.1647, loss: 1.1647, grad_norm: 4.9924 2021-03-08 08:17:45,839 - mmaction - INFO - Epoch [46][920/940] lr: 1.000e-03, eta: 15:49:03, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7238, top5_acc: 0.8852, loss_cls: 1.1333, loss: 1.1333, grad_norm: 4.9865 2021-03-08 08:18:03,558 - mmaction - INFO - Epoch [46][940/940] lr: 1.000e-03, eta: 15:48:35, time: 0.886, data_time: 0.002, memory: 8361, top1_acc: 0.7153, top5_acc: 0.8768, loss_cls: 1.1871, loss: 1.1871, grad_norm: 5.1364 2021-03-08 08:18:05,493 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-03-08 08:20:46,493 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 08:20:47,475 - mmaction - INFO - top1_acc 0.7051 top5_acc 0.8915 2021-03-08 08:20:47,483 - mmaction - INFO - Epoch(val) [46][940] top1_acc: 0.7051, top5_acc: 0.8915 2021-03-08 08:24:21,155 - mmaction - INFO - Epoch [47][20/940] lr: 1.000e-03, eta: 15:51:57, time: 10.683, data_time: 9.763, memory: 8361, top1_acc: 0.7193, top5_acc: 0.8855, loss_cls: 1.1396, loss: 1.1396, grad_norm: 4.9843 2021-03-08 08:24:39,259 - mmaction - INFO - Epoch [47][40/940] lr: 1.000e-03, eta: 15:51:29, time: 0.904, data_time: 0.002, memory: 8361, top1_acc: 0.7195, top5_acc: 0.8873, loss_cls: 1.1637, loss: 1.1637, grad_norm: 5.0285 2021-03-08 08:24:57,395 - mmaction - INFO - Epoch [47][60/940] lr: 1.000e-03, eta: 15:51:02, time: 0.908, data_time: 0.003, memory: 8361, top1_acc: 0.7131, top5_acc: 0.8711, loss_cls: 1.1738, loss: 1.1738, grad_norm: 4.9993 2021-03-08 08:25:15,747 - mmaction - INFO - Epoch [47][80/940] lr: 1.000e-03, eta: 15:50:34, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7205, top5_acc: 0.8764, loss_cls: 1.1625, loss: 1.1625, grad_norm: 5.0298 2021-03-08 08:25:34,055 - mmaction - INFO - Epoch [47][100/940] lr: 1.000e-03, eta: 15:50:07, time: 0.916, data_time: 0.003, memory: 8361, top1_acc: 0.7215, top5_acc: 0.8787, loss_cls: 1.1541, loss: 1.1541, grad_norm: 4.9023 2021-03-08 08:25:52,237 - mmaction - INFO - Epoch [47][120/940] lr: 1.000e-03, eta: 15:49:39, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7174, top5_acc: 0.8840, loss_cls: 1.1515, loss: 1.1515, grad_norm: 4.9433 2021-03-08 08:26:10,534 - mmaction - INFO - Epoch [47][140/940] lr: 1.000e-03, eta: 15:49:12, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7256, top5_acc: 0.8756, loss_cls: 1.1694, loss: 1.1694, grad_norm: 5.0124 2021-03-08 08:26:28,783 - mmaction - INFO - Epoch [47][160/940] lr: 1.000e-03, eta: 15:48:45, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7242, top5_acc: 0.8863, loss_cls: 1.1348, loss: 1.1348, grad_norm: 5.0249 2021-03-08 08:26:47,074 - mmaction - INFO - Epoch [47][180/940] lr: 1.000e-03, eta: 15:48:17, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7281, top5_acc: 0.8832, loss_cls: 1.1285, loss: 1.1285, grad_norm: 4.9398 2021-03-08 08:27:05,413 - mmaction - INFO - Epoch [47][200/940] lr: 1.000e-03, eta: 15:47:50, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7252, top5_acc: 0.8832, loss_cls: 1.1570, loss: 1.1570, grad_norm: 5.0206 2021-03-08 08:27:23,642 - mmaction - INFO - Epoch [47][220/940] lr: 1.000e-03, eta: 15:47:22, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7193, top5_acc: 0.8789, loss_cls: 1.1700, loss: 1.1700, grad_norm: 5.0057 2021-03-08 08:27:42,071 - mmaction - INFO - Epoch [47][240/940] lr: 1.000e-03, eta: 15:46:55, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7332, top5_acc: 0.8871, loss_cls: 1.1196, loss: 1.1196, grad_norm: 4.9337 2021-03-08 08:28:00,384 - mmaction - INFO - Epoch [47][260/940] lr: 1.000e-03, eta: 15:46:28, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7205, top5_acc: 0.8920, loss_cls: 1.1309, loss: 1.1309, grad_norm: 5.0466 2021-03-08 08:28:18,595 - mmaction - INFO - Epoch [47][280/940] lr: 1.000e-03, eta: 15:46:00, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7188, top5_acc: 0.8818, loss_cls: 1.1635, loss: 1.1635, grad_norm: 5.0646 2021-03-08 08:28:36,962 - mmaction - INFO - Epoch [47][300/940] lr: 1.000e-03, eta: 15:45:33, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7266, top5_acc: 0.8904, loss_cls: 1.1116, loss: 1.1116, grad_norm: 4.9229 2021-03-08 08:28:55,193 - mmaction - INFO - Epoch [47][320/940] lr: 1.000e-03, eta: 15:45:06, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7182, top5_acc: 0.8877, loss_cls: 1.1306, loss: 1.1306, grad_norm: 5.0192 2021-03-08 08:29:13,461 - mmaction - INFO - Epoch [47][340/940] lr: 1.000e-03, eta: 15:44:38, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7303, top5_acc: 0.8895, loss_cls: 1.1000, loss: 1.1000, grad_norm: 4.9464 2021-03-08 08:29:31,720 - mmaction - INFO - Epoch [47][360/940] lr: 1.000e-03, eta: 15:44:11, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7131, top5_acc: 0.8820, loss_cls: 1.1641, loss: 1.1641, grad_norm: 5.0654 2021-03-08 08:29:49,985 - mmaction - INFO - Epoch [47][380/940] lr: 1.000e-03, eta: 15:43:44, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7201, top5_acc: 0.8867, loss_cls: 1.1444, loss: 1.1444, grad_norm: 5.0491 2021-03-08 08:30:08,262 - mmaction - INFO - Epoch [47][400/940] lr: 1.000e-03, eta: 15:43:16, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7312, top5_acc: 0.8834, loss_cls: 1.1206, loss: 1.1206, grad_norm: 4.9075 2021-03-08 08:30:26,478 - mmaction - INFO - Epoch [47][420/940] lr: 1.000e-03, eta: 15:42:49, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7201, top5_acc: 0.8871, loss_cls: 1.1376, loss: 1.1376, grad_norm: 4.9852 2021-03-08 08:30:44,795 - mmaction - INFO - Epoch [47][440/940] lr: 1.000e-03, eta: 15:42:22, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7209, top5_acc: 0.8814, loss_cls: 1.1514, loss: 1.1514, grad_norm: 5.1109 2021-03-08 08:31:02,987 - mmaction - INFO - Epoch [47][460/940] lr: 1.000e-03, eta: 15:41:54, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7207, top5_acc: 0.8828, loss_cls: 1.1444, loss: 1.1444, grad_norm: 5.0484 2021-03-08 08:31:21,211 - mmaction - INFO - Epoch [47][480/940] lr: 1.000e-03, eta: 15:41:27, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7215, top5_acc: 0.8779, loss_cls: 1.1651, loss: 1.1651, grad_norm: 5.0840 2021-03-08 08:31:39,469 - mmaction - INFO - Epoch [47][500/940] lr: 1.000e-03, eta: 15:41:00, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7162, top5_acc: 0.8787, loss_cls: 1.1797, loss: 1.1797, grad_norm: 5.0687 2021-03-08 08:31:57,811 - mmaction - INFO - Epoch [47][520/940] lr: 1.000e-03, eta: 15:40:32, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7307, top5_acc: 0.8893, loss_cls: 1.1069, loss: 1.1069, grad_norm: 4.9419 2021-03-08 08:32:16,024 - mmaction - INFO - Epoch [47][540/940] lr: 1.000e-03, eta: 15:40:05, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7268, top5_acc: 0.8887, loss_cls: 1.1202, loss: 1.1202, grad_norm: 4.9545 2021-03-08 08:32:34,242 - mmaction - INFO - Epoch [47][560/940] lr: 1.000e-03, eta: 15:39:38, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7193, top5_acc: 0.8865, loss_cls: 1.1289, loss: 1.1289, grad_norm: 5.0253 2021-03-08 08:32:52,718 - mmaction - INFO - Epoch [47][580/940] lr: 1.000e-03, eta: 15:39:11, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7217, top5_acc: 0.8852, loss_cls: 1.1440, loss: 1.1440, grad_norm: 5.1054 2021-03-08 08:33:10,901 - mmaction - INFO - Epoch [47][600/940] lr: 1.000e-03, eta: 15:38:43, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7105, top5_acc: 0.8818, loss_cls: 1.1720, loss: 1.1720, grad_norm: 5.1500 2021-03-08 08:33:29,165 - mmaction - INFO - Epoch [47][620/940] lr: 1.000e-03, eta: 15:38:16, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7281, top5_acc: 0.8838, loss_cls: 1.1308, loss: 1.1308, grad_norm: 5.0519 2021-03-08 08:33:47,421 - mmaction - INFO - Epoch [47][640/940] lr: 1.000e-03, eta: 15:37:49, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7268, top5_acc: 0.8793, loss_cls: 1.1306, loss: 1.1306, grad_norm: 4.9782 2021-03-08 08:34:05,607 - mmaction - INFO - Epoch [47][660/940] lr: 1.000e-03, eta: 15:37:21, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7250, top5_acc: 0.8857, loss_cls: 1.1207, loss: 1.1207, grad_norm: 4.9150 2021-03-08 08:34:23,865 - mmaction - INFO - Epoch [47][680/940] lr: 1.000e-03, eta: 15:36:54, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7184, top5_acc: 0.8812, loss_cls: 1.1506, loss: 1.1506, grad_norm: 5.0858 2021-03-08 08:34:42,085 - mmaction - INFO - Epoch [47][700/940] lr: 1.000e-03, eta: 15:36:27, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7254, top5_acc: 0.8820, loss_cls: 1.1421, loss: 1.1421, grad_norm: 4.9963 2021-03-08 08:35:00,419 - mmaction - INFO - Epoch [47][720/940] lr: 1.000e-03, eta: 15:36:00, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7289, top5_acc: 0.8863, loss_cls: 1.1375, loss: 1.1375, grad_norm: 5.0357 2021-03-08 08:35:18,664 - mmaction - INFO - Epoch [47][740/940] lr: 1.000e-03, eta: 15:35:33, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7309, top5_acc: 0.8877, loss_cls: 1.1317, loss: 1.1317, grad_norm: 4.9686 2021-03-08 08:35:36,939 - mmaction - INFO - Epoch [47][760/940] lr: 1.000e-03, eta: 15:35:05, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7219, top5_acc: 0.8822, loss_cls: 1.1443, loss: 1.1443, grad_norm: 5.0036 2021-03-08 08:35:55,212 - mmaction - INFO - Epoch [47][780/940] lr: 1.000e-03, eta: 15:34:38, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7189, top5_acc: 0.8816, loss_cls: 1.1380, loss: 1.1380, grad_norm: 4.9271 2021-03-08 08:36:13,402 - mmaction - INFO - Epoch [47][800/940] lr: 1.000e-03, eta: 15:34:11, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7176, top5_acc: 0.8816, loss_cls: 1.1435, loss: 1.1435, grad_norm: 5.0363 2021-03-08 08:36:31,615 - mmaction - INFO - Epoch [47][820/940] lr: 1.000e-03, eta: 15:33:44, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7072, top5_acc: 0.8785, loss_cls: 1.1765, loss: 1.1765, grad_norm: 5.1316 2021-03-08 08:36:49,979 - mmaction - INFO - Epoch [47][840/940] lr: 1.000e-03, eta: 15:33:17, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7250, top5_acc: 0.8881, loss_cls: 1.1055, loss: 1.1055, grad_norm: 4.9816 2021-03-08 08:37:08,459 - mmaction - INFO - Epoch [47][860/940] lr: 1.000e-03, eta: 15:32:50, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7207, top5_acc: 0.8891, loss_cls: 1.1261, loss: 1.1261, grad_norm: 5.0763 2021-03-08 08:37:26,789 - mmaction - INFO - Epoch [47][880/940] lr: 1.000e-03, eta: 15:32:23, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7268, top5_acc: 0.8826, loss_cls: 1.1369, loss: 1.1369, grad_norm: 5.0139 2021-03-08 08:37:45,093 - mmaction - INFO - Epoch [47][900/940] lr: 1.000e-03, eta: 15:31:56, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7293, top5_acc: 0.8791, loss_cls: 1.1390, loss: 1.1390, grad_norm: 5.0216 2021-03-08 08:38:03,480 - mmaction - INFO - Epoch [47][920/940] lr: 1.000e-03, eta: 15:31:29, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7186, top5_acc: 0.8828, loss_cls: 1.1513, loss: 1.1513, grad_norm: 5.0440 2021-03-08 08:38:21,242 - mmaction - INFO - Epoch [47][940/940] lr: 1.000e-03, eta: 15:31:01, time: 0.888, data_time: 0.001, memory: 8361, top1_acc: 0.7194, top5_acc: 0.8784, loss_cls: 1.1699, loss: 1.1699, grad_norm: 5.1324 2021-03-08 08:38:23,147 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-03-08 08:41:04,428 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 08:41:05,408 - mmaction - INFO - top1_acc 0.7040 top5_acc 0.8892 2021-03-08 08:41:05,416 - mmaction - INFO - Epoch(val) [47][940] top1_acc: 0.7040, top5_acc: 0.8892 2021-03-08 08:44:37,761 - mmaction - INFO - Epoch [48][20/940] lr: 1.000e-03, eta: 15:34:12, time: 10.616, data_time: 9.695, memory: 8361, top1_acc: 0.7297, top5_acc: 0.8846, loss_cls: 1.1236, loss: 1.1236, grad_norm: 4.9592 2021-03-08 08:44:55,865 - mmaction - INFO - Epoch [48][40/940] lr: 1.000e-03, eta: 15:33:45, time: 0.905, data_time: 0.002, memory: 8361, top1_acc: 0.7203, top5_acc: 0.8842, loss_cls: 1.1423, loss: 1.1423, grad_norm: 5.0165 2021-03-08 08:45:14,021 - mmaction - INFO - Epoch [48][60/940] lr: 1.000e-03, eta: 15:33:18, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.7303, top5_acc: 0.8885, loss_cls: 1.1209, loss: 1.1209, grad_norm: 4.8867 2021-03-08 08:45:32,150 - mmaction - INFO - Epoch [48][80/940] lr: 1.000e-03, eta: 15:32:50, time: 0.907, data_time: 0.001, memory: 8361, top1_acc: 0.7195, top5_acc: 0.8846, loss_cls: 1.1448, loss: 1.1448, grad_norm: 5.0550 2021-03-08 08:45:50,395 - mmaction - INFO - Epoch [48][100/940] lr: 1.000e-03, eta: 15:32:23, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7299, top5_acc: 0.8887, loss_cls: 1.1066, loss: 1.1066, grad_norm: 4.9386 2021-03-08 08:46:08,596 - mmaction - INFO - Epoch [48][120/940] lr: 1.000e-03, eta: 15:31:55, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7340, top5_acc: 0.8895, loss_cls: 1.1053, loss: 1.1053, grad_norm: 4.9325 2021-03-08 08:46:26,822 - mmaction - INFO - Epoch [48][140/940] lr: 1.000e-03, eta: 15:31:28, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7229, top5_acc: 0.8797, loss_cls: 1.1435, loss: 1.1435, grad_norm: 5.0318 2021-03-08 08:46:45,146 - mmaction - INFO - Epoch [48][160/940] lr: 1.000e-03, eta: 15:31:01, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7238, top5_acc: 0.8779, loss_cls: 1.1679, loss: 1.1679, grad_norm: 5.0451 2021-03-08 08:47:03,510 - mmaction - INFO - Epoch [48][180/940] lr: 1.000e-03, eta: 15:30:34, time: 0.918, data_time: 0.004, memory: 8361, top1_acc: 0.7203, top5_acc: 0.8861, loss_cls: 1.1233, loss: 1.1233, grad_norm: 5.0393 2021-03-08 08:47:21,758 - mmaction - INFO - Epoch [48][200/940] lr: 1.000e-03, eta: 15:30:07, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7363, top5_acc: 0.8867, loss_cls: 1.1129, loss: 1.1129, grad_norm: 4.8937 2021-03-08 08:47:40,033 - mmaction - INFO - Epoch [48][220/940] lr: 1.000e-03, eta: 15:29:39, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7066, top5_acc: 0.8758, loss_cls: 1.1710, loss: 1.1710, grad_norm: 5.0610 2021-03-08 08:47:58,387 - mmaction - INFO - Epoch [48][240/940] lr: 1.000e-03, eta: 15:29:12, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7330, top5_acc: 0.8900, loss_cls: 1.1079, loss: 1.1079, grad_norm: 4.9994 2021-03-08 08:48:16,738 - mmaction - INFO - Epoch [48][260/940] lr: 1.000e-03, eta: 15:28:45, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7199, top5_acc: 0.8852, loss_cls: 1.1336, loss: 1.1336, grad_norm: 5.0374 2021-03-08 08:48:35,066 - mmaction - INFO - Epoch [48][280/940] lr: 1.000e-03, eta: 15:28:18, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7205, top5_acc: 0.8814, loss_cls: 1.1510, loss: 1.1510, grad_norm: 5.0215 2021-03-08 08:48:53,298 - mmaction - INFO - Epoch [48][300/940] lr: 1.000e-03, eta: 15:27:51, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7262, top5_acc: 0.8898, loss_cls: 1.1151, loss: 1.1151, grad_norm: 5.0313 2021-03-08 08:49:11,693 - mmaction - INFO - Epoch [48][320/940] lr: 1.000e-03, eta: 15:27:24, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7336, top5_acc: 0.8807, loss_cls: 1.1241, loss: 1.1241, grad_norm: 4.9393 2021-03-08 08:49:30,124 - mmaction - INFO - Epoch [48][340/940] lr: 1.000e-03, eta: 15:26:57, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7164, top5_acc: 0.8857, loss_cls: 1.1527, loss: 1.1527, grad_norm: 5.0233 2021-03-08 08:49:48,563 - mmaction - INFO - Epoch [48][360/940] lr: 1.000e-03, eta: 15:26:30, time: 0.922, data_time: 0.003, memory: 8361, top1_acc: 0.7170, top5_acc: 0.8861, loss_cls: 1.1464, loss: 1.1464, grad_norm: 5.1502 2021-03-08 08:50:06,951 - mmaction - INFO - Epoch [48][380/940] lr: 1.000e-03, eta: 15:26:03, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7152, top5_acc: 0.8807, loss_cls: 1.1697, loss: 1.1697, grad_norm: 5.1142 2021-03-08 08:50:25,270 - mmaction - INFO - Epoch [48][400/940] lr: 1.000e-03, eta: 15:25:36, time: 0.917, data_time: 0.003, memory: 8361, top1_acc: 0.7279, top5_acc: 0.8805, loss_cls: 1.1350, loss: 1.1350, grad_norm: 4.9955 2021-03-08 08:50:43,544 - mmaction - INFO - Epoch [48][420/940] lr: 1.000e-03, eta: 15:25:09, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7115, top5_acc: 0.8787, loss_cls: 1.1790, loss: 1.1790, grad_norm: 5.2242 2021-03-08 08:51:01,891 - mmaction - INFO - Epoch [48][440/940] lr: 1.000e-03, eta: 15:24:42, time: 0.919, data_time: 0.003, memory: 8361, top1_acc: 0.7227, top5_acc: 0.8842, loss_cls: 1.1339, loss: 1.1339, grad_norm: 5.0796 2021-03-08 08:51:20,233 - mmaction - INFO - Epoch [48][460/940] lr: 1.000e-03, eta: 15:24:15, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7197, top5_acc: 0.8832, loss_cls: 1.1441, loss: 1.1441, grad_norm: 5.0362 2021-03-08 08:51:38,602 - mmaction - INFO - Epoch [48][480/940] lr: 1.000e-03, eta: 15:23:48, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7162, top5_acc: 0.8818, loss_cls: 1.1595, loss: 1.1595, grad_norm: 5.1738 2021-03-08 08:51:56,906 - mmaction - INFO - Epoch [48][500/940] lr: 1.000e-03, eta: 15:23:21, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7121, top5_acc: 0.8789, loss_cls: 1.1792, loss: 1.1792, grad_norm: 5.1172 2021-03-08 08:52:15,262 - mmaction - INFO - Epoch [48][520/940] lr: 1.000e-03, eta: 15:22:54, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7312, top5_acc: 0.8939, loss_cls: 1.1075, loss: 1.1075, grad_norm: 5.0714 2021-03-08 08:52:33,560 - mmaction - INFO - Epoch [48][540/940] lr: 1.000e-03, eta: 15:22:26, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7141, top5_acc: 0.8812, loss_cls: 1.1711, loss: 1.1711, grad_norm: 5.1703 2021-03-08 08:52:51,815 - mmaction - INFO - Epoch [48][560/940] lr: 1.000e-03, eta: 15:21:59, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7209, top5_acc: 0.8836, loss_cls: 1.1388, loss: 1.1388, grad_norm: 5.0568 2021-03-08 08:53:10,227 - mmaction - INFO - Epoch [48][580/940] lr: 1.000e-03, eta: 15:21:32, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7246, top5_acc: 0.8803, loss_cls: 1.1654, loss: 1.1654, grad_norm: 5.0727 2021-03-08 08:53:28,499 - mmaction - INFO - Epoch [48][600/940] lr: 1.000e-03, eta: 15:21:05, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7172, top5_acc: 0.8832, loss_cls: 1.1555, loss: 1.1555, grad_norm: 5.1585 2021-03-08 08:53:46,719 - mmaction - INFO - Epoch [48][620/940] lr: 1.000e-03, eta: 15:20:38, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7230, top5_acc: 0.8859, loss_cls: 1.1240, loss: 1.1240, grad_norm: 5.0218 2021-03-08 08:54:05,080 - mmaction - INFO - Epoch [48][640/940] lr: 1.000e-03, eta: 15:20:11, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7227, top5_acc: 0.8889, loss_cls: 1.1307, loss: 1.1307, grad_norm: 5.0832 2021-03-08 08:54:23,357 - mmaction - INFO - Epoch [48][660/940] lr: 1.000e-03, eta: 15:19:44, time: 0.915, data_time: 0.003, memory: 8361, top1_acc: 0.7176, top5_acc: 0.8852, loss_cls: 1.1381, loss: 1.1381, grad_norm: 5.0636 2021-03-08 08:54:41,657 - mmaction - INFO - Epoch [48][680/940] lr: 1.000e-03, eta: 15:19:17, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7209, top5_acc: 0.8828, loss_cls: 1.1385, loss: 1.1385, grad_norm: 5.0652 2021-03-08 08:54:59,951 - mmaction - INFO - Epoch [48][700/940] lr: 1.000e-03, eta: 15:18:50, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7295, top5_acc: 0.8893, loss_cls: 1.1117, loss: 1.1117, grad_norm: 5.0612 2021-03-08 08:55:18,287 - mmaction - INFO - Epoch [48][720/940] lr: 1.000e-03, eta: 15:18:23, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.7121, top5_acc: 0.8789, loss_cls: 1.1816, loss: 1.1816, grad_norm: 5.1412 2021-03-08 08:55:36,588 - mmaction - INFO - Epoch [48][740/940] lr: 1.000e-03, eta: 15:17:56, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7318, top5_acc: 0.8873, loss_cls: 1.1189, loss: 1.1189, grad_norm: 5.0161 2021-03-08 08:55:54,920 - mmaction - INFO - Epoch [48][760/940] lr: 1.000e-03, eta: 15:17:29, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.7291, top5_acc: 0.8871, loss_cls: 1.1187, loss: 1.1187, grad_norm: 5.0372 2021-03-08 08:56:13,195 - mmaction - INFO - Epoch [48][780/940] lr: 1.000e-03, eta: 15:17:02, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7246, top5_acc: 0.8854, loss_cls: 1.1174, loss: 1.1174, grad_norm: 4.9856 2021-03-08 08:56:31,436 - mmaction - INFO - Epoch [48][800/940] lr: 1.000e-03, eta: 15:16:35, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7209, top5_acc: 0.8871, loss_cls: 1.1266, loss: 1.1266, grad_norm: 5.0217 2021-03-08 08:56:49,793 - mmaction - INFO - Epoch [48][820/940] lr: 1.000e-03, eta: 15:16:09, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7191, top5_acc: 0.8865, loss_cls: 1.1423, loss: 1.1423, grad_norm: 5.0917 2021-03-08 08:57:07,992 - mmaction - INFO - Epoch [48][840/940] lr: 1.000e-03, eta: 15:15:42, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7137, top5_acc: 0.8818, loss_cls: 1.1710, loss: 1.1710, grad_norm: 5.2183 2021-03-08 08:57:26,335 - mmaction - INFO - Epoch [48][860/940] lr: 1.000e-03, eta: 15:15:15, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7145, top5_acc: 0.8844, loss_cls: 1.1563, loss: 1.1563, grad_norm: 5.1645 2021-03-08 08:57:44,592 - mmaction - INFO - Epoch [48][880/940] lr: 1.000e-03, eta: 15:14:48, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7236, top5_acc: 0.8818, loss_cls: 1.1308, loss: 1.1308, grad_norm: 5.0510 2021-03-08 08:58:02,955 - mmaction - INFO - Epoch [48][900/940] lr: 1.000e-03, eta: 15:14:21, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7289, top5_acc: 0.8863, loss_cls: 1.1247, loss: 1.1247, grad_norm: 5.1424 2021-03-08 08:58:21,278 - mmaction - INFO - Epoch [48][920/940] lr: 1.000e-03, eta: 15:13:54, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7225, top5_acc: 0.8820, loss_cls: 1.1468, loss: 1.1468, grad_norm: 5.1140 2021-03-08 08:58:39,034 - mmaction - INFO - Epoch [48][940/940] lr: 1.000e-03, eta: 15:13:26, time: 0.887, data_time: 0.002, memory: 8361, top1_acc: 0.7161, top5_acc: 0.8829, loss_cls: 1.1559, loss: 1.1559, grad_norm: 5.2248 2021-03-08 08:58:41,006 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-03-08 09:01:17,469 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 09:01:18,448 - mmaction - INFO - top1_acc 0.7062 top5_acc 0.8910 2021-03-08 09:01:20,122 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. 2021-03-08 09:01:20,122 - mmaction - INFO - Best top1_acc is 0.7062 at 48 epoch. 2021-03-08 09:01:20,130 - mmaction - INFO - Epoch(val) [48][940] top1_acc: 0.7062, top5_acc: 0.8910 2021-03-08 09:04:53,451 - mmaction - INFO - Epoch [49][20/940] lr: 1.000e-03, eta: 15:16:31, time: 10.665, data_time: 9.757, memory: 8361, top1_acc: 0.7326, top5_acc: 0.8904, loss_cls: 1.0971, loss: 1.0971, grad_norm: 4.9460 2021-03-08 09:05:11,598 - mmaction - INFO - Epoch [49][40/940] lr: 1.000e-03, eta: 15:16:03, time: 0.906, data_time: 0.002, memory: 8361, top1_acc: 0.7203, top5_acc: 0.8820, loss_cls: 1.1517, loss: 1.1517, grad_norm: 5.0864 2021-03-08 09:05:29,762 - mmaction - INFO - Epoch [49][60/940] lr: 1.000e-03, eta: 15:15:36, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7375, top5_acc: 0.8904, loss_cls: 1.0862, loss: 1.0862, grad_norm: 4.9363 2021-03-08 09:05:48,028 - mmaction - INFO - Epoch [49][80/940] lr: 1.000e-03, eta: 15:15:09, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7238, top5_acc: 0.8869, loss_cls: 1.1130, loss: 1.1130, grad_norm: 5.0553 2021-03-08 09:06:06,256 - mmaction - INFO - Epoch [49][100/940] lr: 1.000e-03, eta: 15:14:42, time: 0.912, data_time: 0.003, memory: 8361, top1_acc: 0.7232, top5_acc: 0.8807, loss_cls: 1.1476, loss: 1.1476, grad_norm: 5.0238 2021-03-08 09:06:24,419 - mmaction - INFO - Epoch [49][120/940] lr: 1.000e-03, eta: 15:14:15, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7213, top5_acc: 0.8814, loss_cls: 1.1209, loss: 1.1209, grad_norm: 4.9917 2021-03-08 09:06:42,699 - mmaction - INFO - Epoch [49][140/940] lr: 1.000e-03, eta: 15:13:48, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7131, top5_acc: 0.8820, loss_cls: 1.1636, loss: 1.1636, grad_norm: 5.1569 2021-03-08 09:07:00,956 - mmaction - INFO - Epoch [49][160/940] lr: 1.000e-03, eta: 15:13:21, time: 0.913, data_time: 0.003, memory: 8361, top1_acc: 0.7297, top5_acc: 0.8932, loss_cls: 1.1080, loss: 1.1080, grad_norm: 5.0442 2021-03-08 09:07:19,229 - mmaction - INFO - Epoch [49][180/940] lr: 1.000e-03, eta: 15:12:54, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7256, top5_acc: 0.8822, loss_cls: 1.1470, loss: 1.1470, grad_norm: 5.1130 2021-03-08 09:07:37,517 - mmaction - INFO - Epoch [49][200/940] lr: 1.000e-03, eta: 15:12:27, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7260, top5_acc: 0.8908, loss_cls: 1.1126, loss: 1.1126, grad_norm: 5.0252 2021-03-08 09:07:55,984 - mmaction - INFO - Epoch [49][220/940] lr: 1.000e-03, eta: 15:12:00, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.7129, top5_acc: 0.8793, loss_cls: 1.1650, loss: 1.1650, grad_norm: 5.1827 2021-03-08 09:08:14,341 - mmaction - INFO - Epoch [49][240/940] lr: 1.000e-03, eta: 15:11:33, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7309, top5_acc: 0.8953, loss_cls: 1.0651, loss: 1.0651, grad_norm: 5.0316 2021-03-08 09:08:32,783 - mmaction - INFO - Epoch [49][260/940] lr: 1.000e-03, eta: 15:11:06, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7201, top5_acc: 0.8826, loss_cls: 1.1573, loss: 1.1573, grad_norm: 5.1913 2021-03-08 09:08:51,041 - mmaction - INFO - Epoch [49][280/940] lr: 1.000e-03, eta: 15:10:39, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7217, top5_acc: 0.8873, loss_cls: 1.1318, loss: 1.1318, grad_norm: 5.1164 2021-03-08 09:09:09,383 - mmaction - INFO - Epoch [49][300/940] lr: 1.000e-03, eta: 15:10:12, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7195, top5_acc: 0.8807, loss_cls: 1.1330, loss: 1.1330, grad_norm: 5.1333 2021-03-08 09:09:27,705 - mmaction - INFO - Epoch [49][320/940] lr: 1.000e-03, eta: 15:09:45, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7203, top5_acc: 0.8916, loss_cls: 1.1191, loss: 1.1191, grad_norm: 5.1338 2021-03-08 09:09:45,953 - mmaction - INFO - Epoch [49][340/940] lr: 1.000e-03, eta: 15:09:18, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7318, top5_acc: 0.8848, loss_cls: 1.1144, loss: 1.1144, grad_norm: 5.0571 2021-03-08 09:10:04,300 - mmaction - INFO - Epoch [49][360/940] lr: 1.000e-03, eta: 15:08:51, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7221, top5_acc: 0.8754, loss_cls: 1.1649, loss: 1.1649, grad_norm: 5.1222 2021-03-08 09:10:22,646 - mmaction - INFO - Epoch [49][380/940] lr: 1.000e-03, eta: 15:08:24, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7285, top5_acc: 0.8895, loss_cls: 1.1097, loss: 1.1097, grad_norm: 5.0690 2021-03-08 09:10:40,870 - mmaction - INFO - Epoch [49][400/940] lr: 1.000e-03, eta: 15:07:57, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7461, top5_acc: 0.8945, loss_cls: 1.0578, loss: 1.0578, grad_norm: 4.8615 2021-03-08 09:10:59,072 - mmaction - INFO - Epoch [49][420/940] lr: 1.000e-03, eta: 15:07:30, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7244, top5_acc: 0.8873, loss_cls: 1.1407, loss: 1.1407, grad_norm: 5.0940 2021-03-08 09:11:17,291 - mmaction - INFO - Epoch [49][440/940] lr: 1.000e-03, eta: 15:07:03, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7242, top5_acc: 0.8934, loss_cls: 1.0979, loss: 1.0979, grad_norm: 5.0762 2021-03-08 09:11:35,655 - mmaction - INFO - Epoch [49][460/940] lr: 1.000e-03, eta: 15:06:37, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7340, top5_acc: 0.8867, loss_cls: 1.0964, loss: 1.0964, grad_norm: 4.9409 2021-03-08 09:11:53,881 - mmaction - INFO - Epoch [49][480/940] lr: 1.000e-03, eta: 15:06:10, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7271, top5_acc: 0.8838, loss_cls: 1.1138, loss: 1.1138, grad_norm: 5.0172 2021-03-08 09:12:12,089 - mmaction - INFO - Epoch [49][500/940] lr: 1.000e-03, eta: 15:05:43, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7164, top5_acc: 0.8822, loss_cls: 1.1492, loss: 1.1492, grad_norm: 5.1097 2021-03-08 09:12:30,268 - mmaction - INFO - Epoch [49][520/940] lr: 1.000e-03, eta: 15:05:16, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7305, top5_acc: 0.8869, loss_cls: 1.0919, loss: 1.0919, grad_norm: 5.0534 2021-03-08 09:12:48,498 - mmaction - INFO - Epoch [49][540/940] lr: 1.000e-03, eta: 15:04:49, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7375, top5_acc: 0.8895, loss_cls: 1.0896, loss: 1.0896, grad_norm: 4.9443 2021-03-08 09:13:06,708 - mmaction - INFO - Epoch [49][560/940] lr: 1.000e-03, eta: 15:04:22, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7215, top5_acc: 0.8844, loss_cls: 1.1350, loss: 1.1350, grad_norm: 5.1446 2021-03-08 09:13:24,984 - mmaction - INFO - Epoch [49][580/940] lr: 1.000e-03, eta: 15:03:55, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7252, top5_acc: 0.8818, loss_cls: 1.1241, loss: 1.1241, grad_norm: 5.0341 2021-03-08 09:13:43,188 - mmaction - INFO - Epoch [49][600/940] lr: 1.000e-03, eta: 15:03:28, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7246, top5_acc: 0.8816, loss_cls: 1.1416, loss: 1.1416, grad_norm: 5.0707 2021-03-08 09:14:01,417 - mmaction - INFO - Epoch [49][620/940] lr: 1.000e-03, eta: 15:03:01, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7230, top5_acc: 0.8859, loss_cls: 1.1397, loss: 1.1397, grad_norm: 5.1285 2021-03-08 09:14:19,666 - mmaction - INFO - Epoch [49][640/940] lr: 1.000e-03, eta: 15:02:34, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7326, top5_acc: 0.8926, loss_cls: 1.0967, loss: 1.0967, grad_norm: 5.0627 2021-03-08 09:14:38,060 - mmaction - INFO - Epoch [49][660/940] lr: 1.000e-03, eta: 15:02:07, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7217, top5_acc: 0.8857, loss_cls: 1.1347, loss: 1.1347, grad_norm: 5.1285 2021-03-08 09:14:56,307 - mmaction - INFO - Epoch [49][680/940] lr: 1.000e-03, eta: 15:01:41, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7172, top5_acc: 0.8797, loss_cls: 1.1484, loss: 1.1484, grad_norm: 5.1052 2021-03-08 09:15:14,656 - mmaction - INFO - Epoch [49][700/940] lr: 1.000e-03, eta: 15:01:14, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.7295, top5_acc: 0.8871, loss_cls: 1.1200, loss: 1.1200, grad_norm: 5.0437 2021-03-08 09:15:32,837 - mmaction - INFO - Epoch [49][720/940] lr: 1.000e-03, eta: 15:00:47, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7236, top5_acc: 0.8787, loss_cls: 1.1528, loss: 1.1528, grad_norm: 5.1612 2021-03-08 09:15:51,025 - mmaction - INFO - Epoch [49][740/940] lr: 1.000e-03, eta: 15:00:20, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7361, top5_acc: 0.8889, loss_cls: 1.0949, loss: 1.0949, grad_norm: 5.0334 2021-03-08 09:16:09,416 - mmaction - INFO - Epoch [49][760/940] lr: 1.000e-03, eta: 14:59:53, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7139, top5_acc: 0.8727, loss_cls: 1.1699, loss: 1.1699, grad_norm: 5.1082 2021-03-08 09:16:27,653 - mmaction - INFO - Epoch [49][780/940] lr: 1.000e-03, eta: 14:59:26, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7277, top5_acc: 0.8834, loss_cls: 1.1361, loss: 1.1361, grad_norm: 5.0328 2021-03-08 09:16:45,949 - mmaction - INFO - Epoch [49][800/940] lr: 1.000e-03, eta: 14:59:00, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7258, top5_acc: 0.8902, loss_cls: 1.1203, loss: 1.1203, grad_norm: 5.1268 2021-03-08 09:17:04,183 - mmaction - INFO - Epoch [49][820/940] lr: 1.000e-03, eta: 14:58:33, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7260, top5_acc: 0.8875, loss_cls: 1.1212, loss: 1.1212, grad_norm: 5.1073 2021-03-08 09:17:22,440 - mmaction - INFO - Epoch [49][840/940] lr: 1.000e-03, eta: 14:58:06, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7453, top5_acc: 0.8908, loss_cls: 1.0770, loss: 1.0770, grad_norm: 5.0545 2021-03-08 09:17:40,711 - mmaction - INFO - Epoch [49][860/940] lr: 1.000e-03, eta: 14:57:39, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7344, top5_acc: 0.8875, loss_cls: 1.1037, loss: 1.1037, grad_norm: 5.1101 2021-03-08 09:17:59,023 - mmaction - INFO - Epoch [49][880/940] lr: 1.000e-03, eta: 14:57:12, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7227, top5_acc: 0.8842, loss_cls: 1.1375, loss: 1.1375, grad_norm: 5.1493 2021-03-08 09:18:17,262 - mmaction - INFO - Epoch [49][900/940] lr: 1.000e-03, eta: 14:56:46, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7215, top5_acc: 0.8773, loss_cls: 1.1931, loss: 1.1931, grad_norm: 5.2552 2021-03-08 09:18:35,554 - mmaction - INFO - Epoch [49][920/940] lr: 1.000e-03, eta: 14:56:19, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7381, top5_acc: 0.8887, loss_cls: 1.0900, loss: 1.0900, grad_norm: 5.0354 2021-03-08 09:18:53,235 - mmaction - INFO - Epoch [49][940/940] lr: 1.000e-03, eta: 14:55:52, time: 0.884, data_time: 0.002, memory: 8361, top1_acc: 0.7216, top5_acc: 0.8825, loss_cls: 1.1411, loss: 1.1411, grad_norm: 5.2160 2021-03-08 09:18:55,315 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-03-08 09:21:35,051 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 09:21:36,031 - mmaction - INFO - top1_acc 0.7050 top5_acc 0.8898 2021-03-08 09:21:36,039 - mmaction - INFO - Epoch(val) [49][940] top1_acc: 0.7050, top5_acc: 0.8898 2021-03-08 09:25:06,320 - mmaction - INFO - Epoch [50][20/940] lr: 1.000e-03, eta: 14:58:44, time: 10.514, data_time: 9.591, memory: 8361, top1_acc: 0.7285, top5_acc: 0.8920, loss_cls: 1.1127, loss: 1.1127, grad_norm: 5.1488 2021-03-08 09:25:24,496 - mmaction - INFO - Epoch [50][40/940] lr: 1.000e-03, eta: 14:58:17, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.7273, top5_acc: 0.8934, loss_cls: 1.1256, loss: 1.1256, grad_norm: 5.1193 2021-03-08 09:25:42,611 - mmaction - INFO - Epoch [50][60/940] lr: 1.000e-03, eta: 14:57:50, time: 0.907, data_time: 0.003, memory: 8361, top1_acc: 0.7348, top5_acc: 0.8904, loss_cls: 1.0831, loss: 1.0831, grad_norm: 5.0537 2021-03-08 09:26:00,761 - mmaction - INFO - Epoch [50][80/940] lr: 1.000e-03, eta: 14:57:23, time: 0.906, data_time: 0.001, memory: 8361, top1_acc: 0.7266, top5_acc: 0.8889, loss_cls: 1.1140, loss: 1.1140, grad_norm: 5.1593 2021-03-08 09:26:19,099 - mmaction - INFO - Epoch [50][100/940] lr: 1.000e-03, eta: 14:56:57, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.7314, top5_acc: 0.8947, loss_cls: 1.0869, loss: 1.0869, grad_norm: 5.0776 2021-03-08 09:26:37,313 - mmaction - INFO - Epoch [50][120/940] lr: 1.000e-03, eta: 14:56:30, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7191, top5_acc: 0.8793, loss_cls: 1.1440, loss: 1.1440, grad_norm: 5.1848 2021-03-08 09:26:55,533 - mmaction - INFO - Epoch [50][140/940] lr: 1.000e-03, eta: 14:56:03, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7236, top5_acc: 0.8881, loss_cls: 1.1339, loss: 1.1339, grad_norm: 5.2032 2021-03-08 09:27:13,714 - mmaction - INFO - Epoch [50][160/940] lr: 1.000e-03, eta: 14:55:36, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7234, top5_acc: 0.8883, loss_cls: 1.1191, loss: 1.1191, grad_norm: 5.1402 2021-03-08 09:27:31,905 - mmaction - INFO - Epoch [50][180/940] lr: 1.000e-03, eta: 14:55:09, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7148, top5_acc: 0.8930, loss_cls: 1.1288, loss: 1.1288, grad_norm: 5.2316 2021-03-08 09:27:50,118 - mmaction - INFO - Epoch [50][200/940] lr: 1.000e-03, eta: 14:54:42, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7355, top5_acc: 0.8926, loss_cls: 1.0892, loss: 1.0892, grad_norm: 5.0672 2021-03-08 09:28:08,419 - mmaction - INFO - Epoch [50][220/940] lr: 1.000e-03, eta: 14:54:15, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7291, top5_acc: 0.8793, loss_cls: 1.1413, loss: 1.1413, grad_norm: 5.1179 2021-03-08 09:28:26,720 - mmaction - INFO - Epoch [50][240/940] lr: 1.000e-03, eta: 14:53:48, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7320, top5_acc: 0.8865, loss_cls: 1.0823, loss: 1.0823, grad_norm: 5.0651 2021-03-08 09:28:45,076 - mmaction - INFO - Epoch [50][260/940] lr: 1.000e-03, eta: 14:53:22, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7221, top5_acc: 0.8861, loss_cls: 1.1314, loss: 1.1314, grad_norm: 5.1555 2021-03-08 09:29:03,357 - mmaction - INFO - Epoch [50][280/940] lr: 1.000e-03, eta: 14:52:55, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7309, top5_acc: 0.8869, loss_cls: 1.1093, loss: 1.1093, grad_norm: 5.0980 2021-03-08 09:29:21,665 - mmaction - INFO - Epoch [50][300/940] lr: 1.000e-03, eta: 14:52:28, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7264, top5_acc: 0.8828, loss_cls: 1.1226, loss: 1.1226, grad_norm: 5.1279 2021-03-08 09:29:40,009 - mmaction - INFO - Epoch [50][320/940] lr: 1.000e-03, eta: 14:52:01, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7402, top5_acc: 0.8920, loss_cls: 1.0912, loss: 1.0912, grad_norm: 5.0178 2021-03-08 09:29:58,297 - mmaction - INFO - Epoch [50][340/940] lr: 1.000e-03, eta: 14:51:34, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7371, top5_acc: 0.8857, loss_cls: 1.0889, loss: 1.0889, grad_norm: 5.0514 2021-03-08 09:30:16,605 - mmaction - INFO - Epoch [50][360/940] lr: 1.000e-03, eta: 14:51:08, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7395, top5_acc: 0.8914, loss_cls: 1.0779, loss: 1.0779, grad_norm: 5.0657 2021-03-08 09:30:34,860 - mmaction - INFO - Epoch [50][380/940] lr: 1.000e-03, eta: 14:50:41, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7318, top5_acc: 0.8846, loss_cls: 1.1279, loss: 1.1279, grad_norm: 5.0553 2021-03-08 09:30:53,052 - mmaction - INFO - Epoch [50][400/940] lr: 1.000e-03, eta: 14:50:14, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7283, top5_acc: 0.8873, loss_cls: 1.1174, loss: 1.1174, grad_norm: 5.0826 2021-03-08 09:31:11,323 - mmaction - INFO - Epoch [50][420/940] lr: 1.000e-03, eta: 14:49:47, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7340, top5_acc: 0.8830, loss_cls: 1.0955, loss: 1.0955, grad_norm: 5.0292 2021-03-08 09:31:29,549 - mmaction - INFO - Epoch [50][440/940] lr: 1.000e-03, eta: 14:49:21, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7279, top5_acc: 0.8930, loss_cls: 1.0746, loss: 1.0746, grad_norm: 4.9931 2021-03-08 09:31:47,788 - mmaction - INFO - Epoch [50][460/940] lr: 1.000e-03, eta: 14:48:54, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7311, top5_acc: 0.8887, loss_cls: 1.1045, loss: 1.1045, grad_norm: 5.0488 2021-03-08 09:32:06,023 - mmaction - INFO - Epoch [50][480/940] lr: 1.000e-03, eta: 14:48:27, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7363, top5_acc: 0.8914, loss_cls: 1.0870, loss: 1.0870, grad_norm: 5.0144 2021-03-08 09:32:24,336 - mmaction - INFO - Epoch [50][500/940] lr: 1.000e-03, eta: 14:48:00, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7395, top5_acc: 0.8881, loss_cls: 1.1102, loss: 1.1102, grad_norm: 4.9833 2021-03-08 09:32:42,555 - mmaction - INFO - Epoch [50][520/940] lr: 1.000e-03, eta: 14:47:33, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7391, top5_acc: 0.8910, loss_cls: 1.0782, loss: 1.0782, grad_norm: 5.0957 2021-03-08 09:33:00,794 - mmaction - INFO - Epoch [50][540/940] lr: 1.000e-03, eta: 14:47:07, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7299, top5_acc: 0.8838, loss_cls: 1.1093, loss: 1.1093, grad_norm: 5.0572 2021-03-08 09:33:19,081 - mmaction - INFO - Epoch [50][560/940] lr: 1.000e-03, eta: 14:46:40, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7246, top5_acc: 0.8881, loss_cls: 1.1084, loss: 1.1084, grad_norm: 5.1071 2021-03-08 09:33:37,306 - mmaction - INFO - Epoch [50][580/940] lr: 1.000e-03, eta: 14:46:13, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7229, top5_acc: 0.8830, loss_cls: 1.1308, loss: 1.1308, grad_norm: 5.1684 2021-03-08 09:33:55,513 - mmaction - INFO - Epoch [50][600/940] lr: 1.000e-03, eta: 14:45:47, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7301, top5_acc: 0.8885, loss_cls: 1.0998, loss: 1.0998, grad_norm: 5.1247 2021-03-08 09:34:13,774 - mmaction - INFO - Epoch [50][620/940] lr: 1.000e-03, eta: 14:45:20, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7199, top5_acc: 0.8852, loss_cls: 1.1253, loss: 1.1253, grad_norm: 5.2128 2021-03-08 09:34:32,028 - mmaction - INFO - Epoch [50][640/940] lr: 1.000e-03, eta: 14:44:53, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7207, top5_acc: 0.8797, loss_cls: 1.1562, loss: 1.1562, grad_norm: 5.1892 2021-03-08 09:34:50,435 - mmaction - INFO - Epoch [50][660/940] lr: 1.000e-03, eta: 14:44:27, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7246, top5_acc: 0.8838, loss_cls: 1.1339, loss: 1.1339, grad_norm: 5.2174 2021-03-08 09:35:08,643 - mmaction - INFO - Epoch [50][680/940] lr: 1.000e-03, eta: 14:44:00, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7324, top5_acc: 0.8887, loss_cls: 1.1016, loss: 1.1016, grad_norm: 5.0789 2021-03-08 09:35:26,965 - mmaction - INFO - Epoch [50][700/940] lr: 1.000e-03, eta: 14:43:33, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7307, top5_acc: 0.8834, loss_cls: 1.1130, loss: 1.1130, grad_norm: 5.1388 2021-03-08 09:35:45,248 - mmaction - INFO - Epoch [50][720/940] lr: 1.000e-03, eta: 14:43:07, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7221, top5_acc: 0.8842, loss_cls: 1.1412, loss: 1.1412, grad_norm: 5.2327 2021-03-08 09:36:03,514 - mmaction - INFO - Epoch [50][740/940] lr: 1.000e-03, eta: 14:42:40, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7234, top5_acc: 0.8854, loss_cls: 1.1390, loss: 1.1390, grad_norm: 5.1417 2021-03-08 09:36:21,881 - mmaction - INFO - Epoch [50][760/940] lr: 1.000e-03, eta: 14:42:13, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7268, top5_acc: 0.8803, loss_cls: 1.1340, loss: 1.1340, grad_norm: 5.1015 2021-03-08 09:36:40,093 - mmaction - INFO - Epoch [50][780/940] lr: 1.000e-03, eta: 14:41:47, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7232, top5_acc: 0.8877, loss_cls: 1.1044, loss: 1.1044, grad_norm: 5.0832 2021-03-08 09:36:58,298 - mmaction - INFO - Epoch [50][800/940] lr: 1.000e-03, eta: 14:41:20, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7283, top5_acc: 0.8912, loss_cls: 1.1110, loss: 1.1110, grad_norm: 5.1375 2021-03-08 09:37:16,571 - mmaction - INFO - Epoch [50][820/940] lr: 1.000e-03, eta: 14:40:53, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7170, top5_acc: 0.8797, loss_cls: 1.1449, loss: 1.1449, grad_norm: 5.1450 2021-03-08 09:37:34,815 - mmaction - INFO - Epoch [50][840/940] lr: 1.000e-03, eta: 14:40:27, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7191, top5_acc: 0.8846, loss_cls: 1.1528, loss: 1.1528, grad_norm: 5.2324 2021-03-08 09:37:53,124 - mmaction - INFO - Epoch [50][860/940] lr: 1.000e-03, eta: 14:40:00, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7334, top5_acc: 0.8906, loss_cls: 1.1107, loss: 1.1107, grad_norm: 5.1646 2021-03-08 09:38:11,564 - mmaction - INFO - Epoch [50][880/940] lr: 1.000e-03, eta: 14:39:34, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7379, top5_acc: 0.8945, loss_cls: 1.0840, loss: 1.0840, grad_norm: 5.0152 2021-03-08 09:38:29,875 - mmaction - INFO - Epoch [50][900/940] lr: 1.000e-03, eta: 14:39:07, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7326, top5_acc: 0.8840, loss_cls: 1.1098, loss: 1.1098, grad_norm: 5.1389 2021-03-08 09:38:48,171 - mmaction - INFO - Epoch [50][920/940] lr: 1.000e-03, eta: 14:38:41, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7348, top5_acc: 0.8865, loss_cls: 1.1219, loss: 1.1219, grad_norm: 5.0975 2021-03-08 09:39:05,864 - mmaction - INFO - Epoch [50][940/940] lr: 1.000e-03, eta: 14:38:13, time: 0.884, data_time: 0.002, memory: 8361, top1_acc: 0.7226, top5_acc: 0.8829, loss_cls: 1.1422, loss: 1.1422, grad_norm: 5.1941 2021-03-08 09:39:07,923 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-03-08 09:41:41,275 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 09:41:42,252 - mmaction - INFO - top1_acc 0.7055 top5_acc 0.8910 2021-03-08 09:41:42,260 - mmaction - INFO - Epoch(val) [50][940] top1_acc: 0.7055, top5_acc: 0.8910 2021-03-08 09:45:14,655 - mmaction - INFO - Epoch [51][20/940] lr: 1.000e-03, eta: 14:41:01, time: 10.619, data_time: 9.707, memory: 8361, top1_acc: 0.7332, top5_acc: 0.8893, loss_cls: 1.0967, loss: 1.0967, grad_norm: 5.0401 2021-03-08 09:45:32,857 - mmaction - INFO - Epoch [51][40/940] lr: 1.000e-03, eta: 14:40:34, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7328, top5_acc: 0.8836, loss_cls: 1.1177, loss: 1.1177, grad_norm: 5.0882 2021-03-08 09:45:51,151 - mmaction - INFO - Epoch [51][60/940] lr: 1.000e-03, eta: 14:40:07, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7375, top5_acc: 0.8934, loss_cls: 1.0819, loss: 1.0819, grad_norm: 4.9703 2021-03-08 09:46:09,339 - mmaction - INFO - Epoch [51][80/940] lr: 1.000e-03, eta: 14:39:40, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.7252, top5_acc: 0.8904, loss_cls: 1.1125, loss: 1.1125, grad_norm: 5.1580 2021-03-08 09:46:27,541 - mmaction - INFO - Epoch [51][100/940] lr: 1.000e-03, eta: 14:39:14, time: 0.911, data_time: 0.003, memory: 8361, top1_acc: 0.7307, top5_acc: 0.8881, loss_cls: 1.1058, loss: 1.1058, grad_norm: 5.0592 2021-03-08 09:46:45,787 - mmaction - INFO - Epoch [51][120/940] lr: 1.000e-03, eta: 14:38:47, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7289, top5_acc: 0.8848, loss_cls: 1.1138, loss: 1.1138, grad_norm: 5.0921 2021-03-08 09:47:04,088 - mmaction - INFO - Epoch [51][140/940] lr: 1.000e-03, eta: 14:38:20, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7348, top5_acc: 0.8912, loss_cls: 1.0909, loss: 1.0909, grad_norm: 5.0598 2021-03-08 09:47:22,292 - mmaction - INFO - Epoch [51][160/940] lr: 1.000e-03, eta: 14:37:54, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7195, top5_acc: 0.8822, loss_cls: 1.1503, loss: 1.1503, grad_norm: 5.1675 2021-03-08 09:47:40,510 - mmaction - INFO - Epoch [51][180/940] lr: 1.000e-03, eta: 14:37:27, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7402, top5_acc: 0.8916, loss_cls: 1.0676, loss: 1.0676, grad_norm: 5.1094 2021-03-08 09:47:58,806 - mmaction - INFO - Epoch [51][200/940] lr: 1.000e-03, eta: 14:37:00, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7217, top5_acc: 0.8795, loss_cls: 1.1396, loss: 1.1396, grad_norm: 5.1829 2021-03-08 09:48:17,091 - mmaction - INFO - Epoch [51][220/940] lr: 1.000e-03, eta: 14:36:34, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7324, top5_acc: 0.8936, loss_cls: 1.0948, loss: 1.0948, grad_norm: 5.1941 2021-03-08 09:48:35,414 - mmaction - INFO - Epoch [51][240/940] lr: 1.000e-03, eta: 14:36:07, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7270, top5_acc: 0.8834, loss_cls: 1.1261, loss: 1.1261, grad_norm: 5.1957 2021-03-08 09:48:53,775 - mmaction - INFO - Epoch [51][260/940] lr: 1.000e-03, eta: 14:35:40, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7318, top5_acc: 0.8889, loss_cls: 1.0986, loss: 1.0986, grad_norm: 5.1047 2021-03-08 09:49:12,000 - mmaction - INFO - Epoch [51][280/940] lr: 1.000e-03, eta: 14:35:14, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7309, top5_acc: 0.8883, loss_cls: 1.1107, loss: 1.1107, grad_norm: 5.1928 2021-03-08 09:49:30,384 - mmaction - INFO - Epoch [51][300/940] lr: 1.000e-03, eta: 14:34:47, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7275, top5_acc: 0.8871, loss_cls: 1.1217, loss: 1.1217, grad_norm: 5.1791 2021-03-08 09:49:48,745 - mmaction - INFO - Epoch [51][320/940] lr: 1.000e-03, eta: 14:34:21, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7229, top5_acc: 0.8914, loss_cls: 1.1049, loss: 1.1049, grad_norm: 5.1399 2021-03-08 09:50:07,036 - mmaction - INFO - Epoch [51][340/940] lr: 1.000e-03, eta: 14:33:54, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7318, top5_acc: 0.8936, loss_cls: 1.0910, loss: 1.0910, grad_norm: 5.0785 2021-03-08 09:50:25,309 - mmaction - INFO - Epoch [51][360/940] lr: 1.000e-03, eta: 14:33:27, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7301, top5_acc: 0.8844, loss_cls: 1.1162, loss: 1.1162, grad_norm: 5.1040 2021-03-08 09:50:43,661 - mmaction - INFO - Epoch [51][380/940] lr: 1.000e-03, eta: 14:33:01, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7258, top5_acc: 0.8939, loss_cls: 1.0974, loss: 1.0974, grad_norm: 5.1900 2021-03-08 09:51:02,100 - mmaction - INFO - Epoch [51][400/940] lr: 1.000e-03, eta: 14:32:34, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.7195, top5_acc: 0.8854, loss_cls: 1.1225, loss: 1.1225, grad_norm: 5.2217 2021-03-08 09:51:20,347 - mmaction - INFO - Epoch [51][420/940] lr: 1.000e-03, eta: 14:32:08, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7193, top5_acc: 0.8793, loss_cls: 1.1463, loss: 1.1463, grad_norm: 5.2105 2021-03-08 09:51:38,630 - mmaction - INFO - Epoch [51][440/940] lr: 1.000e-03, eta: 14:31:41, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7332, top5_acc: 0.8893, loss_cls: 1.0981, loss: 1.0981, grad_norm: 5.1406 2021-03-08 09:51:56,939 - mmaction - INFO - Epoch [51][460/940] lr: 1.000e-03, eta: 14:31:15, time: 0.917, data_time: 0.003, memory: 8361, top1_acc: 0.7309, top5_acc: 0.8896, loss_cls: 1.0993, loss: 1.0993, grad_norm: 5.1383 2021-03-08 09:52:15,123 - mmaction - INFO - Epoch [51][480/940] lr: 1.000e-03, eta: 14:30:48, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7262, top5_acc: 0.8812, loss_cls: 1.1341, loss: 1.1341, grad_norm: 5.1928 2021-03-08 09:52:33,482 - mmaction - INFO - Epoch [51][500/940] lr: 1.000e-03, eta: 14:30:22, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7240, top5_acc: 0.8852, loss_cls: 1.1419, loss: 1.1419, grad_norm: 5.1764 2021-03-08 09:52:51,771 - mmaction - INFO - Epoch [51][520/940] lr: 1.000e-03, eta: 14:29:55, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7340, top5_acc: 0.8850, loss_cls: 1.1104, loss: 1.1104, grad_norm: 5.1675 2021-03-08 09:53:10,067 - mmaction - INFO - Epoch [51][540/940] lr: 1.000e-03, eta: 14:29:29, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7439, top5_acc: 0.8939, loss_cls: 1.0659, loss: 1.0659, grad_norm: 5.0567 2021-03-08 09:53:28,280 - mmaction - INFO - Epoch [51][560/940] lr: 1.000e-03, eta: 14:29:02, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7316, top5_acc: 0.8836, loss_cls: 1.1187, loss: 1.1187, grad_norm: 5.1067 2021-03-08 09:53:46,588 - mmaction - INFO - Epoch [51][580/940] lr: 1.000e-03, eta: 14:28:35, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7299, top5_acc: 0.8896, loss_cls: 1.0856, loss: 1.0856, grad_norm: 5.0508 2021-03-08 09:54:04,886 - mmaction - INFO - Epoch [51][600/940] lr: 1.000e-03, eta: 14:28:09, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7291, top5_acc: 0.8869, loss_cls: 1.1169, loss: 1.1169, grad_norm: 5.1299 2021-03-08 09:54:23,208 - mmaction - INFO - Epoch [51][620/940] lr: 1.000e-03, eta: 14:27:42, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7238, top5_acc: 0.8871, loss_cls: 1.1172, loss: 1.1172, grad_norm: 5.0809 2021-03-08 09:54:41,614 - mmaction - INFO - Epoch [51][640/940] lr: 1.000e-03, eta: 14:27:16, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7379, top5_acc: 0.8947, loss_cls: 1.0738, loss: 1.0738, grad_norm: 5.1322 2021-03-08 09:54:59,921 - mmaction - INFO - Epoch [51][660/940] lr: 1.000e-03, eta: 14:26:50, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7344, top5_acc: 0.8865, loss_cls: 1.0864, loss: 1.0864, grad_norm: 5.1080 2021-03-08 09:55:18,314 - mmaction - INFO - Epoch [51][680/940] lr: 1.000e-03, eta: 14:26:23, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7309, top5_acc: 0.8908, loss_cls: 1.0942, loss: 1.0942, grad_norm: 5.0927 2021-03-08 09:55:36,520 - mmaction - INFO - Epoch [51][700/940] lr: 1.000e-03, eta: 14:25:57, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7322, top5_acc: 0.8844, loss_cls: 1.1131, loss: 1.1131, grad_norm: 5.2334 2021-03-08 09:55:54,802 - mmaction - INFO - Epoch [51][720/940] lr: 1.000e-03, eta: 14:25:30, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7344, top5_acc: 0.8869, loss_cls: 1.1073, loss: 1.1073, grad_norm: 5.1138 2021-03-08 09:56:13,066 - mmaction - INFO - Epoch [51][740/940] lr: 1.000e-03, eta: 14:25:04, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7229, top5_acc: 0.8873, loss_cls: 1.1169, loss: 1.1169, grad_norm: 5.2252 2021-03-08 09:56:31,317 - mmaction - INFO - Epoch [51][760/940] lr: 1.000e-03, eta: 14:24:37, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7330, top5_acc: 0.8912, loss_cls: 1.0868, loss: 1.0868, grad_norm: 5.2306 2021-03-08 09:56:49,638 - mmaction - INFO - Epoch [51][780/940] lr: 1.000e-03, eta: 14:24:11, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7252, top5_acc: 0.8887, loss_cls: 1.1170, loss: 1.1170, grad_norm: 5.1684 2021-03-08 09:57:07,885 - mmaction - INFO - Epoch [51][800/940] lr: 1.000e-03, eta: 14:23:44, time: 0.912, data_time: 0.003, memory: 8361, top1_acc: 0.7264, top5_acc: 0.8830, loss_cls: 1.1276, loss: 1.1276, grad_norm: 5.1701 2021-03-08 09:57:26,202 - mmaction - INFO - Epoch [51][820/940] lr: 1.000e-03, eta: 14:23:18, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7309, top5_acc: 0.8969, loss_cls: 1.0874, loss: 1.0874, grad_norm: 5.1475 2021-03-08 09:57:44,410 - mmaction - INFO - Epoch [51][840/940] lr: 1.000e-03, eta: 14:22:51, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7322, top5_acc: 0.8928, loss_cls: 1.1020, loss: 1.1020, grad_norm: 5.1533 2021-03-08 09:58:02,737 - mmaction - INFO - Epoch [51][860/940] lr: 1.000e-03, eta: 14:22:25, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7414, top5_acc: 0.8939, loss_cls: 1.0627, loss: 1.0627, grad_norm: 5.0573 2021-03-08 09:58:21,085 - mmaction - INFO - Epoch [51][880/940] lr: 1.000e-03, eta: 14:21:59, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7262, top5_acc: 0.8822, loss_cls: 1.1384, loss: 1.1384, grad_norm: 5.1714 2021-03-08 09:58:39,388 - mmaction - INFO - Epoch [51][900/940] lr: 1.000e-03, eta: 14:21:32, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7146, top5_acc: 0.8781, loss_cls: 1.1716, loss: 1.1716, grad_norm: 5.2392 2021-03-08 09:58:57,596 - mmaction - INFO - Epoch [51][920/940] lr: 1.000e-03, eta: 14:21:06, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7502, top5_acc: 0.8963, loss_cls: 1.0372, loss: 1.0372, grad_norm: 4.9201 2021-03-08 09:59:15,359 - mmaction - INFO - Epoch [51][940/940] lr: 1.000e-03, eta: 14:20:39, time: 0.888, data_time: 0.002, memory: 8361, top1_acc: 0.7277, top5_acc: 0.8831, loss_cls: 1.1209, loss: 1.1209, grad_norm: 5.2491 2021-03-08 09:59:17,218 - mmaction - INFO - Saving checkpoint at 51 epochs 2021-03-08 10:02:11,063 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 10:02:12,042 - mmaction - INFO - top1_acc 0.7046 top5_acc 0.8902 2021-03-08 10:02:12,050 - mmaction - INFO - Epoch(val) [51][940] top1_acc: 0.7046, top5_acc: 0.8902 2021-03-08 10:05:36,724 - mmaction - INFO - Epoch [52][20/940] lr: 1.000e-03, eta: 14:23:11, time: 10.233, data_time: 9.199, memory: 8361, top1_acc: 0.7391, top5_acc: 0.8918, loss_cls: 1.0986, loss: 1.0986, grad_norm: 5.1392 2021-03-08 10:05:54,810 - mmaction - INFO - Epoch [52][40/940] lr: 1.000e-03, eta: 14:22:45, time: 0.904, data_time: 0.002, memory: 8361, top1_acc: 0.7211, top5_acc: 0.8779, loss_cls: 1.1449, loss: 1.1449, grad_norm: 5.1565 2021-03-08 10:06:12,918 - mmaction - INFO - Epoch [52][60/940] lr: 1.000e-03, eta: 14:22:18, time: 0.905, data_time: 0.002, memory: 8361, top1_acc: 0.7291, top5_acc: 0.8834, loss_cls: 1.1333, loss: 1.1333, grad_norm: 5.1674 2021-03-08 10:06:31,095 - mmaction - INFO - Epoch [52][80/940] lr: 1.000e-03, eta: 14:21:51, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7279, top5_acc: 0.8863, loss_cls: 1.0987, loss: 1.0987, grad_norm: 5.1393 2021-03-08 10:06:49,341 - mmaction - INFO - Epoch [52][100/940] lr: 1.000e-03, eta: 14:21:25, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7354, top5_acc: 0.8854, loss_cls: 1.1051, loss: 1.1051, grad_norm: 5.1393 2021-03-08 10:07:07,494 - mmaction - INFO - Epoch [52][120/940] lr: 1.000e-03, eta: 14:20:58, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.7281, top5_acc: 0.8824, loss_cls: 1.1050, loss: 1.1050, grad_norm: 5.1764 2021-03-08 10:07:25,726 - mmaction - INFO - Epoch [52][140/940] lr: 1.000e-03, eta: 14:20:31, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7352, top5_acc: 0.8873, loss_cls: 1.1143, loss: 1.1143, grad_norm: 5.1811 2021-03-08 10:07:43,897 - mmaction - INFO - Epoch [52][160/940] lr: 1.000e-03, eta: 14:20:05, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7271, top5_acc: 0.8873, loss_cls: 1.1013, loss: 1.1013, grad_norm: 5.1516 2021-03-08 10:08:02,073 - mmaction - INFO - Epoch [52][180/940] lr: 1.000e-03, eta: 14:19:38, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7213, top5_acc: 0.8832, loss_cls: 1.1461, loss: 1.1461, grad_norm: 5.2300 2021-03-08 10:08:20,387 - mmaction - INFO - Epoch [52][200/940] lr: 1.000e-03, eta: 14:19:12, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7357, top5_acc: 0.8881, loss_cls: 1.0825, loss: 1.0825, grad_norm: 5.0732 2021-03-08 10:08:38,733 - mmaction - INFO - Epoch [52][220/940] lr: 1.000e-03, eta: 14:18:45, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7291, top5_acc: 0.8852, loss_cls: 1.1062, loss: 1.1062, grad_norm: 5.1066 2021-03-08 10:08:57,055 - mmaction - INFO - Epoch [52][240/940] lr: 1.000e-03, eta: 14:18:19, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7383, top5_acc: 0.8887, loss_cls: 1.0968, loss: 1.0968, grad_norm: 5.0924 2021-03-08 10:09:15,467 - mmaction - INFO - Epoch [52][260/940] lr: 1.000e-03, eta: 14:17:53, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7291, top5_acc: 0.8875, loss_cls: 1.1170, loss: 1.1170, grad_norm: 5.2747 2021-03-08 10:09:33,911 - mmaction - INFO - Epoch [52][280/940] lr: 1.000e-03, eta: 14:17:26, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.7299, top5_acc: 0.8826, loss_cls: 1.1143, loss: 1.1143, grad_norm: 5.2293 2021-03-08 10:09:52,327 - mmaction - INFO - Epoch [52][300/940] lr: 1.000e-03, eta: 14:17:00, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7455, top5_acc: 0.8934, loss_cls: 1.0520, loss: 1.0520, grad_norm: 5.0097 2021-03-08 10:10:10,638 - mmaction - INFO - Epoch [52][320/940] lr: 1.000e-03, eta: 14:16:34, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7389, top5_acc: 0.8932, loss_cls: 1.0663, loss: 1.0663, grad_norm: 5.1357 2021-03-08 10:10:29,038 - mmaction - INFO - Epoch [52][340/940] lr: 1.000e-03, eta: 14:16:07, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7248, top5_acc: 0.8830, loss_cls: 1.1372, loss: 1.1372, grad_norm: 5.3237 2021-03-08 10:10:47,573 - mmaction - INFO - Epoch [52][360/940] lr: 1.000e-03, eta: 14:15:41, time: 0.927, data_time: 0.002, memory: 8361, top1_acc: 0.7332, top5_acc: 0.8959, loss_cls: 1.0752, loss: 1.0752, grad_norm: 5.0991 2021-03-08 10:11:05,920 - mmaction - INFO - Epoch [52][380/940] lr: 1.000e-03, eta: 14:15:15, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7318, top5_acc: 0.8881, loss_cls: 1.0982, loss: 1.0982, grad_norm: 5.1704 2021-03-08 10:11:24,264 - mmaction - INFO - Epoch [52][400/940] lr: 1.000e-03, eta: 14:14:48, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7234, top5_acc: 0.8822, loss_cls: 1.1275, loss: 1.1275, grad_norm: 5.2246 2021-03-08 10:11:42,517 - mmaction - INFO - Epoch [52][420/940] lr: 1.000e-03, eta: 14:14:22, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7426, top5_acc: 0.8986, loss_cls: 1.0555, loss: 1.0555, grad_norm: 5.0868 2021-03-08 10:12:00,925 - mmaction - INFO - Epoch [52][440/940] lr: 1.000e-03, eta: 14:13:56, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7348, top5_acc: 0.8902, loss_cls: 1.0878, loss: 1.0878, grad_norm: 5.2082 2021-03-08 10:12:19,295 - mmaction - INFO - Epoch [52][460/940] lr: 1.000e-03, eta: 14:13:29, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7402, top5_acc: 0.8893, loss_cls: 1.1010, loss: 1.1010, grad_norm: 5.0321 2021-03-08 10:12:37,551 - mmaction - INFO - Epoch [52][480/940] lr: 1.000e-03, eta: 14:13:03, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7295, top5_acc: 0.8836, loss_cls: 1.1143, loss: 1.1143, grad_norm: 5.1374 2021-03-08 10:12:55,878 - mmaction - INFO - Epoch [52][500/940] lr: 1.000e-03, eta: 14:12:37, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7355, top5_acc: 0.8871, loss_cls: 1.0994, loss: 1.0994, grad_norm: 5.1614 2021-03-08 10:13:14,263 - mmaction - INFO - Epoch [52][520/940] lr: 1.000e-03, eta: 14:12:10, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7258, top5_acc: 0.8834, loss_cls: 1.1270, loss: 1.1270, grad_norm: 5.2298 2021-03-08 10:13:32,584 - mmaction - INFO - Epoch [52][540/940] lr: 1.000e-03, eta: 14:11:44, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7359, top5_acc: 0.8900, loss_cls: 1.0874, loss: 1.0874, grad_norm: 5.1619 2021-03-08 10:13:50,863 - mmaction - INFO - Epoch [52][560/940] lr: 1.000e-03, eta: 14:11:18, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7346, top5_acc: 0.8893, loss_cls: 1.0880, loss: 1.0880, grad_norm: 5.0927 2021-03-08 10:14:09,214 - mmaction - INFO - Epoch [52][580/940] lr: 1.000e-03, eta: 14:10:51, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7379, top5_acc: 0.8857, loss_cls: 1.1149, loss: 1.1149, grad_norm: 5.2652 2021-03-08 10:14:27,665 - mmaction - INFO - Epoch [52][600/940] lr: 1.000e-03, eta: 14:10:25, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.7348, top5_acc: 0.8891, loss_cls: 1.0968, loss: 1.0968, grad_norm: 5.1869 2021-03-08 10:14:45,927 - mmaction - INFO - Epoch [52][620/940] lr: 1.000e-03, eta: 14:09:59, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7301, top5_acc: 0.8891, loss_cls: 1.1086, loss: 1.1086, grad_norm: 5.2622 2021-03-08 10:15:04,221 - mmaction - INFO - Epoch [52][640/940] lr: 1.000e-03, eta: 14:09:32, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7312, top5_acc: 0.8895, loss_cls: 1.0888, loss: 1.0888, grad_norm: 5.1939 2021-03-08 10:15:22,693 - mmaction - INFO - Epoch [52][660/940] lr: 1.000e-03, eta: 14:09:06, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7371, top5_acc: 0.8941, loss_cls: 1.0648, loss: 1.0648, grad_norm: 5.1187 2021-03-08 10:15:40,983 - mmaction - INFO - Epoch [52][680/940] lr: 1.000e-03, eta: 14:08:40, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7328, top5_acc: 0.8895, loss_cls: 1.0926, loss: 1.0926, grad_norm: 5.1911 2021-03-08 10:15:59,163 - mmaction - INFO - Epoch [52][700/940] lr: 1.000e-03, eta: 14:08:13, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7328, top5_acc: 0.8924, loss_cls: 1.0693, loss: 1.0693, grad_norm: 5.0870 2021-03-08 10:16:17,513 - mmaction - INFO - Epoch [52][720/940] lr: 1.000e-03, eta: 14:07:47, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7346, top5_acc: 0.8922, loss_cls: 1.0848, loss: 1.0848, grad_norm: 5.1400 2021-03-08 10:16:35,901 - mmaction - INFO - Epoch [52][740/940] lr: 1.000e-03, eta: 14:07:21, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7264, top5_acc: 0.8908, loss_cls: 1.1073, loss: 1.1073, grad_norm: 5.1833 2021-03-08 10:16:54,108 - mmaction - INFO - Epoch [52][760/940] lr: 1.000e-03, eta: 14:06:55, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7354, top5_acc: 0.8881, loss_cls: 1.0945, loss: 1.0945, grad_norm: 5.0961 2021-03-08 10:17:12,424 - mmaction - INFO - Epoch [52][780/940] lr: 1.000e-03, eta: 14:06:28, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7297, top5_acc: 0.8871, loss_cls: 1.1099, loss: 1.1099, grad_norm: 5.2235 2021-03-08 10:17:30,697 - mmaction - INFO - Epoch [52][800/940] lr: 1.000e-03, eta: 14:06:02, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7400, top5_acc: 0.8854, loss_cls: 1.0870, loss: 1.0870, grad_norm: 4.9752 2021-03-08 10:17:48,966 - mmaction - INFO - Epoch [52][820/940] lr: 1.000e-03, eta: 14:05:36, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7316, top5_acc: 0.8844, loss_cls: 1.1273, loss: 1.1273, grad_norm: 5.1891 2021-03-08 10:18:07,264 - mmaction - INFO - Epoch [52][840/940] lr: 1.000e-03, eta: 14:05:10, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7352, top5_acc: 0.8887, loss_cls: 1.0844, loss: 1.0844, grad_norm: 5.2448 2021-03-08 10:18:25,627 - mmaction - INFO - Epoch [52][860/940] lr: 1.000e-03, eta: 14:04:43, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7242, top5_acc: 0.8912, loss_cls: 1.1142, loss: 1.1142, grad_norm: 5.2562 2021-03-08 10:18:43,950 - mmaction - INFO - Epoch [52][880/940] lr: 1.000e-03, eta: 14:04:17, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7297, top5_acc: 0.8883, loss_cls: 1.1136, loss: 1.1136, grad_norm: 5.2528 2021-03-08 10:19:02,209 - mmaction - INFO - Epoch [52][900/940] lr: 1.000e-03, eta: 14:03:51, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7326, top5_acc: 0.8857, loss_cls: 1.0899, loss: 1.0899, grad_norm: 5.1582 2021-03-08 10:19:20,612 - mmaction - INFO - Epoch [52][920/940] lr: 1.000e-03, eta: 14:03:25, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7330, top5_acc: 0.8818, loss_cls: 1.1132, loss: 1.1132, grad_norm: 5.2196 2021-03-08 10:19:38,339 - mmaction - INFO - Epoch [52][940/940] lr: 1.000e-03, eta: 14:02:58, time: 0.887, data_time: 0.002, memory: 8361, top1_acc: 0.7256, top5_acc: 0.8894, loss_cls: 1.1131, loss: 1.1131, grad_norm: 5.2810 2021-03-08 10:19:40,303 - mmaction - INFO - Saving checkpoint at 52 epochs 2021-03-08 10:22:19,196 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 10:22:20,187 - mmaction - INFO - top1_acc 0.7092 top5_acc 0.8916 2021-03-08 10:22:21,441 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. 2021-03-08 10:22:21,450 - mmaction - INFO - Best top1_acc is 0.7092 at 52 epoch. 2021-03-08 10:22:21,458 - mmaction - INFO - Epoch(val) [52][940] top1_acc: 0.7092, top5_acc: 0.8916 2021-03-08 10:25:54,163 - mmaction - INFO - Epoch [53][20/940] lr: 1.000e-03, eta: 14:05:31, time: 10.634, data_time: 9.720, memory: 8361, top1_acc: 0.7377, top5_acc: 0.8926, loss_cls: 1.0712, loss: 1.0712, grad_norm: 5.1208 2021-03-08 10:26:12,246 - mmaction - INFO - Epoch [53][40/940] lr: 1.000e-03, eta: 14:05:04, time: 0.904, data_time: 0.002, memory: 8361, top1_acc: 0.7330, top5_acc: 0.8885, loss_cls: 1.1147, loss: 1.1147, grad_norm: 5.1709 2021-03-08 10:26:30,383 - mmaction - INFO - Epoch [53][60/940] lr: 1.000e-03, eta: 14:04:38, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.7311, top5_acc: 0.8840, loss_cls: 1.1084, loss: 1.1084, grad_norm: 5.1608 2021-03-08 10:26:48,522 - mmaction - INFO - Epoch [53][80/940] lr: 1.000e-03, eta: 14:04:11, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.7332, top5_acc: 0.8979, loss_cls: 1.0579, loss: 1.0579, grad_norm: 5.1957 2021-03-08 10:27:06,721 - mmaction - INFO - Epoch [53][100/940] lr: 1.000e-03, eta: 14:03:45, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7330, top5_acc: 0.8945, loss_cls: 1.0666, loss: 1.0666, grad_norm: 5.0805 2021-03-08 10:27:25,000 - mmaction - INFO - Epoch [53][120/940] lr: 1.000e-03, eta: 14:03:19, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7412, top5_acc: 0.8895, loss_cls: 1.0797, loss: 1.0797, grad_norm: 5.0932 2021-03-08 10:27:43,257 - mmaction - INFO - Epoch [53][140/940] lr: 1.000e-03, eta: 14:02:52, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7307, top5_acc: 0.8881, loss_cls: 1.1022, loss: 1.1022, grad_norm: 5.2264 2021-03-08 10:28:01,508 - mmaction - INFO - Epoch [53][160/940] lr: 1.000e-03, eta: 14:02:26, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7350, top5_acc: 0.8939, loss_cls: 1.0593, loss: 1.0593, grad_norm: 5.1518 2021-03-08 10:28:19,790 - mmaction - INFO - Epoch [53][180/940] lr: 1.000e-03, eta: 14:02:00, time: 0.913, data_time: 0.004, memory: 8361, top1_acc: 0.7406, top5_acc: 0.8941, loss_cls: 1.0774, loss: 1.0774, grad_norm: 5.1785 2021-03-08 10:28:38,096 - mmaction - INFO - Epoch [53][200/940] lr: 1.000e-03, eta: 14:01:33, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7420, top5_acc: 0.8949, loss_cls: 1.0658, loss: 1.0658, grad_norm: 5.1383 2021-03-08 10:28:56,390 - mmaction - INFO - Epoch [53][220/940] lr: 1.000e-03, eta: 14:01:07, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7240, top5_acc: 0.8875, loss_cls: 1.1079, loss: 1.1079, grad_norm: 5.2896 2021-03-08 10:29:14,632 - mmaction - INFO - Epoch [53][240/940] lr: 1.000e-03, eta: 14:00:41, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7275, top5_acc: 0.8885, loss_cls: 1.1140, loss: 1.1140, grad_norm: 5.2163 2021-03-08 10:29:32,884 - mmaction - INFO - Epoch [53][260/940] lr: 1.000e-03, eta: 14:00:14, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7412, top5_acc: 0.8916, loss_cls: 1.0651, loss: 1.0651, grad_norm: 5.1123 2021-03-08 10:29:51,206 - mmaction - INFO - Epoch [53][280/940] lr: 1.000e-03, eta: 13:59:48, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7414, top5_acc: 0.9018, loss_cls: 1.0415, loss: 1.0415, grad_norm: 5.0788 2021-03-08 10:30:09,429 - mmaction - INFO - Epoch [53][300/940] lr: 1.000e-03, eta: 13:59:22, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7400, top5_acc: 0.8895, loss_cls: 1.0917, loss: 1.0917, grad_norm: 5.1391 2021-03-08 10:30:27,719 - mmaction - INFO - Epoch [53][320/940] lr: 1.000e-03, eta: 13:58:55, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7275, top5_acc: 0.8893, loss_cls: 1.0971, loss: 1.0971, grad_norm: 5.2614 2021-03-08 10:30:46,013 - mmaction - INFO - Epoch [53][340/940] lr: 1.000e-03, eta: 13:58:29, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7205, top5_acc: 0.8842, loss_cls: 1.1422, loss: 1.1422, grad_norm: 5.3871 2021-03-08 10:31:04,316 - mmaction - INFO - Epoch [53][360/940] lr: 1.000e-03, eta: 13:58:03, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7395, top5_acc: 0.8895, loss_cls: 1.0878, loss: 1.0878, grad_norm: 5.1411 2021-03-08 10:31:22,583 - mmaction - INFO - Epoch [53][380/940] lr: 1.000e-03, eta: 13:57:36, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7299, top5_acc: 0.8883, loss_cls: 1.1039, loss: 1.1039, grad_norm: 5.2116 2021-03-08 10:31:40,883 - mmaction - INFO - Epoch [53][400/940] lr: 1.000e-03, eta: 13:57:10, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7340, top5_acc: 0.8850, loss_cls: 1.1036, loss: 1.1036, grad_norm: 5.1802 2021-03-08 10:31:59,327 - mmaction - INFO - Epoch [53][420/940] lr: 1.000e-03, eta: 13:56:44, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7217, top5_acc: 0.8832, loss_cls: 1.1336, loss: 1.1336, grad_norm: 5.3374 2021-03-08 10:32:17,644 - mmaction - INFO - Epoch [53][440/940] lr: 1.000e-03, eta: 13:56:18, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7312, top5_acc: 0.8879, loss_cls: 1.1070, loss: 1.1070, grad_norm: 5.2437 2021-03-08 10:32:35,873 - mmaction - INFO - Epoch [53][460/940] lr: 1.000e-03, eta: 13:55:52, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7350, top5_acc: 0.8836, loss_cls: 1.1081, loss: 1.1081, grad_norm: 5.2316 2021-03-08 10:32:54,192 - mmaction - INFO - Epoch [53][480/940] lr: 1.000e-03, eta: 13:55:25, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7377, top5_acc: 0.8840, loss_cls: 1.0984, loss: 1.0984, grad_norm: 5.1553 2021-03-08 10:33:12,449 - mmaction - INFO - Epoch [53][500/940] lr: 1.000e-03, eta: 13:54:59, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7287, top5_acc: 0.8801, loss_cls: 1.1110, loss: 1.1110, grad_norm: 5.2322 2021-03-08 10:33:30,818 - mmaction - INFO - Epoch [53][520/940] lr: 1.000e-03, eta: 13:54:33, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7211, top5_acc: 0.8912, loss_cls: 1.1153, loss: 1.1153, grad_norm: 5.2313 2021-03-08 10:33:49,057 - mmaction - INFO - Epoch [53][540/940] lr: 1.000e-03, eta: 13:54:07, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7283, top5_acc: 0.8838, loss_cls: 1.1305, loss: 1.1305, grad_norm: 5.3164 2021-03-08 10:34:07,490 - mmaction - INFO - Epoch [53][560/940] lr: 1.000e-03, eta: 13:53:41, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7289, top5_acc: 0.8844, loss_cls: 1.1207, loss: 1.1207, grad_norm: 5.2912 2021-03-08 10:34:25,875 - mmaction - INFO - Epoch [53][580/940] lr: 1.000e-03, eta: 13:53:15, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7344, top5_acc: 0.8996, loss_cls: 1.0623, loss: 1.0623, grad_norm: 5.2967 2021-03-08 10:34:44,194 - mmaction - INFO - Epoch [53][600/940] lr: 1.000e-03, eta: 13:52:48, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7150, top5_acc: 0.8848, loss_cls: 1.1315, loss: 1.1315, grad_norm: 5.3783 2021-03-08 10:35:02,507 - mmaction - INFO - Epoch [53][620/940] lr: 1.000e-03, eta: 13:52:22, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7357, top5_acc: 0.8904, loss_cls: 1.0914, loss: 1.0914, grad_norm: 5.2217 2021-03-08 10:35:20,710 - mmaction - INFO - Epoch [53][640/940] lr: 1.000e-03, eta: 13:51:56, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7262, top5_acc: 0.8881, loss_cls: 1.1002, loss: 1.1002, grad_norm: 5.2387 2021-03-08 10:35:38,906 - mmaction - INFO - Epoch [53][660/940] lr: 1.000e-03, eta: 13:51:30, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7406, top5_acc: 0.8955, loss_cls: 1.0567, loss: 1.0567, grad_norm: 5.1175 2021-03-08 10:35:57,149 - mmaction - INFO - Epoch [53][680/940] lr: 1.000e-03, eta: 13:51:04, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7195, top5_acc: 0.8797, loss_cls: 1.1447, loss: 1.1447, grad_norm: 5.3888 2021-03-08 10:36:15,432 - mmaction - INFO - Epoch [53][700/940] lr: 1.000e-03, eta: 13:50:37, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7420, top5_acc: 0.8984, loss_cls: 1.0554, loss: 1.0554, grad_norm: 5.1527 2021-03-08 10:36:33,721 - mmaction - INFO - Epoch [53][720/940] lr: 1.000e-03, eta: 13:50:11, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7305, top5_acc: 0.8900, loss_cls: 1.0861, loss: 1.0861, grad_norm: 5.1851 2021-03-08 10:36:52,053 - mmaction - INFO - Epoch [53][740/940] lr: 1.000e-03, eta: 13:49:45, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7281, top5_acc: 0.8834, loss_cls: 1.1223, loss: 1.1223, grad_norm: 5.3701 2021-03-08 10:37:10,364 - mmaction - INFO - Epoch [53][760/940] lr: 1.000e-03, eta: 13:49:19, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7334, top5_acc: 0.8877, loss_cls: 1.0817, loss: 1.0817, grad_norm: 5.1012 2021-03-08 10:37:28,653 - mmaction - INFO - Epoch [53][780/940] lr: 1.000e-03, eta: 13:48:53, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7350, top5_acc: 0.8912, loss_cls: 1.0672, loss: 1.0672, grad_norm: 5.1775 2021-03-08 10:37:46,898 - mmaction - INFO - Epoch [53][800/940] lr: 1.000e-03, eta: 13:48:27, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7332, top5_acc: 0.8885, loss_cls: 1.1024, loss: 1.1024, grad_norm: 5.2925 2021-03-08 10:38:05,150 - mmaction - INFO - Epoch [53][820/940] lr: 1.000e-03, eta: 13:48:01, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7357, top5_acc: 0.8912, loss_cls: 1.0762, loss: 1.0762, grad_norm: 5.2152 2021-03-08 10:38:23,478 - mmaction - INFO - Epoch [53][840/940] lr: 1.000e-03, eta: 13:47:34, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7266, top5_acc: 0.8887, loss_cls: 1.1243, loss: 1.1243, grad_norm: 5.3002 2021-03-08 10:38:41,746 - mmaction - INFO - Epoch [53][860/940] lr: 1.000e-03, eta: 13:47:08, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7264, top5_acc: 0.8846, loss_cls: 1.1186, loss: 1.1186, grad_norm: 5.2547 2021-03-08 10:38:59,997 - mmaction - INFO - Epoch [53][880/940] lr: 1.000e-03, eta: 13:46:42, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7305, top5_acc: 0.8865, loss_cls: 1.1123, loss: 1.1123, grad_norm: 5.2813 2021-03-08 10:39:18,230 - mmaction - INFO - Epoch [53][900/940] lr: 1.000e-03, eta: 13:46:16, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7238, top5_acc: 0.8879, loss_cls: 1.1314, loss: 1.1314, grad_norm: 5.2507 2021-03-08 10:39:36,543 - mmaction - INFO - Epoch [53][920/940] lr: 1.000e-03, eta: 13:45:50, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7363, top5_acc: 0.8895, loss_cls: 1.0738, loss: 1.0738, grad_norm: 5.2664 2021-03-08 10:39:54,268 - mmaction - INFO - Epoch [53][940/940] lr: 1.000e-03, eta: 13:45:23, time: 0.887, data_time: 0.002, memory: 8361, top1_acc: 0.7273, top5_acc: 0.8902, loss_cls: 1.1070, loss: 1.1070, grad_norm: 5.3390 2021-03-08 10:39:56,162 - mmaction - INFO - Saving checkpoint at 53 epochs 2021-03-08 10:42:34,034 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 10:42:35,012 - mmaction - INFO - top1_acc 0.7065 top5_acc 0.8900 2021-03-08 10:42:35,020 - mmaction - INFO - Epoch(val) [53][940] top1_acc: 0.7065, top5_acc: 0.8900 2021-03-08 10:46:06,575 - mmaction - INFO - Epoch [54][20/940] lr: 1.000e-03, eta: 13:47:49, time: 10.577, data_time: 9.639, memory: 8361, top1_acc: 0.7283, top5_acc: 0.8855, loss_cls: 1.1047, loss: 1.1047, grad_norm: 5.2345 2021-03-08 10:46:24,846 - mmaction - INFO - Epoch [54][40/940] lr: 1.000e-03, eta: 13:47:22, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7451, top5_acc: 0.8996, loss_cls: 1.0453, loss: 1.0453, grad_norm: 5.0909 2021-03-08 10:46:43,049 - mmaction - INFO - Epoch [54][60/940] lr: 1.000e-03, eta: 13:46:56, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7342, top5_acc: 0.8957, loss_cls: 1.0545, loss: 1.0545, grad_norm: 5.2992 2021-03-08 10:47:01,216 - mmaction - INFO - Epoch [54][80/940] lr: 1.000e-03, eta: 13:46:30, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.7258, top5_acc: 0.8850, loss_cls: 1.1305, loss: 1.1305, grad_norm: 5.3072 2021-03-08 10:47:19,393 - mmaction - INFO - Epoch [54][100/940] lr: 1.000e-03, eta: 13:46:03, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7316, top5_acc: 0.8832, loss_cls: 1.1065, loss: 1.1065, grad_norm: 5.2019 2021-03-08 10:47:37,561 - mmaction - INFO - Epoch [54][120/940] lr: 1.000e-03, eta: 13:45:37, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.7371, top5_acc: 0.8926, loss_cls: 1.0771, loss: 1.0771, grad_norm: 5.2433 2021-03-08 10:47:55,804 - mmaction - INFO - Epoch [54][140/940] lr: 1.000e-03, eta: 13:45:11, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7393, top5_acc: 0.8850, loss_cls: 1.0899, loss: 1.0899, grad_norm: 5.2026 2021-03-08 10:48:14,102 - mmaction - INFO - Epoch [54][160/940] lr: 1.000e-03, eta: 13:44:45, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7389, top5_acc: 0.8922, loss_cls: 1.0758, loss: 1.0758, grad_norm: 5.2077 2021-03-08 10:48:32,435 - mmaction - INFO - Epoch [54][180/940] lr: 1.000e-03, eta: 13:44:19, time: 0.919, data_time: 0.004, memory: 8361, top1_acc: 0.7387, top5_acc: 0.8902, loss_cls: 1.0806, loss: 1.0806, grad_norm: 5.2287 2021-03-08 10:48:50,810 - mmaction - INFO - Epoch [54][200/940] lr: 1.000e-03, eta: 13:43:52, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7326, top5_acc: 0.8871, loss_cls: 1.1244, loss: 1.1244, grad_norm: 5.2712 2021-03-08 10:49:09,053 - mmaction - INFO - Epoch [54][220/940] lr: 1.000e-03, eta: 13:43:26, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7371, top5_acc: 0.8939, loss_cls: 1.0654, loss: 1.0654, grad_norm: 5.1581 2021-03-08 10:49:27,480 - mmaction - INFO - Epoch [54][240/940] lr: 1.000e-03, eta: 13:43:00, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7414, top5_acc: 0.8939, loss_cls: 1.0591, loss: 1.0591, grad_norm: 5.1066 2021-03-08 10:49:45,677 - mmaction - INFO - Epoch [54][260/940] lr: 1.000e-03, eta: 13:42:34, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7389, top5_acc: 0.8916, loss_cls: 1.0747, loss: 1.0747, grad_norm: 5.2522 2021-03-08 10:50:04,060 - mmaction - INFO - Epoch [54][280/940] lr: 1.000e-03, eta: 13:42:08, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7260, top5_acc: 0.8852, loss_cls: 1.1086, loss: 1.1086, grad_norm: 5.3142 2021-03-08 10:50:22,328 - mmaction - INFO - Epoch [54][300/940] lr: 1.000e-03, eta: 13:41:42, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7449, top5_acc: 0.8986, loss_cls: 1.0256, loss: 1.0256, grad_norm: 5.1422 2021-03-08 10:50:40,541 - mmaction - INFO - Epoch [54][320/940] lr: 1.000e-03, eta: 13:41:16, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7436, top5_acc: 0.8918, loss_cls: 1.0598, loss: 1.0598, grad_norm: 5.1129 2021-03-08 10:50:58,888 - mmaction - INFO - Epoch [54][340/940] lr: 1.000e-03, eta: 13:40:50, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7266, top5_acc: 0.8895, loss_cls: 1.1066, loss: 1.1066, grad_norm: 5.2492 2021-03-08 10:51:17,215 - mmaction - INFO - Epoch [54][360/940] lr: 1.000e-03, eta: 13:40:23, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7268, top5_acc: 0.8877, loss_cls: 1.1287, loss: 1.1287, grad_norm: 5.3183 2021-03-08 10:51:35,475 - mmaction - INFO - Epoch [54][380/940] lr: 1.000e-03, eta: 13:39:57, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7275, top5_acc: 0.8861, loss_cls: 1.1121, loss: 1.1121, grad_norm: 5.3852 2021-03-08 10:51:53,812 - mmaction - INFO - Epoch [54][400/940] lr: 1.000e-03, eta: 13:39:31, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7404, top5_acc: 0.8973, loss_cls: 1.0659, loss: 1.0659, grad_norm: 5.1688 2021-03-08 10:52:12,115 - mmaction - INFO - Epoch [54][420/940] lr: 1.000e-03, eta: 13:39:05, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7406, top5_acc: 0.8895, loss_cls: 1.0767, loss: 1.0767, grad_norm: 5.1095 2021-03-08 10:52:30,447 - mmaction - INFO - Epoch [54][440/940] lr: 1.000e-03, eta: 13:38:39, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7418, top5_acc: 0.8947, loss_cls: 1.0667, loss: 1.0667, grad_norm: 5.2250 2021-03-08 10:52:48,745 - mmaction - INFO - Epoch [54][460/940] lr: 1.000e-03, eta: 13:38:13, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7379, top5_acc: 0.8916, loss_cls: 1.0998, loss: 1.0998, grad_norm: 5.2648 2021-03-08 10:53:07,025 - mmaction - INFO - Epoch [54][480/940] lr: 1.000e-03, eta: 13:37:47, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7191, top5_acc: 0.8848, loss_cls: 1.1292, loss: 1.1292, grad_norm: 5.3694 2021-03-08 10:53:25,239 - mmaction - INFO - Epoch [54][500/940] lr: 1.000e-03, eta: 13:37:21, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7424, top5_acc: 0.8902, loss_cls: 1.0639, loss: 1.0639, grad_norm: 5.1602 2021-03-08 10:53:43,605 - mmaction - INFO - Epoch [54][520/940] lr: 1.000e-03, eta: 13:36:55, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7305, top5_acc: 0.8963, loss_cls: 1.0850, loss: 1.0850, grad_norm: 5.2715 2021-03-08 10:54:02,027 - mmaction - INFO - Epoch [54][540/940] lr: 1.000e-03, eta: 13:36:29, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7340, top5_acc: 0.8920, loss_cls: 1.0851, loss: 1.0851, grad_norm: 5.3322 2021-03-08 10:54:20,320 - mmaction - INFO - Epoch [54][560/940] lr: 1.000e-03, eta: 13:36:03, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7316, top5_acc: 0.8859, loss_cls: 1.1164, loss: 1.1164, grad_norm: 5.2888 2021-03-08 10:54:38,710 - mmaction - INFO - Epoch [54][580/940] lr: 1.000e-03, eta: 13:35:37, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7357, top5_acc: 0.8883, loss_cls: 1.0770, loss: 1.0770, grad_norm: 5.1392 2021-03-08 10:54:57,074 - mmaction - INFO - Epoch [54][600/940] lr: 1.000e-03, eta: 13:35:11, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7287, top5_acc: 0.8871, loss_cls: 1.1203, loss: 1.1203, grad_norm: 5.2932 2021-03-08 10:55:15,413 - mmaction - INFO - Epoch [54][620/940] lr: 1.000e-03, eta: 13:34:45, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7293, top5_acc: 0.8914, loss_cls: 1.0819, loss: 1.0819, grad_norm: 5.2290 2021-03-08 10:55:33,598 - mmaction - INFO - Epoch [54][640/940] lr: 1.000e-03, eta: 13:34:19, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7488, top5_acc: 0.8947, loss_cls: 1.0464, loss: 1.0464, grad_norm: 5.2035 2021-03-08 10:55:51,963 - mmaction - INFO - Epoch [54][660/940] lr: 1.000e-03, eta: 13:33:53, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7240, top5_acc: 0.8947, loss_cls: 1.0927, loss: 1.0927, grad_norm: 5.3899 2021-03-08 10:56:10,263 - mmaction - INFO - Epoch [54][680/940] lr: 1.000e-03, eta: 13:33:27, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7426, top5_acc: 0.8941, loss_cls: 1.0659, loss: 1.0659, grad_norm: 5.2186 2021-03-08 10:56:28,567 - mmaction - INFO - Epoch [54][700/940] lr: 1.000e-03, eta: 13:33:01, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7297, top5_acc: 0.8957, loss_cls: 1.0762, loss: 1.0762, grad_norm: 5.2856 2021-03-08 10:56:46,858 - mmaction - INFO - Epoch [54][720/940] lr: 1.000e-03, eta: 13:32:35, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7357, top5_acc: 0.8986, loss_cls: 1.0637, loss: 1.0637, grad_norm: 5.3363 2021-03-08 10:57:05,107 - mmaction - INFO - Epoch [54][740/940] lr: 1.000e-03, eta: 13:32:09, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7328, top5_acc: 0.8928, loss_cls: 1.0881, loss: 1.0881, grad_norm: 5.3653 2021-03-08 10:57:23,379 - mmaction - INFO - Epoch [54][760/940] lr: 1.000e-03, eta: 13:31:43, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7266, top5_acc: 0.8906, loss_cls: 1.1076, loss: 1.1076, grad_norm: 5.3138 2021-03-08 10:57:41,611 - mmaction - INFO - Epoch [54][780/940] lr: 1.000e-03, eta: 13:31:17, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7383, top5_acc: 0.8848, loss_cls: 1.1007, loss: 1.1007, grad_norm: 5.2260 2021-03-08 10:57:59,903 - mmaction - INFO - Epoch [54][800/940] lr: 1.000e-03, eta: 13:30:51, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7371, top5_acc: 0.8984, loss_cls: 1.0537, loss: 1.0537, grad_norm: 5.2335 2021-03-08 10:58:18,176 - mmaction - INFO - Epoch [54][820/940] lr: 1.000e-03, eta: 13:30:25, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7523, top5_acc: 0.8973, loss_cls: 1.0332, loss: 1.0332, grad_norm: 5.1543 2021-03-08 10:58:36,452 - mmaction - INFO - Epoch [54][840/940] lr: 1.000e-03, eta: 13:29:59, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7332, top5_acc: 0.8918, loss_cls: 1.0961, loss: 1.0961, grad_norm: 5.2734 2021-03-08 10:58:54,707 - mmaction - INFO - Epoch [54][860/940] lr: 1.000e-03, eta: 13:29:33, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7350, top5_acc: 0.8885, loss_cls: 1.1141, loss: 1.1141, grad_norm: 5.3936 2021-03-08 10:59:12,987 - mmaction - INFO - Epoch [54][880/940] lr: 1.000e-03, eta: 13:29:07, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7432, top5_acc: 0.8871, loss_cls: 1.0660, loss: 1.0660, grad_norm: 5.1089 2021-03-08 10:59:31,281 - mmaction - INFO - Epoch [54][900/940] lr: 1.000e-03, eta: 13:28:41, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7381, top5_acc: 0.8973, loss_cls: 1.0641, loss: 1.0641, grad_norm: 5.2452 2021-03-08 10:59:49,530 - mmaction - INFO - Epoch [54][920/940] lr: 1.000e-03, eta: 13:28:15, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7387, top5_acc: 0.8914, loss_cls: 1.0940, loss: 1.0940, grad_norm: 5.2855 2021-03-08 11:00:07,265 - mmaction - INFO - Epoch [54][940/940] lr: 1.000e-03, eta: 13:27:48, time: 0.887, data_time: 0.002, memory: 8361, top1_acc: 0.7330, top5_acc: 0.8868, loss_cls: 1.1162, loss: 1.1162, grad_norm: 5.3444 2021-03-08 11:00:09,193 - mmaction - INFO - Saving checkpoint at 54 epochs 2021-03-08 11:02:47,126 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 11:02:48,107 - mmaction - INFO - top1_acc 0.7068 top5_acc 0.8917 2021-03-08 11:02:48,116 - mmaction - INFO - Epoch(val) [54][940] top1_acc: 0.7068, top5_acc: 0.8917 2021-03-08 11:06:18,667 - mmaction - INFO - Epoch [55][20/940] lr: 1.000e-03, eta: 13:30:06, time: 10.527, data_time: 9.607, memory: 8361, top1_acc: 0.7398, top5_acc: 0.8920, loss_cls: 1.0732, loss: 1.0732, grad_norm: 5.1716 2021-03-08 11:06:36,830 - mmaction - INFO - Epoch [55][40/940] lr: 1.000e-03, eta: 13:29:40, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.7311, top5_acc: 0.8885, loss_cls: 1.0820, loss: 1.0820, grad_norm: 5.1635 2021-03-08 11:06:54,928 - mmaction - INFO - Epoch [55][60/940] lr: 1.000e-03, eta: 13:29:14, time: 0.906, data_time: 0.002, memory: 8361, top1_acc: 0.7430, top5_acc: 0.8918, loss_cls: 1.0818, loss: 1.0818, grad_norm: 5.2381 2021-03-08 11:07:13,260 - mmaction - INFO - Epoch [55][80/940] lr: 1.000e-03, eta: 13:28:48, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7371, top5_acc: 0.8932, loss_cls: 1.0758, loss: 1.0758, grad_norm: 5.2277 2021-03-08 11:07:31,504 - mmaction - INFO - Epoch [55][100/940] lr: 1.000e-03, eta: 13:28:22, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7414, top5_acc: 0.8938, loss_cls: 1.0692, loss: 1.0692, grad_norm: 5.1503 2021-03-08 11:07:49,723 - mmaction - INFO - Epoch [55][120/940] lr: 1.000e-03, eta: 13:27:56, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7332, top5_acc: 0.8873, loss_cls: 1.0953, loss: 1.0953, grad_norm: 5.2203 2021-03-08 11:08:07,920 - mmaction - INFO - Epoch [55][140/940] lr: 1.000e-03, eta: 13:27:29, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7410, top5_acc: 0.8922, loss_cls: 1.0708, loss: 1.0708, grad_norm: 5.2296 2021-03-08 11:08:26,200 - mmaction - INFO - Epoch [55][160/940] lr: 1.000e-03, eta: 13:27:03, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7428, top5_acc: 0.8869, loss_cls: 1.0625, loss: 1.0625, grad_norm: 5.0934 2021-03-08 11:08:44,556 - mmaction - INFO - Epoch [55][180/940] lr: 1.000e-03, eta: 13:26:37, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7361, top5_acc: 0.8900, loss_cls: 1.0940, loss: 1.0940, grad_norm: 5.2310 2021-03-08 11:09:02,801 - mmaction - INFO - Epoch [55][200/940] lr: 1.000e-03, eta: 13:26:11, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7287, top5_acc: 0.8916, loss_cls: 1.1029, loss: 1.1029, grad_norm: 5.3347 2021-03-08 11:09:21,120 - mmaction - INFO - Epoch [55][220/940] lr: 1.000e-03, eta: 13:25:45, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7463, top5_acc: 0.8977, loss_cls: 1.0384, loss: 1.0384, grad_norm: 5.1799 2021-03-08 11:09:39,505 - mmaction - INFO - Epoch [55][240/940] lr: 1.000e-03, eta: 13:25:19, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7369, top5_acc: 0.8951, loss_cls: 1.0670, loss: 1.0670, grad_norm: 5.2476 2021-03-08 11:09:57,791 - mmaction - INFO - Epoch [55][260/940] lr: 1.000e-03, eta: 13:24:53, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7373, top5_acc: 0.8906, loss_cls: 1.0848, loss: 1.0848, grad_norm: 5.1722 2021-03-08 11:10:16,042 - mmaction - INFO - Epoch [55][280/940] lr: 1.000e-03, eta: 13:24:27, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7373, top5_acc: 0.8924, loss_cls: 1.0813, loss: 1.0813, grad_norm: 5.3071 2021-03-08 11:10:34,391 - mmaction - INFO - Epoch [55][300/940] lr: 1.000e-03, eta: 13:24:01, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7371, top5_acc: 0.8877, loss_cls: 1.0898, loss: 1.0898, grad_norm: 5.3120 2021-03-08 11:10:52,730 - mmaction - INFO - Epoch [55][320/940] lr: 1.000e-03, eta: 13:23:35, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7330, top5_acc: 0.8879, loss_cls: 1.1126, loss: 1.1126, grad_norm: 5.2849 2021-03-08 11:11:11,032 - mmaction - INFO - Epoch [55][340/940] lr: 1.000e-03, eta: 13:23:10, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7365, top5_acc: 0.8904, loss_cls: 1.0936, loss: 1.0936, grad_norm: 5.3080 2021-03-08 11:11:29,383 - mmaction - INFO - Epoch [55][360/940] lr: 1.000e-03, eta: 13:22:44, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7332, top5_acc: 0.8943, loss_cls: 1.0692, loss: 1.0692, grad_norm: 5.1877 2021-03-08 11:11:47,708 - mmaction - INFO - Epoch [55][380/940] lr: 1.000e-03, eta: 13:22:18, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7344, top5_acc: 0.8947, loss_cls: 1.0846, loss: 1.0846, grad_norm: 5.2992 2021-03-08 11:12:06,035 - mmaction - INFO - Epoch [55][400/940] lr: 1.000e-03, eta: 13:21:52, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7387, top5_acc: 0.8936, loss_cls: 1.0717, loss: 1.0717, grad_norm: 5.2548 2021-03-08 11:12:24,350 - mmaction - INFO - Epoch [55][420/940] lr: 1.000e-03, eta: 13:21:26, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7357, top5_acc: 0.8889, loss_cls: 1.1113, loss: 1.1113, grad_norm: 5.4021 2021-03-08 11:12:42,630 - mmaction - INFO - Epoch [55][440/940] lr: 1.000e-03, eta: 13:21:00, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7367, top5_acc: 0.8920, loss_cls: 1.0855, loss: 1.0855, grad_norm: 5.3259 2021-03-08 11:13:00,972 - mmaction - INFO - Epoch [55][460/940] lr: 1.000e-03, eta: 13:20:34, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.7344, top5_acc: 0.8848, loss_cls: 1.1186, loss: 1.1186, grad_norm: 5.2846 2021-03-08 11:13:19,286 - mmaction - INFO - Epoch [55][480/940] lr: 1.000e-03, eta: 13:20:08, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7264, top5_acc: 0.8855, loss_cls: 1.1103, loss: 1.1103, grad_norm: 5.3369 2021-03-08 11:13:37,570 - mmaction - INFO - Epoch [55][500/940] lr: 1.000e-03, eta: 13:19:42, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7367, top5_acc: 0.8941, loss_cls: 1.0702, loss: 1.0702, grad_norm: 5.2452 2021-03-08 11:13:55,842 - mmaction - INFO - Epoch [55][520/940] lr: 1.000e-03, eta: 13:19:16, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7408, top5_acc: 0.8891, loss_cls: 1.0775, loss: 1.0775, grad_norm: 5.2427 2021-03-08 11:14:14,074 - mmaction - INFO - Epoch [55][540/940] lr: 1.000e-03, eta: 13:18:50, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7342, top5_acc: 0.8879, loss_cls: 1.0996, loss: 1.0996, grad_norm: 5.3145 2021-03-08 11:14:32,321 - mmaction - INFO - Epoch [55][560/940] lr: 1.000e-03, eta: 13:18:24, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7391, top5_acc: 0.8885, loss_cls: 1.0656, loss: 1.0656, grad_norm: 5.2504 2021-03-08 11:14:50,561 - mmaction - INFO - Epoch [55][580/940] lr: 1.000e-03, eta: 13:17:58, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7475, top5_acc: 0.9004, loss_cls: 1.0205, loss: 1.0205, grad_norm: 5.1527 2021-03-08 11:15:08,818 - mmaction - INFO - Epoch [55][600/940] lr: 1.000e-03, eta: 13:17:32, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7447, top5_acc: 0.8992, loss_cls: 1.0370, loss: 1.0370, grad_norm: 5.2267 2021-03-08 11:15:27,085 - mmaction - INFO - Epoch [55][620/940] lr: 1.000e-03, eta: 13:17:07, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7326, top5_acc: 0.8875, loss_cls: 1.1046, loss: 1.1046, grad_norm: 5.3159 2021-03-08 11:15:45,380 - mmaction - INFO - Epoch [55][640/940] lr: 1.000e-03, eta: 13:16:41, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7375, top5_acc: 0.8906, loss_cls: 1.0863, loss: 1.0863, grad_norm: 5.2999 2021-03-08 11:16:03,683 - mmaction - INFO - Epoch [55][660/940] lr: 1.000e-03, eta: 13:16:15, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7309, top5_acc: 0.8869, loss_cls: 1.1025, loss: 1.1025, grad_norm: 5.3385 2021-03-08 11:16:21,991 - mmaction - INFO - Epoch [55][680/940] lr: 1.000e-03, eta: 13:15:49, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7445, top5_acc: 0.8924, loss_cls: 1.0453, loss: 1.0453, grad_norm: 5.2098 2021-03-08 11:16:40,300 - mmaction - INFO - Epoch [55][700/940] lr: 1.000e-03, eta: 13:15:23, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7338, top5_acc: 0.8836, loss_cls: 1.1177, loss: 1.1177, grad_norm: 5.2931 2021-03-08 11:16:58,595 - mmaction - INFO - Epoch [55][720/940] lr: 1.000e-03, eta: 13:14:57, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7350, top5_acc: 0.8867, loss_cls: 1.1007, loss: 1.1007, grad_norm: 5.3302 2021-03-08 11:17:16,873 - mmaction - INFO - Epoch [55][740/940] lr: 1.000e-03, eta: 13:14:31, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7365, top5_acc: 0.8912, loss_cls: 1.0897, loss: 1.0897, grad_norm: 5.2307 2021-03-08 11:17:35,220 - mmaction - INFO - Epoch [55][760/940] lr: 1.000e-03, eta: 13:14:06, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7465, top5_acc: 0.8990, loss_cls: 1.0452, loss: 1.0452, grad_norm: 5.1942 2021-03-08 11:17:53,474 - mmaction - INFO - Epoch [55][780/940] lr: 1.000e-03, eta: 13:13:40, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7293, top5_acc: 0.8861, loss_cls: 1.1057, loss: 1.1057, grad_norm: 5.3782 2021-03-08 11:18:11,828 - mmaction - INFO - Epoch [55][800/940] lr: 1.000e-03, eta: 13:13:14, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7285, top5_acc: 0.8885, loss_cls: 1.1086, loss: 1.1086, grad_norm: 5.4115 2021-03-08 11:18:30,184 - mmaction - INFO - Epoch [55][820/940] lr: 1.000e-03, eta: 13:12:48, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7369, top5_acc: 0.8900, loss_cls: 1.0826, loss: 1.0826, grad_norm: 5.2516 2021-03-08 11:18:48,431 - mmaction - INFO - Epoch [55][840/940] lr: 1.000e-03, eta: 13:12:22, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7258, top5_acc: 0.8867, loss_cls: 1.1218, loss: 1.1218, grad_norm: 5.2483 2021-03-08 11:19:06,673 - mmaction - INFO - Epoch [55][860/940] lr: 1.000e-03, eta: 13:11:56, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7402, top5_acc: 0.8980, loss_cls: 1.0584, loss: 1.0584, grad_norm: 5.1788 2021-03-08 11:19:24,903 - mmaction - INFO - Epoch [55][880/940] lr: 1.000e-03, eta: 13:11:30, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7379, top5_acc: 0.8859, loss_cls: 1.0852, loss: 1.0852, grad_norm: 5.2328 2021-03-08 11:19:43,180 - mmaction - INFO - Epoch [55][900/940] lr: 1.000e-03, eta: 13:11:05, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7311, top5_acc: 0.8857, loss_cls: 1.0988, loss: 1.0988, grad_norm: 5.3750 2021-03-08 11:20:01,487 - mmaction - INFO - Epoch [55][920/940] lr: 1.000e-03, eta: 13:10:39, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7389, top5_acc: 0.8920, loss_cls: 1.0696, loss: 1.0696, grad_norm: 5.1638 2021-03-08 11:20:19,396 - mmaction - INFO - Epoch [55][940/940] lr: 1.000e-03, eta: 13:10:13, time: 0.895, data_time: 0.002, memory: 8361, top1_acc: 0.7293, top5_acc: 0.8886, loss_cls: 1.1053, loss: 1.1053, grad_norm: 5.3604 2021-03-08 11:20:21,317 - mmaction - INFO - Saving checkpoint at 55 epochs 2021-03-08 11:22:56,951 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 11:22:57,930 - mmaction - INFO - top1_acc 0.7079 top5_acc 0.8932 2021-03-08 11:22:57,938 - mmaction - INFO - Epoch(val) [55][940] top1_acc: 0.7079, top5_acc: 0.8932 2021-03-08 11:26:32,030 - mmaction - INFO - Epoch [56][20/940] lr: 1.000e-03, eta: 13:12:27, time: 10.704, data_time: 9.758, memory: 8361, top1_acc: 0.7375, top5_acc: 0.8945, loss_cls: 1.0721, loss: 1.0721, grad_norm: 5.1919 2021-03-08 11:26:50,279 - mmaction - INFO - Epoch [56][40/940] lr: 1.000e-03, eta: 13:12:01, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7455, top5_acc: 0.8896, loss_cls: 1.0642, loss: 1.0642, grad_norm: 5.1534 2021-03-08 11:27:08,474 - mmaction - INFO - Epoch [56][60/940] lr: 1.000e-03, eta: 13:11:35, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7398, top5_acc: 0.8930, loss_cls: 1.0800, loss: 1.0800, grad_norm: 5.3007 2021-03-08 11:27:26,641 - mmaction - INFO - Epoch [56][80/940] lr: 1.000e-03, eta: 13:11:09, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.7363, top5_acc: 0.8889, loss_cls: 1.0776, loss: 1.0776, grad_norm: 5.2222 2021-03-08 11:27:44,872 - mmaction - INFO - Epoch [56][100/940] lr: 1.000e-03, eta: 13:10:43, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7359, top5_acc: 0.8951, loss_cls: 1.0729, loss: 1.0729, grad_norm: 5.3764 2021-03-08 11:28:03,057 - mmaction - INFO - Epoch [56][120/940] lr: 1.000e-03, eta: 13:10:17, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7381, top5_acc: 0.8928, loss_cls: 1.0719, loss: 1.0719, grad_norm: 5.3107 2021-03-08 11:28:21,237 - mmaction - INFO - Epoch [56][140/940] lr: 1.000e-03, eta: 13:09:51, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7279, top5_acc: 0.8951, loss_cls: 1.0891, loss: 1.0891, grad_norm: 5.3130 2021-03-08 11:28:39,414 - mmaction - INFO - Epoch [56][160/940] lr: 1.000e-03, eta: 13:09:25, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.7371, top5_acc: 0.8910, loss_cls: 1.0685, loss: 1.0685, grad_norm: 5.1941 2021-03-08 11:28:57,641 - mmaction - INFO - Epoch [56][180/940] lr: 1.000e-03, eta: 13:08:59, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7363, top5_acc: 0.8889, loss_cls: 1.0995, loss: 1.0995, grad_norm: 5.2474 2021-03-08 11:29:15,972 - mmaction - INFO - Epoch [56][200/940] lr: 1.000e-03, eta: 13:08:33, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7455, top5_acc: 0.8973, loss_cls: 1.0608, loss: 1.0608, grad_norm: 5.2271 2021-03-08 11:29:34,240 - mmaction - INFO - Epoch [56][220/940] lr: 1.000e-03, eta: 13:08:08, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7275, top5_acc: 0.8928, loss_cls: 1.0912, loss: 1.0912, grad_norm: 5.3294 2021-03-08 11:29:52,522 - mmaction - INFO - Epoch [56][240/940] lr: 1.000e-03, eta: 13:07:42, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7318, top5_acc: 0.8857, loss_cls: 1.1052, loss: 1.1052, grad_norm: 5.3506 2021-03-08 11:30:10,826 - mmaction - INFO - Epoch [56][260/940] lr: 1.000e-03, eta: 13:07:16, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7324, top5_acc: 0.8873, loss_cls: 1.1161, loss: 1.1161, grad_norm: 5.4812 2021-03-08 11:30:29,102 - mmaction - INFO - Epoch [56][280/940] lr: 1.000e-03, eta: 13:06:50, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7379, top5_acc: 0.8867, loss_cls: 1.0888, loss: 1.0888, grad_norm: 5.2879 2021-03-08 11:30:47,525 - mmaction - INFO - Epoch [56][300/940] lr: 1.000e-03, eta: 13:06:24, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7332, top5_acc: 0.8922, loss_cls: 1.0760, loss: 1.0760, grad_norm: 5.2907 2021-03-08 11:31:05,823 - mmaction - INFO - Epoch [56][320/940] lr: 1.000e-03, eta: 13:05:58, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7395, top5_acc: 0.8881, loss_cls: 1.0961, loss: 1.0961, grad_norm: 5.3024 2021-03-08 11:31:24,052 - mmaction - INFO - Epoch [56][340/940] lr: 1.000e-03, eta: 13:05:32, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7408, top5_acc: 0.8973, loss_cls: 1.0751, loss: 1.0751, grad_norm: 5.3879 2021-03-08 11:31:42,320 - mmaction - INFO - Epoch [56][360/940] lr: 1.000e-03, eta: 13:05:07, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7312, top5_acc: 0.8861, loss_cls: 1.1029, loss: 1.1029, grad_norm: 5.3872 2021-03-08 11:32:00,674 - mmaction - INFO - Epoch [56][380/940] lr: 1.000e-03, eta: 13:04:41, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7381, top5_acc: 0.8938, loss_cls: 1.0777, loss: 1.0777, grad_norm: 5.2874 2021-03-08 11:32:18,872 - mmaction - INFO - Epoch [56][400/940] lr: 1.000e-03, eta: 13:04:15, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7334, top5_acc: 0.8887, loss_cls: 1.1102, loss: 1.1102, grad_norm: 5.3186 2021-03-08 11:32:37,202 - mmaction - INFO - Epoch [56][420/940] lr: 1.000e-03, eta: 13:03:49, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7424, top5_acc: 0.8900, loss_cls: 1.0745, loss: 1.0745, grad_norm: 5.2860 2021-03-08 11:32:55,582 - mmaction - INFO - Epoch [56][440/940] lr: 1.000e-03, eta: 13:03:23, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7469, top5_acc: 0.8916, loss_cls: 1.0548, loss: 1.0548, grad_norm: 5.2000 2021-03-08 11:33:13,997 - mmaction - INFO - Epoch [56][460/940] lr: 1.000e-03, eta: 13:02:58, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7322, top5_acc: 0.8914, loss_cls: 1.0867, loss: 1.0867, grad_norm: 5.3020 2021-03-08 11:33:32,310 - mmaction - INFO - Epoch [56][480/940] lr: 1.000e-03, eta: 13:02:32, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7375, top5_acc: 0.8914, loss_cls: 1.0742, loss: 1.0742, grad_norm: 5.2831 2021-03-08 11:33:50,587 - mmaction - INFO - Epoch [56][500/940] lr: 1.000e-03, eta: 13:02:06, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7494, top5_acc: 0.8939, loss_cls: 1.0367, loss: 1.0367, grad_norm: 5.2724 2021-03-08 11:34:08,903 - mmaction - INFO - Epoch [56][520/940] lr: 1.000e-03, eta: 13:01:40, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7305, top5_acc: 0.8893, loss_cls: 1.0984, loss: 1.0984, grad_norm: 5.3885 2021-03-08 11:34:27,154 - mmaction - INFO - Epoch [56][540/940] lr: 1.000e-03, eta: 13:01:15, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7438, top5_acc: 0.8984, loss_cls: 1.0561, loss: 1.0561, grad_norm: 5.2780 2021-03-08 11:34:45,383 - mmaction - INFO - Epoch [56][560/940] lr: 1.000e-03, eta: 13:00:49, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7502, top5_acc: 0.8932, loss_cls: 1.0493, loss: 1.0493, grad_norm: 5.2478 2021-03-08 11:35:03,676 - mmaction - INFO - Epoch [56][580/940] lr: 1.000e-03, eta: 13:00:23, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7311, top5_acc: 0.8885, loss_cls: 1.0940, loss: 1.0940, grad_norm: 5.3870 2021-03-08 11:35:21,925 - mmaction - INFO - Epoch [56][600/940] lr: 1.000e-03, eta: 12:59:57, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7447, top5_acc: 0.9008, loss_cls: 1.0244, loss: 1.0244, grad_norm: 5.2278 2021-03-08 11:35:40,127 - mmaction - INFO - Epoch [56][620/940] lr: 1.000e-03, eta: 12:59:31, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7377, top5_acc: 0.8932, loss_cls: 1.0780, loss: 1.0780, grad_norm: 5.3271 2021-03-08 11:35:58,353 - mmaction - INFO - Epoch [56][640/940] lr: 1.000e-03, eta: 12:59:06, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7287, top5_acc: 0.8906, loss_cls: 1.1025, loss: 1.1025, grad_norm: 5.3887 2021-03-08 11:36:16,750 - mmaction - INFO - Epoch [56][660/940] lr: 1.000e-03, eta: 12:58:40, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7398, top5_acc: 0.8889, loss_cls: 1.0631, loss: 1.0631, grad_norm: 5.3079 2021-03-08 11:36:35,006 - mmaction - INFO - Epoch [56][680/940] lr: 1.000e-03, eta: 12:58:14, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7455, top5_acc: 0.8955, loss_cls: 1.0495, loss: 1.0495, grad_norm: 5.2593 2021-03-08 11:36:53,393 - mmaction - INFO - Epoch [56][700/940] lr: 1.000e-03, eta: 12:57:48, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7301, top5_acc: 0.8854, loss_cls: 1.1170, loss: 1.1170, grad_norm: 5.4374 2021-03-08 11:37:11,743 - mmaction - INFO - Epoch [56][720/940] lr: 1.000e-03, eta: 12:57:23, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7232, top5_acc: 0.8865, loss_cls: 1.1295, loss: 1.1295, grad_norm: 5.4508 2021-03-08 11:37:29,960 - mmaction - INFO - Epoch [56][740/940] lr: 1.000e-03, eta: 12:56:57, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7527, top5_acc: 0.9012, loss_cls: 1.0091, loss: 1.0091, grad_norm: 5.1300 2021-03-08 11:37:48,184 - mmaction - INFO - Epoch [56][760/940] lr: 1.000e-03, eta: 12:56:31, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7395, top5_acc: 0.8941, loss_cls: 1.0820, loss: 1.0820, grad_norm: 5.3954 2021-03-08 11:38:06,519 - mmaction - INFO - Epoch [56][780/940] lr: 1.000e-03, eta: 12:56:06, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7352, top5_acc: 0.8904, loss_cls: 1.0852, loss: 1.0852, grad_norm: 5.3891 2021-03-08 11:38:24,846 - mmaction - INFO - Epoch [56][800/940] lr: 1.000e-03, eta: 12:55:40, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7316, top5_acc: 0.8887, loss_cls: 1.0864, loss: 1.0864, grad_norm: 5.3817 2021-03-08 11:38:43,195 - mmaction - INFO - Epoch [56][820/940] lr: 1.000e-03, eta: 12:55:14, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7465, top5_acc: 0.8986, loss_cls: 1.0329, loss: 1.0329, grad_norm: 5.2589 2021-03-08 11:39:01,449 - mmaction - INFO - Epoch [56][840/940] lr: 1.000e-03, eta: 12:54:49, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7371, top5_acc: 0.8898, loss_cls: 1.0787, loss: 1.0787, grad_norm: 5.3776 2021-03-08 11:39:19,862 - mmaction - INFO - Epoch [56][860/940] lr: 1.000e-03, eta: 12:54:23, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7354, top5_acc: 0.8918, loss_cls: 1.0852, loss: 1.0852, grad_norm: 5.3645 2021-03-08 11:39:38,236 - mmaction - INFO - Epoch [56][880/940] lr: 1.000e-03, eta: 12:53:57, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7379, top5_acc: 0.8934, loss_cls: 1.0678, loss: 1.0678, grad_norm: 5.2995 2021-03-08 11:39:56,523 - mmaction - INFO - Epoch [56][900/940] lr: 1.000e-03, eta: 12:53:32, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7283, top5_acc: 0.8891, loss_cls: 1.1037, loss: 1.1037, grad_norm: 5.4269 2021-03-08 11:40:14,824 - mmaction - INFO - Epoch [56][920/940] lr: 1.000e-03, eta: 12:53:06, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7385, top5_acc: 0.8928, loss_cls: 1.0609, loss: 1.0609, grad_norm: 5.3066 2021-03-08 11:40:32,575 - mmaction - INFO - Epoch [56][940/940] lr: 1.000e-03, eta: 12:52:40, time: 0.887, data_time: 0.002, memory: 8361, top1_acc: 0.7382, top5_acc: 0.8868, loss_cls: 1.0882, loss: 1.0882, grad_norm: 5.3935 2021-03-08 11:40:34,618 - mmaction - INFO - Saving checkpoint at 56 epochs 2021-03-08 11:43:21,670 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 11:43:22,649 - mmaction - INFO - top1_acc 0.7037 top5_acc 0.8900 2021-03-08 11:43:22,657 - mmaction - INFO - Epoch(val) [56][940] top1_acc: 0.7037, top5_acc: 0.8900 2021-03-08 11:46:54,584 - mmaction - INFO - Epoch [57][20/940] lr: 1.000e-03, eta: 12:54:46, time: 10.596, data_time: 9.685, memory: 8361, top1_acc: 0.7346, top5_acc: 0.8896, loss_cls: 1.0835, loss: 1.0835, grad_norm: 5.3729 2021-03-08 11:47:12,706 - mmaction - INFO - Epoch [57][40/940] lr: 1.000e-03, eta: 12:54:20, time: 0.905, data_time: 0.002, memory: 8361, top1_acc: 0.7438, top5_acc: 0.8939, loss_cls: 1.0656, loss: 1.0656, grad_norm: 5.3421 2021-03-08 11:47:30,867 - mmaction - INFO - Epoch [57][60/940] lr: 1.000e-03, eta: 12:53:54, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7449, top5_acc: 0.8986, loss_cls: 1.0435, loss: 1.0435, grad_norm: 5.3407 2021-03-08 11:47:49,009 - mmaction - INFO - Epoch [57][80/940] lr: 1.000e-03, eta: 12:53:29, time: 0.907, data_time: 0.001, memory: 8361, top1_acc: 0.7352, top5_acc: 0.8953, loss_cls: 1.0883, loss: 1.0883, grad_norm: 5.3669 2021-03-08 11:48:07,209 - mmaction - INFO - Epoch [57][100/940] lr: 1.000e-03, eta: 12:53:03, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7340, top5_acc: 0.8855, loss_cls: 1.0851, loss: 1.0851, grad_norm: 5.2939 2021-03-08 11:48:25,341 - mmaction - INFO - Epoch [57][120/940] lr: 1.000e-03, eta: 12:52:37, time: 0.907, data_time: 0.001, memory: 8361, top1_acc: 0.7287, top5_acc: 0.8863, loss_cls: 1.0806, loss: 1.0806, grad_norm: 5.2995 2021-03-08 11:48:43,576 - mmaction - INFO - Epoch [57][140/940] lr: 1.000e-03, eta: 12:52:11, time: 0.911, data_time: 0.003, memory: 8361, top1_acc: 0.7322, top5_acc: 0.8988, loss_cls: 1.0618, loss: 1.0618, grad_norm: 5.2877 2021-03-08 11:49:01,803 - mmaction - INFO - Epoch [57][160/940] lr: 1.000e-03, eta: 12:51:45, time: 0.912, data_time: 0.003, memory: 8361, top1_acc: 0.7467, top5_acc: 0.8980, loss_cls: 1.0295, loss: 1.0295, grad_norm: 5.2249 2021-03-08 11:49:20,137 - mmaction - INFO - Epoch [57][180/940] lr: 1.000e-03, eta: 12:51:20, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7451, top5_acc: 0.8957, loss_cls: 1.0473, loss: 1.0473, grad_norm: 5.2571 2021-03-08 11:49:38,423 - mmaction - INFO - Epoch [57][200/940] lr: 1.000e-03, eta: 12:50:54, time: 0.916, data_time: 0.003, memory: 8361, top1_acc: 0.7479, top5_acc: 0.8908, loss_cls: 1.0648, loss: 1.0648, grad_norm: 5.3225 2021-03-08 11:49:56,696 - mmaction - INFO - Epoch [57][220/940] lr: 1.000e-03, eta: 12:50:28, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7424, top5_acc: 0.8953, loss_cls: 1.0760, loss: 1.0760, grad_norm: 5.3341 2021-03-08 11:50:15,075 - mmaction - INFO - Epoch [57][240/940] lr: 1.000e-03, eta: 12:50:02, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7344, top5_acc: 0.8912, loss_cls: 1.0851, loss: 1.0851, grad_norm: 5.2834 2021-03-08 11:50:33,400 - mmaction - INFO - Epoch [57][260/940] lr: 1.000e-03, eta: 12:49:37, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7467, top5_acc: 0.8967, loss_cls: 1.0440, loss: 1.0440, grad_norm: 5.2213 2021-03-08 11:50:51,728 - mmaction - INFO - Epoch [57][280/940] lr: 1.000e-03, eta: 12:49:11, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 1.0855, loss: 1.0855, grad_norm: 5.3502 2021-03-08 11:51:10,089 - mmaction - INFO - Epoch [57][300/940] lr: 1.000e-03, eta: 12:48:45, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7408, top5_acc: 0.8943, loss_cls: 1.0565, loss: 1.0565, grad_norm: 5.3289 2021-03-08 11:51:28,366 - mmaction - INFO - Epoch [57][320/940] lr: 1.000e-03, eta: 12:48:20, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7369, top5_acc: 0.8992, loss_cls: 1.0672, loss: 1.0672, grad_norm: 5.4270 2021-03-08 11:51:46,689 - mmaction - INFO - Epoch [57][340/940] lr: 1.000e-03, eta: 12:47:54, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7350, top5_acc: 0.8873, loss_cls: 1.0838, loss: 1.0838, grad_norm: 5.3104 2021-03-08 11:52:04,973 - mmaction - INFO - Epoch [57][360/940] lr: 1.000e-03, eta: 12:47:28, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7359, top5_acc: 0.8939, loss_cls: 1.0625, loss: 1.0625, grad_norm: 5.3538 2021-03-08 11:52:23,201 - mmaction - INFO - Epoch [57][380/940] lr: 1.000e-03, eta: 12:47:03, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7377, top5_acc: 0.8975, loss_cls: 1.0577, loss: 1.0577, grad_norm: 5.2670 2021-03-08 11:52:41,517 - mmaction - INFO - Epoch [57][400/940] lr: 1.000e-03, eta: 12:46:37, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7363, top5_acc: 0.8926, loss_cls: 1.0830, loss: 1.0830, grad_norm: 5.3614 2021-03-08 11:52:59,831 - mmaction - INFO - Epoch [57][420/940] lr: 1.000e-03, eta: 12:46:11, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7281, top5_acc: 0.8916, loss_cls: 1.0932, loss: 1.0932, grad_norm: 5.4011 2021-03-08 11:53:18,182 - mmaction - INFO - Epoch [57][440/940] lr: 1.000e-03, eta: 12:45:46, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7320, top5_acc: 0.8873, loss_cls: 1.1055, loss: 1.1055, grad_norm: 5.4033 2021-03-08 11:53:36,549 - mmaction - INFO - Epoch [57][460/940] lr: 1.000e-03, eta: 12:45:20, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7502, top5_acc: 0.8932, loss_cls: 1.0553, loss: 1.0553, grad_norm: 5.3048 2021-03-08 11:53:54,860 - mmaction - INFO - Epoch [57][480/940] lr: 1.000e-03, eta: 12:44:54, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7520, top5_acc: 0.8971, loss_cls: 1.0387, loss: 1.0387, grad_norm: 5.2301 2021-03-08 11:54:13,133 - mmaction - INFO - Epoch [57][500/940] lr: 1.000e-03, eta: 12:44:29, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7375, top5_acc: 0.8928, loss_cls: 1.0887, loss: 1.0887, grad_norm: 5.3863 2021-03-08 11:54:31,506 - mmaction - INFO - Epoch [57][520/940] lr: 1.000e-03, eta: 12:44:03, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7365, top5_acc: 0.8965, loss_cls: 1.0790, loss: 1.0790, grad_norm: 5.4142 2021-03-08 11:54:49,916 - mmaction - INFO - Epoch [57][540/940] lr: 1.000e-03, eta: 12:43:38, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7357, top5_acc: 0.8938, loss_cls: 1.0809, loss: 1.0809, grad_norm: 5.3416 2021-03-08 11:55:08,304 - mmaction - INFO - Epoch [57][560/940] lr: 1.000e-03, eta: 12:43:12, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7498, top5_acc: 0.8943, loss_cls: 1.0287, loss: 1.0287, grad_norm: 5.1689 2021-03-08 11:55:26,615 - mmaction - INFO - Epoch [57][580/940] lr: 1.000e-03, eta: 12:42:46, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7422, top5_acc: 0.8963, loss_cls: 1.0531, loss: 1.0531, grad_norm: 5.2805 2021-03-08 11:55:44,966 - mmaction - INFO - Epoch [57][600/940] lr: 1.000e-03, eta: 12:42:21, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7453, top5_acc: 0.9020, loss_cls: 1.0318, loss: 1.0318, grad_norm: 5.3193 2021-03-08 11:56:03,269 - mmaction - INFO - Epoch [57][620/940] lr: 1.000e-03, eta: 12:41:55, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7375, top5_acc: 0.8941, loss_cls: 1.0607, loss: 1.0607, grad_norm: 5.2500 2021-03-08 11:56:21,585 - mmaction - INFO - Epoch [57][640/940] lr: 1.000e-03, eta: 12:41:30, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7426, top5_acc: 0.8951, loss_cls: 1.0652, loss: 1.0652, grad_norm: 5.3898 2021-03-08 11:56:39,911 - mmaction - INFO - Epoch [57][660/940] lr: 1.000e-03, eta: 12:41:04, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7363, top5_acc: 0.8932, loss_cls: 1.0770, loss: 1.0770, grad_norm: 5.3979 2021-03-08 11:56:58,224 - mmaction - INFO - Epoch [57][680/940] lr: 1.000e-03, eta: 12:40:38, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7475, top5_acc: 0.8982, loss_cls: 1.0405, loss: 1.0405, grad_norm: 5.2775 2021-03-08 11:57:16,541 - mmaction - INFO - Epoch [57][700/940] lr: 1.000e-03, eta: 12:40:13, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7354, top5_acc: 0.8910, loss_cls: 1.0728, loss: 1.0728, grad_norm: 5.4060 2021-03-08 11:57:34,806 - mmaction - INFO - Epoch [57][720/940] lr: 1.000e-03, eta: 12:39:47, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7232, top5_acc: 0.8832, loss_cls: 1.1246, loss: 1.1246, grad_norm: 5.4430 2021-03-08 11:57:53,176 - mmaction - INFO - Epoch [57][740/940] lr: 1.000e-03, eta: 12:39:22, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7307, top5_acc: 0.8928, loss_cls: 1.0829, loss: 1.0829, grad_norm: 5.3906 2021-03-08 11:58:11,468 - mmaction - INFO - Epoch [57][760/940] lr: 1.000e-03, eta: 12:38:56, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7416, top5_acc: 0.8949, loss_cls: 1.0477, loss: 1.0477, grad_norm: 5.3533 2021-03-08 11:58:29,889 - mmaction - INFO - Epoch [57][780/940] lr: 1.000e-03, eta: 12:38:31, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7428, top5_acc: 0.8900, loss_cls: 1.0578, loss: 1.0578, grad_norm: 5.2510 2021-03-08 11:58:48,108 - mmaction - INFO - Epoch [57][800/940] lr: 1.000e-03, eta: 12:38:05, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7387, top5_acc: 0.8945, loss_cls: 1.0585, loss: 1.0585, grad_norm: 5.3543 2021-03-08 11:59:06,407 - mmaction - INFO - Epoch [57][820/940] lr: 1.000e-03, eta: 12:37:39, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7420, top5_acc: 0.8924, loss_cls: 1.0618, loss: 1.0618, grad_norm: 5.4294 2021-03-08 11:59:24,692 - mmaction - INFO - Epoch [57][840/940] lr: 1.000e-03, eta: 12:37:14, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7363, top5_acc: 0.8896, loss_cls: 1.0753, loss: 1.0753, grad_norm: 5.4278 2021-03-08 11:59:43,056 - mmaction - INFO - Epoch [57][860/940] lr: 1.000e-03, eta: 12:36:48, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7293, top5_acc: 0.8916, loss_cls: 1.0802, loss: 1.0802, grad_norm: 5.4096 2021-03-08 12:00:01,225 - mmaction - INFO - Epoch [57][880/940] lr: 1.000e-03, eta: 12:36:23, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.7463, top5_acc: 0.8957, loss_cls: 1.0601, loss: 1.0601, grad_norm: 5.3303 2021-03-08 12:00:19,957 - mmaction - INFO - Epoch [57][900/940] lr: 1.000e-03, eta: 12:35:58, time: 0.936, data_time: 0.001, memory: 8361, top1_acc: 0.7312, top5_acc: 0.8873, loss_cls: 1.1119, loss: 1.1119, grad_norm: 5.3710 2021-03-08 12:00:38,227 - mmaction - INFO - Epoch [57][920/940] lr: 1.000e-03, eta: 12:35:32, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7268, top5_acc: 0.8885, loss_cls: 1.0886, loss: 1.0886, grad_norm: 5.3268 2021-03-08 12:00:55,959 - mmaction - INFO - Epoch [57][940/940] lr: 1.000e-03, eta: 12:35:06, time: 0.887, data_time: 0.002, memory: 8361, top1_acc: 0.7417, top5_acc: 0.8878, loss_cls: 1.0773, loss: 1.0773, grad_norm: 5.4445 2021-03-08 12:00:58,145 - mmaction - INFO - Saving checkpoint at 57 epochs 2021-03-08 12:03:35,719 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 12:03:36,699 - mmaction - INFO - top1_acc 0.7088 top5_acc 0.8924 2021-03-08 12:03:36,707 - mmaction - INFO - Epoch(val) [57][940] top1_acc: 0.7088, top5_acc: 0.8924 2021-03-08 12:07:07,028 - mmaction - INFO - Epoch [58][20/940] lr: 1.000e-03, eta: 12:37:05, time: 10.514, data_time: 9.584, memory: 8361, top1_acc: 0.7439, top5_acc: 0.8975, loss_cls: 1.0437, loss: 1.0437, grad_norm: 5.2761 2021-03-08 12:07:25,180 - mmaction - INFO - Epoch [58][40/940] lr: 1.000e-03, eta: 12:36:39, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.7391, top5_acc: 0.8855, loss_cls: 1.0764, loss: 1.0764, grad_norm: 5.2247 2021-03-08 12:07:43,476 - mmaction - INFO - Epoch [58][60/940] lr: 1.000e-03, eta: 12:36:14, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7246, top5_acc: 0.8822, loss_cls: 1.1222, loss: 1.1222, grad_norm: 5.4565 2021-03-08 12:08:01,730 - mmaction - INFO - Epoch [58][80/940] lr: 1.000e-03, eta: 12:35:48, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7391, top5_acc: 0.8885, loss_cls: 1.0801, loss: 1.0801, grad_norm: 5.2750 2021-03-08 12:08:19,997 - mmaction - INFO - Epoch [58][100/940] lr: 1.000e-03, eta: 12:35:22, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7490, top5_acc: 0.8967, loss_cls: 1.0342, loss: 1.0342, grad_norm: 5.3392 2021-03-08 12:08:38,221 - mmaction - INFO - Epoch [58][120/940] lr: 1.000e-03, eta: 12:34:57, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7359, top5_acc: 0.8908, loss_cls: 1.0849, loss: 1.0849, grad_norm: 5.3503 2021-03-08 12:08:56,398 - mmaction - INFO - Epoch [58][140/940] lr: 1.000e-03, eta: 12:34:31, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.7426, top5_acc: 0.8920, loss_cls: 1.0695, loss: 1.0695, grad_norm: 5.3872 2021-03-08 12:09:14,558 - mmaction - INFO - Epoch [58][160/940] lr: 1.000e-03, eta: 12:34:05, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7340, top5_acc: 0.8932, loss_cls: 1.0544, loss: 1.0544, grad_norm: 5.3757 2021-03-08 12:09:32,957 - mmaction - INFO - Epoch [58][180/940] lr: 1.000e-03, eta: 12:33:40, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7285, top5_acc: 0.8871, loss_cls: 1.1154, loss: 1.1154, grad_norm: 5.5008 2021-03-08 12:09:51,216 - mmaction - INFO - Epoch [58][200/940] lr: 1.000e-03, eta: 12:33:14, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7537, top5_acc: 0.9012, loss_cls: 0.9905, loss: 0.9905, grad_norm: 5.1561 2021-03-08 12:10:09,537 - mmaction - INFO - Epoch [58][220/940] lr: 1.000e-03, eta: 12:32:49, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7305, top5_acc: 0.8893, loss_cls: 1.0900, loss: 1.0900, grad_norm: 5.4462 2021-03-08 12:10:27,812 - mmaction - INFO - Epoch [58][240/940] lr: 1.000e-03, eta: 12:32:23, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7363, top5_acc: 0.8869, loss_cls: 1.0852, loss: 1.0852, grad_norm: 5.3236 2021-03-08 12:10:46,139 - mmaction - INFO - Epoch [58][260/940] lr: 1.000e-03, eta: 12:31:57, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7391, top5_acc: 0.8957, loss_cls: 1.0581, loss: 1.0581, grad_norm: 5.3774 2021-03-08 12:11:04,506 - mmaction - INFO - Epoch [58][280/940] lr: 1.000e-03, eta: 12:31:32, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7379, top5_acc: 0.8877, loss_cls: 1.0895, loss: 1.0895, grad_norm: 5.4289 2021-03-08 12:11:22,765 - mmaction - INFO - Epoch [58][300/940] lr: 1.000e-03, eta: 12:31:06, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7352, top5_acc: 0.8916, loss_cls: 1.0760, loss: 1.0760, grad_norm: 5.3514 2021-03-08 12:11:41,241 - mmaction - INFO - Epoch [58][320/940] lr: 1.000e-03, eta: 12:30:41, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7387, top5_acc: 0.8969, loss_cls: 1.0670, loss: 1.0670, grad_norm: 5.4940 2021-03-08 12:11:59,614 - mmaction - INFO - Epoch [58][340/940] lr: 1.000e-03, eta: 12:30:15, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7320, top5_acc: 0.8902, loss_cls: 1.0940, loss: 1.0940, grad_norm: 5.4047 2021-03-08 12:12:17,961 - mmaction - INFO - Epoch [58][360/940] lr: 1.000e-03, eta: 12:29:50, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7395, top5_acc: 0.8930, loss_cls: 1.0680, loss: 1.0680, grad_norm: 5.3129 2021-03-08 12:12:36,326 - mmaction - INFO - Epoch [58][380/940] lr: 1.000e-03, eta: 12:29:24, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7275, top5_acc: 0.8895, loss_cls: 1.0885, loss: 1.0885, grad_norm: 5.4235 2021-03-08 12:12:54,705 - mmaction - INFO - Epoch [58][400/940] lr: 1.000e-03, eta: 12:28:59, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7473, top5_acc: 0.9039, loss_cls: 1.0157, loss: 1.0157, grad_norm: 5.1584 2021-03-08 12:13:13,021 - mmaction - INFO - Epoch [58][420/940] lr: 1.000e-03, eta: 12:28:33, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7523, top5_acc: 0.8990, loss_cls: 1.0355, loss: 1.0355, grad_norm: 5.3557 2021-03-08 12:13:31,342 - mmaction - INFO - Epoch [58][440/940] lr: 1.000e-03, eta: 12:28:08, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7443, top5_acc: 0.8924, loss_cls: 1.0337, loss: 1.0337, grad_norm: 5.2144 2021-03-08 12:13:49,533 - mmaction - INFO - Epoch [58][460/940] lr: 1.000e-03, eta: 12:27:42, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7291, top5_acc: 0.8918, loss_cls: 1.0855, loss: 1.0855, grad_norm: 5.3756 2021-03-08 12:14:07,882 - mmaction - INFO - Epoch [58][480/940] lr: 1.000e-03, eta: 12:27:17, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7516, top5_acc: 0.8982, loss_cls: 1.0208, loss: 1.0208, grad_norm: 5.2018 2021-03-08 12:14:26,318 - mmaction - INFO - Epoch [58][500/940] lr: 1.000e-03, eta: 12:26:51, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7492, top5_acc: 0.8992, loss_cls: 1.0290, loss: 1.0290, grad_norm: 5.3136 2021-03-08 12:14:44,649 - mmaction - INFO - Epoch [58][520/940] lr: 1.000e-03, eta: 12:26:26, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7451, top5_acc: 0.8922, loss_cls: 1.0547, loss: 1.0547, grad_norm: 5.3572 2021-03-08 12:15:02,942 - mmaction - INFO - Epoch [58][540/940] lr: 1.000e-03, eta: 12:26:00, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7395, top5_acc: 0.8959, loss_cls: 1.0442, loss: 1.0442, grad_norm: 5.2714 2021-03-08 12:15:21,271 - mmaction - INFO - Epoch [58][560/940] lr: 1.000e-03, eta: 12:25:35, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7418, top5_acc: 0.8865, loss_cls: 1.0795, loss: 1.0795, grad_norm: 5.2952 2021-03-08 12:15:39,527 - mmaction - INFO - Epoch [58][580/940] lr: 1.000e-03, eta: 12:25:09, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7393, top5_acc: 0.8957, loss_cls: 1.0626, loss: 1.0626, grad_norm: 5.3641 2021-03-08 12:15:57,789 - mmaction - INFO - Epoch [58][600/940] lr: 1.000e-03, eta: 12:24:44, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7367, top5_acc: 0.8938, loss_cls: 1.0612, loss: 1.0612, grad_norm: 5.3614 2021-03-08 12:16:16,111 - mmaction - INFO - Epoch [58][620/940] lr: 1.000e-03, eta: 12:24:18, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7471, top5_acc: 0.8984, loss_cls: 1.0407, loss: 1.0407, grad_norm: 5.2524 2021-03-08 12:16:34,329 - mmaction - INFO - Epoch [58][640/940] lr: 1.000e-03, eta: 12:23:53, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7457, top5_acc: 0.9043, loss_cls: 1.0246, loss: 1.0246, grad_norm: 5.3637 2021-03-08 12:16:52,675 - mmaction - INFO - Epoch [58][660/940] lr: 1.000e-03, eta: 12:23:27, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7438, top5_acc: 0.8945, loss_cls: 1.0590, loss: 1.0590, grad_norm: 5.3892 2021-03-08 12:17:11,019 - mmaction - INFO - Epoch [58][680/940] lr: 1.000e-03, eta: 12:23:02, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7309, top5_acc: 0.8873, loss_cls: 1.0951, loss: 1.0951, grad_norm: 5.4077 2021-03-08 12:17:29,366 - mmaction - INFO - Epoch [58][700/940] lr: 1.000e-03, eta: 12:22:37, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7369, top5_acc: 0.8906, loss_cls: 1.0704, loss: 1.0704, grad_norm: 5.4160 2021-03-08 12:17:47,617 - mmaction - INFO - Epoch [58][720/940] lr: 1.000e-03, eta: 12:22:11, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7424, top5_acc: 0.8967, loss_cls: 1.0518, loss: 1.0518, grad_norm: 5.3423 2021-03-08 12:18:05,940 - mmaction - INFO - Epoch [58][740/940] lr: 1.000e-03, eta: 12:21:46, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7322, top5_acc: 0.8916, loss_cls: 1.0711, loss: 1.0711, grad_norm: 5.4066 2021-03-08 12:18:24,201 - mmaction - INFO - Epoch [58][760/940] lr: 1.000e-03, eta: 12:21:20, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7355, top5_acc: 0.8955, loss_cls: 1.0805, loss: 1.0805, grad_norm: 5.4074 2021-03-08 12:18:42,614 - mmaction - INFO - Epoch [58][780/940] lr: 1.000e-03, eta: 12:20:55, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7438, top5_acc: 0.8893, loss_cls: 1.0639, loss: 1.0639, grad_norm: 5.3727 2021-03-08 12:19:00,888 - mmaction - INFO - Epoch [58][800/940] lr: 1.000e-03, eta: 12:20:29, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7352, top5_acc: 0.8855, loss_cls: 1.0800, loss: 1.0800, grad_norm: 5.3568 2021-03-08 12:19:19,149 - mmaction - INFO - Epoch [58][820/940] lr: 1.000e-03, eta: 12:20:04, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7404, top5_acc: 0.8928, loss_cls: 1.0762, loss: 1.0762, grad_norm: 5.4183 2021-03-08 12:19:37,572 - mmaction - INFO - Epoch [58][840/940] lr: 1.000e-03, eta: 12:19:38, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7451, top5_acc: 0.8883, loss_cls: 1.0536, loss: 1.0536, grad_norm: 5.3140 2021-03-08 12:19:55,875 - mmaction - INFO - Epoch [58][860/940] lr: 1.000e-03, eta: 12:19:13, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7361, top5_acc: 0.8957, loss_cls: 1.0634, loss: 1.0634, grad_norm: 5.3300 2021-03-08 12:20:14,181 - mmaction - INFO - Epoch [58][880/940] lr: 1.000e-03, eta: 12:18:48, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7338, top5_acc: 0.8861, loss_cls: 1.1036, loss: 1.1036, grad_norm: 5.4820 2021-03-08 12:20:32,409 - mmaction - INFO - Epoch [58][900/940] lr: 1.000e-03, eta: 12:18:22, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7355, top5_acc: 0.8889, loss_cls: 1.0905, loss: 1.0905, grad_norm: 5.3548 2021-03-08 12:20:50,807 - mmaction - INFO - Epoch [58][920/940] lr: 1.000e-03, eta: 12:17:57, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7439, top5_acc: 0.8973, loss_cls: 1.0421, loss: 1.0421, grad_norm: 5.2731 2021-03-08 12:21:08,522 - mmaction - INFO - Epoch [58][940/940] lr: 1.000e-03, eta: 12:17:31, time: 0.885, data_time: 0.001, memory: 8361, top1_acc: 0.7242, top5_acc: 0.8918, loss_cls: 1.1070, loss: 1.1070, grad_norm: 5.4652 2021-03-08 12:21:10,450 - mmaction - INFO - Saving checkpoint at 58 epochs 2021-03-08 12:23:51,936 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 12:23:52,915 - mmaction - INFO - top1_acc 0.7061 top5_acc 0.8905 2021-03-08 12:23:52,922 - mmaction - INFO - Epoch(val) [58][940] top1_acc: 0.7061, top5_acc: 0.8905 2021-03-08 12:27:25,953 - mmaction - INFO - Epoch [59][20/940] lr: 1.000e-03, eta: 12:19:26, time: 10.650, data_time: 9.720, memory: 8361, top1_acc: 0.7418, top5_acc: 0.8947, loss_cls: 1.0532, loss: 1.0532, grad_norm: 5.3943 2021-03-08 12:27:44,108 - mmaction - INFO - Epoch [59][40/940] lr: 1.000e-03, eta: 12:19:01, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.7357, top5_acc: 0.8936, loss_cls: 1.0644, loss: 1.0644, grad_norm: 5.4326 2021-03-08 12:28:02,222 - mmaction - INFO - Epoch [59][60/940] lr: 1.000e-03, eta: 12:18:35, time: 0.907, data_time: 0.003, memory: 8361, top1_acc: 0.7348, top5_acc: 0.8984, loss_cls: 1.0622, loss: 1.0622, grad_norm: 5.5130 2021-03-08 12:28:20,431 - mmaction - INFO - Epoch [59][80/940] lr: 1.000e-03, eta: 12:18:10, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7418, top5_acc: 0.8900, loss_cls: 1.0790, loss: 1.0790, grad_norm: 5.4786 2021-03-08 12:28:38,612 - mmaction - INFO - Epoch [59][100/940] lr: 1.000e-03, eta: 12:17:44, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7377, top5_acc: 0.8945, loss_cls: 1.0650, loss: 1.0650, grad_norm: 5.3828 2021-03-08 12:28:56,885 - mmaction - INFO - Epoch [59][120/940] lr: 1.000e-03, eta: 12:17:19, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7484, top5_acc: 0.8975, loss_cls: 1.0463, loss: 1.0463, grad_norm: 5.2709 2021-03-08 12:29:15,178 - mmaction - INFO - Epoch [59][140/940] lr: 1.000e-03, eta: 12:16:53, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7467, top5_acc: 0.8957, loss_cls: 1.0424, loss: 1.0424, grad_norm: 5.2881 2021-03-08 12:29:33,485 - mmaction - INFO - Epoch [59][160/940] lr: 1.000e-03, eta: 12:16:28, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7395, top5_acc: 0.8941, loss_cls: 1.0522, loss: 1.0522, grad_norm: 5.3853 2021-03-08 12:29:51,744 - mmaction - INFO - Epoch [59][180/940] lr: 1.000e-03, eta: 12:16:02, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7361, top5_acc: 0.8891, loss_cls: 1.0856, loss: 1.0856, grad_norm: 5.4721 2021-03-08 12:30:09,992 - mmaction - INFO - Epoch [59][200/940] lr: 1.000e-03, eta: 12:15:37, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7398, top5_acc: 0.8969, loss_cls: 1.0440, loss: 1.0440, grad_norm: 5.3167 2021-03-08 12:30:28,220 - mmaction - INFO - Epoch [59][220/940] lr: 1.000e-03, eta: 12:15:11, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7412, top5_acc: 0.8947, loss_cls: 1.0649, loss: 1.0649, grad_norm: 5.3377 2021-03-08 12:30:46,490 - mmaction - INFO - Epoch [59][240/940] lr: 1.000e-03, eta: 12:14:46, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7338, top5_acc: 0.8932, loss_cls: 1.0582, loss: 1.0582, grad_norm: 5.3922 2021-03-08 12:31:04,811 - mmaction - INFO - Epoch [59][260/940] lr: 1.000e-03, eta: 12:14:20, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7420, top5_acc: 0.8941, loss_cls: 1.0525, loss: 1.0525, grad_norm: 5.3504 2021-03-08 12:31:23,209 - mmaction - INFO - Epoch [59][280/940] lr: 1.000e-03, eta: 12:13:55, time: 0.920, data_time: 0.003, memory: 8361, top1_acc: 0.7367, top5_acc: 0.8930, loss_cls: 1.0849, loss: 1.0849, grad_norm: 5.4677 2021-03-08 12:31:41,451 - mmaction - INFO - Epoch [59][300/940] lr: 1.000e-03, eta: 12:13:29, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7443, top5_acc: 0.8930, loss_cls: 1.0363, loss: 1.0363, grad_norm: 5.3383 2021-03-08 12:31:59,926 - mmaction - INFO - Epoch [59][320/940] lr: 1.000e-03, eta: 12:13:04, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7514, top5_acc: 0.8967, loss_cls: 1.0523, loss: 1.0523, grad_norm: 5.3668 2021-03-08 12:32:18,194 - mmaction - INFO - Epoch [59][340/940] lr: 1.000e-03, eta: 12:12:39, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7311, top5_acc: 0.8883, loss_cls: 1.1293, loss: 1.1293, grad_norm: 5.5906 2021-03-08 12:32:36,504 - mmaction - INFO - Epoch [59][360/940] lr: 1.000e-03, eta: 12:12:13, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7406, top5_acc: 0.8910, loss_cls: 1.0747, loss: 1.0747, grad_norm: 5.4029 2021-03-08 12:32:54,863 - mmaction - INFO - Epoch [59][380/940] lr: 1.000e-03, eta: 12:11:48, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7406, top5_acc: 0.8977, loss_cls: 1.0280, loss: 1.0280, grad_norm: 5.2581 2021-03-08 12:33:13,186 - mmaction - INFO - Epoch [59][400/940] lr: 1.000e-03, eta: 12:11:22, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7387, top5_acc: 0.8871, loss_cls: 1.0695, loss: 1.0695, grad_norm: 5.4441 2021-03-08 12:33:31,396 - mmaction - INFO - Epoch [59][420/940] lr: 1.000e-03, eta: 12:10:57, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7379, top5_acc: 0.8846, loss_cls: 1.0935, loss: 1.0935, grad_norm: 5.4488 2021-03-08 12:33:49,654 - mmaction - INFO - Epoch [59][440/940] lr: 1.000e-03, eta: 12:10:31, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7508, top5_acc: 0.8922, loss_cls: 1.0334, loss: 1.0334, grad_norm: 5.1872 2021-03-08 12:34:07,909 - mmaction - INFO - Epoch [59][460/940] lr: 1.000e-03, eta: 12:10:06, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7377, top5_acc: 0.8912, loss_cls: 1.0868, loss: 1.0868, grad_norm: 5.3690 2021-03-08 12:34:26,169 - mmaction - INFO - Epoch [59][480/940] lr: 1.000e-03, eta: 12:09:41, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7391, top5_acc: 0.8867, loss_cls: 1.0950, loss: 1.0950, grad_norm: 5.5330 2021-03-08 12:34:44,473 - mmaction - INFO - Epoch [59][500/940] lr: 1.000e-03, eta: 12:09:15, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7463, top5_acc: 0.8926, loss_cls: 1.0616, loss: 1.0616, grad_norm: 5.3690 2021-03-08 12:35:02,772 - mmaction - INFO - Epoch [59][520/940] lr: 1.000e-03, eta: 12:08:50, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7373, top5_acc: 0.8936, loss_cls: 1.0689, loss: 1.0689, grad_norm: 5.4296 2021-03-08 12:35:21,020 - mmaction - INFO - Epoch [59][540/940] lr: 1.000e-03, eta: 12:08:24, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7465, top5_acc: 0.8916, loss_cls: 1.0565, loss: 1.0565, grad_norm: 5.3596 2021-03-08 12:35:39,241 - mmaction - INFO - Epoch [59][560/940] lr: 1.000e-03, eta: 12:07:59, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7461, top5_acc: 0.8973, loss_cls: 1.0460, loss: 1.0460, grad_norm: 5.4173 2021-03-08 12:35:57,670 - mmaction - INFO - Epoch [59][580/940] lr: 1.000e-03, eta: 12:07:34, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7385, top5_acc: 0.8951, loss_cls: 1.0408, loss: 1.0408, grad_norm: 5.2892 2021-03-08 12:36:15,941 - mmaction - INFO - Epoch [59][600/940] lr: 1.000e-03, eta: 12:07:08, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7445, top5_acc: 0.8945, loss_cls: 1.0472, loss: 1.0472, grad_norm: 5.2844 2021-03-08 12:36:34,164 - mmaction - INFO - Epoch [59][620/940] lr: 1.000e-03, eta: 12:06:43, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7406, top5_acc: 0.8891, loss_cls: 1.0736, loss: 1.0736, grad_norm: 5.3888 2021-03-08 12:36:52,470 - mmaction - INFO - Epoch [59][640/940] lr: 1.000e-03, eta: 12:06:17, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7566, top5_acc: 0.9037, loss_cls: 1.0098, loss: 1.0098, grad_norm: 5.3039 2021-03-08 12:37:10,818 - mmaction - INFO - Epoch [59][660/940] lr: 1.000e-03, eta: 12:05:52, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7320, top5_acc: 0.8980, loss_cls: 1.0512, loss: 1.0512, grad_norm: 5.3763 2021-03-08 12:37:29,047 - mmaction - INFO - Epoch [59][680/940] lr: 1.000e-03, eta: 12:05:27, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7422, top5_acc: 0.8922, loss_cls: 1.0601, loss: 1.0601, grad_norm: 5.3871 2021-03-08 12:37:47,285 - mmaction - INFO - Epoch [59][700/940] lr: 1.000e-03, eta: 12:05:01, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7531, top5_acc: 0.9035, loss_cls: 1.0241, loss: 1.0241, grad_norm: 5.2439 2021-03-08 12:38:05,588 - mmaction - INFO - Epoch [59][720/940] lr: 1.000e-03, eta: 12:04:36, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7531, top5_acc: 0.8980, loss_cls: 0.9996, loss: 0.9996, grad_norm: 5.1872 2021-03-08 12:38:23,810 - mmaction - INFO - Epoch [59][740/940] lr: 1.000e-03, eta: 12:04:11, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7426, top5_acc: 0.8918, loss_cls: 1.0586, loss: 1.0586, grad_norm: 5.4054 2021-03-08 12:38:42,262 - mmaction - INFO - Epoch [59][760/940] lr: 1.000e-03, eta: 12:03:45, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7309, top5_acc: 0.8906, loss_cls: 1.1032, loss: 1.1032, grad_norm: 5.5532 2021-03-08 12:39:00,584 - mmaction - INFO - Epoch [59][780/940] lr: 1.000e-03, eta: 12:03:20, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7346, top5_acc: 0.8980, loss_cls: 1.0651, loss: 1.0651, grad_norm: 5.5574 2021-03-08 12:39:19,026 - mmaction - INFO - Epoch [59][800/940] lr: 1.000e-03, eta: 12:02:55, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.7424, top5_acc: 0.8898, loss_cls: 1.0831, loss: 1.0831, grad_norm: 5.4901 2021-03-08 12:39:37,258 - mmaction - INFO - Epoch [59][820/940] lr: 1.000e-03, eta: 12:02:30, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7477, top5_acc: 0.8941, loss_cls: 1.0406, loss: 1.0406, grad_norm: 5.4578 2021-03-08 12:39:55,595 - mmaction - INFO - Epoch [59][840/940] lr: 1.000e-03, eta: 12:02:04, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7490, top5_acc: 0.8998, loss_cls: 1.0547, loss: 1.0547, grad_norm: 5.5028 2021-03-08 12:40:13,875 - mmaction - INFO - Epoch [59][860/940] lr: 1.000e-03, eta: 12:01:39, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7480, top5_acc: 0.8926, loss_cls: 1.0537, loss: 1.0537, grad_norm: 5.4184 2021-03-08 12:40:32,111 - mmaction - INFO - Epoch [59][880/940] lr: 1.000e-03, eta: 12:01:14, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7473, top5_acc: 0.9014, loss_cls: 1.0103, loss: 1.0103, grad_norm: 5.3029 2021-03-08 12:40:50,637 - mmaction - INFO - Epoch [59][900/940] lr: 1.000e-03, eta: 12:00:48, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.7438, top5_acc: 0.8961, loss_cls: 1.0294, loss: 1.0294, grad_norm: 5.4056 2021-03-08 12:41:08,844 - mmaction - INFO - Epoch [59][920/940] lr: 1.000e-03, eta: 12:00:23, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7365, top5_acc: 0.8945, loss_cls: 1.0497, loss: 1.0497, grad_norm: 5.4496 2021-03-08 12:41:26,563 - mmaction - INFO - Epoch [59][940/940] lr: 1.000e-03, eta: 11:59:57, time: 0.885, data_time: 0.001, memory: 8361, top1_acc: 0.7374, top5_acc: 0.8874, loss_cls: 1.0845, loss: 1.0845, grad_norm: 5.5407 2021-03-08 12:41:28,548 - mmaction - INFO - Saving checkpoint at 59 epochs 2021-03-08 12:44:09,179 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 12:44:10,159 - mmaction - INFO - top1_acc 0.7033 top5_acc 0.8894 2021-03-08 12:44:10,167 - mmaction - INFO - Epoch(val) [59][940] top1_acc: 0.7033, top5_acc: 0.8894 2021-03-08 12:47:42,512 - mmaction - INFO - Epoch [60][20/940] lr: 1.000e-03, eta: 12:01:47, time: 10.616, data_time: 9.697, memory: 8361, top1_acc: 0.7361, top5_acc: 0.8900, loss_cls: 1.0671, loss: 1.0671, grad_norm: 5.4634 2021-03-08 12:48:00,636 - mmaction - INFO - Epoch [60][40/940] lr: 1.000e-03, eta: 12:01:21, time: 0.906, data_time: 0.003, memory: 8361, top1_acc: 0.7400, top5_acc: 0.8975, loss_cls: 1.0577, loss: 1.0577, grad_norm: 5.5037 2021-03-08 12:48:18,792 - mmaction - INFO - Epoch [60][60/940] lr: 1.000e-03, eta: 12:00:56, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7475, top5_acc: 0.8979, loss_cls: 1.0174, loss: 1.0174, grad_norm: 5.3311 2021-03-08 12:48:36,968 - mmaction - INFO - Epoch [60][80/940] lr: 1.000e-03, eta: 12:00:30, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7422, top5_acc: 0.8988, loss_cls: 1.0410, loss: 1.0410, grad_norm: 5.4172 2021-03-08 12:48:55,207 - mmaction - INFO - Epoch [60][100/940] lr: 1.000e-03, eta: 12:00:05, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7418, top5_acc: 0.8939, loss_cls: 1.0457, loss: 1.0457, grad_norm: 5.3441 2021-03-08 12:49:13,405 - mmaction - INFO - Epoch [60][120/940] lr: 1.000e-03, eta: 11:59:40, time: 0.911, data_time: 0.003, memory: 8361, top1_acc: 0.7391, top5_acc: 0.8924, loss_cls: 1.0705, loss: 1.0705, grad_norm: 5.4782 2021-03-08 12:49:31,582 - mmaction - INFO - Epoch [60][140/940] lr: 1.000e-03, eta: 11:59:14, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.7381, top5_acc: 0.8924, loss_cls: 1.0656, loss: 1.0656, grad_norm: 5.3815 2021-03-08 12:49:49,839 - mmaction - INFO - Epoch [60][160/940] lr: 1.000e-03, eta: 11:58:49, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7479, top5_acc: 0.8951, loss_cls: 1.0385, loss: 1.0385, grad_norm: 5.3651 2021-03-08 12:50:08,145 - mmaction - INFO - Epoch [60][180/940] lr: 1.000e-03, eta: 11:58:23, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7473, top5_acc: 0.8953, loss_cls: 1.0340, loss: 1.0340, grad_norm: 5.3324 2021-03-08 12:50:26,406 - mmaction - INFO - Epoch [60][200/940] lr: 1.000e-03, eta: 11:57:58, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7471, top5_acc: 0.9010, loss_cls: 1.0367, loss: 1.0367, grad_norm: 5.4684 2021-03-08 12:50:44,706 - mmaction - INFO - Epoch [60][220/940] lr: 1.000e-03, eta: 11:57:33, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7506, top5_acc: 0.8938, loss_cls: 1.0477, loss: 1.0477, grad_norm: 5.4626 2021-03-08 12:51:02,973 - mmaction - INFO - Epoch [60][240/940] lr: 1.000e-03, eta: 11:57:07, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7375, top5_acc: 0.8822, loss_cls: 1.1005, loss: 1.1005, grad_norm: 5.4415 2021-03-08 12:51:21,209 - mmaction - INFO - Epoch [60][260/940] lr: 1.000e-03, eta: 11:56:42, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7445, top5_acc: 0.8949, loss_cls: 1.0478, loss: 1.0478, grad_norm: 5.4489 2021-03-08 12:51:39,484 - mmaction - INFO - Epoch [60][280/940] lr: 1.000e-03, eta: 11:56:17, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7527, top5_acc: 0.8961, loss_cls: 1.0472, loss: 1.0472, grad_norm: 5.4140 2021-03-08 12:51:57,731 - mmaction - INFO - Epoch [60][300/940] lr: 1.000e-03, eta: 11:55:51, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7396, top5_acc: 0.8924, loss_cls: 1.0745, loss: 1.0745, grad_norm: 5.5697 2021-03-08 12:52:16,019 - mmaction - INFO - Epoch [60][320/940] lr: 1.000e-03, eta: 11:55:26, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7447, top5_acc: 0.8955, loss_cls: 1.0466, loss: 1.0466, grad_norm: 5.4127 2021-03-08 12:52:34,299 - mmaction - INFO - Epoch [60][340/940] lr: 1.000e-03, eta: 11:55:01, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7465, top5_acc: 0.8996, loss_cls: 1.0299, loss: 1.0299, grad_norm: 5.4100 2021-03-08 12:52:52,578 - mmaction - INFO - Epoch [60][360/940] lr: 1.000e-03, eta: 11:54:35, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7412, top5_acc: 0.8908, loss_cls: 1.0595, loss: 1.0595, grad_norm: 5.5277 2021-03-08 12:53:10,809 - mmaction - INFO - Epoch [60][380/940] lr: 1.000e-03, eta: 11:54:10, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7398, top5_acc: 0.8920, loss_cls: 1.0683, loss: 1.0683, grad_norm: 5.5270 2021-03-08 12:53:29,076 - mmaction - INFO - Epoch [60][400/940] lr: 1.000e-03, eta: 11:53:45, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7436, top5_acc: 0.8945, loss_cls: 1.0675, loss: 1.0675, grad_norm: 5.4857 2021-03-08 12:53:47,315 - mmaction - INFO - Epoch [60][420/940] lr: 1.000e-03, eta: 11:53:19, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7414, top5_acc: 0.8945, loss_cls: 1.0633, loss: 1.0633, grad_norm: 5.4592 2021-03-08 12:54:05,765 - mmaction - INFO - Epoch [60][440/940] lr: 1.000e-03, eta: 11:52:54, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7379, top5_acc: 0.8922, loss_cls: 1.0718, loss: 1.0718, grad_norm: 5.5102 2021-03-08 12:54:24,039 - mmaction - INFO - Epoch [60][460/940] lr: 1.000e-03, eta: 11:52:29, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7436, top5_acc: 0.8998, loss_cls: 1.0306, loss: 1.0306, grad_norm: 5.4682 2021-03-08 12:54:42,267 - mmaction - INFO - Epoch [60][480/940] lr: 1.000e-03, eta: 11:52:03, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7430, top5_acc: 0.8939, loss_cls: 1.0493, loss: 1.0493, grad_norm: 5.3820 2021-03-08 12:55:00,613 - mmaction - INFO - Epoch [60][500/940] lr: 1.000e-03, eta: 11:51:38, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7527, top5_acc: 0.8988, loss_cls: 1.0181, loss: 1.0181, grad_norm: 5.3826 2021-03-08 12:55:18,931 - mmaction - INFO - Epoch [60][520/940] lr: 1.000e-03, eta: 11:51:13, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7326, top5_acc: 0.8930, loss_cls: 1.0766, loss: 1.0766, grad_norm: 5.5100 2021-03-08 12:55:37,199 - mmaction - INFO - Epoch [60][540/940] lr: 1.000e-03, eta: 11:50:48, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7408, top5_acc: 0.8875, loss_cls: 1.0649, loss: 1.0649, grad_norm: 5.4474 2021-03-08 12:55:55,495 - mmaction - INFO - Epoch [60][560/940] lr: 1.000e-03, eta: 11:50:22, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7445, top5_acc: 0.8936, loss_cls: 1.0514, loss: 1.0514, grad_norm: 5.4116 2021-03-08 12:56:13,915 - mmaction - INFO - Epoch [60][580/940] lr: 1.000e-03, eta: 11:49:57, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7443, top5_acc: 0.8945, loss_cls: 1.0579, loss: 1.0579, grad_norm: 5.3839 2021-03-08 12:56:32,179 - mmaction - INFO - Epoch [60][600/940] lr: 1.000e-03, eta: 11:49:32, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7369, top5_acc: 0.8961, loss_cls: 1.0582, loss: 1.0582, grad_norm: 5.5193 2021-03-08 12:56:50,461 - mmaction - INFO - Epoch [60][620/940] lr: 1.000e-03, eta: 11:49:07, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7518, top5_acc: 0.8939, loss_cls: 1.0434, loss: 1.0434, grad_norm: 5.3223 2021-03-08 12:57:08,707 - mmaction - INFO - Epoch [60][640/940] lr: 1.000e-03, eta: 11:48:41, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7463, top5_acc: 0.8957, loss_cls: 1.0391, loss: 1.0391, grad_norm: 5.3849 2021-03-08 12:57:27,199 - mmaction - INFO - Epoch [60][660/940] lr: 1.000e-03, eta: 11:48:16, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7510, top5_acc: 0.8986, loss_cls: 1.0284, loss: 1.0284, grad_norm: 5.2779 2021-03-08 12:57:45,478 - mmaction - INFO - Epoch [60][680/940] lr: 1.000e-03, eta: 11:47:51, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7439, top5_acc: 0.8986, loss_cls: 1.0378, loss: 1.0378, grad_norm: 5.4093 2021-03-08 12:58:03,716 - mmaction - INFO - Epoch [60][700/940] lr: 1.000e-03, eta: 11:47:26, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7479, top5_acc: 0.9049, loss_cls: 1.0151, loss: 1.0151, grad_norm: 5.3797 2021-03-08 12:58:22,199 - mmaction - INFO - Epoch [60][720/940] lr: 1.000e-03, eta: 11:47:01, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7479, top5_acc: 0.8965, loss_cls: 1.0278, loss: 1.0278, grad_norm: 5.3780 2021-03-08 12:58:40,537 - mmaction - INFO - Epoch [60][740/940] lr: 1.000e-03, eta: 11:46:35, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7467, top5_acc: 0.8926, loss_cls: 1.0507, loss: 1.0507, grad_norm: 5.3328 2021-03-08 12:58:58,853 - mmaction - INFO - Epoch [60][760/940] lr: 1.000e-03, eta: 11:46:10, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7463, top5_acc: 0.8850, loss_cls: 1.0872, loss: 1.0872, grad_norm: 5.3885 2021-03-08 12:59:17,173 - mmaction - INFO - Epoch [60][780/940] lr: 1.000e-03, eta: 11:45:45, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7350, top5_acc: 0.8898, loss_cls: 1.0877, loss: 1.0877, grad_norm: 5.4031 2021-03-08 12:59:35,541 - mmaction - INFO - Epoch [60][800/940] lr: 1.000e-03, eta: 11:45:20, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7471, top5_acc: 0.8963, loss_cls: 1.0431, loss: 1.0431, grad_norm: 5.3705 2021-03-08 12:59:53,947 - mmaction - INFO - Epoch [60][820/940] lr: 1.000e-03, eta: 11:44:55, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7383, top5_acc: 0.8953, loss_cls: 1.0526, loss: 1.0526, grad_norm: 5.5039 2021-03-08 13:00:12,333 - mmaction - INFO - Epoch [60][840/940] lr: 1.000e-03, eta: 11:44:30, time: 0.919, data_time: 0.003, memory: 8361, top1_acc: 0.7400, top5_acc: 0.8955, loss_cls: 1.0575, loss: 1.0575, grad_norm: 5.5329 2021-03-08 13:00:30,686 - mmaction - INFO - Epoch [60][860/940] lr: 1.000e-03, eta: 11:44:05, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7445, top5_acc: 0.8945, loss_cls: 1.0429, loss: 1.0429, grad_norm: 5.3344 2021-03-08 13:00:48,958 - mmaction - INFO - Epoch [60][880/940] lr: 1.000e-03, eta: 11:43:39, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7406, top5_acc: 0.8949, loss_cls: 1.0610, loss: 1.0610, grad_norm: 5.4917 2021-03-08 13:01:07,271 - mmaction - INFO - Epoch [60][900/940] lr: 1.000e-03, eta: 11:43:14, time: 0.916, data_time: 0.003, memory: 8361, top1_acc: 0.7377, top5_acc: 0.8947, loss_cls: 1.0726, loss: 1.0726, grad_norm: 5.4913 2021-03-08 13:01:25,476 - mmaction - INFO - Epoch [60][920/940] lr: 1.000e-03, eta: 11:42:49, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7445, top5_acc: 0.8945, loss_cls: 1.0609, loss: 1.0609, grad_norm: 5.5186 2021-03-08 13:01:43,220 - mmaction - INFO - Epoch [60][940/940] lr: 1.000e-03, eta: 11:42:23, time: 0.887, data_time: 0.001, memory: 8361, top1_acc: 0.7486, top5_acc: 0.8947, loss_cls: 1.0427, loss: 1.0427, grad_norm: 5.4857 2021-03-08 13:01:45,092 - mmaction - INFO - Saving checkpoint at 60 epochs 2021-03-08 13:04:28,013 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 13:04:28,996 - mmaction - INFO - top1_acc 0.7063 top5_acc 0.8940 2021-03-08 13:04:29,004 - mmaction - INFO - Epoch(val) [60][940] top1_acc: 0.7063, top5_acc: 0.8940 2021-03-08 13:08:00,549 - mmaction - INFO - Epoch [61][20/940] lr: 1.000e-03, eta: 11:44:07, time: 10.577, data_time: 9.667, memory: 8361, top1_acc: 0.7408, top5_acc: 0.8881, loss_cls: 1.0613, loss: 1.0613, grad_norm: 5.4402 2021-03-08 13:08:18,689 - mmaction - INFO - Epoch [61][40/940] lr: 1.000e-03, eta: 11:43:42, time: 0.906, data_time: 0.001, memory: 8361, top1_acc: 0.7514, top5_acc: 0.8980, loss_cls: 1.0142, loss: 1.0142, grad_norm: 5.3700 2021-03-08 13:08:36,829 - mmaction - INFO - Epoch [61][60/940] lr: 1.000e-03, eta: 11:43:16, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.7336, top5_acc: 0.8951, loss_cls: 1.0783, loss: 1.0783, grad_norm: 5.5358 2021-03-08 13:08:54,991 - mmaction - INFO - Epoch [61][80/940] lr: 1.000e-03, eta: 11:42:51, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.7373, top5_acc: 0.8893, loss_cls: 1.0719, loss: 1.0719, grad_norm: 5.4670 2021-03-08 13:09:13,238 - mmaction - INFO - Epoch [61][100/940] lr: 1.000e-03, eta: 11:42:26, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7555, top5_acc: 0.9014, loss_cls: 1.0056, loss: 1.0056, grad_norm: 5.3126 2021-03-08 13:09:31,394 - mmaction - INFO - Epoch [61][120/940] lr: 1.000e-03, eta: 11:42:00, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.7584, top5_acc: 0.9020, loss_cls: 0.9872, loss: 0.9872, grad_norm: 5.2276 2021-03-08 13:09:49,571 - mmaction - INFO - Epoch [61][140/940] lr: 1.000e-03, eta: 11:41:35, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7385, top5_acc: 0.8922, loss_cls: 1.0712, loss: 1.0712, grad_norm: 5.4017 2021-03-08 13:10:07,830 - mmaction - INFO - Epoch [61][160/940] lr: 1.000e-03, eta: 11:41:10, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7371, top5_acc: 0.8885, loss_cls: 1.0811, loss: 1.0811, grad_norm: 5.5046 2021-03-08 13:10:26,049 - mmaction - INFO - Epoch [61][180/940] lr: 1.000e-03, eta: 11:40:44, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7381, top5_acc: 0.8949, loss_cls: 1.0521, loss: 1.0521, grad_norm: 5.5182 2021-03-08 13:10:44,523 - mmaction - INFO - Epoch [61][200/940] lr: 1.000e-03, eta: 11:40:19, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7463, top5_acc: 0.8951, loss_cls: 1.0436, loss: 1.0436, grad_norm: 5.4127 2021-03-08 13:11:02,794 - mmaction - INFO - Epoch [61][220/940] lr: 1.000e-03, eta: 11:39:54, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7549, top5_acc: 0.9008, loss_cls: 0.9913, loss: 0.9913, grad_norm: 5.2879 2021-03-08 13:11:21,158 - mmaction - INFO - Epoch [61][240/940] lr: 1.000e-03, eta: 11:39:29, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7350, top5_acc: 0.8947, loss_cls: 1.0599, loss: 1.0599, grad_norm: 5.5425 2021-03-08 13:11:39,401 - mmaction - INFO - Epoch [61][260/940] lr: 1.000e-03, eta: 11:39:04, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7557, top5_acc: 0.9041, loss_cls: 0.9935, loss: 0.9935, grad_norm: 5.3601 2021-03-08 13:11:57,698 - mmaction - INFO - Epoch [61][280/940] lr: 1.000e-03, eta: 11:38:38, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7484, top5_acc: 0.8977, loss_cls: 1.0184, loss: 1.0184, grad_norm: 5.4399 2021-03-08 13:12:16,102 - mmaction - INFO - Epoch [61][300/940] lr: 1.000e-03, eta: 11:38:13, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7514, top5_acc: 0.8934, loss_cls: 1.0480, loss: 1.0480, grad_norm: 5.4547 2021-03-08 13:12:34,399 - mmaction - INFO - Epoch [61][320/940] lr: 1.000e-03, eta: 11:37:48, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7461, top5_acc: 0.8994, loss_cls: 1.0258, loss: 1.0258, grad_norm: 5.4561 2021-03-08 13:12:52,808 - mmaction - INFO - Epoch [61][340/940] lr: 1.000e-03, eta: 11:37:23, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7457, top5_acc: 0.9004, loss_cls: 1.0354, loss: 1.0354, grad_norm: 5.4674 2021-03-08 13:13:11,142 - mmaction - INFO - Epoch [61][360/940] lr: 1.000e-03, eta: 11:36:58, time: 0.917, data_time: 0.003, memory: 8361, top1_acc: 0.7412, top5_acc: 0.8904, loss_cls: 1.0546, loss: 1.0546, grad_norm: 5.4861 2021-03-08 13:13:30,128 - mmaction - INFO - Epoch [61][380/940] lr: 1.000e-03, eta: 11:36:33, time: 0.949, data_time: 0.040, memory: 8361, top1_acc: 0.7383, top5_acc: 0.8900, loss_cls: 1.0805, loss: 1.0805, grad_norm: 5.5520 2021-03-08 13:13:48,517 - mmaction - INFO - Epoch [61][400/940] lr: 1.000e-03, eta: 11:36:08, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7432, top5_acc: 0.8951, loss_cls: 1.0503, loss: 1.0503, grad_norm: 5.4989 2021-03-08 13:14:06,894 - mmaction - INFO - Epoch [61][420/940] lr: 1.000e-03, eta: 11:35:43, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7396, top5_acc: 0.8955, loss_cls: 1.0482, loss: 1.0482, grad_norm: 5.4887 2021-03-08 13:14:25,263 - mmaction - INFO - Epoch [61][440/940] lr: 1.000e-03, eta: 11:35:18, time: 0.919, data_time: 0.003, memory: 8361, top1_acc: 0.7484, top5_acc: 0.9023, loss_cls: 1.0158, loss: 1.0158, grad_norm: 5.4588 2021-03-08 13:14:43,590 - mmaction - INFO - Epoch [61][460/940] lr: 1.000e-03, eta: 11:34:52, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7553, top5_acc: 0.9039, loss_cls: 0.9982, loss: 0.9982, grad_norm: 5.3267 2021-03-08 13:15:01,872 - mmaction - INFO - Epoch [61][480/940] lr: 1.000e-03, eta: 11:34:27, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7262, top5_acc: 0.8822, loss_cls: 1.1184, loss: 1.1184, grad_norm: 5.6527 2021-03-08 13:15:20,331 - mmaction - INFO - Epoch [61][500/940] lr: 1.000e-03, eta: 11:34:02, time: 0.923, data_time: 0.003, memory: 8361, top1_acc: 0.7549, top5_acc: 0.9008, loss_cls: 1.0130, loss: 1.0130, grad_norm: 5.3536 2021-03-08 13:15:38,589 - mmaction - INFO - Epoch [61][520/940] lr: 1.000e-03, eta: 11:33:37, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7408, top5_acc: 0.8939, loss_cls: 1.0512, loss: 1.0512, grad_norm: 5.5937 2021-03-08 13:15:56,913 - mmaction - INFO - Epoch [61][540/940] lr: 1.000e-03, eta: 11:33:12, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7355, top5_acc: 0.8877, loss_cls: 1.0838, loss: 1.0838, grad_norm: 5.4790 2021-03-08 13:16:15,175 - mmaction - INFO - Epoch [61][560/940] lr: 1.000e-03, eta: 11:32:47, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7408, top5_acc: 0.8918, loss_cls: 1.0569, loss: 1.0569, grad_norm: 5.4152 2021-03-08 13:16:33,492 - mmaction - INFO - Epoch [61][580/940] lr: 1.000e-03, eta: 11:32:22, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7410, top5_acc: 0.8936, loss_cls: 1.0373, loss: 1.0373, grad_norm: 5.4590 2021-03-08 13:16:51,861 - mmaction - INFO - Epoch [61][600/940] lr: 1.000e-03, eta: 11:31:57, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7471, top5_acc: 0.8943, loss_cls: 1.0501, loss: 1.0501, grad_norm: 5.4942 2021-03-08 13:17:10,174 - mmaction - INFO - Epoch [61][620/940] lr: 1.000e-03, eta: 11:31:31, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7459, top5_acc: 0.8941, loss_cls: 1.0432, loss: 1.0432, grad_norm: 5.5384 2021-03-08 13:17:28,401 - mmaction - INFO - Epoch [61][640/940] lr: 1.000e-03, eta: 11:31:06, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7455, top5_acc: 0.8961, loss_cls: 1.0196, loss: 1.0196, grad_norm: 5.5119 2021-03-08 13:17:46,710 - mmaction - INFO - Epoch [61][660/940] lr: 1.000e-03, eta: 11:30:41, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7402, top5_acc: 0.8885, loss_cls: 1.0703, loss: 1.0703, grad_norm: 5.4251 2021-03-08 13:18:04,996 - mmaction - INFO - Epoch [61][680/940] lr: 1.000e-03, eta: 11:30:16, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7488, top5_acc: 0.9014, loss_cls: 1.0224, loss: 1.0224, grad_norm: 5.4950 2021-03-08 13:18:23,367 - mmaction - INFO - Epoch [61][700/940] lr: 1.000e-03, eta: 11:29:51, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7316, top5_acc: 0.8898, loss_cls: 1.0716, loss: 1.0716, grad_norm: 5.4548 2021-03-08 13:18:41,712 - mmaction - INFO - Epoch [61][720/940] lr: 1.000e-03, eta: 11:29:26, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7430, top5_acc: 0.8953, loss_cls: 1.0298, loss: 1.0298, grad_norm: 5.3515 2021-03-08 13:19:00,049 - mmaction - INFO - Epoch [61][740/940] lr: 1.000e-03, eta: 11:29:01, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7420, top5_acc: 0.8914, loss_cls: 1.0583, loss: 1.0583, grad_norm: 5.5527 2021-03-08 13:19:18,351 - mmaction - INFO - Epoch [61][760/940] lr: 1.000e-03, eta: 11:28:36, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7455, top5_acc: 0.8992, loss_cls: 1.0432, loss: 1.0432, grad_norm: 5.4474 2021-03-08 13:19:36,649 - mmaction - INFO - Epoch [61][780/940] lr: 1.000e-03, eta: 11:28:11, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7496, top5_acc: 0.9027, loss_cls: 1.0281, loss: 1.0281, grad_norm: 5.4092 2021-03-08 13:19:54,984 - mmaction - INFO - Epoch [61][800/940] lr: 1.000e-03, eta: 11:27:46, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7385, top5_acc: 0.8963, loss_cls: 1.0467, loss: 1.0467, grad_norm: 5.4875 2021-03-08 13:20:13,237 - mmaction - INFO - Epoch [61][820/940] lr: 1.000e-03, eta: 11:27:20, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7484, top5_acc: 0.8986, loss_cls: 1.0394, loss: 1.0394, grad_norm: 5.4689 2021-03-08 13:20:31,471 - mmaction - INFO - Epoch [61][840/940] lr: 1.000e-03, eta: 11:26:55, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7416, top5_acc: 0.8975, loss_cls: 1.0573, loss: 1.0573, grad_norm: 5.5695 2021-03-08 13:20:49,758 - mmaction - INFO - Epoch [61][860/940] lr: 1.000e-03, eta: 11:26:30, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7395, top5_acc: 0.8969, loss_cls: 1.0487, loss: 1.0487, grad_norm: 5.5361 2021-03-08 13:21:08,048 - mmaction - INFO - Epoch [61][880/940] lr: 1.000e-03, eta: 11:26:05, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7504, top5_acc: 0.8971, loss_cls: 1.0297, loss: 1.0297, grad_norm: 5.3907 2021-03-08 13:21:26,466 - mmaction - INFO - Epoch [61][900/940] lr: 1.000e-03, eta: 11:25:40, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7359, top5_acc: 0.8887, loss_cls: 1.0800, loss: 1.0800, grad_norm: 5.5625 2021-03-08 13:21:44,819 - mmaction - INFO - Epoch [61][920/940] lr: 1.000e-03, eta: 11:25:15, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7465, top5_acc: 0.8953, loss_cls: 1.0334, loss: 1.0334, grad_norm: 5.4753 2021-03-08 13:22:02,479 - mmaction - INFO - Epoch [61][940/940] lr: 1.000e-03, eta: 11:24:50, time: 0.883, data_time: 0.001, memory: 8361, top1_acc: 0.7528, top5_acc: 0.8998, loss_cls: 1.0274, loss: 1.0274, grad_norm: 5.5493 2021-03-08 13:22:04,485 - mmaction - INFO - Saving checkpoint at 61 epochs 2021-03-08 13:24:47,261 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 13:24:48,242 - mmaction - INFO - top1_acc 0.7043 top5_acc 0.8896 2021-03-08 13:24:48,250 - mmaction - INFO - Epoch(val) [61][940] top1_acc: 0.7043, top5_acc: 0.8896 2021-03-08 13:28:21,120 - mmaction - INFO - Epoch [62][20/940] lr: 1.000e-03, eta: 11:26:29, time: 10.643, data_time: 9.711, memory: 8361, top1_acc: 0.7410, top5_acc: 0.8920, loss_cls: 1.0456, loss: 1.0456, grad_norm: 5.4370 2021-03-08 13:28:39,261 - mmaction - INFO - Epoch [62][40/940] lr: 1.000e-03, eta: 11:26:04, time: 0.907, data_time: 0.003, memory: 8361, top1_acc: 0.7438, top5_acc: 0.8881, loss_cls: 1.0726, loss: 1.0726, grad_norm: 5.4440 2021-03-08 13:28:57,380 - mmaction - INFO - Epoch [62][60/940] lr: 1.000e-03, eta: 11:25:38, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.7428, top5_acc: 0.8955, loss_cls: 1.0516, loss: 1.0516, grad_norm: 5.4967 2021-03-08 13:29:15,588 - mmaction - INFO - Epoch [62][80/940] lr: 1.000e-03, eta: 11:25:13, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7520, top5_acc: 0.8996, loss_cls: 1.0163, loss: 1.0163, grad_norm: 5.5068 2021-03-08 13:29:33,803 - mmaction - INFO - Epoch [62][100/940] lr: 1.000e-03, eta: 11:24:48, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7457, top5_acc: 0.8973, loss_cls: 1.0690, loss: 1.0690, grad_norm: 5.5219 2021-03-08 13:29:51,968 - mmaction - INFO - Epoch [62][120/940] lr: 1.000e-03, eta: 11:24:23, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.7535, top5_acc: 0.8957, loss_cls: 1.0153, loss: 1.0153, grad_norm: 5.3632 2021-03-08 13:30:10,169 - mmaction - INFO - Epoch [62][140/940] lr: 1.000e-03, eta: 11:23:58, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7496, top5_acc: 0.9012, loss_cls: 1.0233, loss: 1.0233, grad_norm: 5.4274 2021-03-08 13:30:28,395 - mmaction - INFO - Epoch [62][160/940] lr: 1.000e-03, eta: 11:23:32, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7555, top5_acc: 0.9041, loss_cls: 0.9746, loss: 0.9746, grad_norm: 5.3395 2021-03-08 13:30:46,670 - mmaction - INFO - Epoch [62][180/940] lr: 1.000e-03, eta: 11:23:07, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7506, top5_acc: 0.8984, loss_cls: 1.0209, loss: 1.0209, grad_norm: 5.5413 2021-03-08 13:31:04,982 - mmaction - INFO - Epoch [62][200/940] lr: 1.000e-03, eta: 11:22:42, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7559, top5_acc: 0.8998, loss_cls: 1.0119, loss: 1.0119, grad_norm: 5.4575 2021-03-08 13:31:23,313 - mmaction - INFO - Epoch [62][220/940] lr: 1.000e-03, eta: 11:22:17, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7432, top5_acc: 0.8932, loss_cls: 1.0352, loss: 1.0352, grad_norm: 5.5371 2021-03-08 13:31:41,498 - mmaction - INFO - Epoch [62][240/940] lr: 1.000e-03, eta: 11:21:52, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7492, top5_acc: 0.8963, loss_cls: 1.0331, loss: 1.0331, grad_norm: 5.4601 2021-03-08 13:31:59,718 - mmaction - INFO - Epoch [62][260/940] lr: 1.000e-03, eta: 11:21:27, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7576, top5_acc: 0.9027, loss_cls: 1.0017, loss: 1.0017, grad_norm: 5.3501 2021-03-08 13:32:17,951 - mmaction - INFO - Epoch [62][280/940] lr: 1.000e-03, eta: 11:21:02, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7467, top5_acc: 0.8961, loss_cls: 1.0277, loss: 1.0277, grad_norm: 5.3680 2021-03-08 13:32:36,321 - mmaction - INFO - Epoch [62][300/940] lr: 1.000e-03, eta: 11:20:37, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7480, top5_acc: 0.9016, loss_cls: 1.0126, loss: 1.0126, grad_norm: 5.4580 2021-03-08 13:32:54,614 - mmaction - INFO - Epoch [62][320/940] lr: 1.000e-03, eta: 11:20:12, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7445, top5_acc: 0.8928, loss_cls: 1.0602, loss: 1.0602, grad_norm: 5.4711 2021-03-08 13:33:12,841 - mmaction - INFO - Epoch [62][340/940] lr: 1.000e-03, eta: 11:19:46, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7520, top5_acc: 0.8975, loss_cls: 1.0336, loss: 1.0336, grad_norm: 5.4213 2021-03-08 13:33:31,233 - mmaction - INFO - Epoch [62][360/940] lr: 1.000e-03, eta: 11:19:21, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7426, top5_acc: 0.8916, loss_cls: 1.0384, loss: 1.0384, grad_norm: 5.5359 2021-03-08 13:33:49,452 - mmaction - INFO - Epoch [62][380/940] lr: 1.000e-03, eta: 11:18:56, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7424, top5_acc: 0.8957, loss_cls: 1.0619, loss: 1.0619, grad_norm: 5.5273 2021-03-08 13:34:07,713 - mmaction - INFO - Epoch [62][400/940] lr: 1.000e-03, eta: 11:18:31, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7535, top5_acc: 0.9006, loss_cls: 1.0010, loss: 1.0010, grad_norm: 5.3819 2021-03-08 13:34:25,961 - mmaction - INFO - Epoch [62][420/940] lr: 1.000e-03, eta: 11:18:06, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7436, top5_acc: 0.8979, loss_cls: 1.0343, loss: 1.0343, grad_norm: 5.4903 2021-03-08 13:34:44,221 - mmaction - INFO - Epoch [62][440/940] lr: 1.000e-03, eta: 11:17:41, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7480, top5_acc: 0.8973, loss_cls: 1.0400, loss: 1.0400, grad_norm: 5.3649 2021-03-08 13:35:02,579 - mmaction - INFO - Epoch [62][460/940] lr: 1.000e-03, eta: 11:17:16, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7408, top5_acc: 0.8900, loss_cls: 1.0604, loss: 1.0604, grad_norm: 5.5224 2021-03-08 13:35:20,818 - mmaction - INFO - Epoch [62][480/940] lr: 1.000e-03, eta: 11:16:51, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7445, top5_acc: 0.8928, loss_cls: 1.0653, loss: 1.0653, grad_norm: 5.6049 2021-03-08 13:35:39,064 - mmaction - INFO - Epoch [62][500/940] lr: 1.000e-03, eta: 11:16:26, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7475, top5_acc: 0.8947, loss_cls: 1.0518, loss: 1.0518, grad_norm: 5.5317 2021-03-08 13:35:57,339 - mmaction - INFO - Epoch [62][520/940] lr: 1.000e-03, eta: 11:16:01, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7398, top5_acc: 0.8889, loss_cls: 1.0801, loss: 1.0801, grad_norm: 5.5449 2021-03-08 13:36:15,627 - mmaction - INFO - Epoch [62][540/940] lr: 1.000e-03, eta: 11:15:36, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7432, top5_acc: 0.8924, loss_cls: 1.0634, loss: 1.0634, grad_norm: 5.5064 2021-03-08 13:36:34,030 - mmaction - INFO - Epoch [62][560/940] lr: 1.000e-03, eta: 11:15:11, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7402, top5_acc: 0.8867, loss_cls: 1.0780, loss: 1.0780, grad_norm: 5.5464 2021-03-08 13:36:52,406 - mmaction - INFO - Epoch [62][580/940] lr: 1.000e-03, eta: 11:14:46, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7496, top5_acc: 0.8936, loss_cls: 1.0501, loss: 1.0501, grad_norm: 5.5455 2021-03-08 13:37:10,707 - mmaction - INFO - Epoch [62][600/940] lr: 1.000e-03, eta: 11:14:21, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7520, top5_acc: 0.8947, loss_cls: 1.0320, loss: 1.0320, grad_norm: 5.4901 2021-03-08 13:37:29,020 - mmaction - INFO - Epoch [62][620/940] lr: 1.000e-03, eta: 11:13:56, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7566, top5_acc: 0.8992, loss_cls: 1.0066, loss: 1.0066, grad_norm: 5.3881 2021-03-08 13:37:47,281 - mmaction - INFO - Epoch [62][640/940] lr: 1.000e-03, eta: 11:13:31, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7455, top5_acc: 0.8973, loss_cls: 1.0447, loss: 1.0447, grad_norm: 5.4890 2021-03-08 13:38:05,544 - mmaction - INFO - Epoch [62][660/940] lr: 1.000e-03, eta: 11:13:06, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7514, top5_acc: 0.8969, loss_cls: 1.0156, loss: 1.0156, grad_norm: 5.4516 2021-03-08 13:38:24,001 - mmaction - INFO - Epoch [62][680/940] lr: 1.000e-03, eta: 11:12:41, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7543, top5_acc: 0.8947, loss_cls: 1.0037, loss: 1.0037, grad_norm: 5.3506 2021-03-08 13:38:42,298 - mmaction - INFO - Epoch [62][700/940] lr: 1.000e-03, eta: 11:12:16, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7393, top5_acc: 0.8873, loss_cls: 1.0739, loss: 1.0739, grad_norm: 5.5375 2021-03-08 13:39:00,584 - mmaction - INFO - Epoch [62][720/940] lr: 1.000e-03, eta: 11:11:51, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7439, top5_acc: 0.8941, loss_cls: 1.0393, loss: 1.0393, grad_norm: 5.4888 2021-03-08 13:39:18,967 - mmaction - INFO - Epoch [62][740/940] lr: 1.000e-03, eta: 11:11:26, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7318, top5_acc: 0.8971, loss_cls: 1.0742, loss: 1.0742, grad_norm: 5.7140 2021-03-08 13:39:37,207 - mmaction - INFO - Epoch [62][760/940] lr: 1.000e-03, eta: 11:11:01, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7447, top5_acc: 0.8953, loss_cls: 1.0433, loss: 1.0433, grad_norm: 5.4624 2021-03-08 13:39:55,639 - mmaction - INFO - Epoch [62][780/940] lr: 1.000e-03, eta: 11:10:36, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7445, top5_acc: 0.8893, loss_cls: 1.0593, loss: 1.0593, grad_norm: 5.4673 2021-03-08 13:40:13,906 - mmaction - INFO - Epoch [62][800/940] lr: 1.000e-03, eta: 11:10:11, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7508, top5_acc: 0.8996, loss_cls: 1.0336, loss: 1.0336, grad_norm: 5.4994 2021-03-08 13:40:32,329 - mmaction - INFO - Epoch [62][820/940] lr: 1.000e-03, eta: 11:09:46, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7338, top5_acc: 0.8908, loss_cls: 1.0803, loss: 1.0803, grad_norm: 5.5696 2021-03-08 13:40:50,511 - mmaction - INFO - Epoch [62][840/940] lr: 1.000e-03, eta: 11:09:21, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7352, top5_acc: 0.8828, loss_cls: 1.0786, loss: 1.0786, grad_norm: 5.5585 2021-03-08 13:41:08,794 - mmaction - INFO - Epoch [62][860/940] lr: 1.000e-03, eta: 11:08:56, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7436, top5_acc: 0.9021, loss_cls: 1.0292, loss: 1.0292, grad_norm: 5.4815 2021-03-08 13:41:27,039 - mmaction - INFO - Epoch [62][880/940] lr: 1.000e-03, eta: 11:08:31, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7408, top5_acc: 0.8924, loss_cls: 1.0417, loss: 1.0417, grad_norm: 5.5025 2021-03-08 13:41:45,278 - mmaction - INFO - Epoch [62][900/940] lr: 1.000e-03, eta: 11:08:06, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7416, top5_acc: 0.8922, loss_cls: 1.0576, loss: 1.0576, grad_norm: 5.5276 2021-03-08 13:42:03,572 - mmaction - INFO - Epoch [62][920/940] lr: 1.000e-03, eta: 11:07:41, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7432, top5_acc: 0.8961, loss_cls: 1.0420, loss: 1.0420, grad_norm: 5.5210 2021-03-08 13:42:21,334 - mmaction - INFO - Epoch [62][940/940] lr: 1.000e-03, eta: 11:07:16, time: 0.886, data_time: 0.001, memory: 8361, top1_acc: 0.7490, top5_acc: 0.9006, loss_cls: 1.0254, loss: 1.0254, grad_norm: 5.5026 2021-03-08 13:42:23,215 - mmaction - INFO - Saving checkpoint at 62 epochs 2021-03-08 13:44:59,521 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 13:45:00,503 - mmaction - INFO - top1_acc 0.7027 top5_acc 0.8905 2021-03-08 13:45:00,511 - mmaction - INFO - Epoch(val) [62][940] top1_acc: 0.7027, top5_acc: 0.8905 2021-03-08 13:48:33,527 - mmaction - INFO - Epoch [63][20/940] lr: 1.000e-03, eta: 11:08:50, time: 10.649, data_time: 9.718, memory: 8361, top1_acc: 0.7543, top5_acc: 0.9102, loss_cls: 0.9834, loss: 0.9834, grad_norm: 5.3859 2021-03-08 13:48:51,670 - mmaction - INFO - Epoch [63][40/940] lr: 1.000e-03, eta: 11:08:25, time: 0.908, data_time: 0.003, memory: 8361, top1_acc: 0.7516, top5_acc: 0.8932, loss_cls: 1.0318, loss: 1.0318, grad_norm: 5.4640 2021-03-08 13:49:09,817 - mmaction - INFO - Epoch [63][60/940] lr: 1.000e-03, eta: 11:08:00, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.7529, top5_acc: 0.8973, loss_cls: 1.0331, loss: 1.0331, grad_norm: 5.4442 2021-03-08 13:49:28,011 - mmaction - INFO - Epoch [63][80/940] lr: 1.000e-03, eta: 11:07:35, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.7605, top5_acc: 0.8975, loss_cls: 1.0131, loss: 1.0131, grad_norm: 5.3750 2021-03-08 13:49:46,221 - mmaction - INFO - Epoch [63][100/940] lr: 1.000e-03, eta: 11:07:10, time: 0.912, data_time: 0.003, memory: 8361, top1_acc: 0.7414, top5_acc: 0.8898, loss_cls: 1.0692, loss: 1.0692, grad_norm: 5.4596 2021-03-08 13:50:04,451 - mmaction - INFO - Epoch [63][120/940] lr: 1.000e-03, eta: 11:06:45, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7527, top5_acc: 0.9062, loss_cls: 0.9998, loss: 0.9998, grad_norm: 5.4665 2021-03-08 13:50:22,759 - mmaction - INFO - Epoch [63][140/940] lr: 1.000e-03, eta: 11:06:20, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7422, top5_acc: 0.9008, loss_cls: 1.0338, loss: 1.0338, grad_norm: 5.5554 2021-03-08 13:50:40,958 - mmaction - INFO - Epoch [63][160/940] lr: 1.000e-03, eta: 11:05:54, time: 0.911, data_time: 0.003, memory: 8361, top1_acc: 0.7504, top5_acc: 0.9008, loss_cls: 1.0081, loss: 1.0081, grad_norm: 5.4037 2021-03-08 13:50:59,287 - mmaction - INFO - Epoch [63][180/940] lr: 1.000e-03, eta: 11:05:29, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7535, top5_acc: 0.9006, loss_cls: 1.0086, loss: 1.0086, grad_norm: 5.4795 2021-03-08 13:51:17,552 - mmaction - INFO - Epoch [63][200/940] lr: 1.000e-03, eta: 11:05:04, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7479, top5_acc: 0.9008, loss_cls: 1.0307, loss: 1.0307, grad_norm: 5.5225 2021-03-08 13:51:35,948 - mmaction - INFO - Epoch [63][220/940] lr: 1.000e-03, eta: 11:04:40, time: 0.921, data_time: 0.003, memory: 8361, top1_acc: 0.7424, top5_acc: 0.8930, loss_cls: 1.0452, loss: 1.0452, grad_norm: 5.5658 2021-03-08 13:51:54,315 - mmaction - INFO - Epoch [63][240/940] lr: 1.000e-03, eta: 11:04:15, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7424, top5_acc: 0.8908, loss_cls: 1.0707, loss: 1.0707, grad_norm: 5.5675 2021-03-08 13:52:12,637 - mmaction - INFO - Epoch [63][260/940] lr: 1.000e-03, eta: 11:03:50, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7443, top5_acc: 0.8986, loss_cls: 1.0193, loss: 1.0193, grad_norm: 5.4464 2021-03-08 13:52:30,899 - mmaction - INFO - Epoch [63][280/940] lr: 1.000e-03, eta: 11:03:25, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7383, top5_acc: 0.8965, loss_cls: 1.0700, loss: 1.0700, grad_norm: 5.6195 2021-03-08 13:52:49,192 - mmaction - INFO - Epoch [63][300/940] lr: 1.000e-03, eta: 11:03:00, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7459, top5_acc: 0.8938, loss_cls: 1.0471, loss: 1.0471, grad_norm: 5.5912 2021-03-08 13:53:07,496 - mmaction - INFO - Epoch [63][320/940] lr: 1.000e-03, eta: 11:02:35, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7467, top5_acc: 0.8975, loss_cls: 1.0274, loss: 1.0274, grad_norm: 5.4700 2021-03-08 13:53:25,778 - mmaction - INFO - Epoch [63][340/940] lr: 1.000e-03, eta: 11:02:10, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7465, top5_acc: 0.9029, loss_cls: 1.0349, loss: 1.0349, grad_norm: 5.5913 2021-03-08 13:53:44,163 - mmaction - INFO - Epoch [63][360/940] lr: 1.000e-03, eta: 11:01:45, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7400, top5_acc: 0.8988, loss_cls: 1.0374, loss: 1.0374, grad_norm: 5.5661 2021-03-08 13:54:02,583 - mmaction - INFO - Epoch [63][380/940] lr: 1.000e-03, eta: 11:01:20, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7553, top5_acc: 0.8965, loss_cls: 1.0124, loss: 1.0124, grad_norm: 5.4482 2021-03-08 13:54:20,908 - mmaction - INFO - Epoch [63][400/940] lr: 1.000e-03, eta: 11:00:55, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7516, top5_acc: 0.8979, loss_cls: 1.0194, loss: 1.0194, grad_norm: 5.4394 2021-03-08 13:54:39,159 - mmaction - INFO - Epoch [63][420/940] lr: 1.000e-03, eta: 11:00:30, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7461, top5_acc: 0.8938, loss_cls: 1.0422, loss: 1.0422, grad_norm: 5.4885 2021-03-08 13:54:57,411 - mmaction - INFO - Epoch [63][440/940] lr: 1.000e-03, eta: 11:00:05, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7477, top5_acc: 0.8992, loss_cls: 1.0337, loss: 1.0337, grad_norm: 5.5065 2021-03-08 13:55:15,646 - mmaction - INFO - Epoch [63][460/940] lr: 1.000e-03, eta: 10:59:40, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7490, top5_acc: 0.8951, loss_cls: 1.0355, loss: 1.0355, grad_norm: 5.5732 2021-03-08 13:55:33,887 - mmaction - INFO - Epoch [63][480/940] lr: 1.000e-03, eta: 10:59:15, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7520, top5_acc: 0.9012, loss_cls: 1.0053, loss: 1.0053, grad_norm: 5.4916 2021-03-08 13:55:52,154 - mmaction - INFO - Epoch [63][500/940] lr: 1.000e-03, eta: 10:58:50, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7369, top5_acc: 0.8904, loss_cls: 1.0556, loss: 1.0556, grad_norm: 5.5276 2021-03-08 13:56:10,480 - mmaction - INFO - Epoch [63][520/940] lr: 1.000e-03, eta: 10:58:25, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7443, top5_acc: 0.8982, loss_cls: 1.0352, loss: 1.0352, grad_norm: 5.4632 2021-03-08 13:56:28,754 - mmaction - INFO - Epoch [63][540/940] lr: 1.000e-03, eta: 10:58:00, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7385, top5_acc: 0.8918, loss_cls: 1.0709, loss: 1.0709, grad_norm: 5.5965 2021-03-08 13:56:47,046 - mmaction - INFO - Epoch [63][560/940] lr: 1.000e-03, eta: 10:57:35, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7434, top5_acc: 0.8963, loss_cls: 1.0556, loss: 1.0556, grad_norm: 5.5988 2021-03-08 13:57:05,436 - mmaction - INFO - Epoch [63][580/940] lr: 1.000e-03, eta: 10:57:10, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7553, top5_acc: 0.8986, loss_cls: 1.0091, loss: 1.0091, grad_norm: 5.4209 2021-03-08 13:57:23,609 - mmaction - INFO - Epoch [63][600/940] lr: 1.000e-03, eta: 10:56:45, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7404, top5_acc: 0.8943, loss_cls: 1.0392, loss: 1.0392, grad_norm: 5.5582 2021-03-08 13:57:41,950 - mmaction - INFO - Epoch [63][620/940] lr: 1.000e-03, eta: 10:56:21, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7504, top5_acc: 0.8947, loss_cls: 1.0198, loss: 1.0198, grad_norm: 5.3718 2021-03-08 13:58:00,228 - mmaction - INFO - Epoch [63][640/940] lr: 1.000e-03, eta: 10:55:56, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7543, top5_acc: 0.8998, loss_cls: 1.0192, loss: 1.0192, grad_norm: 5.4984 2021-03-08 13:58:18,495 - mmaction - INFO - Epoch [63][660/940] lr: 1.000e-03, eta: 10:55:31, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7490, top5_acc: 0.8994, loss_cls: 1.0250, loss: 1.0250, grad_norm: 5.5103 2021-03-08 13:58:36,725 - mmaction - INFO - Epoch [63][680/940] lr: 1.000e-03, eta: 10:55:06, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7389, top5_acc: 0.8900, loss_cls: 1.0860, loss: 1.0860, grad_norm: 5.6297 2021-03-08 13:58:55,046 - mmaction - INFO - Epoch [63][700/940] lr: 1.000e-03, eta: 10:54:41, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7410, top5_acc: 0.8895, loss_cls: 1.0722, loss: 1.0722, grad_norm: 5.5522 2021-03-08 13:59:13,271 - mmaction - INFO - Epoch [63][720/940] lr: 1.000e-03, eta: 10:54:16, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7365, top5_acc: 0.8920, loss_cls: 1.0736, loss: 1.0736, grad_norm: 5.5585 2021-03-08 13:59:31,494 - mmaction - INFO - Epoch [63][740/940] lr: 1.000e-03, eta: 10:53:51, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7408, top5_acc: 0.8977, loss_cls: 1.0381, loss: 1.0381, grad_norm: 5.5212 2021-03-08 13:59:49,710 - mmaction - INFO - Epoch [63][760/940] lr: 1.000e-03, eta: 10:53:26, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7494, top5_acc: 0.9002, loss_cls: 1.0222, loss: 1.0222, grad_norm: 5.4783 2021-03-08 14:00:08,032 - mmaction - INFO - Epoch [63][780/940] lr: 1.000e-03, eta: 10:53:01, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7520, top5_acc: 0.8979, loss_cls: 1.0158, loss: 1.0158, grad_norm: 5.5011 2021-03-08 14:00:26,316 - mmaction - INFO - Epoch [63][800/940] lr: 1.000e-03, eta: 10:52:36, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7441, top5_acc: 0.8947, loss_cls: 1.0387, loss: 1.0387, grad_norm: 5.5000 2021-03-08 14:00:44,567 - mmaction - INFO - Epoch [63][820/940] lr: 1.000e-03, eta: 10:52:11, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7473, top5_acc: 0.8918, loss_cls: 1.0509, loss: 1.0509, grad_norm: 5.6453 2021-03-08 14:01:02,828 - mmaction - INFO - Epoch [63][840/940] lr: 1.000e-03, eta: 10:51:47, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7404, top5_acc: 0.8908, loss_cls: 1.0718, loss: 1.0718, grad_norm: 5.6584 2021-03-08 14:01:21,091 - mmaction - INFO - Epoch [63][860/940] lr: 1.000e-03, eta: 10:51:22, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7404, top5_acc: 0.8885, loss_cls: 1.0707, loss: 1.0707, grad_norm: 5.6608 2021-03-08 14:01:39,382 - mmaction - INFO - Epoch [63][880/940] lr: 1.000e-03, eta: 10:50:57, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7578, top5_acc: 0.9002, loss_cls: 0.9937, loss: 0.9937, grad_norm: 5.4611 2021-03-08 14:01:57,616 - mmaction - INFO - Epoch [63][900/940] lr: 1.000e-03, eta: 10:50:32, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7434, top5_acc: 0.8967, loss_cls: 1.0444, loss: 1.0444, grad_norm: 5.5983 2021-03-08 14:02:15,935 - mmaction - INFO - Epoch [63][920/940] lr: 1.000e-03, eta: 10:50:07, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7492, top5_acc: 0.8994, loss_cls: 1.0356, loss: 1.0356, grad_norm: 5.5921 2021-03-08 14:02:33,641 - mmaction - INFO - Epoch [63][940/940] lr: 1.000e-03, eta: 10:49:42, time: 0.885, data_time: 0.001, memory: 8361, top1_acc: 0.7449, top5_acc: 0.8929, loss_cls: 1.0640, loss: 1.0640, grad_norm: 5.6298 2021-03-08 14:02:35,632 - mmaction - INFO - Saving checkpoint at 63 epochs 2021-03-08 14:05:14,215 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 14:05:15,196 - mmaction - INFO - top1_acc 0.7043 top5_acc 0.8904 2021-03-08 14:05:15,204 - mmaction - INFO - Epoch(val) [63][940] top1_acc: 0.7043, top5_acc: 0.8904 2021-03-08 14:08:44,937 - mmaction - INFO - Epoch [64][20/940] lr: 1.000e-03, eta: 10:51:09, time: 10.486, data_time: 9.568, memory: 8361, top1_acc: 0.7555, top5_acc: 0.9027, loss_cls: 1.0030, loss: 1.0030, grad_norm: 5.3890 2021-03-08 14:09:03,026 - mmaction - INFO - Epoch [64][40/940] lr: 1.000e-03, eta: 10:50:44, time: 0.903, data_time: 0.002, memory: 8361, top1_acc: 0.7367, top5_acc: 0.8969, loss_cls: 1.0627, loss: 1.0627, grad_norm: 5.5905 2021-03-08 14:09:21,220 - mmaction - INFO - Epoch [64][60/940] lr: 1.000e-03, eta: 10:50:19, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7496, top5_acc: 0.8947, loss_cls: 1.0182, loss: 1.0182, grad_norm: 5.4082 2021-03-08 14:09:39,502 - mmaction - INFO - Epoch [64][80/940] lr: 1.000e-03, eta: 10:49:54, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7543, top5_acc: 0.8990, loss_cls: 1.0105, loss: 1.0105, grad_norm: 5.4394 2021-03-08 14:09:57,736 - mmaction - INFO - Epoch [64][100/940] lr: 1.000e-03, eta: 10:49:29, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7574, top5_acc: 0.9033, loss_cls: 0.9957, loss: 0.9957, grad_norm: 5.4107 2021-03-08 14:10:15,928 - mmaction - INFO - Epoch [64][120/940] lr: 1.000e-03, eta: 10:49:05, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7584, top5_acc: 0.9037, loss_cls: 1.0138, loss: 1.0138, grad_norm: 5.4837 2021-03-08 14:10:34,144 - mmaction - INFO - Epoch [64][140/940] lr: 1.000e-03, eta: 10:48:40, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7461, top5_acc: 0.9000, loss_cls: 1.0259, loss: 1.0259, grad_norm: 5.4923 2021-03-08 14:10:52,305 - mmaction - INFO - Epoch [64][160/940] lr: 1.000e-03, eta: 10:48:15, time: 0.909, data_time: 0.003, memory: 8361, top1_acc: 0.7438, top5_acc: 0.8900, loss_cls: 1.0573, loss: 1.0573, grad_norm: 5.6026 2021-03-08 14:11:10,534 - mmaction - INFO - Epoch [64][180/940] lr: 1.000e-03, eta: 10:47:50, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7570, top5_acc: 0.8984, loss_cls: 0.9999, loss: 0.9999, grad_norm: 5.4208 2021-03-08 14:11:29,014 - mmaction - INFO - Epoch [64][200/940] lr: 1.000e-03, eta: 10:47:25, time: 0.925, data_time: 0.003, memory: 8361, top1_acc: 0.7490, top5_acc: 0.8955, loss_cls: 1.0379, loss: 1.0379, grad_norm: 5.5453 2021-03-08 14:11:47,318 - mmaction - INFO - Epoch [64][220/940] lr: 1.000e-03, eta: 10:47:00, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7494, top5_acc: 0.8969, loss_cls: 1.0291, loss: 1.0291, grad_norm: 5.5116 2021-03-08 14:12:05,555 - mmaction - INFO - Epoch [64][240/940] lr: 1.000e-03, eta: 10:46:35, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7496, top5_acc: 0.8928, loss_cls: 1.0538, loss: 1.0538, grad_norm: 5.5592 2021-03-08 14:12:23,858 - mmaction - INFO - Epoch [64][260/940] lr: 1.000e-03, eta: 10:46:10, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7496, top5_acc: 0.8928, loss_cls: 1.0327, loss: 1.0327, grad_norm: 5.5468 2021-03-08 14:12:42,208 - mmaction - INFO - Epoch [64][280/940] lr: 1.000e-03, eta: 10:45:45, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7539, top5_acc: 0.9002, loss_cls: 1.0115, loss: 1.0115, grad_norm: 5.5179 2021-03-08 14:13:00,557 - mmaction - INFO - Epoch [64][300/940] lr: 1.000e-03, eta: 10:45:20, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7469, top5_acc: 0.9021, loss_cls: 1.0169, loss: 1.0169, grad_norm: 5.5381 2021-03-08 14:13:18,928 - mmaction - INFO - Epoch [64][320/940] lr: 1.000e-03, eta: 10:44:56, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7496, top5_acc: 0.9010, loss_cls: 1.0293, loss: 1.0293, grad_norm: 5.5252 2021-03-08 14:13:37,351 - mmaction - INFO - Epoch [64][340/940] lr: 1.000e-03, eta: 10:44:31, time: 0.922, data_time: 0.003, memory: 8361, top1_acc: 0.7486, top5_acc: 0.9006, loss_cls: 1.0307, loss: 1.0307, grad_norm: 5.6327 2021-03-08 14:13:55,674 - mmaction - INFO - Epoch [64][360/940] lr: 1.000e-03, eta: 10:44:06, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7477, top5_acc: 0.8971, loss_cls: 1.0226, loss: 1.0226, grad_norm: 5.5449 2021-03-08 14:14:14,040 - mmaction - INFO - Epoch [64][380/940] lr: 1.000e-03, eta: 10:43:41, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7596, top5_acc: 0.9057, loss_cls: 0.9886, loss: 0.9886, grad_norm: 5.3941 2021-03-08 14:14:32,423 - mmaction - INFO - Epoch [64][400/940] lr: 1.000e-03, eta: 10:43:16, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7488, top5_acc: 0.8957, loss_cls: 1.0342, loss: 1.0342, grad_norm: 5.5222 2021-03-08 14:14:50,705 - mmaction - INFO - Epoch [64][420/940] lr: 1.000e-03, eta: 10:42:52, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7549, top5_acc: 0.9037, loss_cls: 1.0023, loss: 1.0023, grad_norm: 5.4885 2021-03-08 14:15:09,178 - mmaction - INFO - Epoch [64][440/940] lr: 1.000e-03, eta: 10:42:27, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7545, top5_acc: 0.9018, loss_cls: 1.0297, loss: 1.0297, grad_norm: 5.5976 2021-03-08 14:15:27,583 - mmaction - INFO - Epoch [64][460/940] lr: 1.000e-03, eta: 10:42:02, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7488, top5_acc: 0.9027, loss_cls: 1.0180, loss: 1.0180, grad_norm: 5.5111 2021-03-08 14:15:45,897 - mmaction - INFO - Epoch [64][480/940] lr: 1.000e-03, eta: 10:41:37, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7570, top5_acc: 0.9041, loss_cls: 1.0141, loss: 1.0141, grad_norm: 5.4966 2021-03-08 14:16:04,364 - mmaction - INFO - Epoch [64][500/940] lr: 1.000e-03, eta: 10:41:12, time: 0.924, data_time: 0.003, memory: 8361, top1_acc: 0.7451, top5_acc: 0.8922, loss_cls: 1.0600, loss: 1.0600, grad_norm: 5.5951 2021-03-08 14:16:22,699 - mmaction - INFO - Epoch [64][520/940] lr: 1.000e-03, eta: 10:40:48, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7457, top5_acc: 0.8910, loss_cls: 1.0479, loss: 1.0479, grad_norm: 5.4747 2021-03-08 14:16:41,122 - mmaction - INFO - Epoch [64][540/940] lr: 1.000e-03, eta: 10:40:23, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7500, top5_acc: 0.8998, loss_cls: 1.0215, loss: 1.0215, grad_norm: 5.5071 2021-03-08 14:16:59,533 - mmaction - INFO - Epoch [64][560/940] lr: 1.000e-03, eta: 10:39:58, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7484, top5_acc: 0.8984, loss_cls: 1.0330, loss: 1.0330, grad_norm: 5.5329 2021-03-08 14:17:17,920 - mmaction - INFO - Epoch [64][580/940] lr: 1.000e-03, eta: 10:39:33, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7420, top5_acc: 0.8941, loss_cls: 1.0569, loss: 1.0569, grad_norm: 5.5730 2021-03-08 14:17:36,362 - mmaction - INFO - Epoch [64][600/940] lr: 1.000e-03, eta: 10:39:09, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7498, top5_acc: 0.8988, loss_cls: 1.0202, loss: 1.0202, grad_norm: 5.5514 2021-03-08 14:17:54,742 - mmaction - INFO - Epoch [64][620/940] lr: 1.000e-03, eta: 10:38:44, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7461, top5_acc: 0.8906, loss_cls: 1.0514, loss: 1.0514, grad_norm: 5.4817 2021-03-08 14:18:12,963 - mmaction - INFO - Epoch [64][640/940] lr: 1.000e-03, eta: 10:38:19, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7412, top5_acc: 0.8963, loss_cls: 1.0575, loss: 1.0575, grad_norm: 5.5420 2021-03-08 14:18:31,297 - mmaction - INFO - Epoch [64][660/940] lr: 1.000e-03, eta: 10:37:54, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7490, top5_acc: 0.9004, loss_cls: 1.0189, loss: 1.0189, grad_norm: 5.5402 2021-03-08 14:18:49,625 - mmaction - INFO - Epoch [64][680/940] lr: 1.000e-03, eta: 10:37:30, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7504, top5_acc: 0.9002, loss_cls: 1.0158, loss: 1.0158, grad_norm: 5.6171 2021-03-08 14:19:07,910 - mmaction - INFO - Epoch [64][700/940] lr: 1.000e-03, eta: 10:37:05, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7502, top5_acc: 0.8949, loss_cls: 1.0212, loss: 1.0212, grad_norm: 5.4911 2021-03-08 14:19:26,329 - mmaction - INFO - Epoch [64][720/940] lr: 1.000e-03, eta: 10:36:40, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7443, top5_acc: 0.8992, loss_cls: 1.0358, loss: 1.0358, grad_norm: 5.5362 2021-03-08 14:19:44,622 - mmaction - INFO - Epoch [64][740/940] lr: 1.000e-03, eta: 10:36:15, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7492, top5_acc: 0.8990, loss_cls: 1.0235, loss: 1.0235, grad_norm: 5.5114 2021-03-08 14:20:02,928 - mmaction - INFO - Epoch [64][760/940] lr: 1.000e-03, eta: 10:35:50, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7521, top5_acc: 0.8955, loss_cls: 1.0320, loss: 1.0320, grad_norm: 5.5361 2021-03-08 14:20:21,347 - mmaction - INFO - Epoch [64][780/940] lr: 1.000e-03, eta: 10:35:26, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7570, top5_acc: 0.8982, loss_cls: 1.0079, loss: 1.0079, grad_norm: 5.4491 2021-03-08 14:20:39,768 - mmaction - INFO - Epoch [64][800/940] lr: 1.000e-03, eta: 10:35:01, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7514, top5_acc: 0.8990, loss_cls: 1.0240, loss: 1.0240, grad_norm: 5.5518 2021-03-08 14:20:58,253 - mmaction - INFO - Epoch [64][820/940] lr: 1.000e-03, eta: 10:34:36, time: 0.925, data_time: 0.003, memory: 8361, top1_acc: 0.7414, top5_acc: 0.8957, loss_cls: 1.0550, loss: 1.0550, grad_norm: 5.6557 2021-03-08 14:21:16,577 - mmaction - INFO - Epoch [64][840/940] lr: 1.000e-03, eta: 10:34:12, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7604, top5_acc: 0.9033, loss_cls: 0.9843, loss: 0.9843, grad_norm: 5.4543 2021-03-08 14:21:34,975 - mmaction - INFO - Epoch [64][860/940] lr: 1.000e-03, eta: 10:33:47, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7502, top5_acc: 0.8949, loss_cls: 1.0338, loss: 1.0338, grad_norm: 5.4942 2021-03-08 14:21:53,387 - mmaction - INFO - Epoch [64][880/940] lr: 1.000e-03, eta: 10:33:22, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7441, top5_acc: 0.8949, loss_cls: 1.0462, loss: 1.0462, grad_norm: 5.6105 2021-03-08 14:22:11,732 - mmaction - INFO - Epoch [64][900/940] lr: 1.000e-03, eta: 10:32:58, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7420, top5_acc: 0.9020, loss_cls: 1.0230, loss: 1.0230, grad_norm: 5.5460 2021-03-08 14:22:30,099 - mmaction - INFO - Epoch [64][920/940] lr: 1.000e-03, eta: 10:32:33, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7459, top5_acc: 0.9016, loss_cls: 1.0161, loss: 1.0161, grad_norm: 5.6179 2021-03-08 14:22:47,917 - mmaction - INFO - Epoch [64][940/940] lr: 1.000e-03, eta: 10:32:08, time: 0.889, data_time: 0.002, memory: 8361, top1_acc: 0.7313, top5_acc: 0.8890, loss_cls: 1.1082, loss: 1.1082, grad_norm: 5.8245 2021-03-08 14:22:49,759 - mmaction - INFO - Saving checkpoint at 64 epochs 2021-03-08 14:25:27,165 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 14:25:28,170 - mmaction - INFO - top1_acc 0.7043 top5_acc 0.8906 2021-03-08 14:25:28,178 - mmaction - INFO - Epoch(val) [64][940] top1_acc: 0.7043, top5_acc: 0.8906 2021-03-08 14:29:02,104 - mmaction - INFO - Epoch [65][20/940] lr: 1.000e-03, eta: 10:33:33, time: 10.696, data_time: 9.704, memory: 8361, top1_acc: 0.7438, top5_acc: 0.8924, loss_cls: 1.0360, loss: 1.0360, grad_norm: 5.6142 2021-03-08 14:29:20,152 - mmaction - INFO - Epoch [65][40/940] lr: 1.000e-03, eta: 10:33:08, time: 0.902, data_time: 0.001, memory: 8361, top1_acc: 0.7520, top5_acc: 0.8949, loss_cls: 1.0132, loss: 1.0132, grad_norm: 5.4050 2021-03-08 14:29:38,313 - mmaction - INFO - Epoch [65][60/940] lr: 1.000e-03, eta: 10:32:43, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.7494, top5_acc: 0.9037, loss_cls: 1.0006, loss: 1.0006, grad_norm: 5.5152 2021-03-08 14:29:56,523 - mmaction - INFO - Epoch [65][80/940] lr: 1.000e-03, eta: 10:32:18, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7443, top5_acc: 0.8953, loss_cls: 1.0545, loss: 1.0545, grad_norm: 5.6683 2021-03-08 14:30:14,799 - mmaction - INFO - Epoch [65][100/940] lr: 1.000e-03, eta: 10:31:53, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7576, top5_acc: 0.9035, loss_cls: 0.9874, loss: 0.9874, grad_norm: 5.4809 2021-03-08 14:30:32,960 - mmaction - INFO - Epoch [65][120/940] lr: 1.000e-03, eta: 10:31:29, time: 0.909, data_time: 0.003, memory: 8361, top1_acc: 0.7586, top5_acc: 0.9059, loss_cls: 0.9874, loss: 0.9874, grad_norm: 5.4845 2021-03-08 14:30:51,088 - mmaction - INFO - Epoch [65][140/940] lr: 1.000e-03, eta: 10:31:04, time: 0.906, data_time: 0.001, memory: 8361, top1_acc: 0.7494, top5_acc: 0.9043, loss_cls: 1.0129, loss: 1.0129, grad_norm: 5.5461 2021-03-08 14:31:09,384 - mmaction - INFO - Epoch [65][160/940] lr: 1.000e-03, eta: 10:30:39, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7508, top5_acc: 0.8994, loss_cls: 1.0118, loss: 1.0118, grad_norm: 5.5770 2021-03-08 14:31:27,775 - mmaction - INFO - Epoch [65][180/940] lr: 1.000e-03, eta: 10:30:14, time: 0.921, data_time: 0.003, memory: 8361, top1_acc: 0.7500, top5_acc: 0.9051, loss_cls: 1.0085, loss: 1.0085, grad_norm: 5.5890 2021-03-08 14:31:46,013 - mmaction - INFO - Epoch [65][200/940] lr: 1.000e-03, eta: 10:29:49, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7379, top5_acc: 0.8883, loss_cls: 1.0706, loss: 1.0706, grad_norm: 5.7124 2021-03-08 14:32:04,270 - mmaction - INFO - Epoch [65][220/940] lr: 1.000e-03, eta: 10:29:24, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7605, top5_acc: 0.9000, loss_cls: 0.9941, loss: 0.9941, grad_norm: 5.4560 2021-03-08 14:32:22,579 - mmaction - INFO - Epoch [65][240/940] lr: 1.000e-03, eta: 10:29:00, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7432, top5_acc: 0.8955, loss_cls: 1.0415, loss: 1.0415, grad_norm: 5.6413 2021-03-08 14:32:40,928 - mmaction - INFO - Epoch [65][260/940] lr: 1.000e-03, eta: 10:28:35, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7340, top5_acc: 0.8914, loss_cls: 1.0642, loss: 1.0642, grad_norm: 5.6808 2021-03-08 14:32:59,160 - mmaction - INFO - Epoch [65][280/940] lr: 1.000e-03, eta: 10:28:10, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7508, top5_acc: 0.8984, loss_cls: 1.0109, loss: 1.0109, grad_norm: 5.4479 2021-03-08 14:33:17,416 - mmaction - INFO - Epoch [65][300/940] lr: 1.000e-03, eta: 10:27:45, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7588, top5_acc: 0.9021, loss_cls: 0.9988, loss: 0.9988, grad_norm: 5.3898 2021-03-08 14:33:35,767 - mmaction - INFO - Epoch [65][320/940] lr: 1.000e-03, eta: 10:27:21, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7428, top5_acc: 0.9016, loss_cls: 1.0102, loss: 1.0102, grad_norm: 5.5720 2021-03-08 14:33:54,043 - mmaction - INFO - Epoch [65][340/940] lr: 1.000e-03, eta: 10:26:56, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7500, top5_acc: 0.8957, loss_cls: 1.0298, loss: 1.0298, grad_norm: 5.5434 2021-03-08 14:34:12,297 - mmaction - INFO - Epoch [65][360/940] lr: 1.000e-03, eta: 10:26:31, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7488, top5_acc: 0.8947, loss_cls: 1.0476, loss: 1.0476, grad_norm: 5.6619 2021-03-08 14:34:30,562 - mmaction - INFO - Epoch [65][380/940] lr: 1.000e-03, eta: 10:26:06, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7525, top5_acc: 0.9041, loss_cls: 1.0023, loss: 1.0023, grad_norm: 5.5582 2021-03-08 14:34:48,957 - mmaction - INFO - Epoch [65][400/940] lr: 1.000e-03, eta: 10:25:42, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7420, top5_acc: 0.8986, loss_cls: 1.0232, loss: 1.0232, grad_norm: 5.6304 2021-03-08 14:35:07,358 - mmaction - INFO - Epoch [65][420/940] lr: 1.000e-03, eta: 10:25:17, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7629, top5_acc: 0.9066, loss_cls: 0.9676, loss: 0.9676, grad_norm: 5.4605 2021-03-08 14:35:25,597 - mmaction - INFO - Epoch [65][440/940] lr: 1.000e-03, eta: 10:24:52, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7426, top5_acc: 0.8873, loss_cls: 1.0684, loss: 1.0684, grad_norm: 5.6954 2021-03-08 14:35:43,863 - mmaction - INFO - Epoch [65][460/940] lr: 1.000e-03, eta: 10:24:27, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7594, top5_acc: 0.9066, loss_cls: 0.9951, loss: 0.9951, grad_norm: 5.5117 2021-03-08 14:36:02,110 - mmaction - INFO - Epoch [65][480/940] lr: 1.000e-03, eta: 10:24:03, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7500, top5_acc: 0.8967, loss_cls: 1.0295, loss: 1.0295, grad_norm: 5.6677 2021-03-08 14:36:20,358 - mmaction - INFO - Epoch [65][500/940] lr: 1.000e-03, eta: 10:23:38, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7502, top5_acc: 0.8980, loss_cls: 1.0293, loss: 1.0293, grad_norm: 5.4943 2021-03-08 14:36:38,761 - mmaction - INFO - Epoch [65][520/940] lr: 1.000e-03, eta: 10:23:13, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7404, top5_acc: 0.8918, loss_cls: 1.0563, loss: 1.0563, grad_norm: 5.6081 2021-03-08 14:36:57,062 - mmaction - INFO - Epoch [65][540/940] lr: 1.000e-03, eta: 10:22:48, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7387, top5_acc: 0.8883, loss_cls: 1.0834, loss: 1.0834, grad_norm: 5.7313 2021-03-08 14:37:15,502 - mmaction - INFO - Epoch [65][560/940] lr: 1.000e-03, eta: 10:22:24, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.7447, top5_acc: 0.8949, loss_cls: 1.0335, loss: 1.0335, grad_norm: 5.6211 2021-03-08 14:37:33,766 - mmaction - INFO - Epoch [65][580/940] lr: 1.000e-03, eta: 10:21:59, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7551, top5_acc: 0.8986, loss_cls: 1.0122, loss: 1.0122, grad_norm: 5.5684 2021-03-08 14:37:52,174 - mmaction - INFO - Epoch [65][600/940] lr: 1.000e-03, eta: 10:21:34, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7477, top5_acc: 0.8961, loss_cls: 1.0522, loss: 1.0522, grad_norm: 5.7593 2021-03-08 14:38:10,432 - mmaction - INFO - Epoch [65][620/940] lr: 1.000e-03, eta: 10:21:10, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7473, top5_acc: 0.8998, loss_cls: 1.0355, loss: 1.0355, grad_norm: 5.6657 2021-03-08 14:38:28,742 - mmaction - INFO - Epoch [65][640/940] lr: 1.000e-03, eta: 10:20:45, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7555, top5_acc: 0.8998, loss_cls: 1.0144, loss: 1.0144, grad_norm: 5.6025 2021-03-08 14:38:47,008 - mmaction - INFO - Epoch [65][660/940] lr: 1.000e-03, eta: 10:20:20, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7389, top5_acc: 0.8926, loss_cls: 1.0659, loss: 1.0659, grad_norm: 5.6729 2021-03-08 14:39:05,317 - mmaction - INFO - Epoch [65][680/940] lr: 1.000e-03, eta: 10:19:56, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7412, top5_acc: 0.8891, loss_cls: 1.0717, loss: 1.0717, grad_norm: 5.6332 2021-03-08 14:39:23,601 - mmaction - INFO - Epoch [65][700/940] lr: 1.000e-03, eta: 10:19:31, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7547, top5_acc: 0.8984, loss_cls: 1.0223, loss: 1.0223, grad_norm: 5.6535 2021-03-08 14:39:41,790 - mmaction - INFO - Epoch [65][720/940] lr: 1.000e-03, eta: 10:19:06, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7445, top5_acc: 0.8992, loss_cls: 1.0271, loss: 1.0271, grad_norm: 5.6605 2021-03-08 14:40:00,058 - mmaction - INFO - Epoch [65][740/940] lr: 1.000e-03, eta: 10:18:42, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7559, top5_acc: 0.9016, loss_cls: 1.0081, loss: 1.0081, grad_norm: 5.5638 2021-03-08 14:40:18,480 - mmaction - INFO - Epoch [65][760/940] lr: 1.000e-03, eta: 10:18:17, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7512, top5_acc: 0.8967, loss_cls: 1.0348, loss: 1.0348, grad_norm: 5.6023 2021-03-08 14:40:36,783 - mmaction - INFO - Epoch [65][780/940] lr: 1.000e-03, eta: 10:17:52, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7428, top5_acc: 0.8982, loss_cls: 1.0489, loss: 1.0489, grad_norm: 5.6850 2021-03-08 14:40:55,121 - mmaction - INFO - Epoch [65][800/940] lr: 1.000e-03, eta: 10:17:28, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7508, top5_acc: 0.8936, loss_cls: 1.0263, loss: 1.0263, grad_norm: 5.5964 2021-03-08 14:41:13,506 - mmaction - INFO - Epoch [65][820/940] lr: 1.000e-03, eta: 10:17:03, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7412, top5_acc: 0.8977, loss_cls: 1.0520, loss: 1.0520, grad_norm: 5.7815 2021-03-08 14:41:31,855 - mmaction - INFO - Epoch [65][840/940] lr: 1.000e-03, eta: 10:16:38, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7428, top5_acc: 0.8951, loss_cls: 1.0377, loss: 1.0377, grad_norm: 5.6558 2021-03-08 14:41:50,151 - mmaction - INFO - Epoch [65][860/940] lr: 1.000e-03, eta: 10:16:14, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7486, top5_acc: 0.9006, loss_cls: 1.0219, loss: 1.0219, grad_norm: 5.6751 2021-03-08 14:42:08,389 - mmaction - INFO - Epoch [65][880/940] lr: 1.000e-03, eta: 10:15:49, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7521, top5_acc: 0.9039, loss_cls: 1.0046, loss: 1.0046, grad_norm: 5.4960 2021-03-08 14:42:26,717 - mmaction - INFO - Epoch [65][900/940] lr: 1.000e-03, eta: 10:15:24, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7486, top5_acc: 0.8975, loss_cls: 1.0326, loss: 1.0326, grad_norm: 5.5664 2021-03-08 14:42:44,952 - mmaction - INFO - Epoch [65][920/940] lr: 1.000e-03, eta: 10:15:00, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7555, top5_acc: 0.8971, loss_cls: 1.0270, loss: 1.0270, grad_norm: 5.5523 2021-03-08 14:43:02,754 - mmaction - INFO - Epoch [65][940/940] lr: 1.000e-03, eta: 10:14:35, time: 0.889, data_time: 0.001, memory: 8361, top1_acc: 0.7409, top5_acc: 0.8941, loss_cls: 1.0453, loss: 1.0453, grad_norm: 5.7314 2021-03-08 14:43:04,623 - mmaction - INFO - Saving checkpoint at 65 epochs 2021-03-08 14:45:44,200 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 14:45:45,181 - mmaction - INFO - top1_acc 0.7051 top5_acc 0.8898 2021-03-08 14:45:45,189 - mmaction - INFO - Epoch(val) [65][940] top1_acc: 0.7051, top5_acc: 0.8898 2021-03-08 14:49:17,737 - mmaction - INFO - Epoch [66][20/940] lr: 1.000e-03, eta: 10:15:55, time: 10.627, data_time: 9.707, memory: 8361, top1_acc: 0.7607, top5_acc: 0.9123, loss_cls: 0.9697, loss: 0.9697, grad_norm: 5.5340 2021-03-08 14:49:35,950 - mmaction - INFO - Epoch [66][40/940] lr: 1.000e-03, eta: 10:15:30, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7477, top5_acc: 0.9006, loss_cls: 1.0207, loss: 1.0207, grad_norm: 5.5996 2021-03-08 14:49:54,149 - mmaction - INFO - Epoch [66][60/940] lr: 1.000e-03, eta: 10:15:05, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7568, top5_acc: 0.9021, loss_cls: 1.0032, loss: 1.0032, grad_norm: 5.5571 2021-03-08 14:50:12,332 - mmaction - INFO - Epoch [66][80/940] lr: 1.000e-03, eta: 10:14:40, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7393, top5_acc: 0.8971, loss_cls: 1.0373, loss: 1.0373, grad_norm: 5.7448 2021-03-08 14:50:30,541 - mmaction - INFO - Epoch [66][100/940] lr: 1.000e-03, eta: 10:14:16, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7459, top5_acc: 0.9008, loss_cls: 1.0240, loss: 1.0240, grad_norm: 5.6027 2021-03-08 14:50:48,663 - mmaction - INFO - Epoch [66][120/940] lr: 1.000e-03, eta: 10:13:51, time: 0.906, data_time: 0.001, memory: 8361, top1_acc: 0.7506, top5_acc: 0.8998, loss_cls: 0.9998, loss: 0.9998, grad_norm: 5.5551 2021-03-08 14:51:06,848 - mmaction - INFO - Epoch [66][140/940] lr: 1.000e-03, eta: 10:13:26, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7531, top5_acc: 0.8975, loss_cls: 1.0215, loss: 1.0215, grad_norm: 5.6328 2021-03-08 14:51:25,077 - mmaction - INFO - Epoch [66][160/940] lr: 1.000e-03, eta: 10:13:01, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7463, top5_acc: 0.9004, loss_cls: 1.0283, loss: 1.0283, grad_norm: 5.5941 2021-03-08 14:51:43,320 - mmaction - INFO - Epoch [66][180/940] lr: 1.000e-03, eta: 10:12:37, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7496, top5_acc: 0.8975, loss_cls: 1.0343, loss: 1.0343, grad_norm: 5.6958 2021-03-08 14:52:01,551 - mmaction - INFO - Epoch [66][200/940] lr: 1.000e-03, eta: 10:12:12, time: 0.913, data_time: 0.003, memory: 8361, top1_acc: 0.7570, top5_acc: 0.8992, loss_cls: 1.0044, loss: 1.0044, grad_norm: 5.5342 2021-03-08 14:52:19,804 - mmaction - INFO - Epoch [66][220/940] lr: 1.000e-03, eta: 10:11:47, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7594, top5_acc: 0.8980, loss_cls: 1.0090, loss: 1.0090, grad_norm: 5.5355 2021-03-08 14:52:38,127 - mmaction - INFO - Epoch [66][240/940] lr: 1.000e-03, eta: 10:11:22, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7598, top5_acc: 0.9045, loss_cls: 0.9937, loss: 0.9937, grad_norm: 5.5249 2021-03-08 14:52:56,523 - mmaction - INFO - Epoch [66][260/940] lr: 1.000e-03, eta: 10:10:58, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7541, top5_acc: 0.8980, loss_cls: 1.0271, loss: 1.0271, grad_norm: 5.6134 2021-03-08 14:53:14,783 - mmaction - INFO - Epoch [66][280/940] lr: 1.000e-03, eta: 10:10:33, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7545, top5_acc: 0.8959, loss_cls: 1.0370, loss: 1.0370, grad_norm: 5.6612 2021-03-08 14:53:33,065 - mmaction - INFO - Epoch [66][300/940] lr: 1.000e-03, eta: 10:10:08, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7518, top5_acc: 0.9037, loss_cls: 1.0122, loss: 1.0122, grad_norm: 5.6431 2021-03-08 14:53:51,347 - mmaction - INFO - Epoch [66][320/940] lr: 1.000e-03, eta: 10:09:44, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7559, top5_acc: 0.9006, loss_cls: 1.0121, loss: 1.0121, grad_norm: 5.5808 2021-03-08 14:54:09,666 - mmaction - INFO - Epoch [66][340/940] lr: 1.000e-03, eta: 10:09:19, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7566, top5_acc: 0.9002, loss_cls: 1.0069, loss: 1.0069, grad_norm: 5.5697 2021-03-08 14:54:28,035 - mmaction - INFO - Epoch [66][360/940] lr: 1.000e-03, eta: 10:08:54, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7627, top5_acc: 0.9027, loss_cls: 0.9719, loss: 0.9719, grad_norm: 5.5230 2021-03-08 14:54:46,356 - mmaction - INFO - Epoch [66][380/940] lr: 1.000e-03, eta: 10:08:30, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7486, top5_acc: 0.8984, loss_cls: 1.0273, loss: 1.0273, grad_norm: 5.6118 2021-03-08 14:55:04,804 - mmaction - INFO - Epoch [66][400/940] lr: 1.000e-03, eta: 10:08:05, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7455, top5_acc: 0.8926, loss_cls: 1.0389, loss: 1.0389, grad_norm: 5.5981 2021-03-08 14:55:23,243 - mmaction - INFO - Epoch [66][420/940] lr: 1.000e-03, eta: 10:07:41, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7490, top5_acc: 0.8953, loss_cls: 1.0281, loss: 1.0281, grad_norm: 5.6861 2021-03-08 14:55:41,550 - mmaction - INFO - Epoch [66][440/940] lr: 1.000e-03, eta: 10:07:16, time: 0.917, data_time: 0.003, memory: 8361, top1_acc: 0.7605, top5_acc: 0.9027, loss_cls: 1.0089, loss: 1.0089, grad_norm: 5.5397 2021-03-08 14:55:59,911 - mmaction - INFO - Epoch [66][460/940] lr: 1.000e-03, eta: 10:06:51, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7475, top5_acc: 0.8949, loss_cls: 1.0329, loss: 1.0329, grad_norm: 5.5873 2021-03-08 14:56:18,280 - mmaction - INFO - Epoch [66][480/940] lr: 1.000e-03, eta: 10:06:27, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7523, top5_acc: 0.8967, loss_cls: 1.0079, loss: 1.0079, grad_norm: 5.5118 2021-03-08 14:56:36,603 - mmaction - INFO - Epoch [66][500/940] lr: 1.000e-03, eta: 10:06:02, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7512, top5_acc: 0.8992, loss_cls: 1.0199, loss: 1.0199, grad_norm: 5.6491 2021-03-08 14:56:54,973 - mmaction - INFO - Epoch [66][520/940] lr: 1.000e-03, eta: 10:05:38, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7492, top5_acc: 0.8963, loss_cls: 1.0392, loss: 1.0392, grad_norm: 5.5980 2021-03-08 14:57:13,331 - mmaction - INFO - Epoch [66][540/940] lr: 1.000e-03, eta: 10:05:13, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7471, top5_acc: 0.9033, loss_cls: 0.9954, loss: 0.9954, grad_norm: 5.6641 2021-03-08 14:57:31,716 - mmaction - INFO - Epoch [66][560/940] lr: 1.000e-03, eta: 10:04:48, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7514, top5_acc: 0.8967, loss_cls: 1.0196, loss: 1.0196, grad_norm: 5.5899 2021-03-08 14:57:50,018 - mmaction - INFO - Epoch [66][580/940] lr: 1.000e-03, eta: 10:04:24, time: 0.916, data_time: 0.003, memory: 8361, top1_acc: 0.7512, top5_acc: 0.8986, loss_cls: 1.0285, loss: 1.0285, grad_norm: 5.6354 2021-03-08 14:58:08,463 - mmaction - INFO - Epoch [66][600/940] lr: 1.000e-03, eta: 10:03:59, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7455, top5_acc: 0.8979, loss_cls: 1.0512, loss: 1.0512, grad_norm: 5.8131 2021-03-08 14:58:26,831 - mmaction - INFO - Epoch [66][620/940] lr: 1.000e-03, eta: 10:03:35, time: 0.920, data_time: 0.003, memory: 8361, top1_acc: 0.7566, top5_acc: 0.8996, loss_cls: 1.0098, loss: 1.0098, grad_norm: 5.6325 2021-03-08 14:58:45,329 - mmaction - INFO - Epoch [66][640/940] lr: 1.000e-03, eta: 10:03:10, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7498, top5_acc: 0.9023, loss_cls: 1.0243, loss: 1.0243, grad_norm: 5.6192 2021-03-08 14:59:03,816 - mmaction - INFO - Epoch [66][660/940] lr: 1.000e-03, eta: 10:02:46, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7529, top5_acc: 0.9004, loss_cls: 0.9953, loss: 0.9953, grad_norm: 5.5572 2021-03-08 14:59:22,060 - mmaction - INFO - Epoch [66][680/940] lr: 1.000e-03, eta: 10:02:21, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7523, top5_acc: 0.8926, loss_cls: 1.0343, loss: 1.0343, grad_norm: 5.7174 2021-03-08 14:59:40,404 - mmaction - INFO - Epoch [66][700/940] lr: 1.000e-03, eta: 10:01:57, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7457, top5_acc: 0.8939, loss_cls: 1.0451, loss: 1.0451, grad_norm: 5.7439 2021-03-08 14:59:58,661 - mmaction - INFO - Epoch [66][720/940] lr: 1.000e-03, eta: 10:01:32, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7566, top5_acc: 0.8949, loss_cls: 1.0211, loss: 1.0211, grad_norm: 5.6015 2021-03-08 15:00:16,984 - mmaction - INFO - Epoch [66][740/940] lr: 1.000e-03, eta: 10:01:07, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7680, top5_acc: 0.8986, loss_cls: 0.9921, loss: 0.9921, grad_norm: 5.5359 2021-03-08 15:00:35,427 - mmaction - INFO - Epoch [66][760/940] lr: 1.000e-03, eta: 10:00:43, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7504, top5_acc: 0.9020, loss_cls: 1.0039, loss: 1.0039, grad_norm: 5.5528 2021-03-08 15:00:53,711 - mmaction - INFO - Epoch [66][780/940] lr: 1.000e-03, eta: 10:00:18, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7463, top5_acc: 0.8908, loss_cls: 1.0433, loss: 1.0433, grad_norm: 5.6509 2021-03-08 15:01:11,991 - mmaction - INFO - Epoch [66][800/940] lr: 1.000e-03, eta: 9:59:54, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7504, top5_acc: 0.8947, loss_cls: 1.0218, loss: 1.0218, grad_norm: 5.5183 2021-03-08 15:01:30,273 - mmaction - INFO - Epoch [66][820/940] lr: 1.000e-03, eta: 9:59:29, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7545, top5_acc: 0.9012, loss_cls: 0.9974, loss: 0.9974, grad_norm: 5.5769 2021-03-08 15:01:48,685 - mmaction - INFO - Epoch [66][840/940] lr: 1.000e-03, eta: 9:59:05, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7457, top5_acc: 0.8979, loss_cls: 1.0259, loss: 1.0259, grad_norm: 5.6274 2021-03-08 15:02:07,088 - mmaction - INFO - Epoch [66][860/940] lr: 1.000e-03, eta: 9:58:40, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7484, top5_acc: 0.9016, loss_cls: 1.0286, loss: 1.0286, grad_norm: 5.6123 2021-03-08 15:02:25,341 - mmaction - INFO - Epoch [66][880/940] lr: 1.000e-03, eta: 9:58:16, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7416, top5_acc: 0.8914, loss_cls: 1.0626, loss: 1.0626, grad_norm: 5.6766 2021-03-08 15:02:43,710 - mmaction - INFO - Epoch [66][900/940] lr: 1.000e-03, eta: 9:57:51, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7395, top5_acc: 0.8889, loss_cls: 1.0834, loss: 1.0834, grad_norm: 5.7019 2021-03-08 15:03:02,023 - mmaction - INFO - Epoch [66][920/940] lr: 1.000e-03, eta: 9:57:27, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7471, top5_acc: 0.8980, loss_cls: 1.0288, loss: 1.0288, grad_norm: 5.7159 2021-03-08 15:03:19,754 - mmaction - INFO - Epoch [66][940/940] lr: 1.000e-03, eta: 9:57:02, time: 0.887, data_time: 0.002, memory: 8361, top1_acc: 0.7384, top5_acc: 0.8896, loss_cls: 1.0838, loss: 1.0838, grad_norm: 5.8465 2021-03-08 15:03:21,715 - mmaction - INFO - Saving checkpoint at 66 epochs 2021-03-08 15:06:06,997 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 15:06:07,977 - mmaction - INFO - top1_acc 0.7052 top5_acc 0.8911 2021-03-08 15:06:07,985 - mmaction - INFO - Epoch(val) [66][940] top1_acc: 0.7052, top5_acc: 0.8911 2021-03-08 15:09:39,308 - mmaction - INFO - Epoch [67][20/940] lr: 1.000e-03, eta: 9:58:17, time: 10.565, data_time: 9.636, memory: 8361, top1_acc: 0.7484, top5_acc: 0.9014, loss_cls: 1.0167, loss: 1.0167, grad_norm: 5.5648 2021-03-08 15:09:57,451 - mmaction - INFO - Epoch [67][40/940] lr: 1.000e-03, eta: 9:57:52, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.7582, top5_acc: 0.8971, loss_cls: 1.0044, loss: 1.0044, grad_norm: 5.5590 2021-03-08 15:10:15,682 - mmaction - INFO - Epoch [67][60/940] lr: 1.000e-03, eta: 9:57:27, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7740, top5_acc: 0.9018, loss_cls: 0.9601, loss: 0.9601, grad_norm: 5.3899 2021-03-08 15:10:33,995 - mmaction - INFO - Epoch [67][80/940] lr: 1.000e-03, eta: 9:57:03, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7512, top5_acc: 0.8967, loss_cls: 1.0267, loss: 1.0267, grad_norm: 5.6929 2021-03-08 15:10:52,267 - mmaction - INFO - Epoch [67][100/940] lr: 1.000e-03, eta: 9:56:38, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7477, top5_acc: 0.8984, loss_cls: 1.0011, loss: 1.0011, grad_norm: 5.6053 2021-03-08 15:11:10,529 - mmaction - INFO - Epoch [67][120/940] lr: 1.000e-03, eta: 9:56:13, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7461, top5_acc: 0.9029, loss_cls: 1.0223, loss: 1.0223, grad_norm: 5.7851 2021-03-08 15:11:28,704 - mmaction - INFO - Epoch [67][140/940] lr: 1.000e-03, eta: 9:55:49, time: 0.908, data_time: 0.000, memory: 8361, top1_acc: 0.7502, top5_acc: 0.9037, loss_cls: 0.9911, loss: 0.9911, grad_norm: 5.6673 2021-03-08 15:11:46,998 - mmaction - INFO - Epoch [67][160/940] lr: 1.000e-03, eta: 9:55:24, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7559, top5_acc: 0.8990, loss_cls: 1.0022, loss: 1.0022, grad_norm: 5.5993 2021-03-08 15:12:05,379 - mmaction - INFO - Epoch [67][180/940] lr: 1.000e-03, eta: 9:54:59, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7531, top5_acc: 0.9018, loss_cls: 0.9998, loss: 0.9998, grad_norm: 5.6205 2021-03-08 15:12:23,758 - mmaction - INFO - Epoch [67][200/940] lr: 1.000e-03, eta: 9:54:35, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7512, top5_acc: 0.8977, loss_cls: 1.0300, loss: 1.0300, grad_norm: 5.5652 2021-03-08 15:12:42,008 - mmaction - INFO - Epoch [67][220/940] lr: 1.000e-03, eta: 9:54:10, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7598, top5_acc: 0.9000, loss_cls: 0.9987, loss: 0.9987, grad_norm: 5.5366 2021-03-08 15:13:00,395 - mmaction - INFO - Epoch [67][240/940] lr: 1.000e-03, eta: 9:53:46, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7479, top5_acc: 0.8932, loss_cls: 1.0376, loss: 1.0376, grad_norm: 5.7087 2021-03-08 15:13:18,716 - mmaction - INFO - Epoch [67][260/940] lr: 1.000e-03, eta: 9:53:21, time: 0.916, data_time: 0.000, memory: 8361, top1_acc: 0.7449, top5_acc: 0.8887, loss_cls: 1.0555, loss: 1.0555, grad_norm: 5.7239 2021-03-08 15:13:36,990 - mmaction - INFO - Epoch [67][280/940] lr: 1.000e-03, eta: 9:52:57, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7543, top5_acc: 0.9021, loss_cls: 0.9917, loss: 0.9917, grad_norm: 5.6130 2021-03-08 15:13:55,450 - mmaction - INFO - Epoch [67][300/940] lr: 1.000e-03, eta: 9:52:32, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.7523, top5_acc: 0.9004, loss_cls: 1.0091, loss: 1.0091, grad_norm: 5.6359 2021-03-08 15:14:13,713 - mmaction - INFO - Epoch [67][320/940] lr: 1.000e-03, eta: 9:52:08, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7615, top5_acc: 0.9086, loss_cls: 0.9677, loss: 0.9677, grad_norm: 5.5374 2021-03-08 15:14:32,084 - mmaction - INFO - Epoch [67][340/940] lr: 1.000e-03, eta: 9:51:43, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7578, top5_acc: 0.8980, loss_cls: 1.0084, loss: 1.0084, grad_norm: 5.4769 2021-03-08 15:14:50,423 - mmaction - INFO - Epoch [67][360/940] lr: 1.000e-03, eta: 9:51:18, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7502, top5_acc: 0.8953, loss_cls: 1.0277, loss: 1.0277, grad_norm: 5.6219 2021-03-08 15:15:08,734 - mmaction - INFO - Epoch [67][380/940] lr: 1.000e-03, eta: 9:50:54, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7586, top5_acc: 0.9074, loss_cls: 0.9817, loss: 0.9817, grad_norm: 5.6244 2021-03-08 15:15:27,094 - mmaction - INFO - Epoch [67][400/940] lr: 1.000e-03, eta: 9:50:29, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7420, top5_acc: 0.8957, loss_cls: 1.0408, loss: 1.0408, grad_norm: 5.7281 2021-03-08 15:15:45,388 - mmaction - INFO - Epoch [67][420/940] lr: 1.000e-03, eta: 9:50:05, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7562, top5_acc: 0.9066, loss_cls: 0.9706, loss: 0.9706, grad_norm: 5.5355 2021-03-08 15:16:03,812 - mmaction - INFO - Epoch [67][440/940] lr: 1.000e-03, eta: 9:49:40, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7543, top5_acc: 0.9012, loss_cls: 1.0001, loss: 1.0001, grad_norm: 5.6188 2021-03-08 15:16:22,144 - mmaction - INFO - Epoch [67][460/940] lr: 1.000e-03, eta: 9:49:16, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7602, top5_acc: 0.8971, loss_cls: 0.9934, loss: 0.9934, grad_norm: 5.6149 2021-03-08 15:16:40,518 - mmaction - INFO - Epoch [67][480/940] lr: 1.000e-03, eta: 9:48:51, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7438, top5_acc: 0.8955, loss_cls: 1.0301, loss: 1.0301, grad_norm: 5.6690 2021-03-08 15:16:58,807 - mmaction - INFO - Epoch [67][500/940] lr: 1.000e-03, eta: 9:48:27, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7543, top5_acc: 0.9062, loss_cls: 0.9862, loss: 0.9862, grad_norm: 5.4999 2021-03-08 15:17:17,200 - mmaction - INFO - Epoch [67][520/940] lr: 1.000e-03, eta: 9:48:02, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7543, top5_acc: 0.8971, loss_cls: 1.0206, loss: 1.0206, grad_norm: 5.5220 2021-03-08 15:17:35,526 - mmaction - INFO - Epoch [67][540/940] lr: 1.000e-03, eta: 9:47:38, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7566, top5_acc: 0.9041, loss_cls: 0.9846, loss: 0.9846, grad_norm: 5.5406 2021-03-08 15:17:53,960 - mmaction - INFO - Epoch [67][560/940] lr: 1.000e-03, eta: 9:47:13, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7416, top5_acc: 0.8906, loss_cls: 1.0629, loss: 1.0629, grad_norm: 5.7836 2021-03-08 15:18:12,189 - mmaction - INFO - Epoch [67][580/940] lr: 1.000e-03, eta: 9:46:49, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7451, top5_acc: 0.8975, loss_cls: 1.0248, loss: 1.0248, grad_norm: 5.7428 2021-03-08 15:18:30,565 - mmaction - INFO - Epoch [67][600/940] lr: 1.000e-03, eta: 9:46:24, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7375, top5_acc: 0.8961, loss_cls: 1.0613, loss: 1.0613, grad_norm: 5.8057 2021-03-08 15:18:48,862 - mmaction - INFO - Epoch [67][620/940] lr: 1.000e-03, eta: 9:46:00, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7520, top5_acc: 0.8971, loss_cls: 1.0277, loss: 1.0277, grad_norm: 5.6708 2021-03-08 15:19:07,173 - mmaction - INFO - Epoch [67][640/940] lr: 1.000e-03, eta: 9:45:35, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7520, top5_acc: 0.8953, loss_cls: 1.0279, loss: 1.0279, grad_norm: 5.6969 2021-03-08 15:19:25,523 - mmaction - INFO - Epoch [67][660/940] lr: 1.000e-03, eta: 9:45:11, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7561, top5_acc: 0.8986, loss_cls: 1.0000, loss: 1.0000, grad_norm: 5.6469 2021-03-08 15:19:43,823 - mmaction - INFO - Epoch [67][680/940] lr: 1.000e-03, eta: 9:44:46, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7553, top5_acc: 0.9029, loss_cls: 1.0037, loss: 1.0037, grad_norm: 5.6106 2021-03-08 15:20:02,171 - mmaction - INFO - Epoch [67][700/940] lr: 1.000e-03, eta: 9:44:22, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7506, top5_acc: 0.8965, loss_cls: 1.0291, loss: 1.0291, grad_norm: 5.6349 2021-03-08 15:20:20,440 - mmaction - INFO - Epoch [67][720/940] lr: 1.000e-03, eta: 9:43:57, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7588, top5_acc: 0.9057, loss_cls: 0.9919, loss: 0.9919, grad_norm: 5.6393 2021-03-08 15:20:38,737 - mmaction - INFO - Epoch [67][740/940] lr: 1.000e-03, eta: 9:43:33, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7457, top5_acc: 0.9000, loss_cls: 1.0346, loss: 1.0346, grad_norm: 5.7708 2021-03-08 15:20:56,982 - mmaction - INFO - Epoch [67][760/940] lr: 1.000e-03, eta: 9:43:08, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7537, top5_acc: 0.8986, loss_cls: 1.0062, loss: 1.0062, grad_norm: 5.5405 2021-03-08 15:21:15,335 - mmaction - INFO - Epoch [67][780/940] lr: 1.000e-03, eta: 9:42:44, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7533, top5_acc: 0.8932, loss_cls: 1.0402, loss: 1.0402, grad_norm: 5.7029 2021-03-08 15:21:33,749 - mmaction - INFO - Epoch [67][800/940] lr: 1.000e-03, eta: 9:42:19, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7566, top5_acc: 0.9043, loss_cls: 1.0122, loss: 1.0122, grad_norm: 5.5618 2021-03-08 15:21:51,965 - mmaction - INFO - Epoch [67][820/940] lr: 1.000e-03, eta: 9:41:55, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7615, top5_acc: 0.9016, loss_cls: 0.9937, loss: 0.9937, grad_norm: 5.6066 2021-03-08 15:22:10,298 - mmaction - INFO - Epoch [67][840/940] lr: 1.000e-03, eta: 9:41:30, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7586, top5_acc: 0.8953, loss_cls: 1.0140, loss: 1.0140, grad_norm: 5.6355 2021-03-08 15:22:28,621 - mmaction - INFO - Epoch [67][860/940] lr: 1.000e-03, eta: 9:41:06, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7488, top5_acc: 0.8965, loss_cls: 1.0305, loss: 1.0305, grad_norm: 5.7419 2021-03-08 15:22:46,995 - mmaction - INFO - Epoch [67][880/940] lr: 1.000e-03, eta: 9:40:42, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7551, top5_acc: 0.8996, loss_cls: 0.9915, loss: 0.9915, grad_norm: 5.6094 2021-03-08 15:23:05,445 - mmaction - INFO - Epoch [67][900/940] lr: 1.000e-03, eta: 9:40:17, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7428, top5_acc: 0.8941, loss_cls: 1.0401, loss: 1.0401, grad_norm: 5.6666 2021-03-08 15:23:23,901 - mmaction - INFO - Epoch [67][920/940] lr: 1.000e-03, eta: 9:39:53, time: 0.923, data_time: 0.008, memory: 8361, top1_acc: 0.7486, top5_acc: 0.8990, loss_cls: 1.0048, loss: 1.0048, grad_norm: 5.6366 2021-03-08 15:23:41,603 - mmaction - INFO - Epoch [67][940/940] lr: 1.000e-03, eta: 9:39:28, time: 0.885, data_time: 0.002, memory: 8361, top1_acc: 0.7461, top5_acc: 0.9014, loss_cls: 1.0141, loss: 1.0141, grad_norm: 5.7339 2021-03-08 15:23:43,506 - mmaction - INFO - Saving checkpoint at 67 epochs 2021-03-08 15:26:19,563 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 15:26:20,539 - mmaction - INFO - top1_acc 0.7051 top5_acc 0.8893 2021-03-08 15:26:20,547 - mmaction - INFO - Epoch(val) [67][940] top1_acc: 0.7051, top5_acc: 0.8893 2021-03-08 15:29:56,465 - mmaction - INFO - Epoch [68][20/940] lr: 1.000e-03, eta: 9:40:41, time: 10.795, data_time: 9.860, memory: 8361, top1_acc: 0.7453, top5_acc: 0.8975, loss_cls: 1.0129, loss: 1.0129, grad_norm: 5.7002 2021-03-08 15:30:14,599 - mmaction - INFO - Epoch [68][40/940] lr: 1.000e-03, eta: 9:40:16, time: 0.906, data_time: 0.003, memory: 8361, top1_acc: 0.7535, top5_acc: 0.8949, loss_cls: 1.0436, loss: 1.0436, grad_norm: 5.7138 2021-03-08 15:30:32,754 - mmaction - INFO - Epoch [68][60/940] lr: 1.000e-03, eta: 9:39:52, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.7473, top5_acc: 0.8926, loss_cls: 1.0274, loss: 1.0274, grad_norm: 5.6595 2021-03-08 15:30:50,991 - mmaction - INFO - Epoch [68][80/940] lr: 1.000e-03, eta: 9:39:27, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7553, top5_acc: 0.8994, loss_cls: 1.0019, loss: 1.0019, grad_norm: 5.6226 2021-03-08 15:31:09,221 - mmaction - INFO - Epoch [68][100/940] lr: 1.000e-03, eta: 9:39:03, time: 0.913, data_time: 0.003, memory: 8361, top1_acc: 0.7549, top5_acc: 0.8990, loss_cls: 1.0064, loss: 1.0064, grad_norm: 5.6115 2021-03-08 15:31:27,405 - mmaction - INFO - Epoch [68][120/940] lr: 1.000e-03, eta: 9:38:38, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7469, top5_acc: 0.8994, loss_cls: 1.0314, loss: 1.0314, grad_norm: 5.7460 2021-03-08 15:31:45,666 - mmaction - INFO - Epoch [68][140/940] lr: 1.000e-03, eta: 9:38:13, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7467, top5_acc: 0.9016, loss_cls: 1.0274, loss: 1.0274, grad_norm: 5.7276 2021-03-08 15:32:03,907 - mmaction - INFO - Epoch [68][160/940] lr: 1.000e-03, eta: 9:37:49, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7500, top5_acc: 0.9014, loss_cls: 1.0185, loss: 1.0185, grad_norm: 5.7234 2021-03-08 15:32:22,235 - mmaction - INFO - Epoch [68][180/940] lr: 1.000e-03, eta: 9:37:24, time: 0.917, data_time: 0.003, memory: 8361, top1_acc: 0.7508, top5_acc: 0.8992, loss_cls: 1.0116, loss: 1.0116, grad_norm: 5.6927 2021-03-08 15:32:40,603 - mmaction - INFO - Epoch [68][200/940] lr: 1.000e-03, eta: 9:37:00, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7561, top5_acc: 0.8982, loss_cls: 0.9986, loss: 0.9986, grad_norm: 5.5644 2021-03-08 15:32:58,950 - mmaction - INFO - Epoch [68][220/940] lr: 1.000e-03, eta: 9:36:36, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7637, top5_acc: 0.9051, loss_cls: 0.9918, loss: 0.9918, grad_norm: 5.6016 2021-03-08 15:33:17,340 - mmaction - INFO - Epoch [68][240/940] lr: 1.000e-03, eta: 9:36:11, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7441, top5_acc: 0.8990, loss_cls: 1.0113, loss: 1.0113, grad_norm: 5.6310 2021-03-08 15:33:35,604 - mmaction - INFO - Epoch [68][260/940] lr: 1.000e-03, eta: 9:35:47, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7539, top5_acc: 0.8994, loss_cls: 1.0013, loss: 1.0013, grad_norm: 5.5861 2021-03-08 15:33:54,086 - mmaction - INFO - Epoch [68][280/940] lr: 1.000e-03, eta: 9:35:22, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7475, top5_acc: 0.8973, loss_cls: 1.0386, loss: 1.0386, grad_norm: 5.7665 2021-03-08 15:34:12,471 - mmaction - INFO - Epoch [68][300/940] lr: 1.000e-03, eta: 9:34:58, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7428, top5_acc: 0.8939, loss_cls: 1.0529, loss: 1.0529, grad_norm: 5.7416 2021-03-08 15:34:30,878 - mmaction - INFO - Epoch [68][320/940] lr: 1.000e-03, eta: 9:34:33, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7586, top5_acc: 0.9057, loss_cls: 0.9890, loss: 0.9890, grad_norm: 5.5738 2021-03-08 15:34:49,339 - mmaction - INFO - Epoch [68][340/940] lr: 1.000e-03, eta: 9:34:09, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.7406, top5_acc: 0.8930, loss_cls: 1.0471, loss: 1.0471, grad_norm: 5.7740 2021-03-08 15:35:07,637 - mmaction - INFO - Epoch [68][360/940] lr: 1.000e-03, eta: 9:33:44, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7625, top5_acc: 0.8988, loss_cls: 0.9945, loss: 0.9945, grad_norm: 5.5283 2021-03-08 15:35:25,941 - mmaction - INFO - Epoch [68][380/940] lr: 1.000e-03, eta: 9:33:20, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7623, top5_acc: 0.9076, loss_cls: 0.9664, loss: 0.9664, grad_norm: 5.5382 2021-03-08 15:35:44,405 - mmaction - INFO - Epoch [68][400/940] lr: 1.000e-03, eta: 9:32:56, time: 0.924, data_time: 0.003, memory: 8361, top1_acc: 0.7551, top5_acc: 0.9029, loss_cls: 1.0023, loss: 1.0023, grad_norm: 5.5937 2021-03-08 15:36:02,888 - mmaction - INFO - Epoch [68][420/940] lr: 1.000e-03, eta: 9:32:31, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.7500, top5_acc: 0.8971, loss_cls: 1.0399, loss: 1.0399, grad_norm: 5.7028 2021-03-08 15:36:21,206 - mmaction - INFO - Epoch [68][440/940] lr: 1.000e-03, eta: 9:32:07, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7525, top5_acc: 0.9014, loss_cls: 0.9967, loss: 0.9967, grad_norm: 5.5335 2021-03-08 15:36:39,605 - mmaction - INFO - Epoch [68][460/940] lr: 1.000e-03, eta: 9:31:42, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7479, top5_acc: 0.8967, loss_cls: 1.0389, loss: 1.0389, grad_norm: 5.7266 2021-03-08 15:36:57,969 - mmaction - INFO - Epoch [68][480/940] lr: 1.000e-03, eta: 9:31:18, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7564, top5_acc: 0.9016, loss_cls: 1.0030, loss: 1.0030, grad_norm: 5.6215 2021-03-08 15:37:16,262 - mmaction - INFO - Epoch [68][500/940] lr: 1.000e-03, eta: 9:30:54, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7492, top5_acc: 0.9000, loss_cls: 1.0161, loss: 1.0161, grad_norm: 5.7094 2021-03-08 15:37:34,610 - mmaction - INFO - Epoch [68][520/940] lr: 1.000e-03, eta: 9:30:29, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7445, top5_acc: 0.8975, loss_cls: 1.0314, loss: 1.0314, grad_norm: 5.7013 2021-03-08 15:37:53,069 - mmaction - INFO - Epoch [68][540/940] lr: 1.000e-03, eta: 9:30:05, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.7453, top5_acc: 0.8959, loss_cls: 1.0319, loss: 1.0319, grad_norm: 5.6854 2021-03-08 15:38:11,496 - mmaction - INFO - Epoch [68][560/940] lr: 1.000e-03, eta: 9:29:40, time: 0.923, data_time: 0.003, memory: 8361, top1_acc: 0.7430, top5_acc: 0.8912, loss_cls: 1.0434, loss: 1.0434, grad_norm: 5.7920 2021-03-08 15:38:29,825 - mmaction - INFO - Epoch [68][580/940] lr: 1.000e-03, eta: 9:29:16, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7510, top5_acc: 0.9014, loss_cls: 1.0037, loss: 1.0037, grad_norm: 5.7012 2021-03-08 15:38:48,205 - mmaction - INFO - Epoch [68][600/940] lr: 1.000e-03, eta: 9:28:52, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7492, top5_acc: 0.8977, loss_cls: 1.0342, loss: 1.0342, grad_norm: 5.7368 2021-03-08 15:39:06,570 - mmaction - INFO - Epoch [68][620/940] lr: 1.000e-03, eta: 9:28:27, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7486, top5_acc: 0.9008, loss_cls: 1.0123, loss: 1.0123, grad_norm: 5.6788 2021-03-08 15:39:24,899 - mmaction - INFO - Epoch [68][640/940] lr: 1.000e-03, eta: 9:28:03, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7547, top5_acc: 0.9020, loss_cls: 1.0086, loss: 1.0086, grad_norm: 5.7116 2021-03-08 15:39:43,190 - mmaction - INFO - Epoch [68][660/940] lr: 1.000e-03, eta: 9:27:38, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7541, top5_acc: 0.9008, loss_cls: 0.9934, loss: 0.9934, grad_norm: 5.6378 2021-03-08 15:40:01,617 - mmaction - INFO - Epoch [68][680/940] lr: 1.000e-03, eta: 9:27:14, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7479, top5_acc: 0.8986, loss_cls: 1.0349, loss: 1.0349, grad_norm: 5.7330 2021-03-08 15:40:20,147 - mmaction - INFO - Epoch [68][700/940] lr: 1.000e-03, eta: 9:26:50, time: 0.925, data_time: 0.001, memory: 8361, top1_acc: 0.7518, top5_acc: 0.8955, loss_cls: 1.0236, loss: 1.0236, grad_norm: 5.6402 2021-03-08 15:40:38,491 - mmaction - INFO - Epoch [68][720/940] lr: 1.000e-03, eta: 9:26:25, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.7395, top5_acc: 0.8930, loss_cls: 1.0535, loss: 1.0535, grad_norm: 5.8552 2021-03-08 15:40:56,833 - mmaction - INFO - Epoch [68][740/940] lr: 1.000e-03, eta: 9:26:01, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7445, top5_acc: 0.8961, loss_cls: 1.0233, loss: 1.0233, grad_norm: 5.7656 2021-03-08 15:41:15,215 - mmaction - INFO - Epoch [68][760/940] lr: 1.000e-03, eta: 9:25:37, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7502, top5_acc: 0.8975, loss_cls: 1.0316, loss: 1.0316, grad_norm: 5.6794 2021-03-08 15:41:33,583 - mmaction - INFO - Epoch [68][780/940] lr: 1.000e-03, eta: 9:25:12, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7486, top5_acc: 0.8979, loss_cls: 1.0183, loss: 1.0183, grad_norm: 5.7183 2021-03-08 15:41:52,015 - mmaction - INFO - Epoch [68][800/940] lr: 1.000e-03, eta: 9:24:48, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7537, top5_acc: 0.9010, loss_cls: 1.0035, loss: 1.0035, grad_norm: 5.7168 2021-03-08 15:42:10,439 - mmaction - INFO - Epoch [68][820/940] lr: 1.000e-03, eta: 9:24:24, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7441, top5_acc: 0.8984, loss_cls: 1.0477, loss: 1.0477, grad_norm: 5.7842 2021-03-08 15:42:28,816 - mmaction - INFO - Epoch [68][840/940] lr: 1.000e-03, eta: 9:23:59, time: 0.919, data_time: 0.003, memory: 8361, top1_acc: 0.7559, top5_acc: 0.9004, loss_cls: 1.0002, loss: 1.0002, grad_norm: 5.6507 2021-03-08 15:42:47,237 - mmaction - INFO - Epoch [68][860/940] lr: 1.000e-03, eta: 9:23:35, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7438, top5_acc: 0.8975, loss_cls: 1.0169, loss: 1.0169, grad_norm: 5.7072 2021-03-08 15:43:05,717 - mmaction - INFO - Epoch [68][880/940] lr: 1.000e-03, eta: 9:23:11, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7498, top5_acc: 0.8986, loss_cls: 1.0240, loss: 1.0240, grad_norm: 5.6390 2021-03-08 15:43:24,006 - mmaction - INFO - Epoch [68][900/940] lr: 1.000e-03, eta: 9:22:46, time: 0.916, data_time: 0.003, memory: 8361, top1_acc: 0.7441, top5_acc: 0.8930, loss_cls: 1.0327, loss: 1.0327, grad_norm: 5.7187 2021-03-08 15:43:42,418 - mmaction - INFO - Epoch [68][920/940] lr: 1.000e-03, eta: 9:22:22, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7598, top5_acc: 0.9004, loss_cls: 1.0030, loss: 1.0030, grad_norm: 5.6678 2021-03-08 15:44:00,358 - mmaction - INFO - Epoch [68][940/940] lr: 1.000e-03, eta: 9:21:57, time: 0.897, data_time: 0.002, memory: 8361, top1_acc: 0.7547, top5_acc: 0.9008, loss_cls: 1.0136, loss: 1.0136, grad_norm: 5.6938 2021-03-08 15:44:02,291 - mmaction - INFO - Saving checkpoint at 68 epochs 2021-03-08 15:46:42,473 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 15:46:43,452 - mmaction - INFO - top1_acc 0.7034 top5_acc 0.8890 2021-03-08 15:46:43,460 - mmaction - INFO - Epoch(val) [68][940] top1_acc: 0.7034, top5_acc: 0.8890 2021-03-08 15:50:17,879 - mmaction - INFO - Epoch [69][20/940] lr: 1.000e-03, eta: 9:23:05, time: 10.720, data_time: 9.771, memory: 8361, top1_acc: 0.7574, top5_acc: 0.9020, loss_cls: 0.9851, loss: 0.9851, grad_norm: 5.6605 2021-03-08 15:50:36,005 - mmaction - INFO - Epoch [69][40/940] lr: 1.000e-03, eta: 9:22:41, time: 0.906, data_time: 0.002, memory: 8361, top1_acc: 0.7441, top5_acc: 0.8988, loss_cls: 1.0319, loss: 1.0319, grad_norm: 5.8023 2021-03-08 15:50:54,234 - mmaction - INFO - Epoch [69][60/940] lr: 1.000e-03, eta: 9:22:16, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7568, top5_acc: 0.9006, loss_cls: 1.0084, loss: 1.0084, grad_norm: 5.6440 2021-03-08 15:51:12,480 - mmaction - INFO - Epoch [69][80/940] lr: 1.000e-03, eta: 9:21:52, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7555, top5_acc: 0.8973, loss_cls: 1.0061, loss: 1.0061, grad_norm: 5.6000 2021-03-08 15:51:30,729 - mmaction - INFO - Epoch [69][100/940] lr: 1.000e-03, eta: 9:21:27, time: 0.915, data_time: 0.004, memory: 8361, top1_acc: 0.7605, top5_acc: 0.9059, loss_cls: 0.9799, loss: 0.9799, grad_norm: 5.5538 2021-03-08 15:51:48,886 - mmaction - INFO - Epoch [69][120/940] lr: 1.000e-03, eta: 9:21:03, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.7691, top5_acc: 0.9070, loss_cls: 0.9549, loss: 0.9549, grad_norm: 5.5273 2021-03-08 15:52:07,042 - mmaction - INFO - Epoch [69][140/940] lr: 1.000e-03, eta: 9:20:38, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.7562, top5_acc: 0.8977, loss_cls: 1.0059, loss: 1.0059, grad_norm: 5.6684 2021-03-08 15:52:25,348 - mmaction - INFO - Epoch [69][160/940] lr: 1.000e-03, eta: 9:20:14, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7590, top5_acc: 0.9033, loss_cls: 0.9860, loss: 0.9860, grad_norm: 5.6475 2021-03-08 15:52:43,715 - mmaction - INFO - Epoch [69][180/940] lr: 1.000e-03, eta: 9:19:50, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7455, top5_acc: 0.8977, loss_cls: 1.0324, loss: 1.0324, grad_norm: 5.7650 2021-03-08 15:53:01,958 - mmaction - INFO - Epoch [69][200/940] lr: 1.000e-03, eta: 9:19:25, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7604, top5_acc: 0.9033, loss_cls: 0.9841, loss: 0.9841, grad_norm: 5.6245 2021-03-08 15:53:20,177 - mmaction - INFO - Epoch [69][220/940] lr: 1.000e-03, eta: 9:19:01, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7607, top5_acc: 0.9057, loss_cls: 0.9834, loss: 0.9834, grad_norm: 5.6264 2021-03-08 15:53:38,518 - mmaction - INFO - Epoch [69][240/940] lr: 1.000e-03, eta: 9:18:36, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7514, top5_acc: 0.8986, loss_cls: 1.0166, loss: 1.0166, grad_norm: 5.6709 2021-03-08 15:53:56,869 - mmaction - INFO - Epoch [69][260/940] lr: 1.000e-03, eta: 9:18:12, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7512, top5_acc: 0.8912, loss_cls: 1.0314, loss: 1.0314, grad_norm: 5.7020 2021-03-08 15:54:15,131 - mmaction - INFO - Epoch [69][280/940] lr: 1.000e-03, eta: 9:17:48, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7553, top5_acc: 0.9006, loss_cls: 0.9794, loss: 0.9794, grad_norm: 5.5630 2021-03-08 15:54:33,477 - mmaction - INFO - Epoch [69][300/940] lr: 1.000e-03, eta: 9:17:23, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7504, top5_acc: 0.8963, loss_cls: 1.0295, loss: 1.0295, grad_norm: 5.7482 2021-03-08 15:54:51,734 - mmaction - INFO - Epoch [69][320/940] lr: 1.000e-03, eta: 9:16:59, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7543, top5_acc: 0.8988, loss_cls: 1.0141, loss: 1.0141, grad_norm: 5.7878 2021-03-08 15:55:10,086 - mmaction - INFO - Epoch [69][340/940] lr: 1.000e-03, eta: 9:16:34, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7477, top5_acc: 0.8957, loss_cls: 1.0379, loss: 1.0379, grad_norm: 5.7677 2021-03-08 15:55:28,509 - mmaction - INFO - Epoch [69][360/940] lr: 1.000e-03, eta: 9:16:10, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7596, top5_acc: 0.9051, loss_cls: 0.9826, loss: 0.9826, grad_norm: 5.6229 2021-03-08 15:55:46,810 - mmaction - INFO - Epoch [69][380/940] lr: 1.000e-03, eta: 9:15:46, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7613, top5_acc: 0.9006, loss_cls: 1.0024, loss: 1.0024, grad_norm: 5.6661 2021-03-08 15:56:05,129 - mmaction - INFO - Epoch [69][400/940] lr: 1.000e-03, eta: 9:15:21, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7633, top5_acc: 0.9045, loss_cls: 0.9744, loss: 0.9744, grad_norm: 5.5153 2021-03-08 15:56:23,478 - mmaction - INFO - Epoch [69][420/940] lr: 1.000e-03, eta: 9:14:57, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7533, top5_acc: 0.9014, loss_cls: 1.0091, loss: 1.0091, grad_norm: 5.6845 2021-03-08 15:56:41,780 - mmaction - INFO - Epoch [69][440/940] lr: 1.000e-03, eta: 9:14:33, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7521, top5_acc: 0.9031, loss_cls: 0.9962, loss: 0.9962, grad_norm: 5.7356 2021-03-08 15:57:00,122 - mmaction - INFO - Epoch [69][460/940] lr: 1.000e-03, eta: 9:14:08, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7555, top5_acc: 0.9059, loss_cls: 0.9705, loss: 0.9705, grad_norm: 5.6091 2021-03-08 15:57:38,936 - mmaction - INFO - Epoch [69][480/940] lr: 1.000e-03, eta: 9:13:53, time: 1.941, data_time: 0.069, memory: 8361, top1_acc: 0.7494, top5_acc: 0.8984, loss_cls: 1.0126, loss: 1.0126, grad_norm: 5.6690 2021-03-08 15:58:11,029 - mmaction - INFO - Epoch [69][500/940] lr: 1.000e-03, eta: 9:13:35, time: 1.604, data_time: 0.019, memory: 8361, top1_acc: 0.7527, top5_acc: 0.8932, loss_cls: 1.0229, loss: 1.0229, grad_norm: 5.7263 2021-03-08 15:58:29,240 - mmaction - INFO - Epoch [69][520/940] lr: 1.000e-03, eta: 9:13:11, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7494, top5_acc: 0.8943, loss_cls: 1.0430, loss: 1.0430, grad_norm: 5.8132 2021-03-08 15:58:47,443 - mmaction - INFO - Epoch [69][540/940] lr: 1.000e-03, eta: 9:12:47, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7549, top5_acc: 0.8955, loss_cls: 1.0237, loss: 1.0237, grad_norm: 5.6870 2021-03-08 15:59:05,840 - mmaction - INFO - Epoch [69][560/940] lr: 1.000e-03, eta: 9:12:22, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7584, top5_acc: 0.9062, loss_cls: 0.9701, loss: 0.9701, grad_norm: 5.6612 2021-03-08 15:59:24,262 - mmaction - INFO - Epoch [69][580/940] lr: 1.000e-03, eta: 9:11:58, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7559, top5_acc: 0.9062, loss_cls: 0.9960, loss: 0.9960, grad_norm: 5.7204 2021-03-08 15:59:42,694 - mmaction - INFO - Epoch [69][600/940] lr: 1.000e-03, eta: 9:11:34, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7449, top5_acc: 0.8904, loss_cls: 1.0414, loss: 1.0414, grad_norm: 5.7595 2021-03-08 16:00:01,005 - mmaction - INFO - Epoch [69][620/940] lr: 1.000e-03, eta: 9:11:09, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7572, top5_acc: 0.8994, loss_cls: 0.9957, loss: 0.9957, grad_norm: 5.6207 2021-03-08 16:00:19,320 - mmaction - INFO - Epoch [69][640/940] lr: 1.000e-03, eta: 9:10:45, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7447, top5_acc: 0.9020, loss_cls: 1.0407, loss: 1.0407, grad_norm: 5.7984 2021-03-08 16:00:37,700 - mmaction - INFO - Epoch [69][660/940] lr: 1.000e-03, eta: 9:10:21, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7475, top5_acc: 0.8982, loss_cls: 1.0232, loss: 1.0232, grad_norm: 5.7435 2021-03-08 16:00:56,121 - mmaction - INFO - Epoch [69][680/940] lr: 1.000e-03, eta: 9:09:56, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7467, top5_acc: 0.9004, loss_cls: 1.0189, loss: 1.0189, grad_norm: 5.7325 2021-03-08 16:01:14,474 - mmaction - INFO - Epoch [69][700/940] lr: 1.000e-03, eta: 9:09:32, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7479, top5_acc: 0.8967, loss_cls: 1.0093, loss: 1.0093, grad_norm: 5.7314 2021-03-08 16:01:32,737 - mmaction - INFO - Epoch [69][720/940] lr: 1.000e-03, eta: 9:09:08, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7549, top5_acc: 0.8973, loss_cls: 1.0066, loss: 1.0066, grad_norm: 5.6456 2021-03-08 16:01:51,204 - mmaction - INFO - Epoch [69][740/940] lr: 1.000e-03, eta: 9:08:43, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7418, top5_acc: 0.8922, loss_cls: 1.0568, loss: 1.0568, grad_norm: 5.8514 2021-03-08 16:02:09,424 - mmaction - INFO - Epoch [69][760/940] lr: 1.000e-03, eta: 9:08:19, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7500, top5_acc: 0.8975, loss_cls: 1.0267, loss: 1.0267, grad_norm: 5.6701 2021-03-08 16:02:27,833 - mmaction - INFO - Epoch [69][780/940] lr: 1.000e-03, eta: 9:07:55, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7488, top5_acc: 0.8986, loss_cls: 1.0134, loss: 1.0134, grad_norm: 5.7752 2021-03-08 16:02:46,219 - mmaction - INFO - Epoch [69][800/940] lr: 1.000e-03, eta: 9:07:31, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7488, top5_acc: 0.9018, loss_cls: 1.0275, loss: 1.0275, grad_norm: 5.7777 2021-03-08 16:03:04,503 - mmaction - INFO - Epoch [69][820/940] lr: 1.000e-03, eta: 9:07:06, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7484, top5_acc: 0.8994, loss_cls: 1.0094, loss: 1.0094, grad_norm: 5.7358 2021-03-08 16:03:22,870 - mmaction - INFO - Epoch [69][840/940] lr: 1.000e-03, eta: 9:06:42, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7576, top5_acc: 0.9049, loss_cls: 0.9942, loss: 0.9942, grad_norm: 5.6622 2021-03-08 16:03:41,321 - mmaction - INFO - Epoch [69][860/940] lr: 1.000e-03, eta: 9:06:18, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7557, top5_acc: 0.9010, loss_cls: 0.9951, loss: 0.9951, grad_norm: 5.6812 2021-03-08 16:03:59,609 - mmaction - INFO - Epoch [69][880/940] lr: 1.000e-03, eta: 9:05:53, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7432, top5_acc: 0.8980, loss_cls: 1.0328, loss: 1.0328, grad_norm: 5.8087 2021-03-08 16:04:17,967 - mmaction - INFO - Epoch [69][900/940] lr: 1.000e-03, eta: 9:05:29, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7523, top5_acc: 0.8988, loss_cls: 1.0100, loss: 1.0100, grad_norm: 5.8367 2021-03-08 16:04:36,170 - mmaction - INFO - Epoch [69][920/940] lr: 1.000e-03, eta: 9:05:05, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7672, top5_acc: 0.9045, loss_cls: 0.9858, loss: 0.9858, grad_norm: 5.6399 2021-03-08 16:04:53,895 - mmaction - INFO - Epoch [69][940/940] lr: 1.000e-03, eta: 9:04:40, time: 0.886, data_time: 0.002, memory: 8361, top1_acc: 0.7500, top5_acc: 0.8975, loss_cls: 1.0339, loss: 1.0339, grad_norm: 5.8160 2021-03-08 16:04:55,849 - mmaction - INFO - Saving checkpoint at 69 epochs 2021-03-08 16:07:39,363 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 16:07:40,343 - mmaction - INFO - top1_acc 0.7042 top5_acc 0.8898 2021-03-08 16:07:40,351 - mmaction - INFO - Epoch(val) [69][940] top1_acc: 0.7042, top5_acc: 0.8898 2021-03-08 16:11:14,224 - mmaction - INFO - Epoch [70][20/940] lr: 1.000e-03, eta: 9:05:44, time: 10.693, data_time: 9.752, memory: 8361, top1_acc: 0.7529, top5_acc: 0.9025, loss_cls: 1.0008, loss: 1.0008, grad_norm: 5.6861 2021-03-08 16:11:32,287 - mmaction - INFO - Epoch [70][40/940] lr: 1.000e-03, eta: 9:05:19, time: 0.903, data_time: 0.001, memory: 8361, top1_acc: 0.7547, top5_acc: 0.9057, loss_cls: 1.0035, loss: 1.0035, grad_norm: 5.7740 2021-03-08 16:11:50,443 - mmaction - INFO - Epoch [70][60/940] lr: 1.000e-03, eta: 9:04:55, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7574, top5_acc: 0.8986, loss_cls: 0.9947, loss: 0.9947, grad_norm: 5.6947 2021-03-08 16:12:08,578 - mmaction - INFO - Epoch [70][80/940] lr: 1.000e-03, eta: 9:04:30, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.7529, top5_acc: 0.8998, loss_cls: 1.0056, loss: 1.0056, grad_norm: 5.7021 2021-03-08 16:12:26,820 - mmaction - INFO - Epoch [70][100/940] lr: 1.000e-03, eta: 9:04:06, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7492, top5_acc: 0.8934, loss_cls: 1.0219, loss: 1.0219, grad_norm: 5.7803 2021-03-08 16:12:44,969 - mmaction - INFO - Epoch [70][120/940] lr: 1.000e-03, eta: 9:03:42, time: 0.907, data_time: 0.001, memory: 8361, top1_acc: 0.7570, top5_acc: 0.9006, loss_cls: 0.9850, loss: 0.9850, grad_norm: 5.5432 2021-03-08 16:13:03,152 - mmaction - INFO - Epoch [70][140/940] lr: 1.000e-03, eta: 9:03:17, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7432, top5_acc: 0.8945, loss_cls: 1.0399, loss: 1.0399, grad_norm: 5.8535 2021-03-08 16:13:21,366 - mmaction - INFO - Epoch [70][160/940] lr: 1.000e-03, eta: 9:02:53, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7646, top5_acc: 0.9021, loss_cls: 0.9924, loss: 0.9924, grad_norm: 5.6447 2021-03-08 16:13:39,582 - mmaction - INFO - Epoch [70][180/940] lr: 1.000e-03, eta: 9:02:28, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7594, top5_acc: 0.9006, loss_cls: 1.0006, loss: 1.0006, grad_norm: 5.7709 2021-03-08 16:13:57,925 - mmaction - INFO - Epoch [70][200/940] lr: 1.000e-03, eta: 9:02:04, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7553, top5_acc: 0.8973, loss_cls: 1.0056, loss: 1.0056, grad_norm: 5.7255 2021-03-08 16:14:16,188 - mmaction - INFO - Epoch [70][220/940] lr: 1.000e-03, eta: 9:01:40, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7549, top5_acc: 0.9000, loss_cls: 0.9933, loss: 0.9933, grad_norm: 5.6621 2021-03-08 16:14:34,412 - mmaction - INFO - Epoch [70][240/940] lr: 1.000e-03, eta: 9:01:15, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7486, top5_acc: 0.9037, loss_cls: 1.0085, loss: 1.0085, grad_norm: 5.7475 2021-03-08 16:14:52,720 - mmaction - INFO - Epoch [70][260/940] lr: 1.000e-03, eta: 9:00:51, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7512, top5_acc: 0.9008, loss_cls: 1.0021, loss: 1.0021, grad_norm: 5.6720 2021-03-08 16:15:11,090 - mmaction - INFO - Epoch [70][280/940] lr: 1.000e-03, eta: 9:00:27, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7516, top5_acc: 0.9029, loss_cls: 1.0127, loss: 1.0127, grad_norm: 5.8303 2021-03-08 16:15:29,496 - mmaction - INFO - Epoch [70][300/940] lr: 1.000e-03, eta: 9:00:03, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7557, top5_acc: 0.8980, loss_cls: 1.0105, loss: 1.0105, grad_norm: 5.7382 2021-03-08 16:15:47,719 - mmaction - INFO - Epoch [70][320/940] lr: 1.000e-03, eta: 8:59:38, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7605, top5_acc: 0.9018, loss_cls: 1.0108, loss: 1.0108, grad_norm: 5.6861 2021-03-08 16:16:06,037 - mmaction - INFO - Epoch [70][340/940] lr: 1.000e-03, eta: 8:59:14, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7553, top5_acc: 0.9045, loss_cls: 0.9732, loss: 0.9732, grad_norm: 5.5826 2021-03-08 16:16:24,541 - mmaction - INFO - Epoch [70][360/940] lr: 1.000e-03, eta: 8:58:50, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7564, top5_acc: 0.8996, loss_cls: 1.0076, loss: 1.0076, grad_norm: 5.6446 2021-03-08 16:16:42,881 - mmaction - INFO - Epoch [70][380/940] lr: 1.000e-03, eta: 8:58:25, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7541, top5_acc: 0.8959, loss_cls: 1.0166, loss: 1.0166, grad_norm: 5.6852 2021-03-08 16:17:01,236 - mmaction - INFO - Epoch [70][400/940] lr: 1.000e-03, eta: 8:58:01, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7586, top5_acc: 0.9047, loss_cls: 0.9788, loss: 0.9788, grad_norm: 5.7017 2021-03-08 16:17:19,627 - mmaction - INFO - Epoch [70][420/940] lr: 1.000e-03, eta: 8:57:37, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7539, top5_acc: 0.8986, loss_cls: 0.9999, loss: 0.9999, grad_norm: 5.7015 2021-03-08 16:17:38,069 - mmaction - INFO - Epoch [70][440/940] lr: 1.000e-03, eta: 8:57:13, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7604, top5_acc: 0.8961, loss_cls: 0.9972, loss: 0.9972, grad_norm: 5.6703 2021-03-08 16:17:56,353 - mmaction - INFO - Epoch [70][460/940] lr: 1.000e-03, eta: 8:56:48, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7471, top5_acc: 0.8980, loss_cls: 1.0307, loss: 1.0307, grad_norm: 5.8059 2021-03-08 16:18:14,695 - mmaction - INFO - Epoch [70][480/940] lr: 1.000e-03, eta: 8:56:24, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7562, top5_acc: 0.8928, loss_cls: 1.0297, loss: 1.0297, grad_norm: 5.7628 2021-03-08 16:18:33,000 - mmaction - INFO - Epoch [70][500/940] lr: 1.000e-03, eta: 8:56:00, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7521, top5_acc: 0.8969, loss_cls: 1.0298, loss: 1.0298, grad_norm: 5.7224 2021-03-08 16:18:51,430 - mmaction - INFO - Epoch [70][520/940] lr: 1.000e-03, eta: 8:55:36, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7498, top5_acc: 0.8949, loss_cls: 1.0143, loss: 1.0143, grad_norm: 5.7696 2021-03-08 16:19:09,788 - mmaction - INFO - Epoch [70][540/940] lr: 1.000e-03, eta: 8:55:11, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7486, top5_acc: 0.8951, loss_cls: 1.0190, loss: 1.0190, grad_norm: 5.8247 2021-03-08 16:19:28,306 - mmaction - INFO - Epoch [70][560/940] lr: 1.000e-03, eta: 8:54:47, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7416, top5_acc: 0.8867, loss_cls: 1.0788, loss: 1.0788, grad_norm: 5.8884 2021-03-08 16:19:46,573 - mmaction - INFO - Epoch [70][580/940] lr: 1.000e-03, eta: 8:54:23, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7465, top5_acc: 0.8988, loss_cls: 1.0038, loss: 1.0038, grad_norm: 5.7325 2021-03-08 16:20:04,896 - mmaction - INFO - Epoch [70][600/940] lr: 1.000e-03, eta: 8:53:59, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7639, top5_acc: 0.9088, loss_cls: 0.9418, loss: 0.9418, grad_norm: 5.5734 2021-03-08 16:20:23,213 - mmaction - INFO - Epoch [70][620/940] lr: 1.000e-03, eta: 8:53:34, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7547, top5_acc: 0.8973, loss_cls: 1.0067, loss: 1.0067, grad_norm: 5.7127 2021-03-08 16:20:41,607 - mmaction - INFO - Epoch [70][640/940] lr: 1.000e-03, eta: 8:53:10, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7621, top5_acc: 0.9023, loss_cls: 0.9845, loss: 0.9845, grad_norm: 5.5665 2021-03-08 16:20:59,998 - mmaction - INFO - Epoch [70][660/940] lr: 1.000e-03, eta: 8:52:46, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7611, top5_acc: 0.9041, loss_cls: 0.9739, loss: 0.9739, grad_norm: 5.5942 2021-03-08 16:21:18,235 - mmaction - INFO - Epoch [70][680/940] lr: 1.000e-03, eta: 8:52:22, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7418, top5_acc: 0.8895, loss_cls: 1.0580, loss: 1.0580, grad_norm: 5.7770 2021-03-08 16:21:36,656 - mmaction - INFO - Epoch [70][700/940] lr: 1.000e-03, eta: 8:51:57, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7572, top5_acc: 0.9061, loss_cls: 1.0037, loss: 1.0037, grad_norm: 5.7406 2021-03-08 16:21:55,009 - mmaction - INFO - Epoch [70][720/940] lr: 1.000e-03, eta: 8:51:33, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7416, top5_acc: 0.8973, loss_cls: 1.0463, loss: 1.0463, grad_norm: 5.9013 2021-03-08 16:22:13,239 - mmaction - INFO - Epoch [70][740/940] lr: 1.000e-03, eta: 8:51:09, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7559, top5_acc: 0.9033, loss_cls: 0.9884, loss: 0.9884, grad_norm: 5.7044 2021-03-08 16:22:31,614 - mmaction - INFO - Epoch [70][760/940] lr: 1.000e-03, eta: 8:50:45, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7506, top5_acc: 0.8979, loss_cls: 1.0105, loss: 1.0105, grad_norm: 5.7739 2021-03-08 16:22:49,966 - mmaction - INFO - Epoch [70][780/940] lr: 1.000e-03, eta: 8:50:21, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7525, top5_acc: 0.8998, loss_cls: 1.0049, loss: 1.0049, grad_norm: 5.7663 2021-03-08 16:23:08,263 - mmaction - INFO - Epoch [70][800/940] lr: 1.000e-03, eta: 8:49:56, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7582, top5_acc: 0.8998, loss_cls: 0.9985, loss: 0.9985, grad_norm: 5.7518 2021-03-08 16:23:26,654 - mmaction - INFO - Epoch [70][820/940] lr: 1.000e-03, eta: 8:49:32, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7625, top5_acc: 0.9012, loss_cls: 0.9780, loss: 0.9780, grad_norm: 5.6287 2021-03-08 16:23:44,977 - mmaction - INFO - Epoch [70][840/940] lr: 1.000e-03, eta: 8:49:08, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7480, top5_acc: 0.8979, loss_cls: 1.0307, loss: 1.0307, grad_norm: 5.9021 2021-03-08 16:24:03,432 - mmaction - INFO - Epoch [70][860/940] lr: 1.000e-03, eta: 8:48:44, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7545, top5_acc: 0.9025, loss_cls: 0.9966, loss: 0.9966, grad_norm: 5.8941 2021-03-08 16:24:21,779 - mmaction - INFO - Epoch [70][880/940] lr: 1.000e-03, eta: 8:48:20, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7525, top5_acc: 0.9018, loss_cls: 1.0041, loss: 1.0041, grad_norm: 5.6879 2021-03-08 16:24:40,019 - mmaction - INFO - Epoch [70][900/940] lr: 1.000e-03, eta: 8:47:55, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7553, top5_acc: 0.9023, loss_cls: 1.0044, loss: 1.0044, grad_norm: 5.7733 2021-03-08 16:24:58,260 - mmaction - INFO - Epoch [70][920/940] lr: 1.000e-03, eta: 8:47:31, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7453, top5_acc: 0.8941, loss_cls: 1.0352, loss: 1.0352, grad_norm: 5.7749 2021-03-08 16:25:16,051 - mmaction - INFO - Epoch [70][940/940] lr: 1.000e-03, eta: 8:47:07, time: 0.890, data_time: 0.001, memory: 8361, top1_acc: 0.7567, top5_acc: 0.9026, loss_cls: 1.0027, loss: 1.0027, grad_norm: 5.8812 2021-03-08 16:25:17,984 - mmaction - INFO - Saving checkpoint at 70 epochs 2021-03-08 16:28:02,304 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 16:28:03,282 - mmaction - INFO - top1_acc 0.7068 top5_acc 0.8901 2021-03-08 16:28:03,290 - mmaction - INFO - Epoch(val) [70][940] top1_acc: 0.7068, top5_acc: 0.8901 2021-03-08 16:31:34,380 - mmaction - INFO - Epoch [71][20/940] lr: 1.000e-03, eta: 8:48:05, time: 10.554, data_time: 9.641, memory: 8361, top1_acc: 0.7521, top5_acc: 0.8924, loss_cls: 1.0355, loss: 1.0355, grad_norm: 5.7571 2021-03-08 16:31:52,463 - mmaction - INFO - Epoch [71][40/940] lr: 1.000e-03, eta: 8:47:41, time: 0.904, data_time: 0.001, memory: 8361, top1_acc: 0.7586, top5_acc: 0.8971, loss_cls: 0.9945, loss: 0.9945, grad_norm: 5.7278 2021-03-08 16:32:10,637 - mmaction - INFO - Epoch [71][60/940] lr: 1.000e-03, eta: 8:47:16, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7680, top5_acc: 0.9131, loss_cls: 0.9365, loss: 0.9365, grad_norm: 5.6418 2021-03-08 16:32:28,893 - mmaction - INFO - Epoch [71][80/940] lr: 1.000e-03, eta: 8:46:52, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7627, top5_acc: 0.9082, loss_cls: 0.9792, loss: 0.9792, grad_norm: 5.6769 2021-03-08 16:32:47,161 - mmaction - INFO - Epoch [71][100/940] lr: 1.000e-03, eta: 8:46:28, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7602, top5_acc: 0.9049, loss_cls: 0.9757, loss: 0.9757, grad_norm: 5.6073 2021-03-08 16:33:05,517 - mmaction - INFO - Epoch [71][120/940] lr: 1.000e-03, eta: 8:46:03, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7693, top5_acc: 0.9082, loss_cls: 0.9441, loss: 0.9441, grad_norm: 5.6066 2021-03-08 16:33:23,831 - mmaction - INFO - Epoch [71][140/940] lr: 1.000e-03, eta: 8:45:39, time: 0.916, data_time: 0.003, memory: 8361, top1_acc: 0.7564, top5_acc: 0.9023, loss_cls: 0.9868, loss: 0.9868, grad_norm: 5.7858 2021-03-08 16:33:42,184 - mmaction - INFO - Epoch [71][160/940] lr: 1.000e-03, eta: 8:45:15, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7539, top5_acc: 0.9000, loss_cls: 1.0151, loss: 1.0151, grad_norm: 5.8619 2021-03-08 16:34:00,467 - mmaction - INFO - Epoch [71][180/940] lr: 1.000e-03, eta: 8:44:51, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7549, top5_acc: 0.9016, loss_cls: 0.9857, loss: 0.9857, grad_norm: 5.7022 2021-03-08 16:34:18,708 - mmaction - INFO - Epoch [71][200/940] lr: 1.000e-03, eta: 8:44:26, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7520, top5_acc: 0.8979, loss_cls: 1.0034, loss: 1.0034, grad_norm: 5.9109 2021-03-08 16:34:37,095 - mmaction - INFO - Epoch [71][220/940] lr: 1.000e-03, eta: 8:44:02, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7553, top5_acc: 0.9008, loss_cls: 0.9909, loss: 0.9909, grad_norm: 5.8224 2021-03-08 16:34:55,385 - mmaction - INFO - Epoch [71][240/940] lr: 1.000e-03, eta: 8:43:38, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7555, top5_acc: 0.8977, loss_cls: 1.0113, loss: 1.0113, grad_norm: 5.7923 2021-03-08 16:35:13,801 - mmaction - INFO - Epoch [71][260/940] lr: 1.000e-03, eta: 8:43:14, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7555, top5_acc: 0.9059, loss_cls: 0.9906, loss: 0.9906, grad_norm: 5.7313 2021-03-08 16:35:32,036 - mmaction - INFO - Epoch [71][280/940] lr: 1.000e-03, eta: 8:42:50, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7555, top5_acc: 0.9053, loss_cls: 0.9928, loss: 0.9928, grad_norm: 5.7075 2021-03-08 16:35:50,388 - mmaction - INFO - Epoch [71][300/940] lr: 1.000e-03, eta: 8:42:25, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7580, top5_acc: 0.9020, loss_cls: 0.9905, loss: 0.9905, grad_norm: 5.6570 2021-03-08 16:36:08,765 - mmaction - INFO - Epoch [71][320/940] lr: 1.000e-03, eta: 8:42:01, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7621, top5_acc: 0.9078, loss_cls: 0.9654, loss: 0.9654, grad_norm: 5.6809 2021-03-08 16:36:27,063 - mmaction - INFO - Epoch [71][340/940] lr: 1.000e-03, eta: 8:41:37, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7463, top5_acc: 0.8961, loss_cls: 1.0286, loss: 1.0286, grad_norm: 5.8422 2021-03-08 16:36:45,573 - mmaction - INFO - Epoch [71][360/940] lr: 1.000e-03, eta: 8:41:13, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.7557, top5_acc: 0.9000, loss_cls: 1.0076, loss: 1.0076, grad_norm: 5.8161 2021-03-08 16:37:03,842 - mmaction - INFO - Epoch [71][380/940] lr: 1.000e-03, eta: 8:40:49, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7686, top5_acc: 0.9076, loss_cls: 0.9587, loss: 0.9587, grad_norm: 5.6398 2021-03-08 16:37:22,244 - mmaction - INFO - Epoch [71][400/940] lr: 1.000e-03, eta: 8:40:24, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7607, top5_acc: 0.9023, loss_cls: 0.9752, loss: 0.9752, grad_norm: 5.7541 2021-03-08 16:37:40,634 - mmaction - INFO - Epoch [71][420/940] lr: 1.000e-03, eta: 8:40:00, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7611, top5_acc: 0.9049, loss_cls: 0.9627, loss: 0.9627, grad_norm: 5.6555 2021-03-08 16:37:58,935 - mmaction - INFO - Epoch [71][440/940] lr: 1.000e-03, eta: 8:39:36, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7479, top5_acc: 0.8996, loss_cls: 1.0239, loss: 1.0239, grad_norm: 5.7792 2021-03-08 16:38:17,438 - mmaction - INFO - Epoch [71][460/940] lr: 1.000e-03, eta: 8:39:12, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7605, top5_acc: 0.9045, loss_cls: 0.9757, loss: 0.9757, grad_norm: 5.7987 2021-03-08 16:38:35,663 - mmaction - INFO - Epoch [71][480/940] lr: 1.000e-03, eta: 8:38:48, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7500, top5_acc: 0.8975, loss_cls: 1.0340, loss: 1.0340, grad_norm: 5.8871 2021-03-08 16:38:54,073 - mmaction - INFO - Epoch [71][500/940] lr: 1.000e-03, eta: 8:38:24, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7521, top5_acc: 0.9000, loss_cls: 1.0070, loss: 1.0070, grad_norm: 5.7850 2021-03-08 16:39:12,327 - mmaction - INFO - Epoch [71][520/940] lr: 1.000e-03, eta: 8:37:59, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7609, top5_acc: 0.9070, loss_cls: 0.9688, loss: 0.9688, grad_norm: 5.7469 2021-03-08 16:39:30,665 - mmaction - INFO - Epoch [71][540/940] lr: 1.000e-03, eta: 8:37:35, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7564, top5_acc: 0.9020, loss_cls: 0.9857, loss: 0.9857, grad_norm: 5.7386 2021-03-08 16:39:49,010 - mmaction - INFO - Epoch [71][560/940] lr: 1.000e-03, eta: 8:37:11, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7600, top5_acc: 0.9055, loss_cls: 0.9773, loss: 0.9773, grad_norm: 5.7412 2021-03-08 16:40:07,437 - mmaction - INFO - Epoch [71][580/940] lr: 1.000e-03, eta: 8:36:47, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7492, top5_acc: 0.8955, loss_cls: 1.0271, loss: 1.0271, grad_norm: 5.8966 2021-03-08 16:40:25,759 - mmaction - INFO - Epoch [71][600/940] lr: 1.000e-03, eta: 8:36:23, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7502, top5_acc: 0.8980, loss_cls: 1.0317, loss: 1.0317, grad_norm: 5.8762 2021-03-08 16:40:44,171 - mmaction - INFO - Epoch [71][620/940] lr: 1.000e-03, eta: 8:35:59, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7611, top5_acc: 0.9084, loss_cls: 0.9634, loss: 0.9634, grad_norm: 5.7494 2021-03-08 16:41:02,473 - mmaction - INFO - Epoch [71][640/940] lr: 1.000e-03, eta: 8:35:34, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7590, top5_acc: 0.8980, loss_cls: 0.9814, loss: 0.9814, grad_norm: 5.6299 2021-03-08 16:41:20,841 - mmaction - INFO - Epoch [71][660/940] lr: 1.000e-03, eta: 8:35:10, time: 0.919, data_time: 0.003, memory: 8361, top1_acc: 0.7654, top5_acc: 0.8967, loss_cls: 0.9970, loss: 0.9970, grad_norm: 5.6761 2021-03-08 16:41:39,088 - mmaction - INFO - Epoch [71][680/940] lr: 1.000e-03, eta: 8:34:46, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7570, top5_acc: 0.9074, loss_cls: 0.9767, loss: 0.9767, grad_norm: 5.7910 2021-03-08 16:41:57,374 - mmaction - INFO - Epoch [71][700/940] lr: 1.000e-03, eta: 8:34:22, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7520, top5_acc: 0.8986, loss_cls: 1.0146, loss: 1.0146, grad_norm: 5.8752 2021-03-08 16:42:15,853 - mmaction - INFO - Epoch [71][720/940] lr: 1.000e-03, eta: 8:33:58, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7486, top5_acc: 0.8975, loss_cls: 1.0410, loss: 1.0410, grad_norm: 5.7897 2021-03-08 16:42:34,150 - mmaction - INFO - Epoch [71][740/940] lr: 1.000e-03, eta: 8:33:34, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7652, top5_acc: 0.9039, loss_cls: 0.9791, loss: 0.9791, grad_norm: 5.7036 2021-03-08 16:42:52,401 - mmaction - INFO - Epoch [71][760/940] lr: 1.000e-03, eta: 8:33:09, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7477, top5_acc: 0.8969, loss_cls: 1.0373, loss: 1.0373, grad_norm: 5.9156 2021-03-08 16:43:10,828 - mmaction - INFO - Epoch [71][780/940] lr: 1.000e-03, eta: 8:32:45, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7486, top5_acc: 0.9016, loss_cls: 1.0088, loss: 1.0088, grad_norm: 5.7546 2021-03-08 16:43:29,103 - mmaction - INFO - Epoch [71][800/940] lr: 1.000e-03, eta: 8:32:21, time: 0.915, data_time: 0.003, memory: 8361, top1_acc: 0.7619, top5_acc: 0.9102, loss_cls: 0.9591, loss: 0.9591, grad_norm: 5.7863 2021-03-08 16:43:47,490 - mmaction - INFO - Epoch [71][820/940] lr: 1.000e-03, eta: 8:31:57, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7473, top5_acc: 0.8984, loss_cls: 1.0172, loss: 1.0172, grad_norm: 5.7798 2021-03-08 16:44:05,715 - mmaction - INFO - Epoch [71][840/940] lr: 1.000e-03, eta: 8:31:33, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7508, top5_acc: 0.8992, loss_cls: 1.0267, loss: 1.0267, grad_norm: 5.8391 2021-03-08 16:44:24,133 - mmaction - INFO - Epoch [71][860/940] lr: 1.000e-03, eta: 8:31:09, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7588, top5_acc: 0.9047, loss_cls: 0.9690, loss: 0.9690, grad_norm: 5.6548 2021-03-08 16:44:42,374 - mmaction - INFO - Epoch [71][880/940] lr: 1.000e-03, eta: 8:30:45, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7549, top5_acc: 0.8943, loss_cls: 1.0187, loss: 1.0187, grad_norm: 5.7857 2021-03-08 16:45:00,763 - mmaction - INFO - Epoch [71][900/940] lr: 1.000e-03, eta: 8:30:21, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7619, top5_acc: 0.9035, loss_cls: 0.9849, loss: 0.9849, grad_norm: 5.7145 2021-03-08 16:45:19,044 - mmaction - INFO - Epoch [71][920/940] lr: 1.000e-03, eta: 8:29:56, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7488, top5_acc: 0.8996, loss_cls: 1.0396, loss: 1.0396, grad_norm: 5.8805 2021-03-08 16:45:36,911 - mmaction - INFO - Epoch [71][940/940] lr: 1.000e-03, eta: 8:29:32, time: 0.892, data_time: 0.002, memory: 8361, top1_acc: 0.7500, top5_acc: 0.8933, loss_cls: 1.0247, loss: 1.0247, grad_norm: 5.7612 2021-03-08 16:45:38,597 - mmaction - INFO - Saving checkpoint at 71 epochs 2021-03-08 16:48:16,854 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 16:48:17,840 - mmaction - INFO - top1_acc 0.7041 top5_acc 0.8913 2021-03-08 16:48:17,848 - mmaction - INFO - Epoch(val) [71][940] top1_acc: 0.7041, top5_acc: 0.8913 2021-03-08 16:51:48,976 - mmaction - INFO - Epoch [72][20/940] lr: 1.000e-03, eta: 8:30:27, time: 10.556, data_time: 9.638, memory: 8361, top1_acc: 0.7490, top5_acc: 0.8973, loss_cls: 1.0102, loss: 1.0102, grad_norm: 5.7345 2021-03-08 16:52:07,059 - mmaction - INFO - Epoch [72][40/940] lr: 1.000e-03, eta: 8:30:02, time: 0.903, data_time: 0.001, memory: 8361, top1_acc: 0.7600, top5_acc: 0.9025, loss_cls: 0.9927, loss: 0.9927, grad_norm: 5.8136 2021-03-08 16:52:25,240 - mmaction - INFO - Epoch [72][60/940] lr: 1.000e-03, eta: 8:29:38, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7559, top5_acc: 0.8971, loss_cls: 1.0144, loss: 1.0144, grad_norm: 5.7542 2021-03-08 16:52:43,614 - mmaction - INFO - Epoch [72][80/940] lr: 1.000e-03, eta: 8:29:14, time: 0.919, data_time: 0.013, memory: 8361, top1_acc: 0.7602, top5_acc: 0.9035, loss_cls: 0.9951, loss: 0.9951, grad_norm: 5.6573 2021-03-08 16:53:01,837 - mmaction - INFO - Epoch [72][100/940] lr: 1.000e-03, eta: 8:28:50, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7500, top5_acc: 0.9004, loss_cls: 1.0014, loss: 1.0014, grad_norm: 5.7717 2021-03-08 16:53:20,040 - mmaction - INFO - Epoch [72][120/940] lr: 1.000e-03, eta: 8:28:26, time: 0.911, data_time: 0.003, memory: 8361, top1_acc: 0.7551, top5_acc: 0.8947, loss_cls: 1.0332, loss: 1.0332, grad_norm: 5.8468 2021-03-08 16:53:38,237 - mmaction - INFO - Epoch [72][140/940] lr: 1.000e-03, eta: 8:28:01, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7557, top5_acc: 0.9021, loss_cls: 0.9788, loss: 0.9788, grad_norm: 5.7416 2021-03-08 16:53:56,502 - mmaction - INFO - Epoch [72][160/940] lr: 1.000e-03, eta: 8:27:37, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7596, top5_acc: 0.9041, loss_cls: 0.9863, loss: 0.9863, grad_norm: 5.8144 2021-03-08 16:54:14,906 - mmaction - INFO - Epoch [72][180/940] lr: 1.000e-03, eta: 8:27:13, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7615, top5_acc: 0.9100, loss_cls: 0.9575, loss: 0.9575, grad_norm: 5.5969 2021-03-08 16:54:33,345 - mmaction - INFO - Epoch [72][200/940] lr: 1.000e-03, eta: 8:26:49, time: 0.923, data_time: 0.003, memory: 8361, top1_acc: 0.7512, top5_acc: 0.8949, loss_cls: 1.0273, loss: 1.0273, grad_norm: 5.8650 2021-03-08 16:54:51,735 - mmaction - INFO - Epoch [72][220/940] lr: 1.000e-03, eta: 8:26:25, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7557, top5_acc: 0.8988, loss_cls: 0.9933, loss: 0.9933, grad_norm: 5.7492 2021-03-08 16:55:10,135 - mmaction - INFO - Epoch [72][240/940] lr: 1.000e-03, eta: 8:26:01, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7521, top5_acc: 0.9031, loss_cls: 1.0100, loss: 1.0100, grad_norm: 5.8611 2021-03-08 16:55:28,443 - mmaction - INFO - Epoch [72][260/940] lr: 1.000e-03, eta: 8:25:37, time: 0.916, data_time: 0.003, memory: 8361, top1_acc: 0.7637, top5_acc: 0.9043, loss_cls: 0.9664, loss: 0.9664, grad_norm: 5.7499 2021-03-08 16:55:46,796 - mmaction - INFO - Epoch [72][280/940] lr: 1.000e-03, eta: 8:25:12, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7480, top5_acc: 0.9041, loss_cls: 0.9967, loss: 0.9967, grad_norm: 5.8293 2021-03-08 16:56:05,157 - mmaction - INFO - Epoch [72][300/940] lr: 1.000e-03, eta: 8:24:48, time: 0.920, data_time: 0.003, memory: 8361, top1_acc: 0.7543, top5_acc: 0.8961, loss_cls: 1.0014, loss: 1.0014, grad_norm: 5.7382 2021-03-08 16:56:23,568 - mmaction - INFO - Epoch [72][320/940] lr: 1.000e-03, eta: 8:24:24, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7494, top5_acc: 0.9000, loss_cls: 1.0035, loss: 1.0035, grad_norm: 5.8302 2021-03-08 16:56:42,103 - mmaction - INFO - Epoch [72][340/940] lr: 1.000e-03, eta: 8:24:00, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7588, top5_acc: 0.9033, loss_cls: 0.9896, loss: 0.9896, grad_norm: 5.7915 2021-03-08 16:57:00,529 - mmaction - INFO - Epoch [72][360/940] lr: 1.000e-03, eta: 8:23:36, time: 0.923, data_time: 0.003, memory: 8361, top1_acc: 0.7553, top5_acc: 0.9018, loss_cls: 0.9781, loss: 0.9781, grad_norm: 5.7473 2021-03-08 16:57:18,843 - mmaction - INFO - Epoch [72][380/940] lr: 1.000e-03, eta: 8:23:12, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7602, top5_acc: 0.9057, loss_cls: 0.9897, loss: 0.9897, grad_norm: 5.8270 2021-03-08 16:57:37,217 - mmaction - INFO - Epoch [72][400/940] lr: 1.000e-03, eta: 8:22:48, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7582, top5_acc: 0.9088, loss_cls: 0.9616, loss: 0.9616, grad_norm: 5.7552 2021-03-08 16:57:55,641 - mmaction - INFO - Epoch [72][420/940] lr: 1.000e-03, eta: 8:22:24, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7596, top5_acc: 0.9059, loss_cls: 0.9778, loss: 0.9778, grad_norm: 5.7649 2021-03-08 16:58:14,077 - mmaction - INFO - Epoch [72][440/940] lr: 1.000e-03, eta: 8:22:00, time: 0.923, data_time: 0.003, memory: 8361, top1_acc: 0.7604, top5_acc: 0.9025, loss_cls: 0.9703, loss: 0.9703, grad_norm: 5.7920 2021-03-08 16:58:32,513 - mmaction - INFO - Epoch [72][460/940] lr: 1.000e-03, eta: 8:21:36, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7662, top5_acc: 0.9045, loss_cls: 0.9570, loss: 0.9570, grad_norm: 5.6540 2021-03-08 16:58:50,760 - mmaction - INFO - Epoch [72][480/940] lr: 1.000e-03, eta: 8:21:12, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7617, top5_acc: 0.8994, loss_cls: 0.9859, loss: 0.9859, grad_norm: 5.7514 2021-03-08 16:59:09,104 - mmaction - INFO - Epoch [72][500/940] lr: 1.000e-03, eta: 8:20:47, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7535, top5_acc: 0.9051, loss_cls: 0.9933, loss: 0.9933, grad_norm: 5.9393 2021-03-08 16:59:27,553 - mmaction - INFO - Epoch [72][520/940] lr: 1.000e-03, eta: 8:20:23, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7572, top5_acc: 0.9006, loss_cls: 1.0071, loss: 1.0071, grad_norm: 5.8217 2021-03-08 16:59:45,847 - mmaction - INFO - Epoch [72][540/940] lr: 1.000e-03, eta: 8:19:59, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7600, top5_acc: 0.9039, loss_cls: 0.9746, loss: 0.9746, grad_norm: 5.8004 2021-03-08 17:00:04,199 - mmaction - INFO - Epoch [72][560/940] lr: 1.000e-03, eta: 8:19:35, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7584, top5_acc: 0.9025, loss_cls: 1.0005, loss: 1.0005, grad_norm: 5.7251 2021-03-08 17:00:22,466 - mmaction - INFO - Epoch [72][580/940] lr: 1.000e-03, eta: 8:19:11, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7670, top5_acc: 0.9064, loss_cls: 0.9670, loss: 0.9670, grad_norm: 5.7229 2021-03-08 17:00:40,861 - mmaction - INFO - Epoch [72][600/940] lr: 1.000e-03, eta: 8:18:47, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7555, top5_acc: 0.8951, loss_cls: 1.0108, loss: 1.0108, grad_norm: 5.7910 2021-03-08 17:00:59,197 - mmaction - INFO - Epoch [72][620/940] lr: 1.000e-03, eta: 8:18:23, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7541, top5_acc: 0.9023, loss_cls: 1.0039, loss: 1.0039, grad_norm: 5.8170 2021-03-08 17:01:17,460 - mmaction - INFO - Epoch [72][640/940] lr: 1.000e-03, eta: 8:17:59, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7545, top5_acc: 0.9041, loss_cls: 1.0042, loss: 1.0042, grad_norm: 5.8492 2021-03-08 17:01:35,841 - mmaction - INFO - Epoch [72][660/940] lr: 1.000e-03, eta: 8:17:35, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7594, top5_acc: 0.9047, loss_cls: 0.9813, loss: 0.9813, grad_norm: 5.8197 2021-03-08 17:01:54,107 - mmaction - INFO - Epoch [72][680/940] lr: 1.000e-03, eta: 8:17:11, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7535, top5_acc: 0.9070, loss_cls: 0.9835, loss: 0.9835, grad_norm: 5.8468 2021-03-08 17:02:12,432 - mmaction - INFO - Epoch [72][700/940] lr: 1.000e-03, eta: 8:16:47, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7641, top5_acc: 0.9006, loss_cls: 0.9762, loss: 0.9762, grad_norm: 5.7596 2021-03-08 17:02:30,840 - mmaction - INFO - Epoch [72][720/940] lr: 1.000e-03, eta: 8:16:23, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7557, top5_acc: 0.9031, loss_cls: 0.9953, loss: 0.9953, grad_norm: 5.7307 2021-03-08 17:02:49,281 - mmaction - INFO - Epoch [72][740/940] lr: 1.000e-03, eta: 8:15:59, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7533, top5_acc: 0.8986, loss_cls: 1.0070, loss: 1.0070, grad_norm: 5.8242 2021-03-08 17:03:07,524 - mmaction - INFO - Epoch [72][760/940] lr: 1.000e-03, eta: 8:15:34, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7426, top5_acc: 0.8971, loss_cls: 1.0332, loss: 1.0332, grad_norm: 5.8382 2021-03-08 17:03:25,858 - mmaction - INFO - Epoch [72][780/940] lr: 1.000e-03, eta: 8:15:10, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7490, top5_acc: 0.8994, loss_cls: 1.0183, loss: 1.0183, grad_norm: 5.9149 2021-03-08 17:03:44,075 - mmaction - INFO - Epoch [72][800/940] lr: 1.000e-03, eta: 8:14:46, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7613, top5_acc: 0.9021, loss_cls: 0.9838, loss: 0.9838, grad_norm: 5.7326 2021-03-08 17:04:02,408 - mmaction - INFO - Epoch [72][820/940] lr: 1.000e-03, eta: 8:14:22, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7502, top5_acc: 0.8953, loss_cls: 1.0198, loss: 1.0198, grad_norm: 5.7867 2021-03-08 17:04:20,803 - mmaction - INFO - Epoch [72][840/940] lr: 1.000e-03, eta: 8:13:58, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7537, top5_acc: 0.9055, loss_cls: 0.9794, loss: 0.9794, grad_norm: 5.8078 2021-03-08 17:04:39,077 - mmaction - INFO - Epoch [72][860/940] lr: 1.000e-03, eta: 8:13:34, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7656, top5_acc: 0.9123, loss_cls: 0.9391, loss: 0.9391, grad_norm: 5.6620 2021-03-08 17:04:57,460 - mmaction - INFO - Epoch [72][880/940] lr: 1.000e-03, eta: 8:13:10, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7666, top5_acc: 0.9039, loss_cls: 0.9718, loss: 0.9718, grad_norm: 5.7504 2021-03-08 17:05:15,797 - mmaction - INFO - Epoch [72][900/940] lr: 1.000e-03, eta: 8:12:46, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7645, top5_acc: 0.9064, loss_cls: 0.9879, loss: 0.9879, grad_norm: 5.7696 2021-03-08 17:05:34,158 - mmaction - INFO - Epoch [72][920/940] lr: 1.000e-03, eta: 8:12:22, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7527, top5_acc: 0.8994, loss_cls: 0.9909, loss: 0.9909, grad_norm: 5.6985 2021-03-08 17:05:52,089 - mmaction - INFO - Epoch [72][940/940] lr: 1.000e-03, eta: 8:11:58, time: 0.894, data_time: 0.002, memory: 8361, top1_acc: 0.7484, top5_acc: 0.8969, loss_cls: 1.0326, loss: 1.0326, grad_norm: 5.9715 2021-03-08 17:05:54,075 - mmaction - INFO - Saving checkpoint at 72 epochs 2021-03-08 17:08:41,914 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 17:08:42,894 - mmaction - INFO - top1_acc 0.7075 top5_acc 0.8895 2021-03-08 17:08:42,901 - mmaction - INFO - Epoch(val) [72][940] top1_acc: 0.7075, top5_acc: 0.8895 2021-03-08 17:12:16,644 - mmaction - INFO - Epoch [73][20/940] lr: 1.000e-03, eta: 8:12:50, time: 10.687, data_time: 9.756, memory: 8361, top1_acc: 0.7570, top5_acc: 0.9072, loss_cls: 0.9692, loss: 0.9692, grad_norm: 5.8063 2021-03-08 17:12:34,803 - mmaction - INFO - Epoch [73][40/940] lr: 1.000e-03, eta: 8:12:26, time: 0.906, data_time: 0.002, memory: 8361, top1_acc: 0.7713, top5_acc: 0.9092, loss_cls: 0.9301, loss: 0.9301, grad_norm: 5.6513 2021-03-08 17:12:53,018 - mmaction - INFO - Epoch [73][60/940] lr: 1.000e-03, eta: 8:12:01, time: 0.912, data_time: 0.003, memory: 8361, top1_acc: 0.7729, top5_acc: 0.9059, loss_cls: 0.9563, loss: 0.9563, grad_norm: 5.5791 2021-03-08 17:13:11,257 - mmaction - INFO - Epoch [73][80/940] lr: 1.000e-03, eta: 8:11:37, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7410, top5_acc: 0.8975, loss_cls: 1.0261, loss: 1.0261, grad_norm: 5.7903 2021-03-08 17:13:29,461 - mmaction - INFO - Epoch [73][100/940] lr: 1.000e-03, eta: 8:11:13, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7596, top5_acc: 0.9020, loss_cls: 0.9925, loss: 0.9925, grad_norm: 5.7779 2021-03-08 17:13:47,592 - mmaction - INFO - Epoch [73][120/940] lr: 1.000e-03, eta: 8:10:49, time: 0.907, data_time: 0.001, memory: 8361, top1_acc: 0.7637, top5_acc: 0.9049, loss_cls: 0.9773, loss: 0.9773, grad_norm: 5.6866 2021-03-08 17:14:05,868 - mmaction - INFO - Epoch [73][140/940] lr: 1.000e-03, eta: 8:10:25, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7635, top5_acc: 0.9094, loss_cls: 0.9627, loss: 0.9627, grad_norm: 5.7219 2021-03-08 17:14:24,203 - mmaction - INFO - Epoch [73][160/940] lr: 1.000e-03, eta: 8:10:01, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7600, top5_acc: 0.9016, loss_cls: 0.9873, loss: 0.9873, grad_norm: 5.7653 2021-03-08 17:14:42,558 - mmaction - INFO - Epoch [73][180/940] lr: 1.000e-03, eta: 8:09:37, time: 0.919, data_time: 0.003, memory: 8361, top1_acc: 0.7490, top5_acc: 0.9070, loss_cls: 0.9950, loss: 0.9950, grad_norm: 5.8836 2021-03-08 17:15:00,959 - mmaction - INFO - Epoch [73][200/940] lr: 1.000e-03, eta: 8:09:13, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7607, top5_acc: 0.9031, loss_cls: 0.9736, loss: 0.9736, grad_norm: 5.7665 2021-03-08 17:15:19,322 - mmaction - INFO - Epoch [73][220/940] lr: 1.000e-03, eta: 8:08:49, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7584, top5_acc: 0.9020, loss_cls: 0.9705, loss: 0.9705, grad_norm: 5.8148 2021-03-08 17:15:38,092 - mmaction - INFO - Epoch [73][240/940] lr: 1.000e-03, eta: 8:08:25, time: 0.938, data_time: 0.019, memory: 8361, top1_acc: 0.7691, top5_acc: 0.9047, loss_cls: 0.9639, loss: 0.9639, grad_norm: 5.7173 2021-03-08 17:15:56,409 - mmaction - INFO - Epoch [73][260/940] lr: 1.000e-03, eta: 8:08:01, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7658, top5_acc: 0.9057, loss_cls: 0.9740, loss: 0.9740, grad_norm: 5.8094 2021-03-08 17:16:14,793 - mmaction - INFO - Epoch [73][280/940] lr: 1.000e-03, eta: 8:07:37, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7584, top5_acc: 0.9000, loss_cls: 0.9956, loss: 0.9956, grad_norm: 5.7701 2021-03-08 17:16:33,167 - mmaction - INFO - Epoch [73][300/940] lr: 1.000e-03, eta: 8:07:13, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7615, top5_acc: 0.8996, loss_cls: 0.9937, loss: 0.9937, grad_norm: 5.6243 2021-03-08 17:16:51,539 - mmaction - INFO - Epoch [73][320/940] lr: 1.000e-03, eta: 8:06:49, time: 0.917, data_time: 0.003, memory: 8361, top1_acc: 0.7719, top5_acc: 0.9002, loss_cls: 0.9714, loss: 0.9714, grad_norm: 5.6256 2021-03-08 17:17:10,012 - mmaction - INFO - Epoch [73][340/940] lr: 1.000e-03, eta: 8:06:25, time: 0.925, data_time: 0.003, memory: 8361, top1_acc: 0.7652, top5_acc: 0.9102, loss_cls: 0.9579, loss: 0.9579, grad_norm: 5.6882 2021-03-08 17:17:28,299 - mmaction - INFO - Epoch [73][360/940] lr: 1.000e-03, eta: 8:06:01, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7535, top5_acc: 0.8982, loss_cls: 1.0010, loss: 1.0010, grad_norm: 5.8274 2021-03-08 17:17:46,869 - mmaction - INFO - Epoch [73][380/940] lr: 1.000e-03, eta: 8:05:37, time: 0.929, data_time: 0.001, memory: 8361, top1_acc: 0.7592, top5_acc: 0.8959, loss_cls: 1.0141, loss: 1.0141, grad_norm: 5.8121 2021-03-08 17:18:05,126 - mmaction - INFO - Epoch [73][400/940] lr: 1.000e-03, eta: 8:05:13, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7658, top5_acc: 0.9016, loss_cls: 0.9688, loss: 0.9688, grad_norm: 5.7577 2021-03-08 17:18:23,452 - mmaction - INFO - Epoch [73][420/940] lr: 1.000e-03, eta: 8:04:49, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7555, top5_acc: 0.8984, loss_cls: 0.9978, loss: 0.9978, grad_norm: 5.8435 2021-03-08 17:18:41,741 - mmaction - INFO - Epoch [73][440/940] lr: 1.000e-03, eta: 8:04:24, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7652, top5_acc: 0.9035, loss_cls: 0.9775, loss: 0.9775, grad_norm: 5.7470 2021-03-08 17:19:00,105 - mmaction - INFO - Epoch [73][460/940] lr: 1.000e-03, eta: 8:04:00, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7559, top5_acc: 0.9025, loss_cls: 0.9857, loss: 0.9857, grad_norm: 5.8577 2021-03-08 17:19:18,531 - mmaction - INFO - Epoch [73][480/940] lr: 1.000e-03, eta: 8:03:36, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.7557, top5_acc: 0.8953, loss_cls: 1.0233, loss: 1.0233, grad_norm: 5.9404 2021-03-08 17:19:36,821 - mmaction - INFO - Epoch [73][500/940] lr: 1.000e-03, eta: 8:03:12, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7551, top5_acc: 0.9076, loss_cls: 0.9690, loss: 0.9690, grad_norm: 5.7645 2021-03-08 17:19:55,307 - mmaction - INFO - Epoch [73][520/940] lr: 1.000e-03, eta: 8:02:48, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7557, top5_acc: 0.8994, loss_cls: 1.0021, loss: 1.0021, grad_norm: 5.8654 2021-03-08 17:20:13,746 - mmaction - INFO - Epoch [73][540/940] lr: 1.000e-03, eta: 8:02:24, time: 0.923, data_time: 0.003, memory: 8361, top1_acc: 0.7518, top5_acc: 0.8969, loss_cls: 1.0061, loss: 1.0061, grad_norm: 5.8436 2021-03-08 17:20:32,010 - mmaction - INFO - Epoch [73][560/940] lr: 1.000e-03, eta: 8:02:00, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7562, top5_acc: 0.9025, loss_cls: 0.9890, loss: 0.9890, grad_norm: 5.8802 2021-03-08 17:20:50,353 - mmaction - INFO - Epoch [73][580/940] lr: 1.000e-03, eta: 8:01:36, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7615, top5_acc: 0.8967, loss_cls: 0.9921, loss: 0.9921, grad_norm: 5.7489 2021-03-08 17:21:08,634 - mmaction - INFO - Epoch [73][600/940] lr: 1.000e-03, eta: 8:01:12, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7561, top5_acc: 0.9000, loss_cls: 1.0003, loss: 1.0003, grad_norm: 5.9111 2021-03-08 17:21:27,013 - mmaction - INFO - Epoch [73][620/940] lr: 1.000e-03, eta: 8:00:48, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7627, top5_acc: 0.8986, loss_cls: 0.9806, loss: 0.9806, grad_norm: 5.7226 2021-03-08 17:21:45,397 - mmaction - INFO - Epoch [73][640/940] lr: 1.000e-03, eta: 8:00:24, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7410, top5_acc: 0.8951, loss_cls: 1.0623, loss: 1.0623, grad_norm: 6.0601 2021-03-08 17:22:03,799 - mmaction - INFO - Epoch [73][660/940] lr: 1.000e-03, eta: 8:00:00, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7488, top5_acc: 0.9021, loss_cls: 0.9878, loss: 0.9878, grad_norm: 5.8289 2021-03-08 17:22:22,252 - mmaction - INFO - Epoch [73][680/940] lr: 1.000e-03, eta: 7:59:37, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7592, top5_acc: 0.9010, loss_cls: 0.9850, loss: 0.9850, grad_norm: 5.8293 2021-03-08 17:22:40,511 - mmaction - INFO - Epoch [73][700/940] lr: 1.000e-03, eta: 7:59:13, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7551, top5_acc: 0.8984, loss_cls: 0.9947, loss: 0.9947, grad_norm: 5.7774 2021-03-08 17:22:58,787 - mmaction - INFO - Epoch [73][720/940] lr: 1.000e-03, eta: 7:58:49, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7598, top5_acc: 0.9000, loss_cls: 0.9889, loss: 0.9889, grad_norm: 5.7871 2021-03-08 17:23:17,092 - mmaction - INFO - Epoch [73][740/940] lr: 1.000e-03, eta: 7:58:25, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7545, top5_acc: 0.9000, loss_cls: 1.0005, loss: 1.0005, grad_norm: 5.8032 2021-03-08 17:23:35,328 - mmaction - INFO - Epoch [73][760/940] lr: 1.000e-03, eta: 7:58:01, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7562, top5_acc: 0.9053, loss_cls: 0.9723, loss: 0.9723, grad_norm: 5.8413 2021-03-08 17:23:53,667 - mmaction - INFO - Epoch [73][780/940] lr: 1.000e-03, eta: 7:57:37, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7518, top5_acc: 0.9033, loss_cls: 0.9905, loss: 0.9905, grad_norm: 5.8268 2021-03-08 17:24:12,082 - mmaction - INFO - Epoch [73][800/940] lr: 1.000e-03, eta: 7:57:13, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7555, top5_acc: 0.9027, loss_cls: 1.0035, loss: 1.0035, grad_norm: 5.9352 2021-03-08 17:24:30,440 - mmaction - INFO - Epoch [73][820/940] lr: 1.000e-03, eta: 7:56:49, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7543, top5_acc: 0.9000, loss_cls: 1.0065, loss: 1.0065, grad_norm: 5.8068 2021-03-08 17:24:48,698 - mmaction - INFO - Epoch [73][840/940] lr: 1.000e-03, eta: 7:56:25, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7568, top5_acc: 0.8947, loss_cls: 1.0053, loss: 1.0053, grad_norm: 5.7611 2021-03-08 17:25:06,911 - mmaction - INFO - Epoch [73][860/940] lr: 1.000e-03, eta: 7:56:01, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7459, top5_acc: 0.9016, loss_cls: 1.0195, loss: 1.0195, grad_norm: 5.9461 2021-03-08 17:25:25,172 - mmaction - INFO - Epoch [73][880/940] lr: 1.000e-03, eta: 7:55:37, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7492, top5_acc: 0.9000, loss_cls: 1.0306, loss: 1.0306, grad_norm: 5.9982 2021-03-08 17:25:43,614 - mmaction - INFO - Epoch [73][900/940] lr: 1.000e-03, eta: 7:55:13, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7514, top5_acc: 0.8955, loss_cls: 1.0208, loss: 1.0208, grad_norm: 5.8802 2021-03-08 17:26:01,872 - mmaction - INFO - Epoch [73][920/940] lr: 1.000e-03, eta: 7:54:49, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7584, top5_acc: 0.9031, loss_cls: 0.9968, loss: 0.9968, grad_norm: 5.8953 2021-03-08 17:26:19,613 - mmaction - INFO - Epoch [73][940/940] lr: 1.000e-03, eta: 7:54:25, time: 0.888, data_time: 0.002, memory: 8361, top1_acc: 0.7508, top5_acc: 0.8941, loss_cls: 1.0463, loss: 1.0463, grad_norm: 6.0673 2021-03-08 17:26:21,565 - mmaction - INFO - Saving checkpoint at 73 epochs 2021-03-08 17:28:58,146 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 17:28:59,127 - mmaction - INFO - top1_acc 0.7058 top5_acc 0.8884 2021-03-08 17:28:59,135 - mmaction - INFO - Epoch(val) [73][940] top1_acc: 0.7058, top5_acc: 0.8884 2021-03-08 17:32:32,629 - mmaction - INFO - Epoch [74][20/940] lr: 1.000e-03, eta: 7:55:13, time: 10.674, data_time: 9.715, memory: 8361, top1_acc: 0.7676, top5_acc: 0.9129, loss_cls: 0.9423, loss: 0.9423, grad_norm: 5.7214 2021-03-08 17:32:50,874 - mmaction - INFO - Epoch [74][40/940] lr: 1.000e-03, eta: 7:54:49, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7602, top5_acc: 0.9012, loss_cls: 0.9991, loss: 0.9991, grad_norm: 5.8444 2021-03-08 17:33:09,077 - mmaction - INFO - Epoch [74][60/940] lr: 1.000e-03, eta: 7:54:25, time: 0.912, data_time: 0.003, memory: 8361, top1_acc: 0.7547, top5_acc: 0.9021, loss_cls: 1.0108, loss: 1.0108, grad_norm: 5.8838 2021-03-08 17:33:27,314 - mmaction - INFO - Epoch [74][80/940] lr: 1.000e-03, eta: 7:54:01, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7750, top5_acc: 0.9109, loss_cls: 0.9309, loss: 0.9309, grad_norm: 5.6284 2021-03-08 17:33:45,502 - mmaction - INFO - Epoch [74][100/940] lr: 1.000e-03, eta: 7:53:37, time: 0.911, data_time: 0.003, memory: 8361, top1_acc: 0.7635, top5_acc: 0.9070, loss_cls: 0.9710, loss: 0.9710, grad_norm: 5.7256 2021-03-08 17:34:03,674 - mmaction - INFO - Epoch [74][120/940] lr: 1.000e-03, eta: 7:53:12, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.7684, top5_acc: 0.9066, loss_cls: 0.9607, loss: 0.9607, grad_norm: 5.7280 2021-03-08 17:34:22,155 - mmaction - INFO - Epoch [74][140/940] lr: 1.000e-03, eta: 7:52:49, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.7695, top5_acc: 0.9084, loss_cls: 0.9401, loss: 0.9401, grad_norm: 5.6966 2021-03-08 17:34:40,307 - mmaction - INFO - Epoch [74][160/940] lr: 1.000e-03, eta: 7:52:24, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.7564, top5_acc: 0.9004, loss_cls: 0.9902, loss: 0.9902, grad_norm: 5.8082 2021-03-08 17:34:58,883 - mmaction - INFO - Epoch [74][180/940] lr: 1.000e-03, eta: 7:52:01, time: 0.927, data_time: 0.002, memory: 8361, top1_acc: 0.7615, top5_acc: 0.9068, loss_cls: 0.9645, loss: 0.9645, grad_norm: 5.8310 2021-03-08 17:35:17,266 - mmaction - INFO - Epoch [74][200/940] lr: 1.000e-03, eta: 7:51:37, time: 0.921, data_time: 0.003, memory: 8361, top1_acc: 0.7465, top5_acc: 0.9020, loss_cls: 1.0101, loss: 1.0101, grad_norm: 5.9518 2021-03-08 17:35:35,647 - mmaction - INFO - Epoch [74][220/940] lr: 1.000e-03, eta: 7:51:13, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7617, top5_acc: 0.9055, loss_cls: 0.9796, loss: 0.9796, grad_norm: 5.7979 2021-03-08 17:35:54,003 - mmaction - INFO - Epoch [74][240/940] lr: 1.000e-03, eta: 7:50:49, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7559, top5_acc: 0.9057, loss_cls: 0.9636, loss: 0.9636, grad_norm: 5.8989 2021-03-08 17:36:12,491 - mmaction - INFO - Epoch [74][260/940] lr: 1.000e-03, eta: 7:50:25, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.7605, top5_acc: 0.9006, loss_cls: 0.9882, loss: 0.9882, grad_norm: 5.8905 2021-03-08 17:36:30,931 - mmaction - INFO - Epoch [74][280/940] lr: 1.000e-03, eta: 7:50:01, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.7650, top5_acc: 0.9002, loss_cls: 0.9762, loss: 0.9762, grad_norm: 5.7330 2021-03-08 17:36:49,332 - mmaction - INFO - Epoch [74][300/940] lr: 1.000e-03, eta: 7:49:37, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7521, top5_acc: 0.8965, loss_cls: 1.0222, loss: 1.0222, grad_norm: 5.8866 2021-03-08 17:37:07,792 - mmaction - INFO - Epoch [74][320/940] lr: 1.000e-03, eta: 7:49:13, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7594, top5_acc: 0.9021, loss_cls: 0.9766, loss: 0.9766, grad_norm: 5.8254 2021-03-08 17:37:26,249 - mmaction - INFO - Epoch [74][340/940] lr: 1.000e-03, eta: 7:48:49, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7617, top5_acc: 0.9006, loss_cls: 0.9917, loss: 0.9917, grad_norm: 5.7637 2021-03-08 17:37:44,573 - mmaction - INFO - Epoch [74][360/940] lr: 1.000e-03, eta: 7:48:25, time: 0.917, data_time: 0.003, memory: 8361, top1_acc: 0.7596, top5_acc: 0.9006, loss_cls: 0.9848, loss: 0.9848, grad_norm: 5.7606 2021-03-08 17:38:02,964 - mmaction - INFO - Epoch [74][380/940] lr: 1.000e-03, eta: 7:48:01, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7660, top5_acc: 0.9090, loss_cls: 0.9703, loss: 0.9703, grad_norm: 5.7816 2021-03-08 17:38:21,259 - mmaction - INFO - Epoch [74][400/940] lr: 1.000e-03, eta: 7:47:37, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7545, top5_acc: 0.9002, loss_cls: 0.9969, loss: 0.9969, grad_norm: 5.8561 2021-03-08 17:38:39,548 - mmaction - INFO - Epoch [74][420/940] lr: 1.000e-03, eta: 7:47:13, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7648, top5_acc: 0.9074, loss_cls: 0.9583, loss: 0.9583, grad_norm: 5.7653 2021-03-08 17:38:57,929 - mmaction - INFO - Epoch [74][440/940] lr: 1.000e-03, eta: 7:46:49, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7518, top5_acc: 0.8973, loss_cls: 1.0034, loss: 1.0034, grad_norm: 5.9052 2021-03-08 17:39:16,338 - mmaction - INFO - Epoch [74][460/940] lr: 1.000e-03, eta: 7:46:25, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7662, top5_acc: 0.9066, loss_cls: 0.9730, loss: 0.9730, grad_norm: 5.9003 2021-03-08 17:39:34,831 - mmaction - INFO - Epoch [74][480/940] lr: 1.000e-03, eta: 7:46:01, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7631, top5_acc: 0.9027, loss_cls: 0.9703, loss: 0.9703, grad_norm: 5.7894 2021-03-08 17:39:53,208 - mmaction - INFO - Epoch [74][500/940] lr: 1.000e-03, eta: 7:45:37, time: 0.919, data_time: 0.006, memory: 8361, top1_acc: 0.7629, top5_acc: 0.9002, loss_cls: 0.9918, loss: 0.9918, grad_norm: 5.8318 2021-03-08 17:40:11,497 - mmaction - INFO - Epoch [74][520/940] lr: 1.000e-03, eta: 7:45:13, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7648, top5_acc: 0.9012, loss_cls: 0.9870, loss: 0.9870, grad_norm: 5.8741 2021-03-08 17:40:29,931 - mmaction - INFO - Epoch [74][540/940] lr: 1.000e-03, eta: 7:44:50, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.7672, top5_acc: 0.9080, loss_cls: 0.9588, loss: 0.9588, grad_norm: 5.8372 2021-03-08 17:40:48,361 - mmaction - INFO - Epoch [74][560/940] lr: 1.000e-03, eta: 7:44:26, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7553, top5_acc: 0.9023, loss_cls: 0.9900, loss: 0.9900, grad_norm: 5.8760 2021-03-08 17:41:06,683 - mmaction - INFO - Epoch [74][580/940] lr: 1.000e-03, eta: 7:44:02, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7551, top5_acc: 0.8965, loss_cls: 1.0168, loss: 1.0168, grad_norm: 5.8701 2021-03-08 17:41:25,039 - mmaction - INFO - Epoch [74][600/940] lr: 1.000e-03, eta: 7:43:38, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7604, top5_acc: 0.9008, loss_cls: 0.9943, loss: 0.9943, grad_norm: 5.8156 2021-03-08 17:41:43,348 - mmaction - INFO - Epoch [74][620/940] lr: 1.000e-03, eta: 7:43:14, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7607, top5_acc: 0.9008, loss_cls: 0.9897, loss: 0.9897, grad_norm: 5.8259 2021-03-08 17:42:01,687 - mmaction - INFO - Epoch [74][640/940] lr: 1.000e-03, eta: 7:42:50, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7654, top5_acc: 0.9092, loss_cls: 0.9486, loss: 0.9486, grad_norm: 5.6993 2021-03-08 17:42:19,981 - mmaction - INFO - Epoch [74][660/940] lr: 1.000e-03, eta: 7:42:26, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7605, top5_acc: 0.9043, loss_cls: 0.9834, loss: 0.9834, grad_norm: 5.9096 2021-03-08 17:42:38,370 - mmaction - INFO - Epoch [74][680/940] lr: 1.000e-03, eta: 7:42:02, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7549, top5_acc: 0.8992, loss_cls: 1.0055, loss: 1.0055, grad_norm: 5.9231 2021-03-08 17:42:56,784 - mmaction - INFO - Epoch [74][700/940] lr: 1.000e-03, eta: 7:41:38, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7586, top5_acc: 0.9018, loss_cls: 0.9944, loss: 0.9944, grad_norm: 5.8136 2021-03-08 17:43:15,028 - mmaction - INFO - Epoch [74][720/940] lr: 1.000e-03, eta: 7:41:14, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7512, top5_acc: 0.8984, loss_cls: 1.0219, loss: 1.0219, grad_norm: 6.0351 2021-03-08 17:43:33,366 - mmaction - INFO - Epoch [74][740/940] lr: 1.000e-03, eta: 7:40:50, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7680, top5_acc: 0.9084, loss_cls: 0.9478, loss: 0.9478, grad_norm: 5.6555 2021-03-08 17:43:51,712 - mmaction - INFO - Epoch [74][760/940] lr: 1.000e-03, eta: 7:40:26, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7574, top5_acc: 0.9014, loss_cls: 1.0117, loss: 1.0117, grad_norm: 5.8899 2021-03-08 17:44:10,069 - mmaction - INFO - Epoch [74][780/940] lr: 1.000e-03, eta: 7:40:03, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7574, top5_acc: 0.9041, loss_cls: 0.9851, loss: 0.9851, grad_norm: 5.8644 2021-03-08 17:44:28,577 - mmaction - INFO - Epoch [74][800/940] lr: 1.000e-03, eta: 7:39:39, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7521, top5_acc: 0.9020, loss_cls: 1.0021, loss: 1.0021, grad_norm: 5.9544 2021-03-08 17:44:46,906 - mmaction - INFO - Epoch [74][820/940] lr: 1.000e-03, eta: 7:39:15, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7623, top5_acc: 0.9090, loss_cls: 0.9622, loss: 0.9622, grad_norm: 5.8305 2021-03-08 17:45:05,264 - mmaction - INFO - Epoch [74][840/940] lr: 1.000e-03, eta: 7:38:51, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7604, top5_acc: 0.9084, loss_cls: 0.9640, loss: 0.9640, grad_norm: 5.8879 2021-03-08 17:45:23,740 - mmaction - INFO - Epoch [74][860/940] lr: 1.000e-03, eta: 7:38:27, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7604, top5_acc: 0.8992, loss_cls: 0.9893, loss: 0.9893, grad_norm: 5.9244 2021-03-08 17:45:41,961 - mmaction - INFO - Epoch [74][880/940] lr: 1.000e-03, eta: 7:38:03, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7652, top5_acc: 0.9021, loss_cls: 0.9709, loss: 0.9709, grad_norm: 5.8662 2021-03-08 17:46:00,247 - mmaction - INFO - Epoch [74][900/940] lr: 1.000e-03, eta: 7:37:39, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7723, top5_acc: 0.9139, loss_cls: 0.9304, loss: 0.9304, grad_norm: 5.7856 2021-03-08 17:46:18,621 - mmaction - INFO - Epoch [74][920/940] lr: 1.000e-03, eta: 7:37:15, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7547, top5_acc: 0.8971, loss_cls: 1.0101, loss: 1.0101, grad_norm: 5.9973 2021-03-08 17:46:36,380 - mmaction - INFO - Epoch [74][940/940] lr: 1.000e-03, eta: 7:36:51, time: 0.888, data_time: 0.002, memory: 8361, top1_acc: 0.7559, top5_acc: 0.8987, loss_cls: 0.9916, loss: 0.9916, grad_norm: 5.9098 2021-03-08 17:46:38,397 - mmaction - INFO - Saving checkpoint at 74 epochs 2021-03-08 17:49:16,580 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 17:49:17,561 - mmaction - INFO - top1_acc 0.7052 top5_acc 0.8900 2021-03-08 17:49:17,569 - mmaction - INFO - Epoch(val) [74][940] top1_acc: 0.7052, top5_acc: 0.8900 2021-03-08 17:52:52,463 - mmaction - INFO - Epoch [75][20/940] lr: 1.000e-03, eta: 7:37:36, time: 10.744, data_time: 9.829, memory: 8361, top1_acc: 0.7529, top5_acc: 0.9016, loss_cls: 1.0008, loss: 1.0008, grad_norm: 5.9792 2021-03-08 17:53:10,654 - mmaction - INFO - Epoch [75][40/940] lr: 1.000e-03, eta: 7:37:12, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7598, top5_acc: 0.8971, loss_cls: 1.0006, loss: 1.0006, grad_norm: 5.8309 2021-03-08 17:53:28,839 - mmaction - INFO - Epoch [75][60/940] lr: 1.000e-03, eta: 7:36:49, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7553, top5_acc: 0.9076, loss_cls: 0.9872, loss: 0.9872, grad_norm: 5.9284 2021-03-08 17:53:47,096 - mmaction - INFO - Epoch [75][80/940] lr: 1.000e-03, eta: 7:36:25, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7594, top5_acc: 0.9053, loss_cls: 0.9764, loss: 0.9764, grad_norm: 5.7809 2021-03-08 17:54:05,328 - mmaction - INFO - Epoch [75][100/940] lr: 1.000e-03, eta: 7:36:01, time: 0.912, data_time: 0.003, memory: 8361, top1_acc: 0.7605, top5_acc: 0.9049, loss_cls: 0.9709, loss: 0.9709, grad_norm: 5.8069 2021-03-08 17:54:23,490 - mmaction - INFO - Epoch [75][120/940] lr: 1.000e-03, eta: 7:35:37, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7639, top5_acc: 0.8979, loss_cls: 0.9785, loss: 0.9785, grad_norm: 5.8069 2021-03-08 17:54:41,646 - mmaction - INFO - Epoch [75][140/940] lr: 1.000e-03, eta: 7:35:13, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.7658, top5_acc: 0.9055, loss_cls: 0.9655, loss: 0.9655, grad_norm: 5.7241 2021-03-08 17:54:59,906 - mmaction - INFO - Epoch [75][160/940] lr: 1.000e-03, eta: 7:34:49, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7580, top5_acc: 0.9020, loss_cls: 0.9796, loss: 0.9796, grad_norm: 5.8198 2021-03-08 17:55:18,230 - mmaction - INFO - Epoch [75][180/940] lr: 1.000e-03, eta: 7:34:25, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7611, top5_acc: 0.9027, loss_cls: 0.9695, loss: 0.9695, grad_norm: 5.8820 2021-03-08 17:55:36,526 - mmaction - INFO - Epoch [75][200/940] lr: 1.000e-03, eta: 7:34:01, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7680, top5_acc: 0.9016, loss_cls: 0.9703, loss: 0.9703, grad_norm: 5.8363 2021-03-08 17:55:54,962 - mmaction - INFO - Epoch [75][220/940] lr: 1.000e-03, eta: 7:33:37, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.7537, top5_acc: 0.9051, loss_cls: 0.9849, loss: 0.9849, grad_norm: 5.8606 2021-03-08 17:56:13,250 - mmaction - INFO - Epoch [75][240/940] lr: 1.000e-03, eta: 7:33:13, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7660, top5_acc: 0.9068, loss_cls: 0.9549, loss: 0.9549, grad_norm: 5.7475 2021-03-08 17:56:31,572 - mmaction - INFO - Epoch [75][260/940] lr: 1.000e-03, eta: 7:32:49, time: 0.916, data_time: 0.003, memory: 8361, top1_acc: 0.7625, top5_acc: 0.9031, loss_cls: 0.9817, loss: 0.9817, grad_norm: 5.9028 2021-03-08 17:56:49,891 - mmaction - INFO - Epoch [75][280/940] lr: 1.000e-03, eta: 7:32:25, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7516, top5_acc: 0.9008, loss_cls: 1.0098, loss: 1.0098, grad_norm: 6.0284 2021-03-08 17:57:08,271 - mmaction - INFO - Epoch [75][300/940] lr: 1.000e-03, eta: 7:32:01, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7678, top5_acc: 0.9068, loss_cls: 0.9457, loss: 0.9457, grad_norm: 5.7930 2021-03-08 17:57:26,655 - mmaction - INFO - Epoch [75][320/940] lr: 1.000e-03, eta: 7:31:37, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7590, top5_acc: 0.9039, loss_cls: 0.9894, loss: 0.9894, grad_norm: 5.8797 2021-03-08 17:57:45,130 - mmaction - INFO - Epoch [75][340/940] lr: 1.000e-03, eta: 7:31:14, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7596, top5_acc: 0.9014, loss_cls: 0.9970, loss: 0.9970, grad_norm: 5.8868 2021-03-08 17:58:03,556 - mmaction - INFO - Epoch [75][360/940] lr: 1.000e-03, eta: 7:30:50, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7570, top5_acc: 0.9010, loss_cls: 0.9973, loss: 0.9973, grad_norm: 5.9380 2021-03-08 17:58:21,841 - mmaction - INFO - Epoch [75][380/940] lr: 1.000e-03, eta: 7:30:26, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7533, top5_acc: 0.9031, loss_cls: 1.0036, loss: 1.0036, grad_norm: 5.9145 2021-03-08 17:58:40,340 - mmaction - INFO - Epoch [75][400/940] lr: 1.000e-03, eta: 7:30:02, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7670, top5_acc: 0.9082, loss_cls: 0.9526, loss: 0.9526, grad_norm: 5.7189 2021-03-08 17:58:58,807 - mmaction - INFO - Epoch [75][420/940] lr: 1.000e-03, eta: 7:29:38, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7633, top5_acc: 0.9076, loss_cls: 0.9682, loss: 0.9682, grad_norm: 5.9888 2021-03-08 17:59:17,086 - mmaction - INFO - Epoch [75][440/940] lr: 1.000e-03, eta: 7:29:14, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7664, top5_acc: 0.9051, loss_cls: 0.9548, loss: 0.9548, grad_norm: 5.8675 2021-03-08 17:59:35,460 - mmaction - INFO - Epoch [75][460/940] lr: 1.000e-03, eta: 7:28:50, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7695, top5_acc: 0.9088, loss_cls: 0.9403, loss: 0.9403, grad_norm: 5.8449 2021-03-08 17:59:53,726 - mmaction - INFO - Epoch [75][480/940] lr: 1.000e-03, eta: 7:28:26, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7666, top5_acc: 0.9035, loss_cls: 0.9778, loss: 0.9778, grad_norm: 5.8048 2021-03-08 18:00:12,112 - mmaction - INFO - Epoch [75][500/940] lr: 1.000e-03, eta: 7:28:03, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7508, top5_acc: 0.8979, loss_cls: 1.0126, loss: 1.0126, grad_norm: 5.9360 2021-03-08 18:00:31,065 - mmaction - INFO - Epoch [75][520/940] lr: 1.000e-03, eta: 7:27:39, time: 0.947, data_time: 0.001, memory: 8361, top1_acc: 0.7533, top5_acc: 0.8957, loss_cls: 1.0208, loss: 1.0208, grad_norm: 5.9786 2021-03-08 18:00:49,315 - mmaction - INFO - Epoch [75][540/940] lr: 1.000e-03, eta: 7:27:15, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7525, top5_acc: 0.8965, loss_cls: 1.0116, loss: 1.0116, grad_norm: 5.9583 2021-03-08 18:01:07,689 - mmaction - INFO - Epoch [75][560/940] lr: 1.000e-03, eta: 7:26:51, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7537, top5_acc: 0.8965, loss_cls: 1.0024, loss: 1.0024, grad_norm: 5.9476 2021-03-08 18:01:25,943 - mmaction - INFO - Epoch [75][580/940] lr: 1.000e-03, eta: 7:26:27, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7512, top5_acc: 0.9033, loss_cls: 1.0091, loss: 1.0091, grad_norm: 6.0812 2021-03-08 18:01:44,244 - mmaction - INFO - Epoch [75][600/940] lr: 1.000e-03, eta: 7:26:03, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7547, top5_acc: 0.8965, loss_cls: 1.0009, loss: 1.0009, grad_norm: 5.9137 2021-03-08 18:02:02,583 - mmaction - INFO - Epoch [75][620/940] lr: 1.000e-03, eta: 7:25:40, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7654, top5_acc: 0.9027, loss_cls: 0.9734, loss: 0.9734, grad_norm: 5.9195 2021-03-08 18:02:20,978 - mmaction - INFO - Epoch [75][640/940] lr: 1.000e-03, eta: 7:25:16, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7582, top5_acc: 0.9096, loss_cls: 0.9622, loss: 0.9622, grad_norm: 5.8609 2021-03-08 18:02:39,352 - mmaction - INFO - Epoch [75][660/940] lr: 1.000e-03, eta: 7:24:52, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7564, top5_acc: 0.8992, loss_cls: 0.9914, loss: 0.9914, grad_norm: 5.8572 2021-03-08 18:02:57,717 - mmaction - INFO - Epoch [75][680/940] lr: 1.000e-03, eta: 7:24:28, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7582, top5_acc: 0.8986, loss_cls: 1.0014, loss: 1.0014, grad_norm: 5.9021 2021-03-08 18:03:16,000 - mmaction - INFO - Epoch [75][700/940] lr: 1.000e-03, eta: 7:24:04, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7557, top5_acc: 0.8967, loss_cls: 1.0184, loss: 1.0184, grad_norm: 5.9087 2021-03-08 18:03:34,232 - mmaction - INFO - Epoch [75][720/940] lr: 1.000e-03, eta: 7:23:40, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7637, top5_acc: 0.9006, loss_cls: 0.9873, loss: 0.9873, grad_norm: 5.9086 2021-03-08 18:03:52,697 - mmaction - INFO - Epoch [75][740/940] lr: 1.000e-03, eta: 7:23:17, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.7658, top5_acc: 0.9061, loss_cls: 0.9447, loss: 0.9447, grad_norm: 5.7426 2021-03-08 18:04:11,134 - mmaction - INFO - Epoch [75][760/940] lr: 1.000e-03, eta: 7:22:53, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7627, top5_acc: 0.9062, loss_cls: 0.9605, loss: 0.9605, grad_norm: 5.9218 2021-03-08 18:04:29,520 - mmaction - INFO - Epoch [75][780/940] lr: 1.000e-03, eta: 7:22:29, time: 0.919, data_time: 0.003, memory: 8361, top1_acc: 0.7539, top5_acc: 0.8986, loss_cls: 0.9855, loss: 0.9855, grad_norm: 5.8057 2021-03-08 18:04:47,951 - mmaction - INFO - Epoch [75][800/940] lr: 1.000e-03, eta: 7:22:05, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.7631, top5_acc: 0.9043, loss_cls: 0.9460, loss: 0.9460, grad_norm: 5.8322 2021-03-08 18:05:06,271 - mmaction - INFO - Epoch [75][820/940] lr: 1.000e-03, eta: 7:21:41, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7594, top5_acc: 0.9059, loss_cls: 0.9664, loss: 0.9664, grad_norm: 5.8563 2021-03-08 18:05:24,658 - mmaction - INFO - Epoch [75][840/940] lr: 1.000e-03, eta: 7:21:18, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7574, top5_acc: 0.9047, loss_cls: 0.9916, loss: 0.9916, grad_norm: 5.8937 2021-03-08 18:05:42,960 - mmaction - INFO - Epoch [75][860/940] lr: 1.000e-03, eta: 7:20:54, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7646, top5_acc: 0.9076, loss_cls: 0.9526, loss: 0.9526, grad_norm: 5.8121 2021-03-08 18:06:01,306 - mmaction - INFO - Epoch [75][880/940] lr: 1.000e-03, eta: 7:20:30, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.7508, top5_acc: 0.8992, loss_cls: 1.0089, loss: 1.0089, grad_norm: 5.9849 2021-03-08 18:06:19,707 - mmaction - INFO - Epoch [75][900/940] lr: 1.000e-03, eta: 7:20:06, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7662, top5_acc: 0.9070, loss_cls: 0.9588, loss: 0.9588, grad_norm: 5.7955 2021-03-08 18:06:38,017 - mmaction - INFO - Epoch [75][920/940] lr: 1.000e-03, eta: 7:19:42, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7596, top5_acc: 0.9049, loss_cls: 0.9676, loss: 0.9676, grad_norm: 5.8770 2021-03-08 18:06:55,775 - mmaction - INFO - Epoch [75][940/940] lr: 1.000e-03, eta: 7:19:18, time: 0.888, data_time: 0.002, memory: 8361, top1_acc: 0.7516, top5_acc: 0.8973, loss_cls: 1.0262, loss: 1.0262, grad_norm: 6.0126 2021-03-08 18:06:57,823 - mmaction - INFO - Saving checkpoint at 75 epochs 2021-03-08 18:09:46,243 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 18:09:47,224 - mmaction - INFO - top1_acc 0.7034 top5_acc 0.8911 2021-03-08 18:09:47,232 - mmaction - INFO - Epoch(val) [75][940] top1_acc: 0.7034, top5_acc: 0.8911 2021-03-08 18:13:20,650 - mmaction - INFO - Epoch [76][20/940] lr: 1.000e-03, eta: 7:20:00, time: 10.670, data_time: 9.742, memory: 8361, top1_acc: 0.7670, top5_acc: 0.9016, loss_cls: 0.9834, loss: 0.9834, grad_norm: 5.8376 2021-03-08 18:13:38,844 - mmaction - INFO - Epoch [76][40/940] lr: 1.000e-03, eta: 7:19:36, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7752, top5_acc: 0.9074, loss_cls: 0.9372, loss: 0.9372, grad_norm: 5.7561 2021-03-08 18:13:57,168 - mmaction - INFO - Epoch [76][60/940] lr: 1.000e-03, eta: 7:19:12, time: 0.917, data_time: 0.003, memory: 8361, top1_acc: 0.7648, top5_acc: 0.9057, loss_cls: 0.9586, loss: 0.9586, grad_norm: 5.9081 2021-03-08 18:14:15,440 - mmaction - INFO - Epoch [76][80/940] lr: 1.000e-03, eta: 7:18:48, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7568, top5_acc: 0.8990, loss_cls: 1.0110, loss: 1.0110, grad_norm: 5.9682 2021-03-08 18:14:33,664 - mmaction - INFO - Epoch [76][100/940] lr: 1.000e-03, eta: 7:18:24, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7645, top5_acc: 0.9043, loss_cls: 0.9863, loss: 0.9863, grad_norm: 5.9050 2021-03-08 18:14:51,848 - mmaction - INFO - Epoch [76][120/940] lr: 1.000e-03, eta: 7:18:00, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7650, top5_acc: 0.9066, loss_cls: 0.9567, loss: 0.9567, grad_norm: 5.8974 2021-03-08 18:15:10,112 - mmaction - INFO - Epoch [76][140/940] lr: 1.000e-03, eta: 7:17:36, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7578, top5_acc: 0.9035, loss_cls: 0.9783, loss: 0.9783, grad_norm: 5.9127 2021-03-08 18:15:28,352 - mmaction - INFO - Epoch [76][160/940] lr: 1.000e-03, eta: 7:17:12, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7574, top5_acc: 0.9006, loss_cls: 1.0011, loss: 1.0011, grad_norm: 5.9005 2021-03-08 18:15:46,756 - mmaction - INFO - Epoch [76][180/940] lr: 1.000e-03, eta: 7:16:48, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7566, top5_acc: 0.8975, loss_cls: 1.0084, loss: 1.0084, grad_norm: 5.9582 2021-03-08 18:16:05,089 - mmaction - INFO - Epoch [76][200/940] lr: 1.000e-03, eta: 7:16:25, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7535, top5_acc: 0.9053, loss_cls: 0.9808, loss: 0.9808, grad_norm: 5.9373 2021-03-08 18:16:23,504 - mmaction - INFO - Epoch [76][220/940] lr: 1.000e-03, eta: 7:16:01, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7609, top5_acc: 0.9010, loss_cls: 0.9901, loss: 0.9901, grad_norm: 5.8942 2021-03-08 18:16:41,888 - mmaction - INFO - Epoch [76][240/940] lr: 1.000e-03, eta: 7:15:37, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7650, top5_acc: 0.9078, loss_cls: 0.9550, loss: 0.9550, grad_norm: 5.8205 2021-03-08 18:17:00,223 - mmaction - INFO - Epoch [76][260/940] lr: 1.000e-03, eta: 7:15:13, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7582, top5_acc: 0.9057, loss_cls: 0.9621, loss: 0.9621, grad_norm: 5.8501 2021-03-08 18:17:18,662 - mmaction - INFO - Epoch [76][280/940] lr: 1.000e-03, eta: 7:14:49, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7641, top5_acc: 0.9021, loss_cls: 0.9784, loss: 0.9784, grad_norm: 5.8301 2021-03-08 18:17:36,922 - mmaction - INFO - Epoch [76][300/940] lr: 1.000e-03, eta: 7:14:26, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7668, top5_acc: 0.9033, loss_cls: 0.9567, loss: 0.9567, grad_norm: 5.8002 2021-03-08 18:17:55,374 - mmaction - INFO - Epoch [76][320/940] lr: 1.000e-03, eta: 7:14:02, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7559, top5_acc: 0.9064, loss_cls: 0.9813, loss: 0.9813, grad_norm: 5.9223 2021-03-08 18:18:13,848 - mmaction - INFO - Epoch [76][340/940] lr: 1.000e-03, eta: 7:13:38, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7555, top5_acc: 0.9000, loss_cls: 1.0116, loss: 1.0116, grad_norm: 5.9507 2021-03-08 18:18:32,295 - mmaction - INFO - Epoch [76][360/940] lr: 1.000e-03, eta: 7:13:14, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7615, top5_acc: 0.9068, loss_cls: 0.9700, loss: 0.9700, grad_norm: 5.9157 2021-03-08 18:18:50,663 - mmaction - INFO - Epoch [76][380/940] lr: 1.000e-03, eta: 7:12:50, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7613, top5_acc: 0.9041, loss_cls: 0.9677, loss: 0.9677, grad_norm: 5.9150 2021-03-08 18:19:08,967 - mmaction - INFO - Epoch [76][400/940] lr: 1.000e-03, eta: 7:12:27, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7523, top5_acc: 0.9020, loss_cls: 1.0044, loss: 1.0044, grad_norm: 6.0012 2021-03-08 18:19:27,411 - mmaction - INFO - Epoch [76][420/940] lr: 1.000e-03, eta: 7:12:03, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7631, top5_acc: 0.9041, loss_cls: 0.9832, loss: 0.9832, grad_norm: 5.9298 2021-03-08 18:19:45,846 - mmaction - INFO - Epoch [76][440/940] lr: 1.000e-03, eta: 7:11:39, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7654, top5_acc: 0.9035, loss_cls: 0.9709, loss: 0.9709, grad_norm: 5.8075 2021-03-08 18:20:04,227 - mmaction - INFO - Epoch [76][460/940] lr: 1.000e-03, eta: 7:11:15, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7615, top5_acc: 0.9068, loss_cls: 0.9814, loss: 0.9814, grad_norm: 5.9673 2021-03-08 18:20:22,568 - mmaction - INFO - Epoch [76][480/940] lr: 1.000e-03, eta: 7:10:51, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7615, top5_acc: 0.9078, loss_cls: 0.9641, loss: 0.9641, grad_norm: 5.9152 2021-03-08 18:20:41,018 - mmaction - INFO - Epoch [76][500/940] lr: 1.000e-03, eta: 7:10:28, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.7639, top5_acc: 0.9059, loss_cls: 0.9557, loss: 0.9557, grad_norm: 5.7558 2021-03-08 18:20:59,314 - mmaction - INFO - Epoch [76][520/940] lr: 1.000e-03, eta: 7:10:04, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7652, top5_acc: 0.9037, loss_cls: 0.9630, loss: 0.9630, grad_norm: 5.8132 2021-03-08 18:21:17,788 - mmaction - INFO - Epoch [76][540/940] lr: 1.000e-03, eta: 7:09:40, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7490, top5_acc: 0.8955, loss_cls: 1.0070, loss: 1.0070, grad_norm: 6.0159 2021-03-08 18:21:36,099 - mmaction - INFO - Epoch [76][560/940] lr: 1.000e-03, eta: 7:09:16, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7641, top5_acc: 0.9037, loss_cls: 0.9690, loss: 0.9690, grad_norm: 5.9152 2021-03-08 18:21:54,538 - mmaction - INFO - Epoch [76][580/940] lr: 1.000e-03, eta: 7:08:53, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7594, top5_acc: 0.9064, loss_cls: 0.9760, loss: 0.9760, grad_norm: 5.9307 2021-03-08 18:22:12,987 - mmaction - INFO - Epoch [76][600/940] lr: 1.000e-03, eta: 7:08:29, time: 0.922, data_time: 0.004, memory: 8361, top1_acc: 0.7469, top5_acc: 0.8938, loss_cls: 1.0328, loss: 1.0328, grad_norm: 6.0240 2021-03-08 18:22:31,316 - mmaction - INFO - Epoch [76][620/940] lr: 1.000e-03, eta: 7:08:05, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7611, top5_acc: 0.9098, loss_cls: 0.9832, loss: 0.9832, grad_norm: 5.9630 2021-03-08 18:22:49,727 - mmaction - INFO - Epoch [76][640/940] lr: 1.000e-03, eta: 7:07:41, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7633, top5_acc: 0.9035, loss_cls: 0.9817, loss: 0.9817, grad_norm: 5.9596 2021-03-08 18:23:08,110 - mmaction - INFO - Epoch [76][660/940] lr: 1.000e-03, eta: 7:07:18, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7557, top5_acc: 0.8998, loss_cls: 0.9980, loss: 0.9980, grad_norm: 5.9919 2021-03-08 18:23:26,447 - mmaction - INFO - Epoch [76][680/940] lr: 1.000e-03, eta: 7:06:54, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7496, top5_acc: 0.9018, loss_cls: 1.0120, loss: 1.0120, grad_norm: 6.0759 2021-03-08 18:23:44,887 - mmaction - INFO - Epoch [76][700/940] lr: 1.000e-03, eta: 7:06:30, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7652, top5_acc: 0.9047, loss_cls: 0.9696, loss: 0.9696, grad_norm: 5.9729 2021-03-08 18:24:03,297 - mmaction - INFO - Epoch [76][720/940] lr: 1.000e-03, eta: 7:06:06, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7539, top5_acc: 0.9021, loss_cls: 0.9914, loss: 0.9914, grad_norm: 5.9974 2021-03-08 18:24:21,675 - mmaction - INFO - Epoch [76][740/940] lr: 1.000e-03, eta: 7:05:43, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7625, top5_acc: 0.9115, loss_cls: 0.9570, loss: 0.9570, grad_norm: 5.9919 2021-03-08 18:24:40,097 - mmaction - INFO - Epoch [76][760/940] lr: 1.000e-03, eta: 7:05:19, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7672, top5_acc: 0.9074, loss_cls: 0.9424, loss: 0.9424, grad_norm: 5.8700 2021-03-08 18:24:58,524 - mmaction - INFO - Epoch [76][780/940] lr: 1.000e-03, eta: 7:04:55, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7551, top5_acc: 0.9062, loss_cls: 0.9843, loss: 0.9843, grad_norm: 5.9318 2021-03-08 18:25:16,918 - mmaction - INFO - Epoch [76][800/940] lr: 1.000e-03, eta: 7:04:31, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7572, top5_acc: 0.9041, loss_cls: 0.9905, loss: 0.9905, grad_norm: 6.0360 2021-03-08 18:25:35,353 - mmaction - INFO - Epoch [76][820/940] lr: 1.000e-03, eta: 7:04:08, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7676, top5_acc: 0.9076, loss_cls: 0.9480, loss: 0.9480, grad_norm: 5.9677 2021-03-08 18:25:53,692 - mmaction - INFO - Epoch [76][840/940] lr: 1.000e-03, eta: 7:03:44, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7428, top5_acc: 0.8945, loss_cls: 1.0477, loss: 1.0477, grad_norm: 6.1148 2021-03-08 18:26:12,003 - mmaction - INFO - Epoch [76][860/940] lr: 1.000e-03, eta: 7:03:20, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7539, top5_acc: 0.9045, loss_cls: 0.9913, loss: 0.9913, grad_norm: 6.0225 2021-03-08 18:26:30,421 - mmaction - INFO - Epoch [76][880/940] lr: 1.000e-03, eta: 7:02:56, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7525, top5_acc: 0.9000, loss_cls: 1.0048, loss: 1.0048, grad_norm: 6.0871 2021-03-08 18:26:48,797 - mmaction - INFO - Epoch [76][900/940] lr: 1.000e-03, eta: 7:02:33, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7596, top5_acc: 0.9023, loss_cls: 0.9852, loss: 0.9852, grad_norm: 5.9683 2021-03-08 18:27:07,200 - mmaction - INFO - Epoch [76][920/940] lr: 1.000e-03, eta: 7:02:09, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7611, top5_acc: 0.8992, loss_cls: 0.9802, loss: 0.9802, grad_norm: 5.8664 2021-03-08 18:27:24,942 - mmaction - INFO - Epoch [76][940/940] lr: 1.000e-03, eta: 7:01:45, time: 0.887, data_time: 0.002, memory: 8361, top1_acc: 0.7526, top5_acc: 0.9010, loss_cls: 0.9990, loss: 0.9990, grad_norm: 6.0439 2021-03-08 18:27:26,886 - mmaction - INFO - Saving checkpoint at 76 epochs 2021-03-08 18:30:07,107 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 18:30:08,085 - mmaction - INFO - top1_acc 0.7055 top5_acc 0.8888 2021-03-08 18:30:08,093 - mmaction - INFO - Epoch(val) [76][940] top1_acc: 0.7055, top5_acc: 0.8888 2021-03-08 18:33:39,957 - mmaction - INFO - Epoch [77][20/940] lr: 1.000e-03, eta: 7:02:22, time: 10.592, data_time: 9.678, memory: 8361, top1_acc: 0.7662, top5_acc: 0.9104, loss_cls: 0.9417, loss: 0.9417, grad_norm: 5.8766 2021-03-08 18:33:58,116 - mmaction - INFO - Epoch [77][40/940] lr: 1.000e-03, eta: 7:01:59, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.7654, top5_acc: 0.9080, loss_cls: 0.9729, loss: 0.9729, grad_norm: 5.9622 2021-03-08 18:34:16,337 - mmaction - INFO - Epoch [77][60/940] lr: 1.000e-03, eta: 7:01:35, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7754, top5_acc: 0.9021, loss_cls: 0.9440, loss: 0.9440, grad_norm: 5.8321 2021-03-08 18:34:34,532 - mmaction - INFO - Epoch [77][80/940] lr: 1.000e-03, eta: 7:01:11, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7734, top5_acc: 0.9158, loss_cls: 0.9252, loss: 0.9252, grad_norm: 5.8605 2021-03-08 18:34:52,781 - mmaction - INFO - Epoch [77][100/940] lr: 1.000e-03, eta: 7:00:47, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7596, top5_acc: 0.9080, loss_cls: 0.9673, loss: 0.9673, grad_norm: 5.8832 2021-03-08 18:35:11,047 - mmaction - INFO - Epoch [77][120/940] lr: 1.000e-03, eta: 7:00:23, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7648, top5_acc: 0.9115, loss_cls: 0.9650, loss: 0.9650, grad_norm: 5.9652 2021-03-08 18:35:29,208 - mmaction - INFO - Epoch [77][140/940] lr: 1.000e-03, eta: 6:59:59, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.7590, top5_acc: 0.9012, loss_cls: 0.9895, loss: 0.9895, grad_norm: 5.9768 2021-03-08 18:35:47,513 - mmaction - INFO - Epoch [77][160/940] lr: 1.000e-03, eta: 6:59:36, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7566, top5_acc: 0.9012, loss_cls: 1.0027, loss: 1.0027, grad_norm: 6.0734 2021-03-08 18:36:05,851 - mmaction - INFO - Epoch [77][180/940] lr: 1.000e-03, eta: 6:59:12, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.7697, top5_acc: 0.9061, loss_cls: 0.9324, loss: 0.9324, grad_norm: 5.8353 2021-03-08 18:36:24,275 - mmaction - INFO - Epoch [77][200/940] lr: 1.000e-03, eta: 6:58:48, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7615, top5_acc: 0.9100, loss_cls: 0.9584, loss: 0.9584, grad_norm: 5.9568 2021-03-08 18:36:42,744 - mmaction - INFO - Epoch [77][220/940] lr: 1.000e-03, eta: 6:58:24, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7662, top5_acc: 0.9051, loss_cls: 0.9560, loss: 0.9560, grad_norm: 5.8913 2021-03-08 18:37:01,085 - mmaction - INFO - Epoch [77][240/940] lr: 1.000e-03, eta: 6:58:01, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7627, top5_acc: 0.9104, loss_cls: 0.9556, loss: 0.9556, grad_norm: 5.9212 2021-03-08 18:37:19,497 - mmaction - INFO - Epoch [77][260/940] lr: 1.000e-03, eta: 6:57:37, time: 0.922, data_time: 0.003, memory: 8361, top1_acc: 0.7695, top5_acc: 0.9041, loss_cls: 0.9619, loss: 0.9619, grad_norm: 5.8483 2021-03-08 18:37:37,920 - mmaction - INFO - Epoch [77][280/940] lr: 1.000e-03, eta: 6:57:13, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7699, top5_acc: 0.9127, loss_cls: 0.9287, loss: 0.9287, grad_norm: 5.7466 2021-03-08 18:37:56,333 - mmaction - INFO - Epoch [77][300/940] lr: 1.000e-03, eta: 6:56:49, time: 0.921, data_time: 0.003, memory: 8361, top1_acc: 0.7701, top5_acc: 0.9029, loss_cls: 0.9535, loss: 0.9535, grad_norm: 5.8992 2021-03-08 18:38:14,790 - mmaction - INFO - Epoch [77][320/940] lr: 1.000e-03, eta: 6:56:26, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7617, top5_acc: 0.9059, loss_cls: 0.9712, loss: 0.9712, grad_norm: 5.9210 2021-03-08 18:38:33,174 - mmaction - INFO - Epoch [77][340/940] lr: 1.000e-03, eta: 6:56:02, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7699, top5_acc: 0.9062, loss_cls: 0.9368, loss: 0.9368, grad_norm: 5.8027 2021-03-08 18:38:51,682 - mmaction - INFO - Epoch [77][360/940] lr: 1.000e-03, eta: 6:55:38, time: 0.927, data_time: 0.003, memory: 8361, top1_acc: 0.7623, top5_acc: 0.9039, loss_cls: 0.9758, loss: 0.9758, grad_norm: 5.9661 2021-03-08 18:39:10,038 - mmaction - INFO - Epoch [77][380/940] lr: 1.000e-03, eta: 6:55:15, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7732, top5_acc: 0.9137, loss_cls: 0.9190, loss: 0.9190, grad_norm: 5.9062 2021-03-08 18:39:28,426 - mmaction - INFO - Epoch [77][400/940] lr: 1.000e-03, eta: 6:54:51, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7668, top5_acc: 0.9090, loss_cls: 0.9586, loss: 0.9586, grad_norm: 5.9117 2021-03-08 18:39:46,709 - mmaction - INFO - Epoch [77][420/940] lr: 1.000e-03, eta: 6:54:27, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7547, top5_acc: 0.9018, loss_cls: 1.0059, loss: 1.0059, grad_norm: 6.0258 2021-03-08 18:40:05,095 - mmaction - INFO - Epoch [77][440/940] lr: 1.000e-03, eta: 6:54:03, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7656, top5_acc: 0.9070, loss_cls: 0.9717, loss: 0.9717, grad_norm: 6.0098 2021-03-08 18:40:23,293 - mmaction - INFO - Epoch [77][460/940] lr: 1.000e-03, eta: 6:53:40, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7541, top5_acc: 0.9016, loss_cls: 0.9837, loss: 0.9837, grad_norm: 5.9285 2021-03-08 18:40:41,600 - mmaction - INFO - Epoch [77][480/940] lr: 1.000e-03, eta: 6:53:16, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7588, top5_acc: 0.9031, loss_cls: 0.9788, loss: 0.9788, grad_norm: 5.9004 2021-03-08 18:40:59,930 - mmaction - INFO - Epoch [77][500/940] lr: 1.000e-03, eta: 6:52:52, time: 0.916, data_time: 0.003, memory: 8361, top1_acc: 0.7627, top5_acc: 0.9064, loss_cls: 0.9656, loss: 0.9656, grad_norm: 5.9232 2021-03-08 18:41:18,189 - mmaction - INFO - Epoch [77][520/940] lr: 1.000e-03, eta: 6:52:28, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7701, top5_acc: 0.9113, loss_cls: 0.9361, loss: 0.9361, grad_norm: 5.8560 2021-03-08 18:41:36,516 - mmaction - INFO - Epoch [77][540/940] lr: 1.000e-03, eta: 6:52:05, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7607, top5_acc: 0.9055, loss_cls: 0.9580, loss: 0.9580, grad_norm: 5.9013 2021-03-08 18:41:54,812 - mmaction - INFO - Epoch [77][560/940] lr: 1.000e-03, eta: 6:51:41, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7590, top5_acc: 0.9039, loss_cls: 0.9720, loss: 0.9720, grad_norm: 5.9586 2021-03-08 18:42:13,066 - mmaction - INFO - Epoch [77][580/940] lr: 1.000e-03, eta: 6:51:17, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7688, top5_acc: 0.9078, loss_cls: 0.9506, loss: 0.9506, grad_norm: 5.8642 2021-03-08 18:42:31,337 - mmaction - INFO - Epoch [77][600/940] lr: 1.000e-03, eta: 6:50:53, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7613, top5_acc: 0.9023, loss_cls: 0.9768, loss: 0.9768, grad_norm: 5.9473 2021-03-08 18:42:49,576 - mmaction - INFO - Epoch [77][620/940] lr: 1.000e-03, eta: 6:50:30, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7559, top5_acc: 0.9057, loss_cls: 0.9953, loss: 0.9953, grad_norm: 6.0146 2021-03-08 18:43:07,784 - mmaction - INFO - Epoch [77][640/940] lr: 1.000e-03, eta: 6:50:06, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7588, top5_acc: 0.9023, loss_cls: 0.9823, loss: 0.9823, grad_norm: 6.0846 2021-03-08 18:43:26,031 - mmaction - INFO - Epoch [77][660/940] lr: 1.000e-03, eta: 6:49:42, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7600, top5_acc: 0.9074, loss_cls: 0.9864, loss: 0.9864, grad_norm: 5.9989 2021-03-08 18:43:44,229 - mmaction - INFO - Epoch [77][680/940] lr: 1.000e-03, eta: 6:49:19, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7582, top5_acc: 0.9041, loss_cls: 0.9713, loss: 0.9713, grad_norm: 5.9413 2021-03-08 18:44:02,459 - mmaction - INFO - Epoch [77][700/940] lr: 1.000e-03, eta: 6:48:55, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7672, top5_acc: 0.9039, loss_cls: 0.9688, loss: 0.9688, grad_norm: 5.8537 2021-03-08 18:44:20,715 - mmaction - INFO - Epoch [77][720/940] lr: 1.000e-03, eta: 6:48:31, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7662, top5_acc: 0.9045, loss_cls: 0.9737, loss: 0.9737, grad_norm: 5.9545 2021-03-08 18:44:38,950 - mmaction - INFO - Epoch [77][740/940] lr: 1.000e-03, eta: 6:48:07, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7531, top5_acc: 0.9045, loss_cls: 0.9788, loss: 0.9788, grad_norm: 5.9535 2021-03-08 18:44:57,211 - mmaction - INFO - Epoch [77][760/940] lr: 1.000e-03, eta: 6:47:44, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7568, top5_acc: 0.9027, loss_cls: 0.9815, loss: 0.9815, grad_norm: 5.9988 2021-03-08 18:45:15,444 - mmaction - INFO - Epoch [77][780/940] lr: 1.000e-03, eta: 6:47:20, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7570, top5_acc: 0.9029, loss_cls: 0.9701, loss: 0.9701, grad_norm: 5.9918 2021-03-08 18:45:33,783 - mmaction - INFO - Epoch [77][800/940] lr: 1.000e-03, eta: 6:46:56, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7643, top5_acc: 0.9066, loss_cls: 0.9769, loss: 0.9769, grad_norm: 5.9322 2021-03-08 18:45:52,060 - mmaction - INFO - Epoch [77][820/940] lr: 1.000e-03, eta: 6:46:33, time: 0.915, data_time: 0.003, memory: 8361, top1_acc: 0.7590, top5_acc: 0.9014, loss_cls: 0.9997, loss: 0.9997, grad_norm: 5.9640 2021-03-08 18:46:10,251 - mmaction - INFO - Epoch [77][840/940] lr: 1.000e-03, eta: 6:46:09, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7631, top5_acc: 0.9035, loss_cls: 0.9799, loss: 0.9799, grad_norm: 5.9500 2021-03-08 18:46:28,477 - mmaction - INFO - Epoch [77][860/940] lr: 1.000e-03, eta: 6:45:45, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7520, top5_acc: 0.8990, loss_cls: 1.0080, loss: 1.0080, grad_norm: 6.0486 2021-03-08 18:46:46,872 - mmaction - INFO - Epoch [77][880/940] lr: 1.000e-03, eta: 6:45:21, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7527, top5_acc: 0.9020, loss_cls: 1.0049, loss: 1.0049, grad_norm: 6.0477 2021-03-08 18:47:05,069 - mmaction - INFO - Epoch [77][900/940] lr: 1.000e-03, eta: 6:44:58, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7574, top5_acc: 0.9000, loss_cls: 0.9869, loss: 0.9869, grad_norm: 5.9708 2021-03-08 18:47:23,340 - mmaction - INFO - Epoch [77][920/940] lr: 1.000e-03, eta: 6:44:34, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7598, top5_acc: 0.8998, loss_cls: 0.9794, loss: 0.9794, grad_norm: 5.8440 2021-03-08 18:47:41,023 - mmaction - INFO - Epoch [77][940/940] lr: 1.000e-03, eta: 6:44:10, time: 0.884, data_time: 0.002, memory: 8361, top1_acc: 0.7532, top5_acc: 0.9012, loss_cls: 1.0133, loss: 1.0133, grad_norm: 6.0660 2021-03-08 18:47:42,951 - mmaction - INFO - Saving checkpoint at 77 epochs 2021-03-08 18:50:18,340 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 18:50:19,321 - mmaction - INFO - top1_acc 0.7032 top5_acc 0.8891 2021-03-08 18:50:19,329 - mmaction - INFO - Epoch(val) [77][940] top1_acc: 0.7032, top5_acc: 0.8891 2021-03-08 18:53:54,236 - mmaction - INFO - Epoch [78][20/940] lr: 1.000e-03, eta: 6:44:45, time: 10.745, data_time: 9.818, memory: 8361, top1_acc: 0.7717, top5_acc: 0.9137, loss_cls: 0.9144, loss: 0.9144, grad_norm: 5.8826 2021-03-08 18:54:12,481 - mmaction - INFO - Epoch [78][40/940] lr: 1.000e-03, eta: 6:44:21, time: 0.912, data_time: 0.007, memory: 8361, top1_acc: 0.7561, top5_acc: 0.8984, loss_cls: 1.0075, loss: 1.0075, grad_norm: 6.0389 2021-03-08 18:54:30,740 - mmaction - INFO - Epoch [78][60/940] lr: 1.000e-03, eta: 6:43:58, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7705, top5_acc: 0.9041, loss_cls: 0.9564, loss: 0.9564, grad_norm: 5.8201 2021-03-08 18:54:48,951 - mmaction - INFO - Epoch [78][80/940] lr: 1.000e-03, eta: 6:43:34, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7539, top5_acc: 0.8996, loss_cls: 1.0042, loss: 1.0042, grad_norm: 6.0920 2021-03-08 18:55:07,220 - mmaction - INFO - Epoch [78][100/940] lr: 1.000e-03, eta: 6:43:10, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7709, top5_acc: 0.9045, loss_cls: 0.9388, loss: 0.9388, grad_norm: 5.8236 2021-03-08 18:55:25,475 - mmaction - INFO - Epoch [78][120/940] lr: 1.000e-03, eta: 6:42:46, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7637, top5_acc: 0.9039, loss_cls: 0.9648, loss: 0.9648, grad_norm: 5.8971 2021-03-08 18:55:43,756 - mmaction - INFO - Epoch [78][140/940] lr: 1.000e-03, eta: 6:42:23, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7594, top5_acc: 0.9043, loss_cls: 0.9920, loss: 0.9920, grad_norm: 6.0226 2021-03-08 18:56:02,075 - mmaction - INFO - Epoch [78][160/940] lr: 1.000e-03, eta: 6:41:59, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7605, top5_acc: 0.9084, loss_cls: 0.9730, loss: 0.9730, grad_norm: 6.0361 2021-03-08 18:56:20,365 - mmaction - INFO - Epoch [78][180/940] lr: 1.000e-03, eta: 6:41:35, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7641, top5_acc: 0.9000, loss_cls: 0.9677, loss: 0.9677, grad_norm: 5.9167 2021-03-08 18:56:38,693 - mmaction - INFO - Epoch [78][200/940] lr: 1.000e-03, eta: 6:41:12, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7629, top5_acc: 0.9119, loss_cls: 0.9577, loss: 0.9577, grad_norm: 5.9228 2021-03-08 18:56:57,049 - mmaction - INFO - Epoch [78][220/940] lr: 1.000e-03, eta: 6:40:48, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7539, top5_acc: 0.8980, loss_cls: 0.9945, loss: 0.9945, grad_norm: 6.0337 2021-03-08 18:57:44,362 - mmaction - INFO - Epoch [78][240/940] lr: 1.000e-03, eta: 6:40:33, time: 2.366, data_time: 0.887, memory: 8361, top1_acc: 0.7713, top5_acc: 0.9088, loss_cls: 0.9370, loss: 0.9370, grad_norm: 5.8355 2021-03-08 18:58:12,501 - mmaction - INFO - Epoch [78][260/940] lr: 1.000e-03, eta: 6:40:12, time: 1.407, data_time: 0.084, memory: 8361, top1_acc: 0.7629, top5_acc: 0.9025, loss_cls: 0.9854, loss: 0.9854, grad_norm: 6.0224 2021-03-08 18:58:30,861 - mmaction - INFO - Epoch [78][280/940] lr: 1.000e-03, eta: 6:39:48, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.7678, top5_acc: 0.9090, loss_cls: 0.9605, loss: 0.9605, grad_norm: 5.9425 2021-03-08 18:58:49,129 - mmaction - INFO - Epoch [78][300/940] lr: 1.000e-03, eta: 6:39:25, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7789, top5_acc: 0.9078, loss_cls: 0.9334, loss: 0.9334, grad_norm: 5.8249 2021-03-08 18:59:07,414 - mmaction - INFO - Epoch [78][320/940] lr: 1.000e-03, eta: 6:39:01, time: 0.916, data_time: 0.003, memory: 8361, top1_acc: 0.7662, top5_acc: 0.9104, loss_cls: 0.9502, loss: 0.9502, grad_norm: 5.9248 2021-03-08 18:59:25,704 - mmaction - INFO - Epoch [78][340/940] lr: 1.000e-03, eta: 6:38:37, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7645, top5_acc: 0.9029, loss_cls: 0.9623, loss: 0.9623, grad_norm: 5.9045 2021-03-08 18:59:43,955 - mmaction - INFO - Epoch [78][360/940] lr: 1.000e-03, eta: 6:38:13, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7697, top5_acc: 0.9129, loss_cls: 0.9255, loss: 0.9255, grad_norm: 5.9259 2021-03-08 19:00:02,251 - mmaction - INFO - Epoch [78][380/940] lr: 1.000e-03, eta: 6:37:50, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7615, top5_acc: 0.9045, loss_cls: 0.9670, loss: 0.9670, grad_norm: 5.9773 2021-03-08 19:00:20,589 - mmaction - INFO - Epoch [78][400/940] lr: 1.000e-03, eta: 6:37:26, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7561, top5_acc: 0.9031, loss_cls: 0.9834, loss: 0.9834, grad_norm: 6.0892 2021-03-08 19:00:38,985 - mmaction - INFO - Epoch [78][420/940] lr: 1.000e-03, eta: 6:37:02, time: 0.921, data_time: 0.003, memory: 8361, top1_acc: 0.7674, top5_acc: 0.9068, loss_cls: 0.9644, loss: 0.9644, grad_norm: 5.9514 2021-03-08 19:00:57,239 - mmaction - INFO - Epoch [78][440/940] lr: 1.000e-03, eta: 6:36:39, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7549, top5_acc: 0.9027, loss_cls: 0.9799, loss: 0.9799, grad_norm: 5.9666 2021-03-08 19:01:15,692 - mmaction - INFO - Epoch [78][460/940] lr: 1.000e-03, eta: 6:36:15, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7596, top5_acc: 0.9053, loss_cls: 0.9746, loss: 0.9746, grad_norm: 6.0509 2021-03-08 19:01:34,106 - mmaction - INFO - Epoch [78][480/940] lr: 1.000e-03, eta: 6:35:51, time: 0.920, data_time: 0.003, memory: 8361, top1_acc: 0.7668, top5_acc: 0.9070, loss_cls: 0.9592, loss: 0.9592, grad_norm: 5.9551 2021-03-08 19:01:52,438 - mmaction - INFO - Epoch [78][500/940] lr: 1.000e-03, eta: 6:35:28, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7760, top5_acc: 0.9082, loss_cls: 0.9214, loss: 0.9214, grad_norm: 5.7681 2021-03-08 19:02:10,933 - mmaction - INFO - Epoch [78][520/940] lr: 1.000e-03, eta: 6:35:04, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7570, top5_acc: 0.9051, loss_cls: 0.9984, loss: 0.9984, grad_norm: 6.1025 2021-03-08 19:02:29,253 - mmaction - INFO - Epoch [78][540/940] lr: 1.000e-03, eta: 6:34:40, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7568, top5_acc: 0.8994, loss_cls: 1.0122, loss: 1.0122, grad_norm: 6.0861 2021-03-08 19:02:47,583 - mmaction - INFO - Epoch [78][560/940] lr: 1.000e-03, eta: 6:34:17, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7672, top5_acc: 0.9102, loss_cls: 0.9573, loss: 0.9573, grad_norm: 5.9559 2021-03-08 19:03:05,879 - mmaction - INFO - Epoch [78][580/940] lr: 1.000e-03, eta: 6:33:53, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7703, top5_acc: 0.9057, loss_cls: 0.9566, loss: 0.9566, grad_norm: 5.9061 2021-03-08 19:03:24,211 - mmaction - INFO - Epoch [78][600/940] lr: 1.000e-03, eta: 6:33:29, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7717, top5_acc: 0.9084, loss_cls: 0.9209, loss: 0.9209, grad_norm: 5.8326 2021-03-08 19:03:42,498 - mmaction - INFO - Epoch [78][620/940] lr: 1.000e-03, eta: 6:33:06, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7588, top5_acc: 0.9023, loss_cls: 0.9857, loss: 0.9857, grad_norm: 6.0117 2021-03-08 19:04:00,797 - mmaction - INFO - Epoch [78][640/940] lr: 1.000e-03, eta: 6:32:42, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7717, top5_acc: 0.9055, loss_cls: 0.9429, loss: 0.9429, grad_norm: 5.8355 2021-03-08 19:04:19,089 - mmaction - INFO - Epoch [78][660/940] lr: 1.000e-03, eta: 6:32:18, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7568, top5_acc: 0.9014, loss_cls: 0.9886, loss: 0.9886, grad_norm: 5.9576 2021-03-08 19:04:37,391 - mmaction - INFO - Epoch [78][680/940] lr: 1.000e-03, eta: 6:31:55, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7715, top5_acc: 0.9115, loss_cls: 0.9255, loss: 0.9255, grad_norm: 5.9101 2021-03-08 19:04:55,775 - mmaction - INFO - Epoch [78][700/940] lr: 1.000e-03, eta: 6:31:31, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7604, top5_acc: 0.9047, loss_cls: 0.9600, loss: 0.9600, grad_norm: 5.9175 2021-03-08 19:05:14,049 - mmaction - INFO - Epoch [78][720/940] lr: 1.000e-03, eta: 6:31:08, time: 0.915, data_time: 0.003, memory: 8361, top1_acc: 0.7527, top5_acc: 0.9008, loss_cls: 1.0023, loss: 1.0023, grad_norm: 5.9984 2021-03-08 19:05:32,304 - mmaction - INFO - Epoch [78][740/940] lr: 1.000e-03, eta: 6:30:44, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7607, top5_acc: 0.9053, loss_cls: 0.9825, loss: 0.9825, grad_norm: 6.0297 2021-03-08 19:05:50,695 - mmaction - INFO - Epoch [78][760/940] lr: 1.000e-03, eta: 6:30:20, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7656, top5_acc: 0.9107, loss_cls: 0.9478, loss: 0.9478, grad_norm: 5.9764 2021-03-08 19:06:08,978 - mmaction - INFO - Epoch [78][780/940] lr: 1.000e-03, eta: 6:29:57, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7615, top5_acc: 0.9047, loss_cls: 0.9743, loss: 0.9743, grad_norm: 6.0347 2021-03-08 19:06:27,317 - mmaction - INFO - Epoch [78][800/940] lr: 1.000e-03, eta: 6:29:33, time: 0.917, data_time: 0.003, memory: 8361, top1_acc: 0.7676, top5_acc: 0.9049, loss_cls: 0.9507, loss: 0.9507, grad_norm: 5.9032 2021-03-08 19:06:45,617 - mmaction - INFO - Epoch [78][820/940] lr: 1.000e-03, eta: 6:29:09, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7711, top5_acc: 0.9111, loss_cls: 0.9256, loss: 0.9256, grad_norm: 5.8163 2021-03-08 19:07:04,068 - mmaction - INFO - Epoch [78][840/940] lr: 1.000e-03, eta: 6:28:46, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7564, top5_acc: 0.9016, loss_cls: 0.9825, loss: 0.9825, grad_norm: 6.0352 2021-03-08 19:07:22,520 - mmaction - INFO - Epoch [78][860/940] lr: 1.000e-03, eta: 6:28:22, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7600, top5_acc: 0.9010, loss_cls: 0.9808, loss: 0.9808, grad_norm: 5.9843 2021-03-08 19:07:40,830 - mmaction - INFO - Epoch [78][880/940] lr: 1.000e-03, eta: 6:27:59, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7666, top5_acc: 0.9072, loss_cls: 0.9567, loss: 0.9567, grad_norm: 5.7847 2021-03-08 19:07:59,189 - mmaction - INFO - Epoch [78][900/940] lr: 1.000e-03, eta: 6:27:35, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7574, top5_acc: 0.9010, loss_cls: 0.9987, loss: 0.9987, grad_norm: 6.1410 2021-03-08 19:08:17,401 - mmaction - INFO - Epoch [78][920/940] lr: 1.000e-03, eta: 6:27:11, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7629, top5_acc: 0.9021, loss_cls: 0.9850, loss: 0.9850, grad_norm: 6.0327 2021-03-08 19:08:35,129 - mmaction - INFO - Epoch [78][940/940] lr: 1.000e-03, eta: 6:26:48, time: 0.886, data_time: 0.002, memory: 8361, top1_acc: 0.7589, top5_acc: 0.9034, loss_cls: 0.9782, loss: 0.9782, grad_norm: 6.1186 2021-03-08 19:08:37,061 - mmaction - INFO - Saving checkpoint at 78 epochs 2021-03-08 19:11:18,533 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 19:11:19,514 - mmaction - INFO - top1_acc 0.7027 top5_acc 0.8870 2021-03-08 19:11:19,522 - mmaction - INFO - Epoch(val) [78][940] top1_acc: 0.7027, top5_acc: 0.8870 2021-03-08 19:14:50,005 - mmaction - INFO - Epoch [79][20/940] lr: 1.000e-03, eta: 6:27:18, time: 10.523, data_time: 9.591, memory: 8361, top1_acc: 0.7658, top5_acc: 0.9078, loss_cls: 0.9533, loss: 0.9533, grad_norm: 5.9723 2021-03-08 19:15:08,070 - mmaction - INFO - Epoch [79][40/940] lr: 1.000e-03, eta: 6:26:54, time: 0.903, data_time: 0.002, memory: 8361, top1_acc: 0.7633, top5_acc: 0.9025, loss_cls: 0.9663, loss: 0.9663, grad_norm: 6.0571 2021-03-08 19:15:26,334 - mmaction - INFO - Epoch [79][60/940] lr: 1.000e-03, eta: 6:26:31, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7469, top5_acc: 0.8943, loss_cls: 1.0326, loss: 1.0326, grad_norm: 6.1855 2021-03-08 19:15:44,644 - mmaction - INFO - Epoch [79][80/940] lr: 1.000e-03, eta: 6:26:07, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7676, top5_acc: 0.9062, loss_cls: 0.9593, loss: 0.9593, grad_norm: 5.9623 2021-03-08 19:16:02,874 - mmaction - INFO - Epoch [79][100/940] lr: 1.000e-03, eta: 6:25:43, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7650, top5_acc: 0.9078, loss_cls: 0.9544, loss: 0.9544, grad_norm: 5.9799 2021-03-08 19:16:20,993 - mmaction - INFO - Epoch [79][120/940] lr: 1.000e-03, eta: 6:25:20, time: 0.906, data_time: 0.001, memory: 8361, top1_acc: 0.7721, top5_acc: 0.9090, loss_cls: 0.9484, loss: 0.9484, grad_norm: 5.9322 2021-03-08 19:16:39,134 - mmaction - INFO - Epoch [79][140/940] lr: 1.000e-03, eta: 6:24:56, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.7635, top5_acc: 0.9059, loss_cls: 0.9645, loss: 0.9645, grad_norm: 5.9392 2021-03-08 19:16:57,390 - mmaction - INFO - Epoch [79][160/940] lr: 1.000e-03, eta: 6:24:32, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7697, top5_acc: 0.9035, loss_cls: 0.9576, loss: 0.9576, grad_norm: 5.9877 2021-03-08 19:17:15,664 - mmaction - INFO - Epoch [79][180/940] lr: 1.000e-03, eta: 6:24:09, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7684, top5_acc: 0.9029, loss_cls: 0.9642, loss: 0.9642, grad_norm: 5.9483 2021-03-08 19:17:33,993 - mmaction - INFO - Epoch [79][200/940] lr: 1.000e-03, eta: 6:23:45, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7744, top5_acc: 0.9125, loss_cls: 0.9209, loss: 0.9209, grad_norm: 5.9420 2021-03-08 19:17:52,279 - mmaction - INFO - Epoch [79][220/940] lr: 1.000e-03, eta: 6:23:21, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7662, top5_acc: 0.9053, loss_cls: 0.9668, loss: 0.9668, grad_norm: 5.9557 2021-03-08 19:18:10,573 - mmaction - INFO - Epoch [79][240/940] lr: 1.000e-03, eta: 6:22:58, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7643, top5_acc: 0.9031, loss_cls: 0.9730, loss: 0.9730, grad_norm: 5.9415 2021-03-08 19:18:28,860 - mmaction - INFO - Epoch [79][260/940] lr: 1.000e-03, eta: 6:22:34, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7582, top5_acc: 0.9035, loss_cls: 0.9749, loss: 0.9749, grad_norm: 6.1119 2021-03-08 19:18:47,261 - mmaction - INFO - Epoch [79][280/940] lr: 1.000e-03, eta: 6:22:10, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7572, top5_acc: 0.9006, loss_cls: 1.0009, loss: 1.0009, grad_norm: 6.1358 2021-03-08 19:19:05,586 - mmaction - INFO - Epoch [79][300/940] lr: 1.000e-03, eta: 6:21:47, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7639, top5_acc: 0.9041, loss_cls: 0.9632, loss: 0.9632, grad_norm: 5.9815 2021-03-08 19:19:24,069 - mmaction - INFO - Epoch [79][320/940] lr: 1.000e-03, eta: 6:21:23, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7566, top5_acc: 0.9018, loss_cls: 0.9805, loss: 0.9805, grad_norm: 5.9769 2021-03-08 19:19:42,394 - mmaction - INFO - Epoch [79][340/940] lr: 1.000e-03, eta: 6:20:59, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7627, top5_acc: 0.9031, loss_cls: 0.9748, loss: 0.9748, grad_norm: 6.0437 2021-03-08 19:20:00,742 - mmaction - INFO - Epoch [79][360/940] lr: 1.000e-03, eta: 6:20:36, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7734, top5_acc: 0.9082, loss_cls: 0.9330, loss: 0.9330, grad_norm: 5.9035 2021-03-08 19:20:19,157 - mmaction - INFO - Epoch [79][380/940] lr: 1.000e-03, eta: 6:20:12, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7723, top5_acc: 0.9105, loss_cls: 0.9311, loss: 0.9311, grad_norm: 5.9059 2021-03-08 19:20:37,471 - mmaction - INFO - Epoch [79][400/940] lr: 1.000e-03, eta: 6:19:49, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7748, top5_acc: 0.9018, loss_cls: 0.9448, loss: 0.9448, grad_norm: 5.8727 2021-03-08 19:20:55,832 - mmaction - INFO - Epoch [79][420/940] lr: 1.000e-03, eta: 6:19:25, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7539, top5_acc: 0.8988, loss_cls: 0.9984, loss: 0.9984, grad_norm: 6.0560 2021-03-08 19:21:14,151 - mmaction - INFO - Epoch [79][440/940] lr: 1.000e-03, eta: 6:19:01, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7635, top5_acc: 0.9064, loss_cls: 0.9719, loss: 0.9719, grad_norm: 5.9827 2021-03-08 19:21:32,505 - mmaction - INFO - Epoch [79][460/940] lr: 1.000e-03, eta: 6:18:38, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7723, top5_acc: 0.9043, loss_cls: 0.9672, loss: 0.9672, grad_norm: 6.0037 2021-03-08 19:21:50,852 - mmaction - INFO - Epoch [79][480/940] lr: 1.000e-03, eta: 6:18:14, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7727, top5_acc: 0.9105, loss_cls: 0.9354, loss: 0.9354, grad_norm: 5.9830 2021-03-08 19:22:09,199 - mmaction - INFO - Epoch [79][500/940] lr: 1.000e-03, eta: 6:17:51, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7719, top5_acc: 0.9102, loss_cls: 0.9411, loss: 0.9411, grad_norm: 5.9018 2021-03-08 19:22:27,677 - mmaction - INFO - Epoch [79][520/940] lr: 1.000e-03, eta: 6:17:27, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.7615, top5_acc: 0.9088, loss_cls: 0.9690, loss: 0.9690, grad_norm: 6.0164 2021-03-08 19:22:45,863 - mmaction - INFO - Epoch [79][540/940] lr: 1.000e-03, eta: 6:17:03, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7674, top5_acc: 0.9029, loss_cls: 0.9646, loss: 0.9646, grad_norm: 5.9652 2021-03-08 19:23:04,145 - mmaction - INFO - Epoch [79][560/940] lr: 1.000e-03, eta: 6:16:40, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7555, top5_acc: 0.9078, loss_cls: 0.9657, loss: 0.9657, grad_norm: 6.0824 2021-03-08 19:23:22,601 - mmaction - INFO - Epoch [79][580/940] lr: 1.000e-03, eta: 6:16:16, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.7584, top5_acc: 0.9018, loss_cls: 0.9831, loss: 0.9831, grad_norm: 6.0398 2021-03-08 19:23:40,843 - mmaction - INFO - Epoch [79][600/940] lr: 1.000e-03, eta: 6:15:53, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7660, top5_acc: 0.9061, loss_cls: 0.9580, loss: 0.9580, grad_norm: 5.9261 2021-03-08 19:23:59,200 - mmaction - INFO - Epoch [79][620/940] lr: 1.000e-03, eta: 6:15:29, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7514, top5_acc: 0.9018, loss_cls: 1.0062, loss: 1.0062, grad_norm: 6.1794 2021-03-08 19:24:17,584 - mmaction - INFO - Epoch [79][640/940] lr: 1.000e-03, eta: 6:15:05, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7607, top5_acc: 0.9080, loss_cls: 0.9586, loss: 0.9586, grad_norm: 6.0356 2021-03-08 19:24:35,880 - mmaction - INFO - Epoch [79][660/940] lr: 1.000e-03, eta: 6:14:42, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7609, top5_acc: 0.9104, loss_cls: 0.9547, loss: 0.9547, grad_norm: 6.0642 2021-03-08 19:24:54,269 - mmaction - INFO - Epoch [79][680/940] lr: 1.000e-03, eta: 6:14:18, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7812, top5_acc: 0.9117, loss_cls: 0.9228, loss: 0.9228, grad_norm: 5.8711 2021-03-08 19:25:12,554 - mmaction - INFO - Epoch [79][700/940] lr: 1.000e-03, eta: 6:13:55, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7594, top5_acc: 0.9006, loss_cls: 1.0021, loss: 1.0021, grad_norm: 6.1268 2021-03-08 19:25:30,875 - mmaction - INFO - Epoch [79][720/940] lr: 1.000e-03, eta: 6:13:31, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7621, top5_acc: 0.9014, loss_cls: 0.9744, loss: 0.9744, grad_norm: 6.0473 2021-03-08 19:25:49,194 - mmaction - INFO - Epoch [79][740/940] lr: 1.000e-03, eta: 6:13:08, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7592, top5_acc: 0.9051, loss_cls: 0.9840, loss: 0.9840, grad_norm: 6.0625 2021-03-08 19:26:07,642 - mmaction - INFO - Epoch [79][760/940] lr: 1.000e-03, eta: 6:12:44, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7670, top5_acc: 0.9105, loss_cls: 0.9352, loss: 0.9352, grad_norm: 5.9490 2021-03-08 19:26:25,982 - mmaction - INFO - Epoch [79][780/940] lr: 1.000e-03, eta: 6:12:21, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7631, top5_acc: 0.9074, loss_cls: 0.9725, loss: 0.9725, grad_norm: 6.0956 2021-03-08 19:26:44,355 - mmaction - INFO - Epoch [79][800/940] lr: 1.000e-03, eta: 6:11:57, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7631, top5_acc: 0.9039, loss_cls: 0.9593, loss: 0.9593, grad_norm: 6.0339 2021-03-08 19:27:02,747 - mmaction - INFO - Epoch [79][820/940] lr: 1.000e-03, eta: 6:11:33, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7566, top5_acc: 0.9055, loss_cls: 0.9772, loss: 0.9772, grad_norm: 6.1526 2021-03-08 19:27:21,199 - mmaction - INFO - Epoch [79][840/940] lr: 1.000e-03, eta: 6:11:10, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7627, top5_acc: 0.9045, loss_cls: 0.9712, loss: 0.9712, grad_norm: 6.0285 2021-03-08 19:27:39,541 - mmaction - INFO - Epoch [79][860/940] lr: 1.000e-03, eta: 6:10:46, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7557, top5_acc: 0.9039, loss_cls: 0.9810, loss: 0.9810, grad_norm: 6.0899 2021-03-08 19:27:57,896 - mmaction - INFO - Epoch [79][880/940] lr: 1.000e-03, eta: 6:10:23, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7680, top5_acc: 0.9023, loss_cls: 0.9709, loss: 0.9709, grad_norm: 6.0382 2021-03-08 19:28:16,301 - mmaction - INFO - Epoch [79][900/940] lr: 1.000e-03, eta: 6:09:59, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7619, top5_acc: 0.9002, loss_cls: 0.9853, loss: 0.9853, grad_norm: 6.0460 2021-03-08 19:28:34,593 - mmaction - INFO - Epoch [79][920/940] lr: 1.000e-03, eta: 6:09:36, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7633, top5_acc: 0.9059, loss_cls: 0.9650, loss: 0.9650, grad_norm: 6.0242 2021-03-08 19:28:52,290 - mmaction - INFO - Epoch [79][940/940] lr: 1.000e-03, eta: 6:09:12, time: 0.885, data_time: 0.001, memory: 8361, top1_acc: 0.7567, top5_acc: 0.9099, loss_cls: 0.9798, loss: 0.9798, grad_norm: 6.2522 2021-03-08 19:28:54,274 - mmaction - INFO - Saving checkpoint at 79 epochs 2021-03-08 19:31:32,828 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 19:31:33,808 - mmaction - INFO - top1_acc 0.7042 top5_acc 0.8873 2021-03-08 19:31:33,816 - mmaction - INFO - Epoch(val) [79][940] top1_acc: 0.7042, top5_acc: 0.8873 2021-03-08 19:35:05,106 - mmaction - INFO - Epoch [80][20/940] lr: 1.000e-03, eta: 6:09:40, time: 10.564, data_time: 9.633, memory: 8361, top1_acc: 0.7580, top5_acc: 0.9105, loss_cls: 0.9555, loss: 0.9555, grad_norm: 6.0809 2021-03-08 19:35:23,310 - mmaction - INFO - Epoch [80][40/940] lr: 1.000e-03, eta: 6:09:16, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7666, top5_acc: 0.9096, loss_cls: 0.9389, loss: 0.9389, grad_norm: 6.0257 2021-03-08 19:35:41,493 - mmaction - INFO - Epoch [80][60/940] lr: 1.000e-03, eta: 6:08:52, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.7645, top5_acc: 0.9045, loss_cls: 0.9690, loss: 0.9690, grad_norm: 5.9939 2021-03-08 19:35:59,720 - mmaction - INFO - Epoch [80][80/940] lr: 1.000e-03, eta: 6:08:29, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7764, top5_acc: 0.9074, loss_cls: 0.9364, loss: 0.9364, grad_norm: 5.9675 2021-03-08 19:36:17,848 - mmaction - INFO - Epoch [80][100/940] lr: 1.000e-03, eta: 6:08:05, time: 0.906, data_time: 0.002, memory: 8361, top1_acc: 0.7584, top5_acc: 0.9107, loss_cls: 0.9323, loss: 0.9323, grad_norm: 6.0306 2021-03-08 19:36:36,060 - mmaction - INFO - Epoch [80][120/940] lr: 1.000e-03, eta: 6:07:42, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7764, top5_acc: 0.9119, loss_cls: 0.9066, loss: 0.9066, grad_norm: 5.8459 2021-03-08 19:36:54,259 - mmaction - INFO - Epoch [80][140/940] lr: 1.000e-03, eta: 6:07:18, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7643, top5_acc: 0.9020, loss_cls: 0.9677, loss: 0.9677, grad_norm: 6.0098 2021-03-08 19:37:12,459 - mmaction - INFO - Epoch [80][160/940] lr: 1.000e-03, eta: 6:06:54, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7738, top5_acc: 0.9152, loss_cls: 0.9200, loss: 0.9200, grad_norm: 5.9898 2021-03-08 19:37:30,754 - mmaction - INFO - Epoch [80][180/940] lr: 1.000e-03, eta: 6:06:31, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7637, top5_acc: 0.9020, loss_cls: 0.9759, loss: 0.9759, grad_norm: 6.0841 2021-03-08 19:37:49,039 - mmaction - INFO - Epoch [80][200/940] lr: 1.000e-03, eta: 6:06:07, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7646, top5_acc: 0.9045, loss_cls: 0.9741, loss: 0.9741, grad_norm: 6.0841 2021-03-08 19:38:07,375 - mmaction - INFO - Epoch [80][220/940] lr: 1.000e-03, eta: 6:05:44, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.7551, top5_acc: 0.9111, loss_cls: 0.9568, loss: 0.9568, grad_norm: 6.0429 2021-03-08 19:38:25,635 - mmaction - INFO - Epoch [80][240/940] lr: 1.000e-03, eta: 6:05:20, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7623, top5_acc: 0.9066, loss_cls: 0.9764, loss: 0.9764, grad_norm: 6.0677 2021-03-08 19:38:43,940 - mmaction - INFO - Epoch [80][260/940] lr: 1.000e-03, eta: 6:04:56, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7758, top5_acc: 0.9146, loss_cls: 0.9333, loss: 0.9333, grad_norm: 6.0482 2021-03-08 19:39:02,240 - mmaction - INFO - Epoch [80][280/940] lr: 1.000e-03, eta: 6:04:33, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7742, top5_acc: 0.9082, loss_cls: 0.9443, loss: 0.9443, grad_norm: 5.8800 2021-03-08 19:39:20,678 - mmaction - INFO - Epoch [80][300/940] lr: 1.000e-03, eta: 6:04:09, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7465, top5_acc: 0.8918, loss_cls: 1.0242, loss: 1.0242, grad_norm: 6.1705 2021-03-08 19:39:38,955 - mmaction - INFO - Epoch [80][320/940] lr: 1.000e-03, eta: 6:03:46, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7734, top5_acc: 0.9047, loss_cls: 0.9415, loss: 0.9415, grad_norm: 5.9708 2021-03-08 19:39:57,424 - mmaction - INFO - Epoch [80][340/940] lr: 1.000e-03, eta: 6:03:22, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.7725, top5_acc: 0.9146, loss_cls: 0.9118, loss: 0.9118, grad_norm: 5.8872 2021-03-08 19:40:15,710 - mmaction - INFO - Epoch [80][360/940] lr: 1.000e-03, eta: 6:02:59, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7656, top5_acc: 0.9004, loss_cls: 0.9659, loss: 0.9659, grad_norm: 5.9372 2021-03-08 19:40:34,235 - mmaction - INFO - Epoch [80][380/940] lr: 1.000e-03, eta: 6:02:35, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.7703, top5_acc: 0.9047, loss_cls: 0.9542, loss: 0.9542, grad_norm: 5.8573 2021-03-08 19:40:52,621 - mmaction - INFO - Epoch [80][400/940] lr: 1.000e-03, eta: 6:02:12, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7635, top5_acc: 0.9037, loss_cls: 0.9859, loss: 0.9859, grad_norm: 6.0376 2021-03-08 19:41:11,105 - mmaction - INFO - Epoch [80][420/940] lr: 1.000e-03, eta: 6:01:48, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7637, top5_acc: 0.9061, loss_cls: 0.9648, loss: 0.9648, grad_norm: 6.0047 2021-03-08 19:41:29,372 - mmaction - INFO - Epoch [80][440/940] lr: 1.000e-03, eta: 6:01:25, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7658, top5_acc: 0.9031, loss_cls: 0.9813, loss: 0.9813, grad_norm: 5.9838 2021-03-08 19:41:47,752 - mmaction - INFO - Epoch [80][460/940] lr: 1.000e-03, eta: 6:01:01, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7678, top5_acc: 0.9025, loss_cls: 0.9593, loss: 0.9593, grad_norm: 6.0040 2021-03-08 19:42:06,146 - mmaction - INFO - Epoch [80][480/940] lr: 1.000e-03, eta: 6:00:38, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7719, top5_acc: 0.9133, loss_cls: 0.9399, loss: 0.9399, grad_norm: 6.0121 2021-03-08 19:42:24,563 - mmaction - INFO - Epoch [80][500/940] lr: 1.000e-03, eta: 6:00:14, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7602, top5_acc: 0.8975, loss_cls: 0.9930, loss: 0.9930, grad_norm: 6.1455 2021-03-08 19:42:42,859 - mmaction - INFO - Epoch [80][520/940] lr: 1.000e-03, eta: 5:59:50, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7676, top5_acc: 0.9025, loss_cls: 0.9709, loss: 0.9709, grad_norm: 5.9166 2021-03-08 19:43:01,108 - mmaction - INFO - Epoch [80][540/940] lr: 1.000e-03, eta: 5:59:27, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7631, top5_acc: 0.9014, loss_cls: 0.9736, loss: 0.9736, grad_norm: 6.0208 2021-03-08 19:43:19,342 - mmaction - INFO - Epoch [80][560/940] lr: 1.000e-03, eta: 5:59:03, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7656, top5_acc: 0.9043, loss_cls: 0.9607, loss: 0.9607, grad_norm: 5.9591 2021-03-08 19:43:37,712 - mmaction - INFO - Epoch [80][580/940] lr: 1.000e-03, eta: 5:58:40, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7672, top5_acc: 0.9014, loss_cls: 0.9771, loss: 0.9771, grad_norm: 6.0492 2021-03-08 19:43:55,947 - mmaction - INFO - Epoch [80][600/940] lr: 1.000e-03, eta: 5:58:16, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7670, top5_acc: 0.9053, loss_cls: 0.9622, loss: 0.9622, grad_norm: 6.0061 2021-03-08 19:44:14,221 - mmaction - INFO - Epoch [80][620/940] lr: 1.000e-03, eta: 5:57:53, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7488, top5_acc: 0.8953, loss_cls: 1.0010, loss: 1.0010, grad_norm: 6.1467 2021-03-08 19:44:32,554 - mmaction - INFO - Epoch [80][640/940] lr: 1.000e-03, eta: 5:57:29, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7697, top5_acc: 0.9115, loss_cls: 0.9336, loss: 0.9336, grad_norm: 6.1273 2021-03-08 19:44:50,882 - mmaction - INFO - Epoch [80][660/940] lr: 1.000e-03, eta: 5:57:06, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7650, top5_acc: 0.9090, loss_cls: 0.9415, loss: 0.9415, grad_norm: 6.0525 2021-03-08 19:45:09,274 - mmaction - INFO - Epoch [80][680/940] lr: 1.000e-03, eta: 5:56:42, time: 0.920, data_time: 0.003, memory: 8361, top1_acc: 0.7713, top5_acc: 0.9033, loss_cls: 0.9599, loss: 0.9599, grad_norm: 6.0289 2021-03-08 19:45:27,537 - mmaction - INFO - Epoch [80][700/940] lr: 1.000e-03, eta: 5:56:19, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7711, top5_acc: 0.9068, loss_cls: 0.9442, loss: 0.9442, grad_norm: 6.0431 2021-03-08 19:45:45,806 - mmaction - INFO - Epoch [80][720/940] lr: 1.000e-03, eta: 5:55:55, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7602, top5_acc: 0.9016, loss_cls: 0.9769, loss: 0.9769, grad_norm: 6.0671 2021-03-08 19:46:04,116 - mmaction - INFO - Epoch [80][740/940] lr: 1.000e-03, eta: 5:55:32, time: 0.915, data_time: 0.003, memory: 8361, top1_acc: 0.7650, top5_acc: 0.9020, loss_cls: 0.9675, loss: 0.9675, grad_norm: 5.9049 2021-03-08 19:46:22,485 - mmaction - INFO - Epoch [80][760/940] lr: 1.000e-03, eta: 5:55:08, time: 0.919, data_time: 0.003, memory: 8361, top1_acc: 0.7500, top5_acc: 0.8957, loss_cls: 1.0189, loss: 1.0189, grad_norm: 6.1287 2021-03-08 19:46:40,702 - mmaction - INFO - Epoch [80][780/940] lr: 1.000e-03, eta: 5:54:45, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7693, top5_acc: 0.9070, loss_cls: 0.9509, loss: 0.9509, grad_norm: 6.0753 2021-03-08 19:46:58,942 - mmaction - INFO - Epoch [80][800/940] lr: 1.000e-03, eta: 5:54:21, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7648, top5_acc: 0.9043, loss_cls: 0.9842, loss: 0.9842, grad_norm: 6.1048 2021-03-08 19:47:17,213 - mmaction - INFO - Epoch [80][820/940] lr: 1.000e-03, eta: 5:53:58, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7574, top5_acc: 0.9010, loss_cls: 0.9939, loss: 0.9939, grad_norm: 6.1863 2021-03-08 19:47:35,577 - mmaction - INFO - Epoch [80][840/940] lr: 1.000e-03, eta: 5:53:34, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7625, top5_acc: 0.9025, loss_cls: 0.9828, loss: 0.9828, grad_norm: 6.0386 2021-03-08 19:47:53,880 - mmaction - INFO - Epoch [80][860/940] lr: 1.000e-03, eta: 5:53:11, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7629, top5_acc: 0.9061, loss_cls: 0.9617, loss: 0.9617, grad_norm: 5.9488 2021-03-08 19:48:12,175 - mmaction - INFO - Epoch [80][880/940] lr: 1.000e-03, eta: 5:52:47, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7664, top5_acc: 0.8998, loss_cls: 0.9784, loss: 0.9784, grad_norm: 5.8622 2021-03-08 19:48:30,448 - mmaction - INFO - Epoch [80][900/940] lr: 1.000e-03, eta: 5:52:24, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7676, top5_acc: 0.9076, loss_cls: 0.9430, loss: 0.9430, grad_norm: 5.9929 2021-03-08 19:48:48,693 - mmaction - INFO - Epoch [80][920/940] lr: 1.000e-03, eta: 5:52:00, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7646, top5_acc: 0.9100, loss_cls: 0.9554, loss: 0.9554, grad_norm: 6.0234 2021-03-08 19:49:06,420 - mmaction - INFO - Epoch [80][940/940] lr: 1.000e-03, eta: 5:51:37, time: 0.887, data_time: 0.001, memory: 8361, top1_acc: 0.7658, top5_acc: 0.9028, loss_cls: 0.9663, loss: 0.9663, grad_norm: 5.9456 2021-03-08 19:49:08,310 - mmaction - INFO - Saving checkpoint at 80 epochs 2021-03-08 19:51:57,157 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 19:51:58,136 - mmaction - INFO - top1_acc 0.7018 top5_acc 0.8867 2021-03-08 19:51:58,143 - mmaction - INFO - Epoch(val) [80][940] top1_acc: 0.7018, top5_acc: 0.8867 2021-03-08 19:55:31,819 - mmaction - INFO - Epoch [81][20/940] lr: 1.000e-04, eta: 5:52:02, time: 10.682, data_time: 9.775, memory: 8361, top1_acc: 0.7715, top5_acc: 0.9090, loss_cls: 0.9198, loss: 0.9198, grad_norm: 5.8470 2021-03-08 19:55:49,918 - mmaction - INFO - Epoch [81][40/940] lr: 1.000e-04, eta: 5:51:38, time: 0.904, data_time: 0.002, memory: 8361, top1_acc: 0.7752, top5_acc: 0.9100, loss_cls: 0.9139, loss: 0.9139, grad_norm: 5.9005 2021-03-08 19:56:08,097 - mmaction - INFO - Epoch [81][60/940] lr: 1.000e-04, eta: 5:51:15, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7678, top5_acc: 0.9115, loss_cls: 0.9257, loss: 0.9257, grad_norm: 5.9045 2021-03-08 19:56:26,223 - mmaction - INFO - Epoch [81][80/940] lr: 1.000e-04, eta: 5:50:51, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.7680, top5_acc: 0.9127, loss_cls: 0.9253, loss: 0.9253, grad_norm: 5.9657 2021-03-08 19:56:44,587 - mmaction - INFO - Epoch [81][100/940] lr: 1.000e-04, eta: 5:50:28, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7678, top5_acc: 0.9055, loss_cls: 0.9497, loss: 0.9497, grad_norm: 5.8915 2021-03-08 19:57:02,812 - mmaction - INFO - Epoch [81][120/940] lr: 1.000e-04, eta: 5:50:04, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7789, top5_acc: 0.9090, loss_cls: 0.9155, loss: 0.9155, grad_norm: 5.8313 2021-03-08 19:57:21,019 - mmaction - INFO - Epoch [81][140/940] lr: 1.000e-04, eta: 5:49:41, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7695, top5_acc: 0.9129, loss_cls: 0.9147, loss: 0.9147, grad_norm: 5.9048 2021-03-08 19:57:39,406 - mmaction - INFO - Epoch [81][160/940] lr: 1.000e-04, eta: 5:49:17, time: 0.919, data_time: 0.003, memory: 8361, top1_acc: 0.7795, top5_acc: 0.9121, loss_cls: 0.9139, loss: 0.9139, grad_norm: 5.9632 2021-03-08 19:57:57,716 - mmaction - INFO - Epoch [81][180/940] lr: 1.000e-04, eta: 5:48:54, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7672, top5_acc: 0.9180, loss_cls: 0.9408, loss: 0.9408, grad_norm: 6.0942 2021-03-08 19:58:16,106 - mmaction - INFO - Epoch [81][200/940] lr: 1.000e-04, eta: 5:48:30, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7568, top5_acc: 0.9061, loss_cls: 0.9688, loss: 0.9688, grad_norm: 5.9791 2021-03-08 19:58:34,366 - mmaction - INFO - Epoch [81][220/940] lr: 1.000e-04, eta: 5:48:06, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7699, top5_acc: 0.9076, loss_cls: 0.9434, loss: 0.9434, grad_norm: 5.8895 2021-03-08 19:58:52,896 - mmaction - INFO - Epoch [81][240/940] lr: 1.000e-04, eta: 5:47:43, time: 0.927, data_time: 0.002, memory: 8361, top1_acc: 0.7682, top5_acc: 0.9090, loss_cls: 0.9284, loss: 0.9284, grad_norm: 5.9216 2021-03-08 19:59:11,216 - mmaction - INFO - Epoch [81][260/940] lr: 1.000e-04, eta: 5:47:20, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7816, top5_acc: 0.9135, loss_cls: 0.9045, loss: 0.9045, grad_norm: 5.9001 2021-03-08 19:59:29,517 - mmaction - INFO - Epoch [81][280/940] lr: 1.000e-04, eta: 5:46:56, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7648, top5_acc: 0.9094, loss_cls: 0.9362, loss: 0.9362, grad_norm: 5.9916 2021-03-08 19:59:47,975 - mmaction - INFO - Epoch [81][300/940] lr: 1.000e-04, eta: 5:46:33, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7684, top5_acc: 0.9055, loss_cls: 0.9512, loss: 0.9512, grad_norm: 5.9808 2021-03-08 20:00:06,280 - mmaction - INFO - Epoch [81][320/940] lr: 1.000e-04, eta: 5:46:09, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7680, top5_acc: 0.9068, loss_cls: 0.9444, loss: 0.9444, grad_norm: 5.9216 2021-03-08 20:00:24,681 - mmaction - INFO - Epoch [81][340/940] lr: 1.000e-04, eta: 5:45:46, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7875, top5_acc: 0.9172, loss_cls: 0.8710, loss: 0.8710, grad_norm: 5.7614 2021-03-08 20:00:43,004 - mmaction - INFO - Epoch [81][360/940] lr: 1.000e-04, eta: 5:45:22, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7734, top5_acc: 0.9172, loss_cls: 0.9035, loss: 0.9035, grad_norm: 5.9328 2021-03-08 20:01:01,284 - mmaction - INFO - Epoch [81][380/940] lr: 1.000e-04, eta: 5:44:59, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7668, top5_acc: 0.9006, loss_cls: 0.9708, loss: 0.9708, grad_norm: 6.0610 2021-03-08 20:01:19,550 - mmaction - INFO - Epoch [81][400/940] lr: 1.000e-04, eta: 5:44:35, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7750, top5_acc: 0.9090, loss_cls: 0.9198, loss: 0.9198, grad_norm: 5.9462 2021-03-08 20:01:37,875 - mmaction - INFO - Epoch [81][420/940] lr: 1.000e-04, eta: 5:44:12, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7715, top5_acc: 0.9068, loss_cls: 0.9511, loss: 0.9511, grad_norm: 5.9365 2021-03-08 20:01:56,248 - mmaction - INFO - Epoch [81][440/940] lr: 1.000e-04, eta: 5:43:48, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7750, top5_acc: 0.9053, loss_cls: 0.9416, loss: 0.9416, grad_norm: 5.9547 2021-03-08 20:02:14,582 - mmaction - INFO - Epoch [81][460/940] lr: 1.000e-04, eta: 5:43:25, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7777, top5_acc: 0.9139, loss_cls: 0.9062, loss: 0.9062, grad_norm: 5.8458 2021-03-08 20:02:32,874 - mmaction - INFO - Epoch [81][480/940] lr: 1.000e-04, eta: 5:43:01, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7779, top5_acc: 0.9137, loss_cls: 0.9020, loss: 0.9020, grad_norm: 5.8382 2021-03-08 20:02:51,282 - mmaction - INFO - Epoch [81][500/940] lr: 1.000e-04, eta: 5:42:38, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7727, top5_acc: 0.9043, loss_cls: 0.9334, loss: 0.9334, grad_norm: 5.9059 2021-03-08 20:03:09,621 - mmaction - INFO - Epoch [81][520/940] lr: 1.000e-04, eta: 5:42:14, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7756, top5_acc: 0.9139, loss_cls: 0.9121, loss: 0.9121, grad_norm: 5.9240 2021-03-08 20:03:28,001 - mmaction - INFO - Epoch [81][540/940] lr: 1.000e-04, eta: 5:41:51, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7779, top5_acc: 0.9059, loss_cls: 0.9264, loss: 0.9264, grad_norm: 5.8621 2021-03-08 20:03:46,382 - mmaction - INFO - Epoch [81][560/940] lr: 1.000e-04, eta: 5:41:27, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7684, top5_acc: 0.9053, loss_cls: 0.9511, loss: 0.9511, grad_norm: 5.9717 2021-03-08 20:04:04,728 - mmaction - INFO - Epoch [81][580/940] lr: 1.000e-04, eta: 5:41:04, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7711, top5_acc: 0.9109, loss_cls: 0.9521, loss: 0.9521, grad_norm: 6.0336 2021-03-08 20:04:23,158 - mmaction - INFO - Epoch [81][600/940] lr: 1.000e-04, eta: 5:40:40, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7711, top5_acc: 0.9090, loss_cls: 0.9399, loss: 0.9399, grad_norm: 6.0128 2021-03-08 20:04:41,507 - mmaction - INFO - Epoch [81][620/940] lr: 1.000e-04, eta: 5:40:17, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7615, top5_acc: 0.9055, loss_cls: 0.9778, loss: 0.9778, grad_norm: 6.1403 2021-03-08 20:04:59,884 - mmaction - INFO - Epoch [81][640/940] lr: 1.000e-04, eta: 5:39:54, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7768, top5_acc: 0.9084, loss_cls: 0.9242, loss: 0.9242, grad_norm: 5.9229 2021-03-08 20:05:18,271 - mmaction - INFO - Epoch [81][660/940] lr: 1.000e-04, eta: 5:39:30, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7676, top5_acc: 0.9115, loss_cls: 0.9376, loss: 0.9376, grad_norm: 6.0428 2021-03-08 20:05:36,628 - mmaction - INFO - Epoch [81][680/940] lr: 1.000e-04, eta: 5:39:07, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7697, top5_acc: 0.9080, loss_cls: 0.9530, loss: 0.9530, grad_norm: 6.0624 2021-03-08 20:05:54,915 - mmaction - INFO - Epoch [81][700/940] lr: 1.000e-04, eta: 5:38:43, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7641, top5_acc: 0.9104, loss_cls: 0.9319, loss: 0.9319, grad_norm: 5.9557 2021-03-08 20:06:13,250 - mmaction - INFO - Epoch [81][720/940] lr: 1.000e-04, eta: 5:38:20, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7676, top5_acc: 0.9100, loss_cls: 0.9378, loss: 0.9378, grad_norm: 5.9430 2021-03-08 20:06:31,593 - mmaction - INFO - Epoch [81][740/940] lr: 1.000e-04, eta: 5:37:56, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7830, top5_acc: 0.9111, loss_cls: 0.9004, loss: 0.9004, grad_norm: 5.8536 2021-03-08 20:06:50,050 - mmaction - INFO - Epoch [81][760/940] lr: 1.000e-04, eta: 5:37:33, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.7738, top5_acc: 0.9098, loss_cls: 0.9219, loss: 0.9219, grad_norm: 5.9560 2021-03-08 20:07:08,295 - mmaction - INFO - Epoch [81][780/940] lr: 1.000e-04, eta: 5:37:10, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7754, top5_acc: 0.9148, loss_cls: 0.9229, loss: 0.9229, grad_norm: 5.9079 2021-03-08 20:07:26,584 - mmaction - INFO - Epoch [81][800/940] lr: 1.000e-04, eta: 5:36:46, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7635, top5_acc: 0.9055, loss_cls: 0.9645, loss: 0.9645, grad_norm: 6.0618 2021-03-08 20:07:44,893 - mmaction - INFO - Epoch [81][820/940] lr: 1.000e-04, eta: 5:36:23, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7596, top5_acc: 0.9107, loss_cls: 0.9345, loss: 0.9345, grad_norm: 6.0554 2021-03-08 20:08:03,260 - mmaction - INFO - Epoch [81][840/940] lr: 1.000e-04, eta: 5:35:59, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7732, top5_acc: 0.9064, loss_cls: 0.9511, loss: 0.9511, grad_norm: 5.9306 2021-03-08 20:08:21,651 - mmaction - INFO - Epoch [81][860/940] lr: 1.000e-04, eta: 5:35:36, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7645, top5_acc: 0.9029, loss_cls: 0.9709, loss: 0.9709, grad_norm: 6.0431 2021-03-08 20:08:39,924 - mmaction - INFO - Epoch [81][880/940] lr: 1.000e-04, eta: 5:35:12, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7771, top5_acc: 0.9107, loss_cls: 0.9078, loss: 0.9078, grad_norm: 5.8718 2021-03-08 20:08:58,264 - mmaction - INFO - Epoch [81][900/940] lr: 1.000e-04, eta: 5:34:49, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7607, top5_acc: 0.9043, loss_cls: 0.9781, loss: 0.9781, grad_norm: 6.1517 2021-03-08 20:09:16,605 - mmaction - INFO - Epoch [81][920/940] lr: 1.000e-04, eta: 5:34:26, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7730, top5_acc: 0.9066, loss_cls: 0.9322, loss: 0.9322, grad_norm: 5.9422 2021-03-08 20:09:34,487 - mmaction - INFO - Epoch [81][940/940] lr: 1.000e-04, eta: 5:34:02, time: 0.893, data_time: 0.002, memory: 8361, top1_acc: 0.7764, top5_acc: 0.9071, loss_cls: 0.9334, loss: 0.9334, grad_norm: 5.9167 2021-03-08 20:09:36,377 - mmaction - INFO - Saving checkpoint at 81 epochs 2021-03-08 20:12:11,863 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 20:12:12,843 - mmaction - INFO - top1_acc 0.7068 top5_acc 0.8889 2021-03-08 20:12:12,851 - mmaction - INFO - Epoch(val) [81][940] top1_acc: 0.7068, top5_acc: 0.8889 2021-03-08 20:15:44,395 - mmaction - INFO - Epoch [82][20/940] lr: 1.000e-04, eta: 5:34:24, time: 10.576, data_time: 9.602, memory: 8361, top1_acc: 0.7750, top5_acc: 0.9096, loss_cls: 0.9258, loss: 0.9258, grad_norm: 5.9008 2021-03-08 20:16:02,504 - mmaction - INFO - Epoch [82][40/940] lr: 1.000e-04, eta: 5:34:00, time: 0.906, data_time: 0.002, memory: 8361, top1_acc: 0.7809, top5_acc: 0.9082, loss_cls: 0.9165, loss: 0.9165, grad_norm: 5.7973 2021-03-08 20:16:20,680 - mmaction - INFO - Epoch [82][60/940] lr: 1.000e-04, eta: 5:33:37, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7699, top5_acc: 0.9094, loss_cls: 0.9339, loss: 0.9339, grad_norm: 6.0007 2021-03-08 20:16:38,817 - mmaction - INFO - Epoch [82][80/940] lr: 1.000e-04, eta: 5:33:13, time: 0.907, data_time: 0.001, memory: 8361, top1_acc: 0.7748, top5_acc: 0.9109, loss_cls: 0.9190, loss: 0.9190, grad_norm: 5.8904 2021-03-08 20:16:56,949 - mmaction - INFO - Epoch [82][100/940] lr: 1.000e-04, eta: 5:32:50, time: 0.907, data_time: 0.001, memory: 8361, top1_acc: 0.7742, top5_acc: 0.9072, loss_cls: 0.9460, loss: 0.9460, grad_norm: 5.9634 2021-03-08 20:17:15,200 - mmaction - INFO - Epoch [82][120/940] lr: 1.000e-04, eta: 5:32:26, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7717, top5_acc: 0.9113, loss_cls: 0.9259, loss: 0.9259, grad_norm: 5.9913 2021-03-08 20:17:33,531 - mmaction - INFO - Epoch [82][140/940] lr: 1.000e-04, eta: 5:32:03, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7611, top5_acc: 0.9061, loss_cls: 0.9690, loss: 0.9690, grad_norm: 6.0566 2021-03-08 20:17:51,913 - mmaction - INFO - Epoch [82][160/940] lr: 1.000e-04, eta: 5:31:40, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7742, top5_acc: 0.9082, loss_cls: 0.9390, loss: 0.9390, grad_norm: 5.8895 2021-03-08 20:18:10,330 - mmaction - INFO - Epoch [82][180/940] lr: 1.000e-04, eta: 5:31:16, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7699, top5_acc: 0.9074, loss_cls: 0.9413, loss: 0.9413, grad_norm: 5.9366 2021-03-08 20:18:28,591 - mmaction - INFO - Epoch [82][200/940] lr: 1.000e-04, eta: 5:30:53, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7771, top5_acc: 0.9117, loss_cls: 0.9256, loss: 0.9256, grad_norm: 5.9411 2021-03-08 20:18:47,155 - mmaction - INFO - Epoch [82][220/940] lr: 1.000e-04, eta: 5:30:29, time: 0.929, data_time: 0.003, memory: 8361, top1_acc: 0.7697, top5_acc: 0.9055, loss_cls: 0.9430, loss: 0.9430, grad_norm: 5.8883 2021-03-08 20:19:05,711 - mmaction - INFO - Epoch [82][240/940] lr: 1.000e-04, eta: 5:30:06, time: 0.928, data_time: 0.002, memory: 8361, top1_acc: 0.7801, top5_acc: 0.9113, loss_cls: 0.9107, loss: 0.9107, grad_norm: 5.8217 2021-03-08 20:19:24,095 - mmaction - INFO - Epoch [82][260/940] lr: 1.000e-04, eta: 5:29:42, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7824, top5_acc: 0.9100, loss_cls: 0.9092, loss: 0.9092, grad_norm: 5.8442 2021-03-08 20:19:42,604 - mmaction - INFO - Epoch [82][280/940] lr: 1.000e-04, eta: 5:29:19, time: 0.925, data_time: 0.001, memory: 8361, top1_acc: 0.7725, top5_acc: 0.9086, loss_cls: 0.9434, loss: 0.9434, grad_norm: 6.0378 2021-03-08 20:20:01,041 - mmaction - INFO - Epoch [82][300/940] lr: 1.000e-04, eta: 5:28:56, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7664, top5_acc: 0.8994, loss_cls: 0.9766, loss: 0.9766, grad_norm: 6.0931 2021-03-08 20:20:19,381 - mmaction - INFO - Epoch [82][320/940] lr: 1.000e-04, eta: 5:28:32, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7641, top5_acc: 0.9121, loss_cls: 0.9439, loss: 0.9439, grad_norm: 6.0176 2021-03-08 20:20:37,768 - mmaction - INFO - Epoch [82][340/940] lr: 1.000e-04, eta: 5:28:09, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7758, top5_acc: 0.9076, loss_cls: 0.9448, loss: 0.9448, grad_norm: 5.9355 2021-03-08 20:20:56,174 - mmaction - INFO - Epoch [82][360/940] lr: 1.000e-04, eta: 5:27:45, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7812, top5_acc: 0.9104, loss_cls: 0.9231, loss: 0.9231, grad_norm: 5.9756 2021-03-08 20:21:14,520 - mmaction - INFO - Epoch [82][380/940] lr: 1.000e-04, eta: 5:27:22, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7760, top5_acc: 0.9107, loss_cls: 0.9223, loss: 0.9223, grad_norm: 5.8580 2021-03-08 20:21:32,879 - mmaction - INFO - Epoch [82][400/940] lr: 1.000e-04, eta: 5:26:59, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7701, top5_acc: 0.9107, loss_cls: 0.9225, loss: 0.9225, grad_norm: 5.8658 2021-03-08 20:21:51,320 - mmaction - INFO - Epoch [82][420/940] lr: 1.000e-04, eta: 5:26:35, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7676, top5_acc: 0.9102, loss_cls: 0.9382, loss: 0.9382, grad_norm: 5.9950 2021-03-08 20:22:09,584 - mmaction - INFO - Epoch [82][440/940] lr: 1.000e-04, eta: 5:26:12, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7691, top5_acc: 0.9107, loss_cls: 0.9267, loss: 0.9267, grad_norm: 5.9975 2021-03-08 20:22:27,934 - mmaction - INFO - Epoch [82][460/940] lr: 1.000e-04, eta: 5:25:48, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7684, top5_acc: 0.9107, loss_cls: 0.9290, loss: 0.9290, grad_norm: 5.8904 2021-03-08 20:22:46,337 - mmaction - INFO - Epoch [82][480/940] lr: 1.000e-04, eta: 5:25:25, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7773, top5_acc: 0.9090, loss_cls: 0.9072, loss: 0.9072, grad_norm: 5.8606 2021-03-08 20:23:04,778 - mmaction - INFO - Epoch [82][500/940] lr: 1.000e-04, eta: 5:25:02, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7715, top5_acc: 0.9115, loss_cls: 0.9134, loss: 0.9134, grad_norm: 5.9310 2021-03-08 20:23:23,048 - mmaction - INFO - Epoch [82][520/940] lr: 1.000e-04, eta: 5:24:38, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7746, top5_acc: 0.9111, loss_cls: 0.9213, loss: 0.9213, grad_norm: 5.8653 2021-03-08 20:23:41,423 - mmaction - INFO - Epoch [82][540/940] lr: 1.000e-04, eta: 5:24:15, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7773, top5_acc: 0.9125, loss_cls: 0.9053, loss: 0.9053, grad_norm: 5.9034 2021-03-08 20:23:59,798 - mmaction - INFO - Epoch [82][560/940] lr: 1.000e-04, eta: 5:23:51, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7699, top5_acc: 0.9061, loss_cls: 0.9278, loss: 0.9278, grad_norm: 5.9241 2021-03-08 20:24:18,147 - mmaction - INFO - Epoch [82][580/940] lr: 1.000e-04, eta: 5:23:28, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7795, top5_acc: 0.9117, loss_cls: 0.9023, loss: 0.9023, grad_norm: 5.9137 2021-03-08 20:24:36,502 - mmaction - INFO - Epoch [82][600/940] lr: 1.000e-04, eta: 5:23:05, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7719, top5_acc: 0.9021, loss_cls: 0.9627, loss: 0.9627, grad_norm: 5.9699 2021-03-08 20:24:54,775 - mmaction - INFO - Epoch [82][620/940] lr: 1.000e-04, eta: 5:22:41, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7717, top5_acc: 0.9082, loss_cls: 0.9385, loss: 0.9385, grad_norm: 5.9422 2021-03-08 20:25:13,093 - mmaction - INFO - Epoch [82][640/940] lr: 1.000e-04, eta: 5:22:18, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7688, top5_acc: 0.9080, loss_cls: 0.9353, loss: 0.9353, grad_norm: 5.9605 2021-03-08 20:25:31,441 - mmaction - INFO - Epoch [82][660/940] lr: 1.000e-04, eta: 5:21:54, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7801, top5_acc: 0.9078, loss_cls: 0.9084, loss: 0.9084, grad_norm: 5.8623 2021-03-08 20:25:49,725 - mmaction - INFO - Epoch [82][680/940] lr: 1.000e-04, eta: 5:21:31, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7729, top5_acc: 0.9133, loss_cls: 0.9183, loss: 0.9183, grad_norm: 6.0256 2021-03-08 20:26:08,089 - mmaction - INFO - Epoch [82][700/940] lr: 1.000e-04, eta: 5:21:08, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7594, top5_acc: 0.9004, loss_cls: 0.9636, loss: 0.9636, grad_norm: 6.0880 2021-03-08 20:26:26,370 - mmaction - INFO - Epoch [82][720/940] lr: 1.000e-04, eta: 5:20:44, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7664, top5_acc: 0.9074, loss_cls: 0.9420, loss: 0.9420, grad_norm: 5.9679 2021-03-08 20:26:44,794 - mmaction - INFO - Epoch [82][740/940] lr: 1.000e-04, eta: 5:20:21, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7758, top5_acc: 0.9080, loss_cls: 0.9169, loss: 0.9169, grad_norm: 5.9029 2021-03-08 20:27:03,199 - mmaction - INFO - Epoch [82][760/940] lr: 1.000e-04, eta: 5:19:58, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7699, top5_acc: 0.9076, loss_cls: 0.9423, loss: 0.9423, grad_norm: 5.9209 2021-03-08 20:27:21,486 - mmaction - INFO - Epoch [82][780/940] lr: 1.000e-04, eta: 5:19:34, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7643, top5_acc: 0.9062, loss_cls: 0.9484, loss: 0.9484, grad_norm: 6.0558 2021-03-08 20:27:39,886 - mmaction - INFO - Epoch [82][800/940] lr: 1.000e-04, eta: 5:19:11, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7719, top5_acc: 0.9039, loss_cls: 0.9583, loss: 0.9583, grad_norm: 6.0208 2021-03-08 20:27:58,207 - mmaction - INFO - Epoch [82][820/940] lr: 1.000e-04, eta: 5:18:47, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7576, top5_acc: 0.9092, loss_cls: 0.9806, loss: 0.9806, grad_norm: 6.1424 2021-03-08 20:28:16,569 - mmaction - INFO - Epoch [82][840/940] lr: 1.000e-04, eta: 5:18:24, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7672, top5_acc: 0.9027, loss_cls: 0.9570, loss: 0.9570, grad_norm: 6.0458 2021-03-08 20:28:34,960 - mmaction - INFO - Epoch [82][860/940] lr: 1.000e-04, eta: 5:18:01, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7707, top5_acc: 0.9059, loss_cls: 0.9375, loss: 0.9375, grad_norm: 5.9542 2021-03-08 20:28:53,164 - mmaction - INFO - Epoch [82][880/940] lr: 1.000e-04, eta: 5:17:37, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7764, top5_acc: 0.9102, loss_cls: 0.9095, loss: 0.9095, grad_norm: 5.9736 2021-03-08 20:29:11,460 - mmaction - INFO - Epoch [82][900/940] lr: 1.000e-04, eta: 5:17:14, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7775, top5_acc: 0.9107, loss_cls: 0.9226, loss: 0.9226, grad_norm: 5.9564 2021-03-08 20:29:29,916 - mmaction - INFO - Epoch [82][920/940] lr: 1.000e-04, eta: 5:16:51, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.7803, top5_acc: 0.9143, loss_cls: 0.9099, loss: 0.9099, grad_norm: 5.9249 2021-03-08 20:29:47,659 - mmaction - INFO - Epoch [82][940/940] lr: 1.000e-04, eta: 5:16:27, time: 0.888, data_time: 0.002, memory: 8361, top1_acc: 0.7721, top5_acc: 0.9095, loss_cls: 0.9295, loss: 0.9295, grad_norm: 6.0715 2021-03-08 20:29:49,625 - mmaction - INFO - Saving checkpoint at 82 epochs 2021-03-08 20:32:26,978 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 20:32:27,957 - mmaction - INFO - top1_acc 0.7066 top5_acc 0.8898 2021-03-08 20:32:27,965 - mmaction - INFO - Epoch(val) [82][940] top1_acc: 0.7066, top5_acc: 0.8898 2021-03-08 20:36:00,235 - mmaction - INFO - Epoch [83][20/940] lr: 1.000e-04, eta: 5:16:46, time: 10.613, data_time: 9.691, memory: 8361, top1_acc: 0.7734, top5_acc: 0.9102, loss_cls: 0.9262, loss: 0.9262, grad_norm: 6.0439 2021-03-08 20:36:18,373 - mmaction - INFO - Epoch [83][40/940] lr: 1.000e-04, eta: 5:16:23, time: 0.906, data_time: 0.001, memory: 8361, top1_acc: 0.7680, top5_acc: 0.9098, loss_cls: 0.9415, loss: 0.9415, grad_norm: 6.0250 2021-03-08 20:36:36,569 - mmaction - INFO - Epoch [83][60/940] lr: 1.000e-04, eta: 5:15:59, time: 0.911, data_time: 0.003, memory: 8361, top1_acc: 0.7756, top5_acc: 0.9115, loss_cls: 0.9192, loss: 0.9192, grad_norm: 5.9258 2021-03-08 20:36:54,709 - mmaction - INFO - Epoch [83][80/940] lr: 1.000e-04, eta: 5:15:36, time: 0.907, data_time: 0.001, memory: 8361, top1_acc: 0.7748, top5_acc: 0.9119, loss_cls: 0.9196, loss: 0.9196, grad_norm: 5.9069 2021-03-08 20:37:12,942 - mmaction - INFO - Epoch [83][100/940] lr: 1.000e-04, eta: 5:15:13, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7832, top5_acc: 0.9115, loss_cls: 0.9018, loss: 0.9018, grad_norm: 5.7998 2021-03-08 20:37:31,114 - mmaction - INFO - Epoch [83][120/940] lr: 1.000e-04, eta: 5:14:49, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7770, top5_acc: 0.9146, loss_cls: 0.9076, loss: 0.9076, grad_norm: 5.8691 2021-03-08 20:37:49,378 - mmaction - INFO - Epoch [83][140/940] lr: 1.000e-04, eta: 5:14:26, time: 0.913, data_time: 0.000, memory: 8361, top1_acc: 0.7746, top5_acc: 0.9084, loss_cls: 0.9178, loss: 0.9178, grad_norm: 5.8937 2021-03-08 20:38:07,803 - mmaction - INFO - Epoch [83][160/940] lr: 1.000e-04, eta: 5:14:02, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7727, top5_acc: 0.9127, loss_cls: 0.9193, loss: 0.9193, grad_norm: 6.0114 2021-03-08 20:38:26,185 - mmaction - INFO - Epoch [83][180/940] lr: 1.000e-04, eta: 5:13:39, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7752, top5_acc: 0.9076, loss_cls: 0.9272, loss: 0.9272, grad_norm: 6.0063 2021-03-08 20:38:44,671 - mmaction - INFO - Epoch [83][200/940] lr: 1.000e-04, eta: 5:13:16, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7723, top5_acc: 0.9070, loss_cls: 0.9313, loss: 0.9313, grad_norm: 6.0287 2021-03-08 20:39:03,018 - mmaction - INFO - Epoch [83][220/940] lr: 1.000e-04, eta: 5:12:52, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7691, top5_acc: 0.9027, loss_cls: 0.9536, loss: 0.9536, grad_norm: 5.9853 2021-03-08 20:39:21,452 - mmaction - INFO - Epoch [83][240/940] lr: 1.000e-04, eta: 5:12:29, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7777, top5_acc: 0.9072, loss_cls: 0.9204, loss: 0.9204, grad_norm: 6.0089 2021-03-08 20:39:40,068 - mmaction - INFO - Epoch [83][260/940] lr: 1.000e-04, eta: 5:12:06, time: 0.930, data_time: 0.001, memory: 8361, top1_acc: 0.7723, top5_acc: 0.9064, loss_cls: 0.9437, loss: 0.9437, grad_norm: 5.9723 2021-03-08 20:39:58,553 - mmaction - INFO - Epoch [83][280/940] lr: 1.000e-04, eta: 5:11:42, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7660, top5_acc: 0.9041, loss_cls: 0.9497, loss: 0.9497, grad_norm: 5.9173 2021-03-08 20:40:16,963 - mmaction - INFO - Epoch [83][300/940] lr: 1.000e-04, eta: 5:11:19, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7781, top5_acc: 0.9145, loss_cls: 0.9066, loss: 0.9066, grad_norm: 6.0354 2021-03-08 20:40:35,429 - mmaction - INFO - Epoch [83][320/940] lr: 1.000e-04, eta: 5:10:56, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7787, top5_acc: 0.9133, loss_cls: 0.9130, loss: 0.9130, grad_norm: 5.9547 2021-03-08 20:40:53,831 - mmaction - INFO - Epoch [83][340/940] lr: 1.000e-04, eta: 5:10:32, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7824, top5_acc: 0.9113, loss_cls: 0.9012, loss: 0.9012, grad_norm: 5.7975 2021-03-08 20:41:12,281 - mmaction - INFO - Epoch [83][360/940] lr: 1.000e-04, eta: 5:10:09, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7723, top5_acc: 0.9086, loss_cls: 0.9262, loss: 0.9262, grad_norm: 5.9455 2021-03-08 20:41:30,689 - mmaction - INFO - Epoch [83][380/940] lr: 1.000e-04, eta: 5:09:46, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7672, top5_acc: 0.9055, loss_cls: 0.9414, loss: 0.9414, grad_norm: 6.0722 2021-03-08 20:41:49,000 - mmaction - INFO - Epoch [83][400/940] lr: 1.000e-04, eta: 5:09:22, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7650, top5_acc: 0.9098, loss_cls: 0.9496, loss: 0.9496, grad_norm: 6.0386 2021-03-08 20:42:07,479 - mmaction - INFO - Epoch [83][420/940] lr: 1.000e-04, eta: 5:08:59, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7781, top5_acc: 0.9143, loss_cls: 0.9079, loss: 0.9079, grad_norm: 5.8554 2021-03-08 20:42:25,877 - mmaction - INFO - Epoch [83][440/940] lr: 1.000e-04, eta: 5:08:36, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7797, top5_acc: 0.9098, loss_cls: 0.9120, loss: 0.9120, grad_norm: 5.8698 2021-03-08 20:42:44,361 - mmaction - INFO - Epoch [83][460/940] lr: 1.000e-04, eta: 5:08:12, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.7691, top5_acc: 0.9105, loss_cls: 0.9459, loss: 0.9459, grad_norm: 6.0345 2021-03-08 20:43:02,833 - mmaction - INFO - Epoch [83][480/940] lr: 1.000e-04, eta: 5:07:49, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.7740, top5_acc: 0.9139, loss_cls: 0.9025, loss: 0.9025, grad_norm: 5.9513 2021-03-08 20:43:21,177 - mmaction - INFO - Epoch [83][500/940] lr: 1.000e-04, eta: 5:07:26, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7797, top5_acc: 0.9125, loss_cls: 0.9144, loss: 0.9144, grad_norm: 5.9393 2021-03-08 20:43:39,620 - mmaction - INFO - Epoch [83][520/940] lr: 1.000e-04, eta: 5:07:02, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.7664, top5_acc: 0.9143, loss_cls: 0.9240, loss: 0.9240, grad_norm: 6.0380 2021-03-08 20:43:58,184 - mmaction - INFO - Epoch [83][540/940] lr: 1.000e-04, eta: 5:06:39, time: 0.928, data_time: 0.002, memory: 8361, top1_acc: 0.7838, top5_acc: 0.9170, loss_cls: 0.9093, loss: 0.9093, grad_norm: 5.9082 2021-03-08 20:44:16,535 - mmaction - INFO - Epoch [83][560/940] lr: 1.000e-04, eta: 5:06:16, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7629, top5_acc: 0.9012, loss_cls: 0.9810, loss: 0.9810, grad_norm: 6.0376 2021-03-08 20:44:34,950 - mmaction - INFO - Epoch [83][580/940] lr: 1.000e-04, eta: 5:05:52, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7768, top5_acc: 0.9092, loss_cls: 0.9215, loss: 0.9215, grad_norm: 5.9389 2021-03-08 20:44:53,391 - mmaction - INFO - Epoch [83][600/940] lr: 1.000e-04, eta: 5:05:29, time: 0.922, data_time: 0.003, memory: 8361, top1_acc: 0.7695, top5_acc: 0.9141, loss_cls: 0.9262, loss: 0.9262, grad_norm: 6.0180 2021-03-08 20:45:11,786 - mmaction - INFO - Epoch [83][620/940] lr: 1.000e-04, eta: 5:05:06, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7686, top5_acc: 0.9121, loss_cls: 0.9346, loss: 0.9346, grad_norm: 6.0762 2021-03-08 20:45:30,220 - mmaction - INFO - Epoch [83][640/940] lr: 1.000e-04, eta: 5:04:42, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7703, top5_acc: 0.9070, loss_cls: 0.9457, loss: 0.9457, grad_norm: 5.9703 2021-03-08 20:45:48,678 - mmaction - INFO - Epoch [83][660/940] lr: 1.000e-04, eta: 5:04:19, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7707, top5_acc: 0.9037, loss_cls: 0.9544, loss: 0.9544, grad_norm: 6.0493 2021-03-08 20:46:07,184 - mmaction - INFO - Epoch [83][680/940] lr: 1.000e-04, eta: 5:03:56, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.7721, top5_acc: 0.9104, loss_cls: 0.9221, loss: 0.9221, grad_norm: 6.0079 2021-03-08 20:46:25,433 - mmaction - INFO - Epoch [83][700/940] lr: 1.000e-04, eta: 5:03:32, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7711, top5_acc: 0.9109, loss_cls: 0.9277, loss: 0.9277, grad_norm: 5.9471 2021-03-08 20:46:43,823 - mmaction - INFO - Epoch [83][720/940] lr: 1.000e-04, eta: 5:03:09, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7650, top5_acc: 0.9023, loss_cls: 0.9507, loss: 0.9507, grad_norm: 6.0656 2021-03-08 20:47:02,273 - mmaction - INFO - Epoch [83][740/940] lr: 1.000e-04, eta: 5:02:46, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7709, top5_acc: 0.9094, loss_cls: 0.9446, loss: 0.9446, grad_norm: 6.0311 2021-03-08 20:47:20,646 - mmaction - INFO - Epoch [83][760/940] lr: 1.000e-04, eta: 5:02:23, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7686, top5_acc: 0.9068, loss_cls: 0.9308, loss: 0.9308, grad_norm: 5.9582 2021-03-08 20:47:39,111 - mmaction - INFO - Epoch [83][780/940] lr: 1.000e-04, eta: 5:01:59, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7752, top5_acc: 0.9051, loss_cls: 0.9255, loss: 0.9255, grad_norm: 5.9387 2021-03-08 20:47:57,516 - mmaction - INFO - Epoch [83][800/940] lr: 1.000e-04, eta: 5:01:36, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7600, top5_acc: 0.9051, loss_cls: 0.9715, loss: 0.9715, grad_norm: 6.1706 2021-03-08 20:48:15,790 - mmaction - INFO - Epoch [83][820/940] lr: 1.000e-04, eta: 5:01:13, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7791, top5_acc: 0.9162, loss_cls: 0.9062, loss: 0.9062, grad_norm: 5.9755 2021-03-08 20:48:34,162 - mmaction - INFO - Epoch [83][840/940] lr: 1.000e-04, eta: 5:00:49, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7754, top5_acc: 0.9014, loss_cls: 0.9409, loss: 0.9409, grad_norm: 5.9784 2021-03-08 20:48:52,602 - mmaction - INFO - Epoch [83][860/940] lr: 1.000e-04, eta: 5:00:26, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7818, top5_acc: 0.9141, loss_cls: 0.8981, loss: 0.8981, grad_norm: 5.8765 2021-03-08 20:49:10,986 - mmaction - INFO - Epoch [83][880/940] lr: 1.000e-04, eta: 5:00:03, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7719, top5_acc: 0.9055, loss_cls: 0.9495, loss: 0.9495, grad_norm: 6.0616 2021-03-08 20:49:29,387 - mmaction - INFO - Epoch [83][900/940] lr: 1.000e-04, eta: 4:59:40, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7781, top5_acc: 0.9125, loss_cls: 0.9349, loss: 0.9349, grad_norm: 6.0755 2021-03-08 20:49:47,770 - mmaction - INFO - Epoch [83][920/940] lr: 1.000e-04, eta: 4:59:16, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7750, top5_acc: 0.9111, loss_cls: 0.9281, loss: 0.9281, grad_norm: 6.0613 2021-03-08 20:50:05,694 - mmaction - INFO - Epoch [83][940/940] lr: 1.000e-04, eta: 4:58:53, time: 0.896, data_time: 0.002, memory: 8361, top1_acc: 0.7735, top5_acc: 0.9056, loss_cls: 0.9199, loss: 0.9199, grad_norm: 6.0274 2021-03-08 20:50:07,627 - mmaction - INFO - Saving checkpoint at 83 epochs 2021-03-08 20:52:45,007 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 20:52:45,986 - mmaction - INFO - top1_acc 0.7028 top5_acc 0.8872 2021-03-08 20:52:45,994 - mmaction - INFO - Epoch(val) [83][940] top1_acc: 0.7028, top5_acc: 0.8872 2021-03-08 20:56:17,581 - mmaction - INFO - Epoch [84][20/940] lr: 1.000e-04, eta: 4:59:09, time: 10.578, data_time: 9.646, memory: 8361, top1_acc: 0.7760, top5_acc: 0.9119, loss_cls: 0.9141, loss: 0.9141, grad_norm: 5.9905 2021-03-08 20:56:35,777 - mmaction - INFO - Epoch [84][40/940] lr: 1.000e-04, eta: 4:58:46, time: 0.910, data_time: 0.005, memory: 8361, top1_acc: 0.7736, top5_acc: 0.9062, loss_cls: 0.9198, loss: 0.9198, grad_norm: 5.8938 2021-03-08 20:56:53,982 - mmaction - INFO - Epoch [84][60/940] lr: 1.000e-04, eta: 4:58:22, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7797, top5_acc: 0.9135, loss_cls: 0.9133, loss: 0.9133, grad_norm: 5.9927 2021-03-08 20:57:12,163 - mmaction - INFO - Epoch [84][80/940] lr: 1.000e-04, eta: 4:57:59, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7736, top5_acc: 0.9150, loss_cls: 0.9253, loss: 0.9253, grad_norm: 5.9518 2021-03-08 20:57:30,378 - mmaction - INFO - Epoch [84][100/940] lr: 1.000e-04, eta: 4:57:36, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7760, top5_acc: 0.9125, loss_cls: 0.9299, loss: 0.9299, grad_norm: 6.0475 2021-03-08 20:57:48,635 - mmaction - INFO - Epoch [84][120/940] lr: 1.000e-04, eta: 4:57:12, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7719, top5_acc: 0.9068, loss_cls: 0.9417, loss: 0.9417, grad_norm: 6.0195 2021-03-08 20:58:06,996 - mmaction - INFO - Epoch [84][140/940] lr: 1.000e-04, eta: 4:56:49, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7768, top5_acc: 0.9105, loss_cls: 0.9233, loss: 0.9233, grad_norm: 5.9031 2021-03-08 20:58:25,379 - mmaction - INFO - Epoch [84][160/940] lr: 1.000e-04, eta: 4:56:26, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7637, top5_acc: 0.9090, loss_cls: 0.9389, loss: 0.9389, grad_norm: 6.0332 2021-03-08 20:58:43,644 - mmaction - INFO - Epoch [84][180/940] lr: 1.000e-04, eta: 4:56:02, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7672, top5_acc: 0.9041, loss_cls: 0.9663, loss: 0.9663, grad_norm: 6.1109 2021-03-08 20:59:02,147 - mmaction - INFO - Epoch [84][200/940] lr: 1.000e-04, eta: 4:55:39, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7576, top5_acc: 0.9037, loss_cls: 0.9694, loss: 0.9694, grad_norm: 6.1124 2021-03-08 20:59:20,537 - mmaction - INFO - Epoch [84][220/940] lr: 1.000e-04, eta: 4:55:16, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7725, top5_acc: 0.9127, loss_cls: 0.9202, loss: 0.9202, grad_norm: 6.0581 2021-03-08 20:59:38,919 - mmaction - INFO - Epoch [84][240/940] lr: 1.000e-04, eta: 4:54:52, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7729, top5_acc: 0.9156, loss_cls: 0.9011, loss: 0.9011, grad_norm: 5.9141 2021-03-08 20:59:57,331 - mmaction - INFO - Epoch [84][260/940] lr: 1.000e-04, eta: 4:54:29, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7754, top5_acc: 0.9092, loss_cls: 0.9336, loss: 0.9336, grad_norm: 5.9265 2021-03-08 21:00:15,819 - mmaction - INFO - Epoch [84][280/940] lr: 1.000e-04, eta: 4:54:06, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.7762, top5_acc: 0.9045, loss_cls: 0.9375, loss: 0.9375, grad_norm: 5.9100 2021-03-08 21:00:34,269 - mmaction - INFO - Epoch [84][300/940] lr: 1.000e-04, eta: 4:53:43, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7812, top5_acc: 0.9125, loss_cls: 0.9039, loss: 0.9039, grad_norm: 5.9367 2021-03-08 21:00:52,581 - mmaction - INFO - Epoch [84][320/940] lr: 1.000e-04, eta: 4:53:19, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7600, top5_acc: 0.9020, loss_cls: 0.9773, loss: 0.9773, grad_norm: 6.1931 2021-03-08 21:01:10,957 - mmaction - INFO - Epoch [84][340/940] lr: 1.000e-04, eta: 4:52:56, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7686, top5_acc: 0.9104, loss_cls: 0.9310, loss: 0.9310, grad_norm: 6.1177 2021-03-08 21:01:29,250 - mmaction - INFO - Epoch [84][360/940] lr: 1.000e-04, eta: 4:52:33, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7777, top5_acc: 0.9051, loss_cls: 0.9420, loss: 0.9420, grad_norm: 5.9210 2021-03-08 21:01:47,796 - mmaction - INFO - Epoch [84][380/940] lr: 1.000e-04, eta: 4:52:09, time: 0.928, data_time: 0.002, memory: 8361, top1_acc: 0.7783, top5_acc: 0.9135, loss_cls: 0.8979, loss: 0.8979, grad_norm: 5.8884 2021-03-08 21:02:06,197 - mmaction - INFO - Epoch [84][400/940] lr: 1.000e-04, eta: 4:51:46, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7709, top5_acc: 0.9131, loss_cls: 0.9227, loss: 0.9227, grad_norm: 6.0107 2021-03-08 21:02:24,612 - mmaction - INFO - Epoch [84][420/940] lr: 1.000e-04, eta: 4:51:23, time: 0.921, data_time: 0.003, memory: 8361, top1_acc: 0.7643, top5_acc: 0.9039, loss_cls: 0.9459, loss: 0.9459, grad_norm: 5.9386 2021-03-08 21:02:43,013 - mmaction - INFO - Epoch [84][440/940] lr: 1.000e-04, eta: 4:51:00, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7744, top5_acc: 0.9080, loss_cls: 0.9290, loss: 0.9290, grad_norm: 5.9444 2021-03-08 21:03:01,426 - mmaction - INFO - Epoch [84][460/940] lr: 1.000e-04, eta: 4:50:36, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7742, top5_acc: 0.9109, loss_cls: 0.9151, loss: 0.9151, grad_norm: 5.9698 2021-03-08 21:03:19,954 - mmaction - INFO - Epoch [84][480/940] lr: 1.000e-04, eta: 4:50:13, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.7791, top5_acc: 0.9178, loss_cls: 0.8976, loss: 0.8976, grad_norm: 5.9224 2021-03-08 21:03:38,353 - mmaction - INFO - Epoch [84][500/940] lr: 1.000e-04, eta: 4:49:50, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7805, top5_acc: 0.9115, loss_cls: 0.9028, loss: 0.9028, grad_norm: 5.8496 2021-03-08 21:03:56,735 - mmaction - INFO - Epoch [84][520/940] lr: 1.000e-04, eta: 4:49:26, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7678, top5_acc: 0.9066, loss_cls: 0.9234, loss: 0.9234, grad_norm: 5.9465 2021-03-08 21:04:15,218 - mmaction - INFO - Epoch [84][540/940] lr: 1.000e-04, eta: 4:49:03, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7762, top5_acc: 0.9146, loss_cls: 0.9069, loss: 0.9069, grad_norm: 5.8755 2021-03-08 21:04:33,603 - mmaction - INFO - Epoch [84][560/940] lr: 1.000e-04, eta: 4:48:40, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7725, top5_acc: 0.9143, loss_cls: 0.9126, loss: 0.9126, grad_norm: 5.9123 2021-03-08 21:04:51,984 - mmaction - INFO - Epoch [84][580/940] lr: 1.000e-04, eta: 4:48:17, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7770, top5_acc: 0.9094, loss_cls: 0.9342, loss: 0.9342, grad_norm: 5.9266 2021-03-08 21:05:10,328 - mmaction - INFO - Epoch [84][600/940] lr: 1.000e-04, eta: 4:47:53, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7725, top5_acc: 0.9121, loss_cls: 0.9216, loss: 0.9216, grad_norm: 5.9521 2021-03-08 21:05:28,704 - mmaction - INFO - Epoch [84][620/940] lr: 1.000e-04, eta: 4:47:30, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7709, top5_acc: 0.9100, loss_cls: 0.9260, loss: 0.9260, grad_norm: 5.9249 2021-03-08 21:05:47,075 - mmaction - INFO - Epoch [84][640/940] lr: 1.000e-04, eta: 4:47:07, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7688, top5_acc: 0.9059, loss_cls: 0.9585, loss: 0.9585, grad_norm: 6.0452 2021-03-08 21:06:05,565 - mmaction - INFO - Epoch [84][660/940] lr: 1.000e-04, eta: 4:46:44, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.7801, top5_acc: 0.9180, loss_cls: 0.8684, loss: 0.8684, grad_norm: 5.8625 2021-03-08 21:06:23,866 - mmaction - INFO - Epoch [84][680/940] lr: 1.000e-04, eta: 4:46:20, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7750, top5_acc: 0.9096, loss_cls: 0.9291, loss: 0.9291, grad_norm: 5.9777 2021-03-08 21:06:42,281 - mmaction - INFO - Epoch [84][700/940] lr: 1.000e-04, eta: 4:45:57, time: 0.922, data_time: 0.003, memory: 8361, top1_acc: 0.7787, top5_acc: 0.9082, loss_cls: 0.9158, loss: 0.9158, grad_norm: 5.9554 2021-03-08 21:07:00,707 - mmaction - INFO - Epoch [84][720/940] lr: 1.000e-04, eta: 4:45:34, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7756, top5_acc: 0.9059, loss_cls: 0.9197, loss: 0.9197, grad_norm: 5.9749 2021-03-08 21:07:19,127 - mmaction - INFO - Epoch [84][740/940] lr: 1.000e-04, eta: 4:45:11, time: 0.921, data_time: 0.003, memory: 8361, top1_acc: 0.7740, top5_acc: 0.9084, loss_cls: 0.9212, loss: 0.9212, grad_norm: 5.9734 2021-03-08 21:07:37,483 - mmaction - INFO - Epoch [84][760/940] lr: 1.000e-04, eta: 4:44:47, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7744, top5_acc: 0.9086, loss_cls: 0.9231, loss: 0.9231, grad_norm: 5.9475 2021-03-08 21:07:55,805 - mmaction - INFO - Epoch [84][780/940] lr: 1.000e-04, eta: 4:44:24, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7844, top5_acc: 0.9154, loss_cls: 0.8906, loss: 0.8906, grad_norm: 5.9445 2021-03-08 21:08:14,194 - mmaction - INFO - Epoch [84][800/940] lr: 1.000e-04, eta: 4:44:01, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7789, top5_acc: 0.9098, loss_cls: 0.9207, loss: 0.9207, grad_norm: 5.9585 2021-03-08 21:08:32,591 - mmaction - INFO - Epoch [84][820/940] lr: 1.000e-04, eta: 4:43:38, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7762, top5_acc: 0.9102, loss_cls: 0.9204, loss: 0.9204, grad_norm: 6.0033 2021-03-08 21:08:51,035 - mmaction - INFO - Epoch [84][840/940] lr: 1.000e-04, eta: 4:43:14, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.7785, top5_acc: 0.9154, loss_cls: 0.8921, loss: 0.8921, grad_norm: 5.8377 2021-03-08 21:09:09,319 - mmaction - INFO - Epoch [84][860/940] lr: 1.000e-04, eta: 4:42:51, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7639, top5_acc: 0.9105, loss_cls: 0.9387, loss: 0.9387, grad_norm: 5.9970 2021-03-08 21:09:27,786 - mmaction - INFO - Epoch [84][880/940] lr: 1.000e-04, eta: 4:42:28, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7834, top5_acc: 0.9150, loss_cls: 0.9068, loss: 0.9068, grad_norm: 5.8757 2021-03-08 21:09:46,096 - mmaction - INFO - Epoch [84][900/940] lr: 1.000e-04, eta: 4:42:05, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7662, top5_acc: 0.9090, loss_cls: 0.9622, loss: 0.9622, grad_norm: 6.1350 2021-03-08 21:10:04,373 - mmaction - INFO - Epoch [84][920/940] lr: 1.000e-04, eta: 4:41:42, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7715, top5_acc: 0.9049, loss_cls: 0.9447, loss: 0.9447, grad_norm: 6.0075 2021-03-08 21:10:22,272 - mmaction - INFO - Epoch [84][940/940] lr: 1.000e-04, eta: 4:41:18, time: 0.895, data_time: 0.002, memory: 8361, top1_acc: 0.7735, top5_acc: 0.9089, loss_cls: 0.9189, loss: 0.9189, grad_norm: 6.0803 2021-03-08 21:10:24,189 - mmaction - INFO - Saving checkpoint at 84 epochs 2021-03-08 21:13:01,618 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 21:13:02,599 - mmaction - INFO - top1_acc 0.7080 top5_acc 0.8901 2021-03-08 21:13:02,607 - mmaction - INFO - Epoch(val) [84][940] top1_acc: 0.7080, top5_acc: 0.8901 2021-03-08 21:16:34,986 - mmaction - INFO - Epoch [85][20/940] lr: 1.000e-04, eta: 4:41:32, time: 10.618, data_time: 9.714, memory: 8361, top1_acc: 0.7793, top5_acc: 0.9123, loss_cls: 0.9055, loss: 0.9055, grad_norm: 5.9824 2021-03-08 21:16:53,077 - mmaction - INFO - Epoch [85][40/940] lr: 1.000e-04, eta: 4:41:09, time: 0.904, data_time: 0.002, memory: 8361, top1_acc: 0.7770, top5_acc: 0.9137, loss_cls: 0.9002, loss: 0.9002, grad_norm: 6.0000 2021-03-08 21:17:11,288 - mmaction - INFO - Epoch [85][60/940] lr: 1.000e-04, eta: 4:40:45, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7811, top5_acc: 0.9182, loss_cls: 0.8992, loss: 0.8992, grad_norm: 5.9460 2021-03-08 21:17:29,625 - mmaction - INFO - Epoch [85][80/940] lr: 1.000e-04, eta: 4:40:22, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7816, top5_acc: 0.9184, loss_cls: 0.8852, loss: 0.8852, grad_norm: 5.8919 2021-03-08 21:17:47,864 - mmaction - INFO - Epoch [85][100/940] lr: 1.000e-04, eta: 4:39:59, time: 0.913, data_time: 0.003, memory: 8361, top1_acc: 0.7639, top5_acc: 0.9066, loss_cls: 0.9703, loss: 0.9703, grad_norm: 6.0671 2021-03-08 21:18:06,010 - mmaction - INFO - Epoch [85][120/940] lr: 1.000e-04, eta: 4:39:35, time: 0.907, data_time: 0.001, memory: 8361, top1_acc: 0.7570, top5_acc: 0.9010, loss_cls: 0.9975, loss: 0.9975, grad_norm: 6.2265 2021-03-08 21:18:24,184 - mmaction - INFO - Epoch [85][140/940] lr: 1.000e-04, eta: 4:39:12, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7703, top5_acc: 0.9072, loss_cls: 0.9432, loss: 0.9432, grad_norm: 6.0791 2021-03-08 21:18:42,404 - mmaction - INFO - Epoch [85][160/940] lr: 1.000e-04, eta: 4:38:49, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7775, top5_acc: 0.9064, loss_cls: 0.9325, loss: 0.9325, grad_norm: 5.9989 2021-03-08 21:19:00,826 - mmaction - INFO - Epoch [85][180/940] lr: 1.000e-04, eta: 4:38:26, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7744, top5_acc: 0.9107, loss_cls: 0.9281, loss: 0.9281, grad_norm: 6.0390 2021-03-08 21:19:19,130 - mmaction - INFO - Epoch [85][200/940] lr: 1.000e-04, eta: 4:38:02, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7721, top5_acc: 0.9113, loss_cls: 0.9329, loss: 0.9329, grad_norm: 5.9830 2021-03-08 21:19:37,504 - mmaction - INFO - Epoch [85][220/940] lr: 1.000e-04, eta: 4:37:39, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7740, top5_acc: 0.9020, loss_cls: 0.9296, loss: 0.9296, grad_norm: 5.9399 2021-03-08 21:19:55,859 - mmaction - INFO - Epoch [85][240/940] lr: 1.000e-04, eta: 4:37:16, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7768, top5_acc: 0.9102, loss_cls: 0.9210, loss: 0.9210, grad_norm: 5.9312 2021-03-08 21:20:14,185 - mmaction - INFO - Epoch [85][260/940] lr: 1.000e-04, eta: 4:36:53, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7758, top5_acc: 0.9047, loss_cls: 0.9404, loss: 0.9404, grad_norm: 5.9623 2021-03-08 21:20:32,697 - mmaction - INFO - Epoch [85][280/940] lr: 1.000e-04, eta: 4:36:29, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.7674, top5_acc: 0.9051, loss_cls: 0.9572, loss: 0.9572, grad_norm: 5.9824 2021-03-08 21:20:51,089 - mmaction - INFO - Epoch [85][300/940] lr: 1.000e-04, eta: 4:36:06, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7760, top5_acc: 0.9119, loss_cls: 0.9083, loss: 0.9083, grad_norm: 6.0261 2021-03-08 21:21:09,491 - mmaction - INFO - Epoch [85][320/940] lr: 1.000e-04, eta: 4:35:43, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7725, top5_acc: 0.9145, loss_cls: 0.9187, loss: 0.9187, grad_norm: 5.9737 2021-03-08 21:21:27,908 - mmaction - INFO - Epoch [85][340/940] lr: 1.000e-04, eta: 4:35:20, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7777, top5_acc: 0.9104, loss_cls: 0.9226, loss: 0.9226, grad_norm: 5.9566 2021-03-08 21:21:46,220 - mmaction - INFO - Epoch [85][360/940] lr: 1.000e-04, eta: 4:34:56, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7766, top5_acc: 0.9055, loss_cls: 0.9149, loss: 0.9149, grad_norm: 5.8737 2021-03-08 21:22:04,626 - mmaction - INFO - Epoch [85][380/940] lr: 1.000e-04, eta: 4:34:33, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7723, top5_acc: 0.9059, loss_cls: 0.9346, loss: 0.9346, grad_norm: 5.9245 2021-03-08 21:22:23,022 - mmaction - INFO - Epoch [85][400/940] lr: 1.000e-04, eta: 4:34:10, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7752, top5_acc: 0.9121, loss_cls: 0.9039, loss: 0.9039, grad_norm: 5.9125 2021-03-08 21:22:41,427 - mmaction - INFO - Epoch [85][420/940] lr: 1.000e-04, eta: 4:33:47, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7768, top5_acc: 0.9127, loss_cls: 0.9163, loss: 0.9163, grad_norm: 5.9649 2021-03-08 21:22:59,904 - mmaction - INFO - Epoch [85][440/940] lr: 1.000e-04, eta: 4:33:23, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7709, top5_acc: 0.9094, loss_cls: 0.9267, loss: 0.9267, grad_norm: 6.0165 2021-03-08 21:23:18,442 - mmaction - INFO - Epoch [85][460/940] lr: 1.000e-04, eta: 4:33:00, time: 0.927, data_time: 0.002, memory: 8361, top1_acc: 0.7775, top5_acc: 0.9090, loss_cls: 0.9318, loss: 0.9318, grad_norm: 6.0171 2021-03-08 21:23:36,680 - mmaction - INFO - Epoch [85][480/940] lr: 1.000e-04, eta: 4:32:37, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7770, top5_acc: 0.9107, loss_cls: 0.9247, loss: 0.9247, grad_norm: 6.0414 2021-03-08 21:23:55,176 - mmaction - INFO - Epoch [85][500/940] lr: 1.000e-04, eta: 4:32:14, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7828, top5_acc: 0.9189, loss_cls: 0.8735, loss: 0.8735, grad_norm: 5.8363 2021-03-08 21:24:13,434 - mmaction - INFO - Epoch [85][520/940] lr: 1.000e-04, eta: 4:31:51, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7732, top5_acc: 0.9143, loss_cls: 0.9209, loss: 0.9209, grad_norm: 6.0512 2021-03-08 21:24:31,811 - mmaction - INFO - Epoch [85][540/940] lr: 1.000e-04, eta: 4:31:27, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7684, top5_acc: 0.9078, loss_cls: 0.9390, loss: 0.9390, grad_norm: 6.0131 2021-03-08 21:24:50,319 - mmaction - INFO - Epoch [85][560/940] lr: 1.000e-04, eta: 4:31:04, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7752, top5_acc: 0.9127, loss_cls: 0.9011, loss: 0.9011, grad_norm: 5.9440 2021-03-08 21:25:08,759 - mmaction - INFO - Epoch [85][580/940] lr: 1.000e-04, eta: 4:30:41, time: 0.923, data_time: 0.003, memory: 8361, top1_acc: 0.7752, top5_acc: 0.9078, loss_cls: 0.9222, loss: 0.9222, grad_norm: 5.9758 2021-03-08 21:25:27,249 - mmaction - INFO - Epoch [85][600/940] lr: 1.000e-04, eta: 4:30:18, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7764, top5_acc: 0.9139, loss_cls: 0.8977, loss: 0.8977, grad_norm: 5.8808 2021-03-08 21:25:45,694 - mmaction - INFO - Epoch [85][620/940] lr: 1.000e-04, eta: 4:29:55, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7803, top5_acc: 0.9146, loss_cls: 0.8985, loss: 0.8985, grad_norm: 5.9525 2021-03-08 21:26:04,060 - mmaction - INFO - Epoch [85][640/940] lr: 1.000e-04, eta: 4:29:31, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7650, top5_acc: 0.9027, loss_cls: 0.9572, loss: 0.9572, grad_norm: 6.1160 2021-03-08 21:26:22,560 - mmaction - INFO - Epoch [85][660/940] lr: 1.000e-04, eta: 4:29:08, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7652, top5_acc: 0.9016, loss_cls: 0.9638, loss: 0.9638, grad_norm: 6.1295 2021-03-08 21:26:40,880 - mmaction - INFO - Epoch [85][680/940] lr: 1.000e-04, eta: 4:28:45, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7918, top5_acc: 0.9152, loss_cls: 0.8878, loss: 0.8878, grad_norm: 5.8576 2021-03-08 21:26:59,377 - mmaction - INFO - Epoch [85][700/940] lr: 1.000e-04, eta: 4:28:22, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7705, top5_acc: 0.9102, loss_cls: 0.9272, loss: 0.9272, grad_norm: 6.0162 2021-03-08 21:27:17,743 - mmaction - INFO - Epoch [85][720/940] lr: 1.000e-04, eta: 4:27:59, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7693, top5_acc: 0.9090, loss_cls: 0.9462, loss: 0.9462, grad_norm: 6.0847 2021-03-08 21:27:36,159 - mmaction - INFO - Epoch [85][740/940] lr: 1.000e-04, eta: 4:27:35, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7775, top5_acc: 0.9123, loss_cls: 0.9084, loss: 0.9084, grad_norm: 5.9207 2021-03-08 21:27:54,512 - mmaction - INFO - Epoch [85][760/940] lr: 1.000e-04, eta: 4:27:12, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7666, top5_acc: 0.9123, loss_cls: 0.9330, loss: 0.9330, grad_norm: 5.9587 2021-03-08 21:28:12,856 - mmaction - INFO - Epoch [85][780/940] lr: 1.000e-04, eta: 4:26:49, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7727, top5_acc: 0.9104, loss_cls: 0.9208, loss: 0.9208, grad_norm: 5.9382 2021-03-08 21:28:31,162 - mmaction - INFO - Epoch [85][800/940] lr: 1.000e-04, eta: 4:26:26, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7799, top5_acc: 0.9125, loss_cls: 0.9092, loss: 0.9092, grad_norm: 5.9705 2021-03-08 21:28:49,631 - mmaction - INFO - Epoch [85][820/940] lr: 1.000e-04, eta: 4:26:03, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7689, top5_acc: 0.9123, loss_cls: 0.9225, loss: 0.9225, grad_norm: 6.0138 2021-03-08 21:29:08,106 - mmaction - INFO - Epoch [85][840/940] lr: 1.000e-04, eta: 4:25:40, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7713, top5_acc: 0.9043, loss_cls: 0.9373, loss: 0.9373, grad_norm: 6.0452 2021-03-08 21:29:26,405 - mmaction - INFO - Epoch [85][860/940] lr: 1.000e-04, eta: 4:25:16, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7740, top5_acc: 0.9145, loss_cls: 0.8936, loss: 0.8936, grad_norm: 5.9385 2021-03-08 21:29:44,710 - mmaction - INFO - Epoch [85][880/940] lr: 1.000e-04, eta: 4:24:53, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7762, top5_acc: 0.9156, loss_cls: 0.8946, loss: 0.8946, grad_norm: 5.9668 2021-03-08 21:30:03,065 - mmaction - INFO - Epoch [85][900/940] lr: 1.000e-04, eta: 4:24:30, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7711, top5_acc: 0.9070, loss_cls: 0.9374, loss: 0.9374, grad_norm: 5.9614 2021-03-08 21:30:21,409 - mmaction - INFO - Epoch [85][920/940] lr: 1.000e-04, eta: 4:24:07, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7766, top5_acc: 0.9156, loss_cls: 0.8992, loss: 0.8992, grad_norm: 5.9240 2021-03-08 21:30:39,387 - mmaction - INFO - Epoch [85][940/940] lr: 1.000e-04, eta: 4:23:44, time: 0.898, data_time: 0.002, memory: 8361, top1_acc: 0.7575, top5_acc: 0.9060, loss_cls: 0.9714, loss: 0.9714, grad_norm: 6.1570 2021-03-08 21:30:41,310 - mmaction - INFO - Saving checkpoint at 85 epochs 2021-03-08 21:33:17,356 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 21:33:18,334 - mmaction - INFO - top1_acc 0.7091 top5_acc 0.8900 2021-03-08 21:33:18,341 - mmaction - INFO - Epoch(val) [85][940] top1_acc: 0.7091, top5_acc: 0.8900 2021-03-08 21:36:50,015 - mmaction - INFO - Epoch [86][20/940] lr: 1.000e-04, eta: 4:23:55, time: 10.582, data_time: 9.661, memory: 8361, top1_acc: 0.7756, top5_acc: 0.9109, loss_cls: 0.9213, loss: 0.9213, grad_norm: 5.9698 2021-03-08 21:37:08,175 - mmaction - INFO - Epoch [86][40/940] lr: 1.000e-04, eta: 4:23:31, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.7865, top5_acc: 0.9168, loss_cls: 0.8780, loss: 0.8780, grad_norm: 5.8971 2021-03-08 21:37:26,416 - mmaction - INFO - Epoch [86][60/940] lr: 1.000e-04, eta: 4:23:08, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7898, top5_acc: 0.9152, loss_cls: 0.8687, loss: 0.8687, grad_norm: 5.8031 2021-03-08 21:37:44,676 - mmaction - INFO - Epoch [86][80/940] lr: 1.000e-04, eta: 4:22:45, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7754, top5_acc: 0.9074, loss_cls: 0.9422, loss: 0.9422, grad_norm: 5.9815 2021-03-08 21:38:02,897 - mmaction - INFO - Epoch [86][100/940] lr: 1.000e-04, eta: 4:22:22, time: 0.914, data_time: 0.004, memory: 8361, top1_acc: 0.7650, top5_acc: 0.9098, loss_cls: 0.9328, loss: 0.9328, grad_norm: 5.9298 2021-03-08 21:38:21,035 - mmaction - INFO - Epoch [86][120/940] lr: 1.000e-04, eta: 4:21:58, time: 0.907, data_time: 0.001, memory: 8361, top1_acc: 0.7658, top5_acc: 0.9102, loss_cls: 0.9379, loss: 0.9379, grad_norm: 6.1016 2021-03-08 21:38:39,193 - mmaction - INFO - Epoch [86][140/940] lr: 1.000e-04, eta: 4:21:35, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.7746, top5_acc: 0.9139, loss_cls: 0.9024, loss: 0.9024, grad_norm: 5.9511 2021-03-08 21:38:57,492 - mmaction - INFO - Epoch [86][160/940] lr: 1.000e-04, eta: 4:21:12, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7787, top5_acc: 0.9146, loss_cls: 0.9020, loss: 0.9020, grad_norm: 5.8423 2021-03-08 21:39:15,773 - mmaction - INFO - Epoch [86][180/940] lr: 1.000e-04, eta: 4:20:49, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7812, top5_acc: 0.9143, loss_cls: 0.9100, loss: 0.9100, grad_norm: 6.0070 2021-03-08 21:39:34,359 - mmaction - INFO - Epoch [86][200/940] lr: 1.000e-04, eta: 4:20:25, time: 0.929, data_time: 0.003, memory: 8361, top1_acc: 0.7689, top5_acc: 0.8996, loss_cls: 0.9562, loss: 0.9562, grad_norm: 5.9981 2021-03-08 21:39:52,755 - mmaction - INFO - Epoch [86][220/940] lr: 1.000e-04, eta: 4:20:02, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7742, top5_acc: 0.9059, loss_cls: 0.9388, loss: 0.9388, grad_norm: 6.0787 2021-03-08 21:40:11,145 - mmaction - INFO - Epoch [86][240/940] lr: 1.000e-04, eta: 4:19:39, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.7736, top5_acc: 0.9137, loss_cls: 0.9233, loss: 0.9233, grad_norm: 6.0219 2021-03-08 21:40:29,614 - mmaction - INFO - Epoch [86][260/940] lr: 1.000e-04, eta: 4:19:16, time: 0.924, data_time: 0.003, memory: 8361, top1_acc: 0.7826, top5_acc: 0.9139, loss_cls: 0.8913, loss: 0.8913, grad_norm: 5.8551 2021-03-08 21:40:47,929 - mmaction - INFO - Epoch [86][280/940] lr: 1.000e-04, eta: 4:18:53, time: 0.915, data_time: 0.003, memory: 8361, top1_acc: 0.7781, top5_acc: 0.9139, loss_cls: 0.9039, loss: 0.9039, grad_norm: 5.9865 2021-03-08 21:41:06,236 - mmaction - INFO - Epoch [86][300/940] lr: 1.000e-04, eta: 4:18:30, time: 0.917, data_time: 0.003, memory: 8361, top1_acc: 0.7717, top5_acc: 0.9074, loss_cls: 0.9368, loss: 0.9368, grad_norm: 5.9904 2021-03-08 21:41:24,733 - mmaction - INFO - Epoch [86][320/940] lr: 1.000e-04, eta: 4:18:06, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7801, top5_acc: 0.9148, loss_cls: 0.9110, loss: 0.9110, grad_norm: 6.0028 2021-03-08 21:41:43,195 - mmaction - INFO - Epoch [86][340/940] lr: 1.000e-04, eta: 4:17:43, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7773, top5_acc: 0.9109, loss_cls: 0.9110, loss: 0.9110, grad_norm: 5.9640 2021-03-08 21:42:01,771 - mmaction - INFO - Epoch [86][360/940] lr: 1.000e-04, eta: 4:17:20, time: 0.929, data_time: 0.002, memory: 8361, top1_acc: 0.7723, top5_acc: 0.9053, loss_cls: 0.9412, loss: 0.9412, grad_norm: 6.0248 2021-03-08 21:42:20,156 - mmaction - INFO - Epoch [86][380/940] lr: 1.000e-04, eta: 4:16:57, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7820, top5_acc: 0.9154, loss_cls: 0.8850, loss: 0.8850, grad_norm: 5.8236 2021-03-08 21:42:38,594 - mmaction - INFO - Epoch [86][400/940] lr: 1.000e-04, eta: 4:16:34, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.7814, top5_acc: 0.9111, loss_cls: 0.9154, loss: 0.9154, grad_norm: 5.9450 2021-03-08 21:42:56,957 - mmaction - INFO - Epoch [86][420/940] lr: 1.000e-04, eta: 4:16:11, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7693, top5_acc: 0.9104, loss_cls: 0.9247, loss: 0.9247, grad_norm: 6.1534 2021-03-08 21:43:15,392 - mmaction - INFO - Epoch [86][440/940] lr: 1.000e-04, eta: 4:15:47, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7705, top5_acc: 0.9078, loss_cls: 0.9319, loss: 0.9319, grad_norm: 6.0611 2021-03-08 21:43:33,682 - mmaction - INFO - Epoch [86][460/940] lr: 1.000e-04, eta: 4:15:24, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7785, top5_acc: 0.9158, loss_cls: 0.8847, loss: 0.8847, grad_norm: 5.9001 2021-03-08 21:43:52,002 - mmaction - INFO - Epoch [86][480/940] lr: 1.000e-04, eta: 4:15:01, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7842, top5_acc: 0.9160, loss_cls: 0.8729, loss: 0.8729, grad_norm: 5.8057 2021-03-08 21:44:10,403 - mmaction - INFO - Epoch [86][500/940] lr: 1.000e-04, eta: 4:14:38, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7734, top5_acc: 0.9131, loss_cls: 0.9117, loss: 0.9117, grad_norm: 5.8634 2021-03-08 21:44:28,731 - mmaction - INFO - Epoch [86][520/940] lr: 1.000e-04, eta: 4:14:15, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7713, top5_acc: 0.9131, loss_cls: 0.9346, loss: 0.9346, grad_norm: 6.0318 2021-03-08 21:44:47,179 - mmaction - INFO - Epoch [86][540/940] lr: 1.000e-04, eta: 4:13:52, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7828, top5_acc: 0.9119, loss_cls: 0.8882, loss: 0.8882, grad_norm: 5.8729 2021-03-08 21:45:05,560 - mmaction - INFO - Epoch [86][560/940] lr: 1.000e-04, eta: 4:13:28, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7812, top5_acc: 0.9105, loss_cls: 0.9117, loss: 0.9117, grad_norm: 5.8932 2021-03-08 21:45:23,869 - mmaction - INFO - Epoch [86][580/940] lr: 1.000e-04, eta: 4:13:05, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7740, top5_acc: 0.9078, loss_cls: 0.9280, loss: 0.9280, grad_norm: 6.0062 2021-03-08 21:45:42,388 - mmaction - INFO - Epoch [86][600/940] lr: 1.000e-04, eta: 4:12:42, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.7840, top5_acc: 0.9148, loss_cls: 0.8944, loss: 0.8944, grad_norm: 5.8686 2021-03-08 21:46:00,816 - mmaction - INFO - Epoch [86][620/940] lr: 1.000e-04, eta: 4:12:19, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7768, top5_acc: 0.9119, loss_cls: 0.9043, loss: 0.9043, grad_norm: 5.9376 2021-03-08 21:46:19,236 - mmaction - INFO - Epoch [86][640/940] lr: 1.000e-04, eta: 4:11:56, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7770, top5_acc: 0.9146, loss_cls: 0.9065, loss: 0.9065, grad_norm: 6.0176 2021-03-08 21:46:37,594 - mmaction - INFO - Epoch [86][660/940] lr: 1.000e-04, eta: 4:11:33, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7744, top5_acc: 0.9102, loss_cls: 0.9269, loss: 0.9269, grad_norm: 5.9478 2021-03-08 21:46:56,061 - mmaction - INFO - Epoch [86][680/940] lr: 1.000e-04, eta: 4:11:10, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7785, top5_acc: 0.9115, loss_cls: 0.9125, loss: 0.9125, grad_norm: 6.0223 2021-03-08 21:47:14,437 - mmaction - INFO - Epoch [86][700/940] lr: 1.000e-04, eta: 4:10:46, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7902, top5_acc: 0.9178, loss_cls: 0.8694, loss: 0.8694, grad_norm: 5.9617 2021-03-08 21:47:32,766 - mmaction - INFO - Epoch [86][720/940] lr: 1.000e-04, eta: 4:10:23, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7727, top5_acc: 0.9076, loss_cls: 0.9347, loss: 0.9347, grad_norm: 5.9265 2021-03-08 21:47:51,077 - mmaction - INFO - Epoch [86][740/940] lr: 1.000e-04, eta: 4:10:00, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7729, top5_acc: 0.9088, loss_cls: 0.9260, loss: 0.9260, grad_norm: 5.9525 2021-03-08 21:48:09,432 - mmaction - INFO - Epoch [86][760/940] lr: 1.000e-04, eta: 4:09:37, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7736, top5_acc: 0.9113, loss_cls: 0.9354, loss: 0.9354, grad_norm: 6.1009 2021-03-08 21:48:27,877 - mmaction - INFO - Epoch [86][780/940] lr: 1.000e-04, eta: 4:09:14, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7754, top5_acc: 0.9057, loss_cls: 0.9280, loss: 0.9280, grad_norm: 5.9160 2021-03-08 21:48:46,273 - mmaction - INFO - Epoch [86][800/940] lr: 1.000e-04, eta: 4:08:51, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7816, top5_acc: 0.9117, loss_cls: 0.8982, loss: 0.8982, grad_norm: 5.8915 2021-03-08 21:49:04,744 - mmaction - INFO - Epoch [86][820/940] lr: 1.000e-04, eta: 4:08:28, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7721, top5_acc: 0.9084, loss_cls: 0.9316, loss: 0.9316, grad_norm: 5.9697 2021-03-08 21:49:23,068 - mmaction - INFO - Epoch [86][840/940] lr: 1.000e-04, eta: 4:08:05, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7674, top5_acc: 0.9064, loss_cls: 0.9393, loss: 0.9393, grad_norm: 6.0164 2021-03-08 21:49:41,628 - mmaction - INFO - Epoch [86][860/940] lr: 1.000e-04, eta: 4:07:41, time: 0.928, data_time: 0.001, memory: 8361, top1_acc: 0.7738, top5_acc: 0.9096, loss_cls: 0.9171, loss: 0.9171, grad_norm: 5.9304 2021-03-08 21:50:00,042 - mmaction - INFO - Epoch [86][880/940] lr: 1.000e-04, eta: 4:07:18, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7652, top5_acc: 0.9090, loss_cls: 0.9553, loss: 0.9553, grad_norm: 6.1516 2021-03-08 21:50:18,398 - mmaction - INFO - Epoch [86][900/940] lr: 1.000e-04, eta: 4:06:55, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7693, top5_acc: 0.9086, loss_cls: 0.9342, loss: 0.9342, grad_norm: 6.0624 2021-03-08 21:50:36,778 - mmaction - INFO - Epoch [86][920/940] lr: 1.000e-04, eta: 4:06:32, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7801, top5_acc: 0.9166, loss_cls: 0.8767, loss: 0.8767, grad_norm: 5.9696 2021-03-08 21:50:54,645 - mmaction - INFO - Epoch [86][940/940] lr: 1.000e-04, eta: 4:06:09, time: 0.890, data_time: 0.002, memory: 8361, top1_acc: 0.7780, top5_acc: 0.9113, loss_cls: 0.9194, loss: 0.9194, grad_norm: 6.0609 2021-03-08 21:50:56,488 - mmaction - INFO - Saving checkpoint at 86 epochs 2021-03-08 21:53:35,881 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 21:53:36,861 - mmaction - INFO - top1_acc 0.7074 top5_acc 0.8884 2021-03-08 21:53:36,868 - mmaction - INFO - Epoch(val) [86][940] top1_acc: 0.7074, top5_acc: 0.8884 2021-03-08 21:57:08,019 - mmaction - INFO - Epoch [87][20/940] lr: 1.000e-04, eta: 4:06:17, time: 10.557, data_time: 9.632, memory: 8361, top1_acc: 0.7811, top5_acc: 0.9115, loss_cls: 0.9049, loss: 0.9049, grad_norm: 5.9309 2021-03-08 21:57:26,189 - mmaction - INFO - Epoch [87][40/940] lr: 1.000e-04, eta: 4:05:54, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.7803, top5_acc: 0.9152, loss_cls: 0.8939, loss: 0.8939, grad_norm: 5.9355 2021-03-08 21:57:44,351 - mmaction - INFO - Epoch [87][60/940] lr: 1.000e-04, eta: 4:05:31, time: 0.910, data_time: 0.003, memory: 8361, top1_acc: 0.7689, top5_acc: 0.9076, loss_cls: 0.9448, loss: 0.9448, grad_norm: 6.0978 2021-03-08 21:58:02,567 - mmaction - INFO - Epoch [87][80/940] lr: 1.000e-04, eta: 4:05:08, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7791, top5_acc: 0.9115, loss_cls: 0.9056, loss: 0.9056, grad_norm: 5.9294 2021-03-08 21:58:20,832 - mmaction - INFO - Epoch [87][100/940] lr: 1.000e-04, eta: 4:04:44, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7770, top5_acc: 0.9096, loss_cls: 0.9172, loss: 0.9172, grad_norm: 5.9695 2021-03-08 21:58:39,014 - mmaction - INFO - Epoch [87][120/940] lr: 1.000e-04, eta: 4:04:21, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7645, top5_acc: 0.9027, loss_cls: 0.9531, loss: 0.9531, grad_norm: 6.0765 2021-03-08 21:58:57,221 - mmaction - INFO - Epoch [87][140/940] lr: 1.000e-04, eta: 4:03:58, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7787, top5_acc: 0.9082, loss_cls: 0.9315, loss: 0.9315, grad_norm: 6.0069 2021-03-08 21:59:15,564 - mmaction - INFO - Epoch [87][160/940] lr: 1.000e-04, eta: 4:03:35, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7730, top5_acc: 0.9078, loss_cls: 0.9524, loss: 0.9524, grad_norm: 6.0672 2021-03-08 21:59:33,921 - mmaction - INFO - Epoch [87][180/940] lr: 1.000e-04, eta: 4:03:12, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7699, top5_acc: 0.9078, loss_cls: 0.9381, loss: 0.9381, grad_norm: 6.0278 2021-03-08 21:59:52,234 - mmaction - INFO - Epoch [87][200/940] lr: 1.000e-04, eta: 4:02:49, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7691, top5_acc: 0.9107, loss_cls: 0.9455, loss: 0.9455, grad_norm: 6.1200 2021-03-08 22:00:10,563 - mmaction - INFO - Epoch [87][220/940] lr: 1.000e-04, eta: 4:02:25, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7820, top5_acc: 0.9094, loss_cls: 0.9054, loss: 0.9054, grad_norm: 5.8657 2021-03-08 22:00:29,000 - mmaction - INFO - Epoch [87][240/940] lr: 1.000e-04, eta: 4:02:02, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7787, top5_acc: 0.9139, loss_cls: 0.8977, loss: 0.8977, grad_norm: 6.0093 2021-03-08 22:00:47,406 - mmaction - INFO - Epoch [87][260/940] lr: 1.000e-04, eta: 4:01:39, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7750, top5_acc: 0.9158, loss_cls: 0.9000, loss: 0.9000, grad_norm: 6.0297 2021-03-08 22:01:05,770 - mmaction - INFO - Epoch [87][280/940] lr: 1.000e-04, eta: 4:01:16, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7682, top5_acc: 0.9088, loss_cls: 0.9182, loss: 0.9182, grad_norm: 5.9669 2021-03-08 22:01:24,223 - mmaction - INFO - Epoch [87][300/940] lr: 1.000e-04, eta: 4:00:53, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7834, top5_acc: 0.9125, loss_cls: 0.8948, loss: 0.8948, grad_norm: 5.8228 2021-03-08 22:01:42,619 - mmaction - INFO - Epoch [87][320/940] lr: 1.000e-04, eta: 4:00:30, time: 0.920, data_time: 0.003, memory: 8361, top1_acc: 0.7709, top5_acc: 0.9055, loss_cls: 0.9332, loss: 0.9332, grad_norm: 6.0586 2021-03-08 22:02:00,957 - mmaction - INFO - Epoch [87][340/940] lr: 1.000e-04, eta: 4:00:07, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7762, top5_acc: 0.9088, loss_cls: 0.9147, loss: 0.9147, grad_norm: 5.8931 2021-03-08 22:02:19,392 - mmaction - INFO - Epoch [87][360/940] lr: 1.000e-04, eta: 3:59:44, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7691, top5_acc: 0.9131, loss_cls: 0.9257, loss: 0.9257, grad_norm: 6.0356 2021-03-08 22:02:37,686 - mmaction - INFO - Epoch [87][380/940] lr: 1.000e-04, eta: 3:59:20, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7691, top5_acc: 0.9117, loss_cls: 0.9330, loss: 0.9330, grad_norm: 6.1668 2021-03-08 22:02:56,045 - mmaction - INFO - Epoch [87][400/940] lr: 1.000e-04, eta: 3:58:57, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7801, top5_acc: 0.9170, loss_cls: 0.8894, loss: 0.8894, grad_norm: 6.0105 2021-03-08 22:03:14,377 - mmaction - INFO - Epoch [87][420/940] lr: 1.000e-04, eta: 3:58:34, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7734, top5_acc: 0.9055, loss_cls: 0.9329, loss: 0.9329, grad_norm: 6.0488 2021-03-08 22:03:32,739 - mmaction - INFO - Epoch [87][440/940] lr: 1.000e-04, eta: 3:58:11, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7791, top5_acc: 0.9176, loss_cls: 0.9112, loss: 0.9112, grad_norm: 5.9863 2021-03-08 22:03:50,997 - mmaction - INFO - Epoch [87][460/940] lr: 1.000e-04, eta: 3:57:48, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7730, top5_acc: 0.9098, loss_cls: 0.9215, loss: 0.9215, grad_norm: 5.9656 2021-03-08 22:04:09,321 - mmaction - INFO - Epoch [87][480/940] lr: 1.000e-04, eta: 3:57:25, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7734, top5_acc: 0.9107, loss_cls: 0.9383, loss: 0.9383, grad_norm: 6.0395 2021-03-08 22:04:27,547 - mmaction - INFO - Epoch [87][500/940] lr: 1.000e-04, eta: 3:57:02, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7867, top5_acc: 0.9168, loss_cls: 0.8772, loss: 0.8772, grad_norm: 5.8985 2021-03-08 22:04:45,898 - mmaction - INFO - Epoch [87][520/940] lr: 1.000e-04, eta: 3:56:39, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7734, top5_acc: 0.9105, loss_cls: 0.9294, loss: 0.9294, grad_norm: 6.0292 2021-03-08 22:05:04,285 - mmaction - INFO - Epoch [87][540/940] lr: 1.000e-04, eta: 3:56:15, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7758, top5_acc: 0.9135, loss_cls: 0.9101, loss: 0.9101, grad_norm: 5.9294 2021-03-08 22:05:22,592 - mmaction - INFO - Epoch [87][560/940] lr: 1.000e-04, eta: 3:55:52, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7668, top5_acc: 0.9021, loss_cls: 0.9537, loss: 0.9537, grad_norm: 6.1639 2021-03-08 22:05:40,988 - mmaction - INFO - Epoch [87][580/940] lr: 1.000e-04, eta: 3:55:29, time: 0.920, data_time: 0.003, memory: 8361, top1_acc: 0.7781, top5_acc: 0.9139, loss_cls: 0.9070, loss: 0.9070, grad_norm: 5.8675 2021-03-08 22:05:59,426 - mmaction - INFO - Epoch [87][600/940] lr: 1.000e-04, eta: 3:55:06, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7773, top5_acc: 0.9107, loss_cls: 0.9145, loss: 0.9145, grad_norm: 5.9953 2021-03-08 22:06:17,828 - mmaction - INFO - Epoch [87][620/940] lr: 1.000e-04, eta: 3:54:43, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7742, top5_acc: 0.9072, loss_cls: 0.9287, loss: 0.9287, grad_norm: 6.0389 2021-03-08 22:06:36,237 - mmaction - INFO - Epoch [87][640/940] lr: 1.000e-04, eta: 3:54:20, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7701, top5_acc: 0.9129, loss_cls: 0.9318, loss: 0.9318, grad_norm: 6.0069 2021-03-08 22:06:54,682 - mmaction - INFO - Epoch [87][660/940] lr: 1.000e-04, eta: 3:53:57, time: 0.923, data_time: 0.003, memory: 8361, top1_acc: 0.7723, top5_acc: 0.9100, loss_cls: 0.9165, loss: 0.9165, grad_norm: 6.0062 2021-03-08 22:07:13,113 - mmaction - INFO - Epoch [87][680/940] lr: 1.000e-04, eta: 3:53:34, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7814, top5_acc: 0.9129, loss_cls: 0.9011, loss: 0.9011, grad_norm: 5.8965 2021-03-08 22:07:31,440 - mmaction - INFO - Epoch [87][700/940] lr: 1.000e-04, eta: 3:53:11, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7723, top5_acc: 0.9092, loss_cls: 0.9244, loss: 0.9244, grad_norm: 5.9900 2021-03-08 22:07:49,888 - mmaction - INFO - Epoch [87][720/940] lr: 1.000e-04, eta: 3:52:48, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7707, top5_acc: 0.9107, loss_cls: 0.9318, loss: 0.9318, grad_norm: 6.0167 2021-03-08 22:08:08,229 - mmaction - INFO - Epoch [87][740/940] lr: 1.000e-04, eta: 3:52:25, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7867, top5_acc: 0.9135, loss_cls: 0.8846, loss: 0.8846, grad_norm: 5.8696 2021-03-08 22:08:26,547 - mmaction - INFO - Epoch [87][760/940] lr: 1.000e-04, eta: 3:52:02, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7695, top5_acc: 0.9055, loss_cls: 0.9521, loss: 0.9521, grad_norm: 6.0238 2021-03-08 22:08:44,930 - mmaction - INFO - Epoch [87][780/940] lr: 1.000e-04, eta: 3:51:38, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7777, top5_acc: 0.9176, loss_cls: 0.8825, loss: 0.8825, grad_norm: 5.9296 2021-03-08 22:09:03,260 - mmaction - INFO - Epoch [87][800/940] lr: 1.000e-04, eta: 3:51:15, time: 0.917, data_time: 0.003, memory: 8361, top1_acc: 0.7828, top5_acc: 0.9143, loss_cls: 0.9033, loss: 0.9033, grad_norm: 5.9710 2021-03-08 22:09:21,555 - mmaction - INFO - Epoch [87][820/940] lr: 1.000e-04, eta: 3:50:52, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7736, top5_acc: 0.9104, loss_cls: 0.9318, loss: 0.9318, grad_norm: 6.1283 2021-03-08 22:09:39,982 - mmaction - INFO - Epoch [87][840/940] lr: 1.000e-04, eta: 3:50:29, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7738, top5_acc: 0.9100, loss_cls: 0.9299, loss: 0.9299, grad_norm: 6.0596 2021-03-08 22:09:58,404 - mmaction - INFO - Epoch [87][860/940] lr: 1.000e-04, eta: 3:50:06, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7812, top5_acc: 0.9119, loss_cls: 0.9033, loss: 0.9033, grad_norm: 5.8708 2021-03-08 22:10:16,688 - mmaction - INFO - Epoch [87][880/940] lr: 1.000e-04, eta: 3:49:43, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7777, top5_acc: 0.9066, loss_cls: 0.9203, loss: 0.9203, grad_norm: 6.0882 2021-03-08 22:10:34,932 - mmaction - INFO - Epoch [87][900/940] lr: 1.000e-04, eta: 3:49:20, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7701, top5_acc: 0.9074, loss_cls: 0.9345, loss: 0.9345, grad_norm: 6.0347 2021-03-08 22:10:53,280 - mmaction - INFO - Epoch [87][920/940] lr: 1.000e-04, eta: 3:48:57, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7744, top5_acc: 0.9176, loss_cls: 0.8908, loss: 0.8908, grad_norm: 5.9127 2021-03-08 22:11:11,148 - mmaction - INFO - Epoch [87][940/940] lr: 1.000e-04, eta: 3:48:34, time: 0.893, data_time: 0.002, memory: 8361, top1_acc: 0.7746, top5_acc: 0.9083, loss_cls: 0.9375, loss: 0.9375, grad_norm: 6.1248 2021-03-08 22:11:13,003 - mmaction - INFO - Saving checkpoint at 87 epochs 2021-03-08 22:13:52,745 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 22:13:53,722 - mmaction - INFO - top1_acc 0.7045 top5_acc 0.8899 2021-03-08 22:13:53,730 - mmaction - INFO - Epoch(val) [87][940] top1_acc: 0.7045, top5_acc: 0.8899 2021-03-08 22:17:29,803 - mmaction - INFO - Epoch [88][20/940] lr: 1.000e-04, eta: 3:48:40, time: 10.803, data_time: 9.892, memory: 8361, top1_acc: 0.7686, top5_acc: 0.9002, loss_cls: 0.9635, loss: 0.9635, grad_norm: 6.0569 2021-03-08 22:17:47,889 - mmaction - INFO - Epoch [88][40/940] lr: 1.000e-04, eta: 3:48:17, time: 0.904, data_time: 0.002, memory: 8361, top1_acc: 0.7775, top5_acc: 0.9072, loss_cls: 0.9306, loss: 0.9306, grad_norm: 5.9282 2021-03-08 22:18:06,082 - mmaction - INFO - Epoch [88][60/940] lr: 1.000e-04, eta: 3:47:54, time: 0.911, data_time: 0.003, memory: 8361, top1_acc: 0.7668, top5_acc: 0.9111, loss_cls: 0.9367, loss: 0.9367, grad_norm: 6.0148 2021-03-08 22:18:24,339 - mmaction - INFO - Epoch [88][80/940] lr: 1.000e-04, eta: 3:47:31, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7744, top5_acc: 0.9115, loss_cls: 0.9300, loss: 0.9300, grad_norm: 5.9988 2021-03-08 22:18:42,671 - mmaction - INFO - Epoch [88][100/940] lr: 1.000e-04, eta: 3:47:08, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.7818, top5_acc: 0.9160, loss_cls: 0.8908, loss: 0.8908, grad_norm: 5.9754 2021-03-08 22:19:00,928 - mmaction - INFO - Epoch [88][120/940] lr: 1.000e-04, eta: 3:46:45, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7863, top5_acc: 0.9127, loss_cls: 0.8830, loss: 0.8830, grad_norm: 5.8508 2021-03-08 22:19:19,222 - mmaction - INFO - Epoch [88][140/940] lr: 1.000e-04, eta: 3:46:22, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7713, top5_acc: 0.9145, loss_cls: 0.9146, loss: 0.9146, grad_norm: 5.9534 2021-03-08 22:19:37,465 - mmaction - INFO - Epoch [88][160/940] lr: 1.000e-04, eta: 3:45:58, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7754, top5_acc: 0.9131, loss_cls: 0.9014, loss: 0.9014, grad_norm: 5.9950 2021-03-08 22:19:55,750 - mmaction - INFO - Epoch [88][180/940] lr: 1.000e-04, eta: 3:45:35, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7830, top5_acc: 0.9176, loss_cls: 0.8923, loss: 0.8923, grad_norm: 5.9182 2021-03-08 22:20:14,009 - mmaction - INFO - Epoch [88][200/940] lr: 1.000e-04, eta: 3:45:12, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7916, top5_acc: 0.9096, loss_cls: 0.8801, loss: 0.8801, grad_norm: 5.7321 2021-03-08 22:20:32,400 - mmaction - INFO - Epoch [88][220/940] lr: 1.000e-04, eta: 3:44:49, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7635, top5_acc: 0.9072, loss_cls: 0.9560, loss: 0.9560, grad_norm: 6.1952 2021-03-08 22:20:50,878 - mmaction - INFO - Epoch [88][240/940] lr: 1.000e-04, eta: 3:44:26, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7762, top5_acc: 0.9062, loss_cls: 0.9256, loss: 0.9256, grad_norm: 5.9792 2021-03-08 22:21:09,357 - mmaction - INFO - Epoch [88][260/940] lr: 1.000e-04, eta: 3:44:03, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7842, top5_acc: 0.9135, loss_cls: 0.8973, loss: 0.8973, grad_norm: 5.9431 2021-03-08 22:21:27,711 - mmaction - INFO - Epoch [88][280/940] lr: 1.000e-04, eta: 3:43:40, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7713, top5_acc: 0.9061, loss_cls: 0.9380, loss: 0.9380, grad_norm: 5.9996 2021-03-08 22:21:46,112 - mmaction - INFO - Epoch [88][300/940] lr: 1.000e-04, eta: 3:43:17, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7705, top5_acc: 0.9080, loss_cls: 0.9279, loss: 0.9279, grad_norm: 5.9869 2021-03-08 22:22:04,365 - mmaction - INFO - Epoch [88][320/940] lr: 1.000e-04, eta: 3:42:54, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7771, top5_acc: 0.9146, loss_cls: 0.9114, loss: 0.9114, grad_norm: 5.9465 2021-03-08 22:22:22,760 - mmaction - INFO - Epoch [88][340/940] lr: 1.000e-04, eta: 3:42:31, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7879, top5_acc: 0.9172, loss_cls: 0.8747, loss: 0.8747, grad_norm: 5.9054 2021-03-08 22:22:41,184 - mmaction - INFO - Epoch [88][360/940] lr: 1.000e-04, eta: 3:42:08, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7658, top5_acc: 0.9039, loss_cls: 0.9685, loss: 0.9685, grad_norm: 6.0558 2021-03-08 22:22:59,509 - mmaction - INFO - Epoch [88][380/940] lr: 1.000e-04, eta: 3:41:45, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7797, top5_acc: 0.9166, loss_cls: 0.8878, loss: 0.8878, grad_norm: 5.9300 2021-03-08 22:23:17,830 - mmaction - INFO - Epoch [88][400/940] lr: 1.000e-04, eta: 3:41:21, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7885, top5_acc: 0.9207, loss_cls: 0.8739, loss: 0.8739, grad_norm: 5.8912 2021-03-08 22:23:36,110 - mmaction - INFO - Epoch [88][420/940] lr: 1.000e-04, eta: 3:40:58, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7744, top5_acc: 0.9109, loss_cls: 0.9206, loss: 0.9206, grad_norm: 6.0056 2021-03-08 22:23:54,524 - mmaction - INFO - Epoch [88][440/940] lr: 1.000e-04, eta: 3:40:35, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7805, top5_acc: 0.9098, loss_cls: 0.9192, loss: 0.9192, grad_norm: 5.9635 2021-03-08 22:24:12,921 - mmaction - INFO - Epoch [88][460/940] lr: 1.000e-04, eta: 3:40:12, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7729, top5_acc: 0.9123, loss_cls: 0.9156, loss: 0.9156, grad_norm: 5.8963 2021-03-08 22:24:31,414 - mmaction - INFO - Epoch [88][480/940] lr: 1.000e-04, eta: 3:39:49, time: 0.925, data_time: 0.001, memory: 8361, top1_acc: 0.7684, top5_acc: 0.9086, loss_cls: 0.9498, loss: 0.9498, grad_norm: 6.1435 2021-03-08 22:24:49,782 - mmaction - INFO - Epoch [88][500/940] lr: 1.000e-04, eta: 3:39:26, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7697, top5_acc: 0.9041, loss_cls: 0.9458, loss: 0.9458, grad_norm: 6.1113 2021-03-08 22:25:08,097 - mmaction - INFO - Epoch [88][520/940] lr: 1.000e-04, eta: 3:39:03, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7662, top5_acc: 0.9102, loss_cls: 0.9345, loss: 0.9345, grad_norm: 6.1172 2021-03-08 22:25:26,459 - mmaction - INFO - Epoch [88][540/940] lr: 1.000e-04, eta: 3:38:40, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7801, top5_acc: 0.9186, loss_cls: 0.8875, loss: 0.8875, grad_norm: 5.9285 2021-03-08 22:25:44,778 - mmaction - INFO - Epoch [88][560/940] lr: 1.000e-04, eta: 3:38:17, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7801, top5_acc: 0.9105, loss_cls: 0.9198, loss: 0.9198, grad_norm: 5.9704 2021-03-08 22:26:03,035 - mmaction - INFO - Epoch [88][580/940] lr: 1.000e-04, eta: 3:37:54, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7748, top5_acc: 0.9076, loss_cls: 0.9460, loss: 0.9460, grad_norm: 6.0685 2021-03-08 22:26:21,477 - mmaction - INFO - Epoch [88][600/940] lr: 1.000e-04, eta: 3:37:31, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7797, top5_acc: 0.9096, loss_cls: 0.9100, loss: 0.9100, grad_norm: 6.0212 2021-03-08 22:26:39,814 - mmaction - INFO - Epoch [88][620/940] lr: 1.000e-04, eta: 3:37:08, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7709, top5_acc: 0.9143, loss_cls: 0.9264, loss: 0.9264, grad_norm: 6.2136 2021-03-08 22:26:58,233 - mmaction - INFO - Epoch [88][640/940] lr: 1.000e-04, eta: 3:36:45, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7682, top5_acc: 0.9020, loss_cls: 0.9468, loss: 0.9468, grad_norm: 6.0614 2021-03-08 22:27:16,452 - mmaction - INFO - Epoch [88][660/940] lr: 1.000e-04, eta: 3:36:22, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7756, top5_acc: 0.9076, loss_cls: 0.9279, loss: 0.9279, grad_norm: 6.1224 2021-03-08 22:27:34,922 - mmaction - INFO - Epoch [88][680/940] lr: 1.000e-04, eta: 3:35:59, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7781, top5_acc: 0.9088, loss_cls: 0.9356, loss: 0.9356, grad_norm: 6.0313 2021-03-08 22:27:53,245 - mmaction - INFO - Epoch [88][700/940] lr: 1.000e-04, eta: 3:35:36, time: 0.917, data_time: 0.003, memory: 8361, top1_acc: 0.7818, top5_acc: 0.9068, loss_cls: 0.9147, loss: 0.9147, grad_norm: 5.9215 2021-03-08 22:28:11,577 - mmaction - INFO - Epoch [88][720/940] lr: 1.000e-04, eta: 3:35:13, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7789, top5_acc: 0.9111, loss_cls: 0.9107, loss: 0.9107, grad_norm: 5.9763 2021-03-08 22:28:29,853 - mmaction - INFO - Epoch [88][740/940] lr: 1.000e-04, eta: 3:34:50, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7693, top5_acc: 0.9062, loss_cls: 0.9380, loss: 0.9380, grad_norm: 6.0395 2021-03-08 22:28:48,119 - mmaction - INFO - Epoch [88][760/940] lr: 1.000e-04, eta: 3:34:27, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7859, top5_acc: 0.9178, loss_cls: 0.8972, loss: 0.8972, grad_norm: 5.9117 2021-03-08 22:29:06,568 - mmaction - INFO - Epoch [88][780/940] lr: 1.000e-04, eta: 3:34:04, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7688, top5_acc: 0.9139, loss_cls: 0.9279, loss: 0.9279, grad_norm: 6.1542 2021-03-08 22:29:24,831 - mmaction - INFO - Epoch [88][800/940] lr: 1.000e-04, eta: 3:33:41, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7689, top5_acc: 0.9111, loss_cls: 0.9401, loss: 0.9401, grad_norm: 6.1661 2021-03-08 22:29:43,484 - mmaction - INFO - Epoch [88][820/940] lr: 1.000e-04, eta: 3:33:18, time: 0.933, data_time: 0.017, memory: 8361, top1_acc: 0.7740, top5_acc: 0.9098, loss_cls: 0.9037, loss: 0.9037, grad_norm: 5.8761 2021-03-08 22:30:01,887 - mmaction - INFO - Epoch [88][840/940] lr: 1.000e-04, eta: 3:32:55, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7785, top5_acc: 0.9033, loss_cls: 0.9368, loss: 0.9368, grad_norm: 6.0795 2021-03-08 22:30:20,223 - mmaction - INFO - Epoch [88][860/940] lr: 1.000e-04, eta: 3:32:32, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7824, top5_acc: 0.9146, loss_cls: 0.9041, loss: 0.9041, grad_norm: 5.9485 2021-03-08 22:30:38,637 - mmaction - INFO - Epoch [88][880/940] lr: 1.000e-04, eta: 3:32:09, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7693, top5_acc: 0.9115, loss_cls: 0.9243, loss: 0.9243, grad_norm: 6.0219 2021-03-08 22:30:56,950 - mmaction - INFO - Epoch [88][900/940] lr: 1.000e-04, eta: 3:31:46, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7809, top5_acc: 0.9133, loss_cls: 0.8988, loss: 0.8988, grad_norm: 5.9814 2021-03-08 22:31:15,263 - mmaction - INFO - Epoch [88][920/940] lr: 1.000e-04, eta: 3:31:23, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7709, top5_acc: 0.9139, loss_cls: 0.9107, loss: 0.9107, grad_norm: 6.0271 2021-03-08 22:31:33,090 - mmaction - INFO - Epoch [88][940/940] lr: 1.000e-04, eta: 3:30:59, time: 0.891, data_time: 0.001, memory: 8361, top1_acc: 0.7766, top5_acc: 0.9180, loss_cls: 0.9001, loss: 0.9001, grad_norm: 6.0629 2021-03-08 22:31:35,057 - mmaction - INFO - Saving checkpoint at 88 epochs 2021-03-08 22:34:12,086 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 22:34:13,064 - mmaction - INFO - top1_acc 0.7077 top5_acc 0.8892 2021-03-08 22:34:13,072 - mmaction - INFO - Epoch(val) [88][940] top1_acc: 0.7077, top5_acc: 0.8892 2021-03-08 22:37:43,416 - mmaction - INFO - Epoch [89][20/940] lr: 1.000e-04, eta: 3:31:03, time: 10.517, data_time: 9.604, memory: 8361, top1_acc: 0.7758, top5_acc: 0.9139, loss_cls: 0.9084, loss: 0.9084, grad_norm: 6.0019 2021-03-08 22:38:01,553 - mmaction - INFO - Epoch [89][40/940] lr: 1.000e-04, eta: 3:30:40, time: 0.906, data_time: 0.002, memory: 8361, top1_acc: 0.7773, top5_acc: 0.9078, loss_cls: 0.9289, loss: 0.9289, grad_norm: 6.0402 2021-03-08 22:38:19,731 - mmaction - INFO - Epoch [89][60/940] lr: 1.000e-04, eta: 3:30:16, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7721, top5_acc: 0.9109, loss_cls: 0.9422, loss: 0.9422, grad_norm: 6.1254 2021-03-08 22:38:37,959 - mmaction - INFO - Epoch [89][80/940] lr: 1.000e-04, eta: 3:29:53, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7852, top5_acc: 0.9113, loss_cls: 0.8985, loss: 0.8985, grad_norm: 5.9464 2021-03-08 22:38:56,201 - mmaction - INFO - Epoch [89][100/940] lr: 1.000e-04, eta: 3:29:30, time: 0.913, data_time: 0.003, memory: 8361, top1_acc: 0.7736, top5_acc: 0.9076, loss_cls: 0.9187, loss: 0.9187, grad_norm: 5.8875 2021-03-08 22:39:14,380 - mmaction - INFO - Epoch [89][120/940] lr: 1.000e-04, eta: 3:29:07, time: 0.909, data_time: 0.001, memory: 8361, top1_acc: 0.7789, top5_acc: 0.9139, loss_cls: 0.9059, loss: 0.9059, grad_norm: 5.9225 2021-03-08 22:39:32,682 - mmaction - INFO - Epoch [89][140/940] lr: 1.000e-04, eta: 3:28:44, time: 0.915, data_time: 0.003, memory: 8361, top1_acc: 0.7766, top5_acc: 0.9051, loss_cls: 0.9274, loss: 0.9274, grad_norm: 5.9928 2021-03-08 22:39:50,983 - mmaction - INFO - Epoch [89][160/940] lr: 1.000e-04, eta: 3:28:21, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7848, top5_acc: 0.9127, loss_cls: 0.9054, loss: 0.9054, grad_norm: 5.9038 2021-03-08 22:40:09,248 - mmaction - INFO - Epoch [89][180/940] lr: 1.000e-04, eta: 3:27:58, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7850, top5_acc: 0.9150, loss_cls: 0.8758, loss: 0.8758, grad_norm: 5.8663 2021-03-08 22:40:27,536 - mmaction - INFO - Epoch [89][200/940] lr: 1.000e-04, eta: 3:27:35, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7896, top5_acc: 0.9129, loss_cls: 0.8723, loss: 0.8723, grad_norm: 5.8228 2021-03-08 22:40:45,978 - mmaction - INFO - Epoch [89][220/940] lr: 1.000e-04, eta: 3:27:12, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7744, top5_acc: 0.9113, loss_cls: 0.9258, loss: 0.9258, grad_norm: 6.0239 2021-03-08 22:41:04,289 - mmaction - INFO - Epoch [89][240/940] lr: 1.000e-04, eta: 3:26:49, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7672, top5_acc: 0.9061, loss_cls: 0.9376, loss: 0.9376, grad_norm: 6.1224 2021-03-08 22:41:22,538 - mmaction - INFO - Epoch [89][260/940] lr: 1.000e-04, eta: 3:26:26, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7775, top5_acc: 0.9113, loss_cls: 0.8947, loss: 0.8947, grad_norm: 5.9324 2021-03-08 22:41:40,923 - mmaction - INFO - Epoch [89][280/940] lr: 1.000e-04, eta: 3:26:03, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7801, top5_acc: 0.9070, loss_cls: 0.9272, loss: 0.9272, grad_norm: 5.9538 2021-03-08 22:41:59,251 - mmaction - INFO - Epoch [89][300/940] lr: 1.000e-04, eta: 3:25:40, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7725, top5_acc: 0.9117, loss_cls: 0.9150, loss: 0.9150, grad_norm: 6.0361 2021-03-08 22:42:17,660 - mmaction - INFO - Epoch [89][320/940] lr: 1.000e-04, eta: 3:25:17, time: 0.922, data_time: 0.003, memory: 8361, top1_acc: 0.7885, top5_acc: 0.9084, loss_cls: 0.8888, loss: 0.8888, grad_norm: 5.8380 2021-03-08 22:42:35,928 - mmaction - INFO - Epoch [89][340/940] lr: 1.000e-04, eta: 3:24:54, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7779, top5_acc: 0.9113, loss_cls: 0.9080, loss: 0.9080, grad_norm: 5.8884 2021-03-08 22:42:54,297 - mmaction - INFO - Epoch [89][360/940] lr: 1.000e-04, eta: 3:24:31, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7889, top5_acc: 0.9172, loss_cls: 0.8719, loss: 0.8719, grad_norm: 5.8929 2021-03-08 22:43:12,544 - mmaction - INFO - Epoch [89][380/940] lr: 1.000e-04, eta: 3:24:08, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7799, top5_acc: 0.9031, loss_cls: 0.9271, loss: 0.9271, grad_norm: 5.9343 2021-03-08 22:43:30,922 - mmaction - INFO - Epoch [89][400/940] lr: 1.000e-04, eta: 3:23:45, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7760, top5_acc: 0.9080, loss_cls: 0.9046, loss: 0.9046, grad_norm: 5.8941 2021-03-08 22:43:49,232 - mmaction - INFO - Epoch [89][420/940] lr: 1.000e-04, eta: 3:23:22, time: 0.916, data_time: 0.004, memory: 8361, top1_acc: 0.7789, top5_acc: 0.9104, loss_cls: 0.9167, loss: 0.9167, grad_norm: 5.9850 2021-03-08 22:44:07,589 - mmaction - INFO - Epoch [89][440/940] lr: 1.000e-04, eta: 3:22:59, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7822, top5_acc: 0.9133, loss_cls: 0.9123, loss: 0.9123, grad_norm: 6.0129 2021-03-08 22:44:25,884 - mmaction - INFO - Epoch [89][460/940] lr: 1.000e-04, eta: 3:22:36, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7781, top5_acc: 0.9102, loss_cls: 0.9208, loss: 0.9208, grad_norm: 6.0056 2021-03-08 22:44:44,118 - mmaction - INFO - Epoch [89][480/940] lr: 1.000e-04, eta: 3:22:13, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7734, top5_acc: 0.9141, loss_cls: 0.9024, loss: 0.9024, grad_norm: 6.0364 2021-03-08 22:45:02,455 - mmaction - INFO - Epoch [89][500/940] lr: 1.000e-04, eta: 3:21:50, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7754, top5_acc: 0.9150, loss_cls: 0.8993, loss: 0.8993, grad_norm: 5.9452 2021-03-08 22:45:20,861 - mmaction - INFO - Epoch [89][520/940] lr: 1.000e-04, eta: 3:21:27, time: 0.922, data_time: 0.003, memory: 8361, top1_acc: 0.7756, top5_acc: 0.9145, loss_cls: 0.8992, loss: 0.8992, grad_norm: 5.9744 2021-03-08 22:45:39,235 - mmaction - INFO - Epoch [89][540/940] lr: 1.000e-04, eta: 3:21:04, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7686, top5_acc: 0.9062, loss_cls: 0.9350, loss: 0.9350, grad_norm: 6.0065 2021-03-08 22:45:57,571 - mmaction - INFO - Epoch [89][560/940] lr: 1.000e-04, eta: 3:20:41, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7861, top5_acc: 0.9187, loss_cls: 0.8712, loss: 0.8712, grad_norm: 5.8218 2021-03-08 22:46:15,968 - mmaction - INFO - Epoch [89][580/940] lr: 1.000e-04, eta: 3:20:18, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7705, top5_acc: 0.9152, loss_cls: 0.9165, loss: 0.9165, grad_norm: 6.0671 2021-03-08 22:46:34,292 - mmaction - INFO - Epoch [89][600/940] lr: 1.000e-04, eta: 3:19:55, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7752, top5_acc: 0.9092, loss_cls: 0.9276, loss: 0.9276, grad_norm: 6.1203 2021-03-08 22:46:52,657 - mmaction - INFO - Epoch [89][620/940] lr: 1.000e-04, eta: 3:19:32, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7754, top5_acc: 0.9078, loss_cls: 0.9331, loss: 0.9331, grad_norm: 5.9824 2021-03-08 22:47:10,953 - mmaction - INFO - Epoch [89][640/940] lr: 1.000e-04, eta: 3:19:09, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7803, top5_acc: 0.9107, loss_cls: 0.9135, loss: 0.9135, grad_norm: 5.9862 2021-03-08 22:47:29,264 - mmaction - INFO - Epoch [89][660/940] lr: 1.000e-04, eta: 3:18:46, time: 0.916, data_time: 0.003, memory: 8361, top1_acc: 0.7689, top5_acc: 0.9041, loss_cls: 0.9654, loss: 0.9654, grad_norm: 6.0097 2021-03-08 22:47:47,674 - mmaction - INFO - Epoch [89][680/940] lr: 1.000e-04, eta: 3:18:23, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7709, top5_acc: 0.9098, loss_cls: 0.9293, loss: 0.9293, grad_norm: 6.0530 2021-03-08 22:48:05,873 - mmaction - INFO - Epoch [89][700/940] lr: 1.000e-04, eta: 3:18:00, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7750, top5_acc: 0.9145, loss_cls: 0.9134, loss: 0.9134, grad_norm: 6.0628 2021-03-08 22:48:24,095 - mmaction - INFO - Epoch [89][720/940] lr: 1.000e-04, eta: 3:17:37, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7814, top5_acc: 0.9145, loss_cls: 0.9147, loss: 0.9147, grad_norm: 6.0596 2021-03-08 22:48:42,511 - mmaction - INFO - Epoch [89][740/940] lr: 1.000e-04, eta: 3:17:14, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7832, top5_acc: 0.9127, loss_cls: 0.9034, loss: 0.9034, grad_norm: 5.9170 2021-03-08 22:49:00,888 - mmaction - INFO - Epoch [89][760/940] lr: 1.000e-04, eta: 3:16:51, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7818, top5_acc: 0.9133, loss_cls: 0.8998, loss: 0.8998, grad_norm: 5.9073 2021-03-08 22:49:19,249 - mmaction - INFO - Epoch [89][780/940] lr: 1.000e-04, eta: 3:16:28, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7859, top5_acc: 0.9193, loss_cls: 0.8642, loss: 0.8642, grad_norm: 5.8620 2021-03-08 22:49:37,635 - mmaction - INFO - Epoch [89][800/940] lr: 1.000e-04, eta: 3:16:05, time: 0.919, data_time: 0.003, memory: 8361, top1_acc: 0.7875, top5_acc: 0.9152, loss_cls: 0.8837, loss: 0.8837, grad_norm: 5.8230 2021-03-08 22:49:56,113 - mmaction - INFO - Epoch [89][820/940] lr: 1.000e-04, eta: 3:15:42, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7732, top5_acc: 0.9068, loss_cls: 0.9331, loss: 0.9331, grad_norm: 5.9945 2021-03-08 22:50:14,388 - mmaction - INFO - Epoch [89][840/940] lr: 1.000e-04, eta: 3:15:19, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7746, top5_acc: 0.9121, loss_cls: 0.9041, loss: 0.9041, grad_norm: 6.0379 2021-03-08 22:50:32,753 - mmaction - INFO - Epoch [89][860/940] lr: 1.000e-04, eta: 3:14:56, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7893, top5_acc: 0.9154, loss_cls: 0.8764, loss: 0.8764, grad_norm: 5.8310 2021-03-08 22:50:51,036 - mmaction - INFO - Epoch [89][880/940] lr: 1.000e-04, eta: 3:14:33, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7799, top5_acc: 0.9072, loss_cls: 0.9310, loss: 0.9310, grad_norm: 5.9804 2021-03-08 22:51:09,284 - mmaction - INFO - Epoch [89][900/940] lr: 1.000e-04, eta: 3:14:10, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7867, top5_acc: 0.9148, loss_cls: 0.8854, loss: 0.8854, grad_norm: 5.9170 2021-03-08 22:51:27,594 - mmaction - INFO - Epoch [89][920/940] lr: 1.000e-04, eta: 3:13:47, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7760, top5_acc: 0.9109, loss_cls: 0.9249, loss: 0.9249, grad_norm: 6.0495 2021-03-08 22:51:45,280 - mmaction - INFO - Epoch [89][940/940] lr: 1.000e-04, eta: 3:13:24, time: 0.884, data_time: 0.002, memory: 8361, top1_acc: 0.7719, top5_acc: 0.9065, loss_cls: 0.9426, loss: 0.9426, grad_norm: 6.0445 2021-03-08 22:51:47,309 - mmaction - INFO - Saving checkpoint at 89 epochs 2021-03-08 22:54:29,506 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 22:54:30,485 - mmaction - INFO - top1_acc 0.7089 top5_acc 0.8905 2021-03-08 22:54:30,492 - mmaction - INFO - Epoch(val) [89][940] top1_acc: 0.7089, top5_acc: 0.8905 2021-03-08 22:58:04,083 - mmaction - INFO - Epoch [90][20/940] lr: 1.000e-04, eta: 3:13:25, time: 10.678, data_time: 9.770, memory: 8361, top1_acc: 0.7787, top5_acc: 0.9115, loss_cls: 0.9225, loss: 0.9225, grad_norm: 6.0103 2021-03-08 22:58:22,248 - mmaction - INFO - Epoch [90][40/940] lr: 1.000e-04, eta: 3:13:02, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7760, top5_acc: 0.9082, loss_cls: 0.9247, loss: 0.9247, grad_norm: 6.0618 2021-03-08 22:58:40,476 - mmaction - INFO - Epoch [90][60/940] lr: 1.000e-04, eta: 3:12:39, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7885, top5_acc: 0.9170, loss_cls: 0.8759, loss: 0.8759, grad_norm: 5.9019 2021-03-08 22:58:58,772 - mmaction - INFO - Epoch [90][80/940] lr: 1.000e-04, eta: 3:12:16, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7670, top5_acc: 0.9039, loss_cls: 0.9588, loss: 0.9588, grad_norm: 6.0686 2021-03-08 22:59:17,050 - mmaction - INFO - Epoch [90][100/940] lr: 1.000e-04, eta: 3:11:53, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7859, top5_acc: 0.9152, loss_cls: 0.8752, loss: 0.8752, grad_norm: 5.8406 2021-03-08 22:59:35,164 - mmaction - INFO - Epoch [90][120/940] lr: 1.000e-04, eta: 3:11:30, time: 0.906, data_time: 0.001, memory: 8361, top1_acc: 0.7680, top5_acc: 0.9062, loss_cls: 0.9483, loss: 0.9483, grad_norm: 5.9759 2021-03-08 22:59:53,330 - mmaction - INFO - Epoch [90][140/940] lr: 1.000e-04, eta: 3:11:07, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.7693, top5_acc: 0.9088, loss_cls: 0.9335, loss: 0.9335, grad_norm: 6.1352 2021-03-08 23:00:11,607 - mmaction - INFO - Epoch [90][160/940] lr: 1.000e-04, eta: 3:10:44, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7758, top5_acc: 0.9096, loss_cls: 0.9210, loss: 0.9210, grad_norm: 6.0638 2021-03-08 23:00:30,010 - mmaction - INFO - Epoch [90][180/940] lr: 1.000e-04, eta: 3:10:21, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7902, top5_acc: 0.9170, loss_cls: 0.8653, loss: 0.8653, grad_norm: 5.9585 2021-03-08 23:00:48,399 - mmaction - INFO - Epoch [90][200/940] lr: 1.000e-04, eta: 3:09:58, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7818, top5_acc: 0.9170, loss_cls: 0.8988, loss: 0.8988, grad_norm: 5.9652 2021-03-08 23:01:06,678 - mmaction - INFO - Epoch [90][220/940] lr: 1.000e-04, eta: 3:09:35, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7867, top5_acc: 0.9191, loss_cls: 0.8676, loss: 0.8676, grad_norm: 5.9242 2021-03-08 23:01:25,135 - mmaction - INFO - Epoch [90][240/940] lr: 1.000e-04, eta: 3:09:12, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7770, top5_acc: 0.9170, loss_cls: 0.9042, loss: 0.9042, grad_norm: 5.8874 2021-03-08 23:01:43,542 - mmaction - INFO - Epoch [90][260/940] lr: 1.000e-04, eta: 3:08:49, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7676, top5_acc: 0.9039, loss_cls: 0.9442, loss: 0.9442, grad_norm: 6.0025 2021-03-08 23:02:01,748 - mmaction - INFO - Epoch [90][280/940] lr: 1.000e-04, eta: 3:08:26, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7758, top5_acc: 0.9094, loss_cls: 0.9154, loss: 0.9154, grad_norm: 6.0033 2021-03-08 23:02:20,075 - mmaction - INFO - Epoch [90][300/940] lr: 1.000e-04, eta: 3:08:03, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7689, top5_acc: 0.9062, loss_cls: 0.9454, loss: 0.9454, grad_norm: 6.0149 2021-03-08 23:02:38,350 - mmaction - INFO - Epoch [90][320/940] lr: 1.000e-04, eta: 3:07:40, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7811, top5_acc: 0.9162, loss_cls: 0.8781, loss: 0.8781, grad_norm: 5.7716 2021-03-08 23:02:56,861 - mmaction - INFO - Epoch [90][340/940] lr: 1.000e-04, eta: 3:07:17, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7688, top5_acc: 0.9061, loss_cls: 0.9549, loss: 0.9549, grad_norm: 6.0541 2021-03-08 23:03:15,323 - mmaction - INFO - Epoch [90][360/940] lr: 1.000e-04, eta: 3:06:54, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.7775, top5_acc: 0.9092, loss_cls: 0.8989, loss: 0.8989, grad_norm: 5.9206 2021-03-08 23:03:33,897 - mmaction - INFO - Epoch [90][380/940] lr: 1.000e-04, eta: 3:06:32, time: 0.929, data_time: 0.002, memory: 8361, top1_acc: 0.7803, top5_acc: 0.9102, loss_cls: 0.9066, loss: 0.9066, grad_norm: 6.0918 2021-03-08 23:03:52,226 - mmaction - INFO - Epoch [90][400/940] lr: 1.000e-04, eta: 3:06:09, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7760, top5_acc: 0.9098, loss_cls: 0.9147, loss: 0.9147, grad_norm: 5.9935 2021-03-08 23:04:10,637 - mmaction - INFO - Epoch [90][420/940] lr: 1.000e-04, eta: 3:05:46, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7723, top5_acc: 0.9152, loss_cls: 0.9042, loss: 0.9042, grad_norm: 6.0334 2021-03-08 23:04:29,128 - mmaction - INFO - Epoch [90][440/940] lr: 1.000e-04, eta: 3:05:23, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7771, top5_acc: 0.9068, loss_cls: 0.9200, loss: 0.9200, grad_norm: 6.0367 2021-03-08 23:04:47,480 - mmaction - INFO - Epoch [90][460/940] lr: 1.000e-04, eta: 3:05:00, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7785, top5_acc: 0.9107, loss_cls: 0.8978, loss: 0.8978, grad_norm: 5.9466 2021-03-08 23:05:05,939 - mmaction - INFO - Epoch [90][480/940] lr: 1.000e-04, eta: 3:04:37, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.7848, top5_acc: 0.9098, loss_cls: 0.9053, loss: 0.9053, grad_norm: 5.8846 2021-03-08 23:05:24,251 - mmaction - INFO - Epoch [90][500/940] lr: 1.000e-04, eta: 3:04:14, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7844, top5_acc: 0.9150, loss_cls: 0.8901, loss: 0.8901, grad_norm: 5.9124 2021-03-08 23:05:42,621 - mmaction - INFO - Epoch [90][520/940] lr: 1.000e-04, eta: 3:03:51, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7670, top5_acc: 0.9082, loss_cls: 0.9474, loss: 0.9474, grad_norm: 6.0480 2021-03-08 23:06:00,973 - mmaction - INFO - Epoch [90][540/940] lr: 1.000e-04, eta: 3:03:28, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7756, top5_acc: 0.9006, loss_cls: 0.9504, loss: 0.9504, grad_norm: 6.1104 2021-03-08 23:06:19,412 - mmaction - INFO - Epoch [90][560/940] lr: 1.000e-04, eta: 3:03:05, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.7857, top5_acc: 0.9176, loss_cls: 0.8747, loss: 0.8747, grad_norm: 5.9162 2021-03-08 23:06:37,781 - mmaction - INFO - Epoch [90][580/940] lr: 1.000e-04, eta: 3:02:42, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7674, top5_acc: 0.9059, loss_cls: 0.9299, loss: 0.9299, grad_norm: 5.9848 2021-03-08 23:06:56,137 - mmaction - INFO - Epoch [90][600/940] lr: 1.000e-04, eta: 3:02:19, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7812, top5_acc: 0.9115, loss_cls: 0.9182, loss: 0.9182, grad_norm: 6.0251 2021-03-08 23:07:14,463 - mmaction - INFO - Epoch [90][620/940] lr: 1.000e-04, eta: 3:01:56, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7658, top5_acc: 0.9105, loss_cls: 0.9184, loss: 0.9184, grad_norm: 6.1086 2021-03-08 23:07:32,880 - mmaction - INFO - Epoch [90][640/940] lr: 1.000e-04, eta: 3:01:33, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7764, top5_acc: 0.9072, loss_cls: 0.9327, loss: 0.9327, grad_norm: 6.0414 2021-03-08 23:07:51,178 - mmaction - INFO - Epoch [90][660/940] lr: 1.000e-04, eta: 3:01:10, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7807, top5_acc: 0.9104, loss_cls: 0.9103, loss: 0.9103, grad_norm: 5.8777 2021-03-08 23:08:09,561 - mmaction - INFO - Epoch [90][680/940] lr: 1.000e-04, eta: 3:00:47, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7750, top5_acc: 0.9078, loss_cls: 0.9199, loss: 0.9199, grad_norm: 6.0815 2021-03-08 23:08:27,857 - mmaction - INFO - Epoch [90][700/940] lr: 1.000e-04, eta: 3:00:24, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7797, top5_acc: 0.9074, loss_cls: 0.9110, loss: 0.9110, grad_norm: 6.0210 2021-03-08 23:08:46,167 - mmaction - INFO - Epoch [90][720/940] lr: 1.000e-04, eta: 3:00:02, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7934, top5_acc: 0.9199, loss_cls: 0.8693, loss: 0.8693, grad_norm: 5.9350 2021-03-08 23:09:04,482 - mmaction - INFO - Epoch [90][740/940] lr: 1.000e-04, eta: 2:59:39, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7668, top5_acc: 0.9088, loss_cls: 0.9373, loss: 0.9373, grad_norm: 6.0460 2021-03-08 23:09:22,884 - mmaction - INFO - Epoch [90][760/940] lr: 1.000e-04, eta: 2:59:16, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7781, top5_acc: 0.9084, loss_cls: 0.9104, loss: 0.9104, grad_norm: 5.9851 2021-03-08 23:09:41,343 - mmaction - INFO - Epoch [90][780/940] lr: 1.000e-04, eta: 2:58:53, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7688, top5_acc: 0.9066, loss_cls: 0.9390, loss: 0.9390, grad_norm: 6.0743 2021-03-08 23:09:59,557 - mmaction - INFO - Epoch [90][800/940] lr: 1.000e-04, eta: 2:58:30, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7762, top5_acc: 0.9148, loss_cls: 0.8975, loss: 0.8975, grad_norm: 6.0164 2021-03-08 23:10:17,833 - mmaction - INFO - Epoch [90][820/940] lr: 1.000e-04, eta: 2:58:07, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7834, top5_acc: 0.9154, loss_cls: 0.8722, loss: 0.8722, grad_norm: 5.8757 2021-03-08 23:10:36,196 - mmaction - INFO - Epoch [90][840/940] lr: 1.000e-04, eta: 2:57:44, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7854, top5_acc: 0.9170, loss_cls: 0.8876, loss: 0.8876, grad_norm: 5.9331 2021-03-08 23:10:54,500 - mmaction - INFO - Epoch [90][860/940] lr: 1.000e-04, eta: 2:57:21, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7701, top5_acc: 0.9145, loss_cls: 0.9100, loss: 0.9100, grad_norm: 6.0247 2021-03-08 23:11:12,975 - mmaction - INFO - Epoch [90][880/940] lr: 1.000e-04, eta: 2:56:58, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7822, top5_acc: 0.9129, loss_cls: 0.9138, loss: 0.9138, grad_norm: 6.0404 2021-03-08 23:11:31,255 - mmaction - INFO - Epoch [90][900/940] lr: 1.000e-04, eta: 2:56:35, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7756, top5_acc: 0.9090, loss_cls: 0.9176, loss: 0.9176, grad_norm: 5.9869 2021-03-08 23:11:49,515 - mmaction - INFO - Epoch [90][920/940] lr: 1.000e-04, eta: 2:56:12, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7656, top5_acc: 0.9064, loss_cls: 0.9337, loss: 0.9337, grad_norm: 6.0791 2021-03-08 23:12:07,320 - mmaction - INFO - Epoch [90][940/940] lr: 1.000e-04, eta: 2:55:49, time: 0.889, data_time: 0.001, memory: 8361, top1_acc: 0.7723, top5_acc: 0.9138, loss_cls: 0.9127, loss: 0.9127, grad_norm: 6.0679 2021-03-08 23:12:09,032 - mmaction - INFO - Saving checkpoint at 90 epochs 2021-03-08 23:14:52,206 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 23:14:53,185 - mmaction - INFO - top1_acc 0.7059 top5_acc 0.8892 2021-03-08 23:14:53,193 - mmaction - INFO - Epoch(val) [90][940] top1_acc: 0.7059, top5_acc: 0.8892 2021-03-08 23:18:24,469 - mmaction - INFO - Epoch [91][20/940] lr: 1.000e-04, eta: 2:55:48, time: 10.563, data_time: 9.635, memory: 8361, top1_acc: 0.7629, top5_acc: 0.9057, loss_cls: 0.9692, loss: 0.9692, grad_norm: 6.2108 2021-03-08 23:18:42,648 - mmaction - INFO - Epoch [91][40/940] lr: 1.000e-04, eta: 2:55:25, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.7693, top5_acc: 0.9078, loss_cls: 0.9255, loss: 0.9255, grad_norm: 6.0697 2021-03-08 23:19:00,901 - mmaction - INFO - Epoch [91][60/940] lr: 1.000e-04, eta: 2:55:02, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7879, top5_acc: 0.9217, loss_cls: 0.8611, loss: 0.8611, grad_norm: 5.8729 2021-03-08 23:19:19,100 - mmaction - INFO - Epoch [91][80/940] lr: 1.000e-04, eta: 2:54:39, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7779, top5_acc: 0.9131, loss_cls: 0.8932, loss: 0.8932, grad_norm: 5.9402 2021-03-08 23:19:37,243 - mmaction - INFO - Epoch [91][100/940] lr: 1.000e-04, eta: 2:54:16, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.7801, top5_acc: 0.9117, loss_cls: 0.8967, loss: 0.8967, grad_norm: 5.8973 2021-03-08 23:19:55,510 - mmaction - INFO - Epoch [91][120/940] lr: 1.000e-04, eta: 2:53:53, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7807, top5_acc: 0.9105, loss_cls: 0.9038, loss: 0.9038, grad_norm: 5.9458 2021-03-08 23:20:13,713 - mmaction - INFO - Epoch [91][140/940] lr: 1.000e-04, eta: 2:53:30, time: 0.912, data_time: 0.003, memory: 8361, top1_acc: 0.7748, top5_acc: 0.9100, loss_cls: 0.9115, loss: 0.9115, grad_norm: 5.9358 2021-03-08 23:20:32,084 - mmaction - INFO - Epoch [91][160/940] lr: 1.000e-04, eta: 2:53:07, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7758, top5_acc: 0.9107, loss_cls: 0.9096, loss: 0.9096, grad_norm: 5.9907 2021-03-08 23:20:50,285 - mmaction - INFO - Epoch [91][180/940] lr: 1.000e-04, eta: 2:52:44, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7703, top5_acc: 0.9072, loss_cls: 0.9362, loss: 0.9362, grad_norm: 6.1317 2021-03-08 23:21:08,707 - mmaction - INFO - Epoch [91][200/940] lr: 1.000e-04, eta: 2:52:21, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7725, top5_acc: 0.9078, loss_cls: 0.9313, loss: 0.9313, grad_norm: 6.0716 2021-03-08 23:21:27,065 - mmaction - INFO - Epoch [91][220/940] lr: 1.000e-04, eta: 2:51:58, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7703, top5_acc: 0.9031, loss_cls: 0.9401, loss: 0.9401, grad_norm: 6.0660 2021-03-08 23:21:45,439 - mmaction - INFO - Epoch [91][240/940] lr: 1.000e-04, eta: 2:51:35, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7908, top5_acc: 0.9172, loss_cls: 0.8578, loss: 0.8578, grad_norm: 5.8752 2021-03-08 23:22:03,753 - mmaction - INFO - Epoch [91][260/940] lr: 1.000e-04, eta: 2:51:13, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7674, top5_acc: 0.9031, loss_cls: 0.9416, loss: 0.9416, grad_norm: 6.0338 2021-03-08 23:22:22,223 - mmaction - INFO - Epoch [91][280/940] lr: 1.000e-04, eta: 2:50:50, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7854, top5_acc: 0.9066, loss_cls: 0.9233, loss: 0.9233, grad_norm: 6.0097 2021-03-08 23:22:40,585 - mmaction - INFO - Epoch [91][300/940] lr: 1.000e-04, eta: 2:50:27, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7734, top5_acc: 0.9104, loss_cls: 0.9233, loss: 0.9233, grad_norm: 6.0381 2021-03-08 23:22:59,013 - mmaction - INFO - Epoch [91][320/940] lr: 1.000e-04, eta: 2:50:04, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7811, top5_acc: 0.9145, loss_cls: 0.9029, loss: 0.9029, grad_norm: 6.0130 2021-03-08 23:23:17,346 - mmaction - INFO - Epoch [91][340/940] lr: 1.000e-04, eta: 2:49:41, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7727, top5_acc: 0.9146, loss_cls: 0.9166, loss: 0.9166, grad_norm: 6.1332 2021-03-08 23:23:35,602 - mmaction - INFO - Epoch [91][360/940] lr: 1.000e-04, eta: 2:49:18, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7773, top5_acc: 0.9119, loss_cls: 0.9115, loss: 0.9115, grad_norm: 6.0032 2021-03-08 23:23:53,857 - mmaction - INFO - Epoch [91][380/940] lr: 1.000e-04, eta: 2:48:55, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7799, top5_acc: 0.9131, loss_cls: 0.9071, loss: 0.9071, grad_norm: 5.9485 2021-03-08 23:24:12,152 - mmaction - INFO - Epoch [91][400/940] lr: 1.000e-04, eta: 2:48:32, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7781, top5_acc: 0.9078, loss_cls: 0.9061, loss: 0.9061, grad_norm: 6.0250 2021-03-08 23:24:30,491 - mmaction - INFO - Epoch [91][420/940] lr: 1.000e-04, eta: 2:48:09, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7801, top5_acc: 0.9131, loss_cls: 0.9066, loss: 0.9066, grad_norm: 6.0340 2021-03-08 23:24:48,743 - mmaction - INFO - Epoch [91][440/940] lr: 1.000e-04, eta: 2:47:46, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7836, top5_acc: 0.9143, loss_cls: 0.8879, loss: 0.8879, grad_norm: 5.8967 2021-03-08 23:25:07,219 - mmaction - INFO - Epoch [91][460/940] lr: 1.000e-04, eta: 2:47:23, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7834, top5_acc: 0.9129, loss_cls: 0.8959, loss: 0.8959, grad_norm: 5.9691 2021-03-08 23:25:25,570 - mmaction - INFO - Epoch [91][480/940] lr: 1.000e-04, eta: 2:47:00, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7762, top5_acc: 0.9111, loss_cls: 0.8992, loss: 0.8992, grad_norm: 5.9738 2021-03-08 23:25:43,983 - mmaction - INFO - Epoch [91][500/940] lr: 1.000e-04, eta: 2:46:38, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7729, top5_acc: 0.9072, loss_cls: 0.9359, loss: 0.9359, grad_norm: 5.9634 2021-03-08 23:26:02,316 - mmaction - INFO - Epoch [91][520/940] lr: 1.000e-04, eta: 2:46:15, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7730, top5_acc: 0.9088, loss_cls: 0.9311, loss: 0.9311, grad_norm: 6.0254 2021-03-08 23:26:20,732 - mmaction - INFO - Epoch [91][540/940] lr: 1.000e-04, eta: 2:45:52, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7678, top5_acc: 0.9043, loss_cls: 0.9479, loss: 0.9479, grad_norm: 6.1200 2021-03-08 23:26:39,226 - mmaction - INFO - Epoch [91][560/940] lr: 1.000e-04, eta: 2:45:29, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.7799, top5_acc: 0.9125, loss_cls: 0.8963, loss: 0.8963, grad_norm: 5.8890 2021-03-08 23:26:57,607 - mmaction - INFO - Epoch [91][580/940] lr: 1.000e-04, eta: 2:45:06, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7773, top5_acc: 0.9150, loss_cls: 0.9016, loss: 0.9016, grad_norm: 6.0599 2021-03-08 23:27:15,880 - mmaction - INFO - Epoch [91][600/940] lr: 1.000e-04, eta: 2:44:43, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7740, top5_acc: 0.9109, loss_cls: 0.9266, loss: 0.9266, grad_norm: 6.0843 2021-03-08 23:27:34,234 - mmaction - INFO - Epoch [91][620/940] lr: 1.000e-04, eta: 2:44:20, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7803, top5_acc: 0.9156, loss_cls: 0.8910, loss: 0.8910, grad_norm: 5.9575 2021-03-08 23:27:52,647 - mmaction - INFO - Epoch [91][640/940] lr: 1.000e-04, eta: 2:43:57, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7820, top5_acc: 0.9129, loss_cls: 0.9020, loss: 0.9020, grad_norm: 5.9437 2021-03-08 23:28:10,934 - mmaction - INFO - Epoch [91][660/940] lr: 1.000e-04, eta: 2:43:34, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7730, top5_acc: 0.9098, loss_cls: 0.9172, loss: 0.9172, grad_norm: 6.0937 2021-03-08 23:28:29,291 - mmaction - INFO - Epoch [91][680/940] lr: 1.000e-04, eta: 2:43:12, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7689, top5_acc: 0.9094, loss_cls: 0.9358, loss: 0.9358, grad_norm: 6.1386 2021-03-08 23:28:47,640 - mmaction - INFO - Epoch [91][700/940] lr: 1.000e-04, eta: 2:42:49, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7873, top5_acc: 0.9082, loss_cls: 0.9106, loss: 0.9106, grad_norm: 5.9806 2021-03-08 23:29:06,031 - mmaction - INFO - Epoch [91][720/940] lr: 1.000e-04, eta: 2:42:26, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7760, top5_acc: 0.9070, loss_cls: 0.9285, loss: 0.9285, grad_norm: 6.0790 2021-03-08 23:29:24,371 - mmaction - INFO - Epoch [91][740/940] lr: 1.000e-04, eta: 2:42:03, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7824, top5_acc: 0.9086, loss_cls: 0.9294, loss: 0.9294, grad_norm: 6.0189 2021-03-08 23:29:42,731 - mmaction - INFO - Epoch [91][760/940] lr: 1.000e-04, eta: 2:41:40, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7689, top5_acc: 0.9074, loss_cls: 0.9325, loss: 0.9325, grad_norm: 6.1017 2021-03-08 23:30:01,042 - mmaction - INFO - Epoch [91][780/940] lr: 1.000e-04, eta: 2:41:17, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7756, top5_acc: 0.9115, loss_cls: 0.9074, loss: 0.9074, grad_norm: 5.9623 2021-03-08 23:30:19,533 - mmaction - INFO - Epoch [91][800/940] lr: 1.000e-04, eta: 2:40:54, time: 0.924, data_time: 0.003, memory: 8361, top1_acc: 0.7674, top5_acc: 0.9037, loss_cls: 0.9498, loss: 0.9498, grad_norm: 6.1251 2021-03-08 23:30:37,948 - mmaction - INFO - Epoch [91][820/940] lr: 1.000e-04, eta: 2:40:32, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7818, top5_acc: 0.9154, loss_cls: 0.8890, loss: 0.8890, grad_norm: 5.9219 2021-03-08 23:30:56,442 - mmaction - INFO - Epoch [91][840/940] lr: 1.000e-04, eta: 2:40:09, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7783, top5_acc: 0.9135, loss_cls: 0.8907, loss: 0.8907, grad_norm: 5.9416 2021-03-08 23:31:14,872 - mmaction - INFO - Epoch [91][860/940] lr: 1.000e-04, eta: 2:39:46, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7811, top5_acc: 0.9061, loss_cls: 0.9236, loss: 0.9236, grad_norm: 6.0275 2021-03-08 23:31:33,145 - mmaction - INFO - Epoch [91][880/940] lr: 1.000e-04, eta: 2:39:23, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7723, top5_acc: 0.9035, loss_cls: 0.9400, loss: 0.9400, grad_norm: 6.0625 2021-03-08 23:31:51,498 - mmaction - INFO - Epoch [91][900/940] lr: 1.000e-04, eta: 2:39:00, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7781, top5_acc: 0.9096, loss_cls: 0.9123, loss: 0.9123, grad_norm: 5.9901 2021-03-08 23:32:09,814 - mmaction - INFO - Epoch [91][920/940] lr: 1.000e-04, eta: 2:38:37, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7768, top5_acc: 0.9119, loss_cls: 0.9086, loss: 0.9086, grad_norm: 6.0038 2021-03-08 23:32:27,627 - mmaction - INFO - Epoch [91][940/940] lr: 1.000e-04, eta: 2:38:14, time: 0.890, data_time: 0.001, memory: 8361, top1_acc: 0.7758, top5_acc: 0.9105, loss_cls: 0.9152, loss: 0.9152, grad_norm: 6.1181 2021-03-08 23:32:29,629 - mmaction - INFO - Saving checkpoint at 91 epochs 2021-03-08 23:35:08,989 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 23:35:09,969 - mmaction - INFO - top1_acc 0.7058 top5_acc 0.8883 2021-03-08 23:35:09,977 - mmaction - INFO - Epoch(val) [91][940] top1_acc: 0.7058, top5_acc: 0.8883 2021-03-08 23:38:44,351 - mmaction - INFO - Epoch [92][20/940] lr: 1.000e-04, eta: 2:38:11, time: 10.718, data_time: 9.789, memory: 8361, top1_acc: 0.7783, top5_acc: 0.9145, loss_cls: 0.9086, loss: 0.9086, grad_norm: 6.0597 2021-03-08 23:39:02,514 - mmaction - INFO - Epoch [92][40/940] lr: 1.000e-04, eta: 2:37:48, time: 0.907, data_time: 0.003, memory: 8361, top1_acc: 0.7721, top5_acc: 0.9115, loss_cls: 0.9301, loss: 0.9301, grad_norm: 6.0764 2021-03-08 23:39:20,777 - mmaction - INFO - Epoch [92][60/940] lr: 1.000e-04, eta: 2:37:25, time: 0.915, data_time: 0.003, memory: 8361, top1_acc: 0.7758, top5_acc: 0.9066, loss_cls: 0.9156, loss: 0.9156, grad_norm: 5.9784 2021-03-08 23:39:38,969 - mmaction - INFO - Epoch [92][80/940] lr: 1.000e-04, eta: 2:37:02, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7762, top5_acc: 0.9070, loss_cls: 0.9229, loss: 0.9229, grad_norm: 5.8846 2021-03-08 23:39:57,302 - mmaction - INFO - Epoch [92][100/940] lr: 1.000e-04, eta: 2:36:39, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7959, top5_acc: 0.9131, loss_cls: 0.8586, loss: 0.8586, grad_norm: 5.8003 2021-03-08 23:40:15,590 - mmaction - INFO - Epoch [92][120/940] lr: 1.000e-04, eta: 2:36:16, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7820, top5_acc: 0.9133, loss_cls: 0.9012, loss: 0.9012, grad_norm: 5.9099 2021-03-08 23:40:33,818 - mmaction - INFO - Epoch [92][140/940] lr: 1.000e-04, eta: 2:35:53, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7779, top5_acc: 0.9100, loss_cls: 0.9199, loss: 0.9199, grad_norm: 6.0909 2021-03-08 23:40:52,216 - mmaction - INFO - Epoch [92][160/940] lr: 1.000e-04, eta: 2:35:31, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7746, top5_acc: 0.9059, loss_cls: 0.9215, loss: 0.9215, grad_norm: 5.9871 2021-03-08 23:41:10,467 - mmaction - INFO - Epoch [92][180/940] lr: 1.000e-04, eta: 2:35:08, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7793, top5_acc: 0.9139, loss_cls: 0.9136, loss: 0.9136, grad_norm: 6.0807 2021-03-08 23:41:28,852 - mmaction - INFO - Epoch [92][200/940] lr: 1.000e-04, eta: 2:34:45, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7770, top5_acc: 0.9131, loss_cls: 0.8963, loss: 0.8963, grad_norm: 6.0521 2021-03-08 23:41:47,182 - mmaction - INFO - Epoch [92][220/940] lr: 1.000e-04, eta: 2:34:22, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7785, top5_acc: 0.9082, loss_cls: 0.9245, loss: 0.9245, grad_norm: 6.0283 2021-03-08 23:42:05,541 - mmaction - INFO - Epoch [92][240/940] lr: 1.000e-04, eta: 2:33:59, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7838, top5_acc: 0.9148, loss_cls: 0.8869, loss: 0.8869, grad_norm: 5.9181 2021-03-08 23:42:24,017 - mmaction - INFO - Epoch [92][260/940] lr: 1.000e-04, eta: 2:33:36, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7717, top5_acc: 0.9084, loss_cls: 0.9358, loss: 0.9358, grad_norm: 6.1079 2021-03-08 23:42:42,370 - mmaction - INFO - Epoch [92][280/940] lr: 1.000e-04, eta: 2:33:13, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7750, top5_acc: 0.9072, loss_cls: 0.9264, loss: 0.9264, grad_norm: 6.1518 2021-03-08 23:43:00,908 - mmaction - INFO - Epoch [92][300/940] lr: 1.000e-04, eta: 2:32:50, time: 0.927, data_time: 0.002, memory: 8361, top1_acc: 0.7779, top5_acc: 0.9164, loss_cls: 0.8922, loss: 0.8922, grad_norm: 6.0492 2021-03-08 23:43:19,369 - mmaction - INFO - Epoch [92][320/940] lr: 1.000e-04, eta: 2:32:28, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7725, top5_acc: 0.9141, loss_cls: 0.9173, loss: 0.9173, grad_norm: 6.1713 2021-03-08 23:43:37,793 - mmaction - INFO - Epoch [92][340/940] lr: 1.000e-04, eta: 2:32:05, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7791, top5_acc: 0.9131, loss_cls: 0.8963, loss: 0.8963, grad_norm: 6.0142 2021-03-08 23:43:56,179 - mmaction - INFO - Epoch [92][360/940] lr: 1.000e-04, eta: 2:31:42, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7752, top5_acc: 0.9145, loss_cls: 0.9109, loss: 0.9109, grad_norm: 6.0317 2021-03-08 23:44:14,502 - mmaction - INFO - Epoch [92][380/940] lr: 1.000e-04, eta: 2:31:19, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7631, top5_acc: 0.9088, loss_cls: 0.9545, loss: 0.9545, grad_norm: 6.1982 2021-03-08 23:44:32,935 - mmaction - INFO - Epoch [92][400/940] lr: 1.000e-04, eta: 2:30:56, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7729, top5_acc: 0.9098, loss_cls: 0.9280, loss: 0.9280, grad_norm: 6.0852 2021-03-08 23:44:51,341 - mmaction - INFO - Epoch [92][420/940] lr: 1.000e-04, eta: 2:30:33, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7705, top5_acc: 0.9117, loss_cls: 0.9334, loss: 0.9334, grad_norm: 6.1773 2021-03-08 23:45:09,701 - mmaction - INFO - Epoch [92][440/940] lr: 1.000e-04, eta: 2:30:10, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7779, top5_acc: 0.9158, loss_cls: 0.8873, loss: 0.8873, grad_norm: 5.9998 2021-03-08 23:45:28,112 - mmaction - INFO - Epoch [92][460/940] lr: 1.000e-04, eta: 2:29:48, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7652, top5_acc: 0.9104, loss_cls: 0.9424, loss: 0.9424, grad_norm: 6.1758 2021-03-08 23:45:46,528 - mmaction - INFO - Epoch [92][480/940] lr: 1.000e-04, eta: 2:29:25, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7709, top5_acc: 0.9117, loss_cls: 0.9165, loss: 0.9165, grad_norm: 6.1053 2021-03-08 23:46:04,939 - mmaction - INFO - Epoch [92][500/940] lr: 1.000e-04, eta: 2:29:02, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7689, top5_acc: 0.9045, loss_cls: 0.9464, loss: 0.9464, grad_norm: 6.0899 2021-03-08 23:46:23,365 - mmaction - INFO - Epoch [92][520/940] lr: 1.000e-04, eta: 2:28:39, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7693, top5_acc: 0.9096, loss_cls: 0.9196, loss: 0.9196, grad_norm: 6.0065 2021-03-08 23:46:41,652 - mmaction - INFO - Epoch [92][540/940] lr: 1.000e-04, eta: 2:28:16, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7875, top5_acc: 0.9119, loss_cls: 0.8932, loss: 0.8932, grad_norm: 5.8848 2021-03-08 23:47:00,157 - mmaction - INFO - Epoch [92][560/940] lr: 1.000e-04, eta: 2:27:53, time: 0.925, data_time: 0.001, memory: 8361, top1_acc: 0.7777, top5_acc: 0.9129, loss_cls: 0.9111, loss: 0.9111, grad_norm: 6.0274 2021-03-08 23:47:18,514 - mmaction - INFO - Epoch [92][580/940] lr: 1.000e-04, eta: 2:27:30, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7701, top5_acc: 0.9082, loss_cls: 0.9416, loss: 0.9416, grad_norm: 6.0690 2021-03-08 23:47:36,888 - mmaction - INFO - Epoch [92][600/940] lr: 1.000e-04, eta: 2:27:08, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7760, top5_acc: 0.9102, loss_cls: 0.9002, loss: 0.9002, grad_norm: 5.9798 2021-03-08 23:47:55,237 - mmaction - INFO - Epoch [92][620/940] lr: 1.000e-04, eta: 2:26:45, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7789, top5_acc: 0.9148, loss_cls: 0.9159, loss: 0.9159, grad_norm: 6.0159 2021-03-08 23:48:13,485 - mmaction - INFO - Epoch [92][640/940] lr: 1.000e-04, eta: 2:26:22, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7828, top5_acc: 0.9084, loss_cls: 0.9009, loss: 0.9009, grad_norm: 5.9400 2021-03-08 23:48:31,928 - mmaction - INFO - Epoch [92][660/940] lr: 1.000e-04, eta: 2:25:59, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7795, top5_acc: 0.9141, loss_cls: 0.8951, loss: 0.8951, grad_norm: 5.9639 2021-03-08 23:48:50,275 - mmaction - INFO - Epoch [92][680/940] lr: 1.000e-04, eta: 2:25:36, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7779, top5_acc: 0.9117, loss_cls: 0.9199, loss: 0.9199, grad_norm: 6.0249 2021-03-08 23:49:08,738 - mmaction - INFO - Epoch [92][700/940] lr: 1.000e-04, eta: 2:25:13, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.7658, top5_acc: 0.9061, loss_cls: 0.9441, loss: 0.9441, grad_norm: 6.1545 2021-03-08 23:49:27,041 - mmaction - INFO - Epoch [92][720/940] lr: 1.000e-04, eta: 2:24:51, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7658, top5_acc: 0.9037, loss_cls: 0.9481, loss: 0.9481, grad_norm: 6.0869 2021-03-08 23:49:45,410 - mmaction - INFO - Epoch [92][740/940] lr: 1.000e-04, eta: 2:24:28, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7826, top5_acc: 0.9121, loss_cls: 0.8861, loss: 0.8861, grad_norm: 5.8653 2021-03-08 23:50:03,754 - mmaction - INFO - Epoch [92][760/940] lr: 1.000e-04, eta: 2:24:05, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7725, top5_acc: 0.9105, loss_cls: 0.9214, loss: 0.9214, grad_norm: 6.1138 2021-03-08 23:50:22,116 - mmaction - INFO - Epoch [92][780/940] lr: 1.000e-04, eta: 2:23:42, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7740, top5_acc: 0.9113, loss_cls: 0.9280, loss: 0.9280, grad_norm: 6.1354 2021-03-08 23:50:40,389 - mmaction - INFO - Epoch [92][800/940] lr: 1.000e-04, eta: 2:23:19, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7734, top5_acc: 0.9074, loss_cls: 0.9346, loss: 0.9346, grad_norm: 6.1196 2021-03-08 23:50:58,822 - mmaction - INFO - Epoch [92][820/940] lr: 1.000e-04, eta: 2:22:57, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7748, top5_acc: 0.9164, loss_cls: 0.9158, loss: 0.9158, grad_norm: 6.0873 2021-03-08 23:51:17,109 - mmaction - INFO - Epoch [92][840/940] lr: 1.000e-04, eta: 2:22:34, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7764, top5_acc: 0.9049, loss_cls: 0.9475, loss: 0.9475, grad_norm: 6.0699 2021-03-08 23:51:35,535 - mmaction - INFO - Epoch [92][860/940] lr: 1.000e-04, eta: 2:22:11, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7674, top5_acc: 0.9156, loss_cls: 0.9277, loss: 0.9277, grad_norm: 6.1046 2021-03-08 23:51:53,897 - mmaction - INFO - Epoch [92][880/940] lr: 1.000e-04, eta: 2:21:48, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7727, top5_acc: 0.9084, loss_cls: 0.9339, loss: 0.9339, grad_norm: 6.0954 2021-03-08 23:52:12,242 - mmaction - INFO - Epoch [92][900/940] lr: 1.000e-04, eta: 2:21:25, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7729, top5_acc: 0.9080, loss_cls: 0.9416, loss: 0.9416, grad_norm: 6.2077 2021-03-08 23:52:30,603 - mmaction - INFO - Epoch [92][920/940] lr: 1.000e-04, eta: 2:21:03, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7760, top5_acc: 0.9162, loss_cls: 0.9091, loss: 0.9091, grad_norm: 5.9749 2021-03-08 23:52:48,508 - mmaction - INFO - Epoch [92][940/940] lr: 1.000e-04, eta: 2:20:40, time: 0.894, data_time: 0.002, memory: 8361, top1_acc: 0.7658, top5_acc: 0.9046, loss_cls: 0.9639, loss: 0.9639, grad_norm: 6.2372 2021-03-08 23:52:50,494 - mmaction - INFO - Saving checkpoint at 92 epochs 2021-03-08 23:55:28,905 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 23:55:29,883 - mmaction - INFO - top1_acc 0.7051 top5_acc 0.8889 2021-03-08 23:55:29,891 - mmaction - INFO - Epoch(val) [92][940] top1_acc: 0.7051, top5_acc: 0.8889 2021-03-08 23:59:05,051 - mmaction - INFO - Epoch [93][20/940] lr: 1.000e-04, eta: 2:20:34, time: 10.756, data_time: 9.852, memory: 8361, top1_acc: 0.7596, top5_acc: 0.9072, loss_cls: 0.9617, loss: 0.9617, grad_norm: 6.2362 2021-03-08 23:59:23,221 - mmaction - INFO - Epoch [93][40/940] lr: 1.000e-04, eta: 2:20:11, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.7637, top5_acc: 0.9043, loss_cls: 0.9626, loss: 0.9626, grad_norm: 6.2654 2021-03-08 23:59:41,375 - mmaction - INFO - Epoch [93][60/940] lr: 1.000e-04, eta: 2:19:48, time: 0.909, data_time: 0.003, memory: 8361, top1_acc: 0.7922, top5_acc: 0.9156, loss_cls: 0.8697, loss: 0.8697, grad_norm: 5.8766 2021-03-08 23:59:59,637 - mmaction - INFO - Epoch [93][80/940] lr: 1.000e-04, eta: 2:19:25, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7840, top5_acc: 0.9096, loss_cls: 0.8992, loss: 0.8992, grad_norm: 5.9895 2021-03-09 00:00:18,818 - mmaction - INFO - Epoch [93][100/940] lr: 1.000e-04, eta: 2:19:03, time: 0.959, data_time: 0.002, memory: 8361, top1_acc: 0.7738, top5_acc: 0.9088, loss_cls: 0.9245, loss: 0.9245, grad_norm: 6.0254 2021-03-09 00:00:37,057 - mmaction - INFO - Epoch [93][120/940] lr: 1.000e-04, eta: 2:18:40, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7732, top5_acc: 0.9102, loss_cls: 0.9266, loss: 0.9266, grad_norm: 6.0298 2021-03-09 00:00:55,271 - mmaction - INFO - Epoch [93][140/940] lr: 1.000e-04, eta: 2:18:17, time: 0.910, data_time: 0.001, memory: 8361, top1_acc: 0.7740, top5_acc: 0.9125, loss_cls: 0.9047, loss: 0.9047, grad_norm: 6.1755 2021-03-09 00:01:13,545 - mmaction - INFO - Epoch [93][160/940] lr: 1.000e-04, eta: 2:17:54, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7625, top5_acc: 0.9041, loss_cls: 0.9496, loss: 0.9496, grad_norm: 6.1333 2021-03-09 00:01:31,931 - mmaction - INFO - Epoch [93][180/940] lr: 1.000e-04, eta: 2:17:31, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7719, top5_acc: 0.9061, loss_cls: 0.9423, loss: 0.9423, grad_norm: 6.1097 2021-03-09 00:01:50,235 - mmaction - INFO - Epoch [93][200/940] lr: 1.000e-04, eta: 2:17:08, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7691, top5_acc: 0.9072, loss_cls: 0.9492, loss: 0.9492, grad_norm: 6.2004 2021-03-09 00:02:08,650 - mmaction - INFO - Epoch [93][220/940] lr: 1.000e-04, eta: 2:16:46, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7869, top5_acc: 0.9168, loss_cls: 0.8897, loss: 0.8897, grad_norm: 5.9710 2021-03-09 00:02:27,043 - mmaction - INFO - Epoch [93][240/940] lr: 1.000e-04, eta: 2:16:23, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7715, top5_acc: 0.9033, loss_cls: 0.9460, loss: 0.9460, grad_norm: 6.0910 2021-03-09 00:02:45,600 - mmaction - INFO - Epoch [93][260/940] lr: 1.000e-04, eta: 2:16:00, time: 0.927, data_time: 0.006, memory: 8361, top1_acc: 0.7846, top5_acc: 0.9170, loss_cls: 0.8907, loss: 0.8907, grad_norm: 6.0178 2021-03-09 00:03:04,108 - mmaction - INFO - Epoch [93][280/940] lr: 1.000e-04, eta: 2:15:37, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.7840, top5_acc: 0.9121, loss_cls: 0.8951, loss: 0.8951, grad_norm: 6.0200 2021-03-09 00:03:22,429 - mmaction - INFO - Epoch [93][300/940] lr: 1.000e-04, eta: 2:15:14, time: 0.916, data_time: 0.003, memory: 8361, top1_acc: 0.7836, top5_acc: 0.9102, loss_cls: 0.8952, loss: 0.8952, grad_norm: 6.0242 2021-03-09 00:03:40,853 - mmaction - INFO - Epoch [93][320/940] lr: 1.000e-04, eta: 2:14:51, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7750, top5_acc: 0.9086, loss_cls: 0.9294, loss: 0.9294, grad_norm: 6.1344 2021-03-09 00:03:59,208 - mmaction - INFO - Epoch [93][340/940] lr: 1.000e-04, eta: 2:14:29, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7812, top5_acc: 0.9119, loss_cls: 0.9078, loss: 0.9078, grad_norm: 6.0689 2021-03-09 00:04:17,842 - mmaction - INFO - Epoch [93][360/940] lr: 1.000e-04, eta: 2:14:06, time: 0.932, data_time: 0.002, memory: 8361, top1_acc: 0.7781, top5_acc: 0.9117, loss_cls: 0.9168, loss: 0.9168, grad_norm: 6.1541 2021-03-09 00:04:36,310 - mmaction - INFO - Epoch [93][380/940] lr: 1.000e-04, eta: 2:13:43, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7830, top5_acc: 0.9150, loss_cls: 0.8905, loss: 0.8905, grad_norm: 6.0426 2021-03-09 00:04:54,714 - mmaction - INFO - Epoch [93][400/940] lr: 1.000e-04, eta: 2:13:20, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7779, top5_acc: 0.9104, loss_cls: 0.9043, loss: 0.9043, grad_norm: 5.9644 2021-03-09 00:05:13,229 - mmaction - INFO - Epoch [93][420/940] lr: 1.000e-04, eta: 2:12:57, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.7744, top5_acc: 0.9027, loss_cls: 0.9329, loss: 0.9329, grad_norm: 6.0682 2021-03-09 00:05:31,540 - mmaction - INFO - Epoch [93][440/940] lr: 1.000e-04, eta: 2:12:35, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7754, top5_acc: 0.9107, loss_cls: 0.9219, loss: 0.9219, grad_norm: 6.0324 2021-03-09 00:05:50,090 - mmaction - INFO - Epoch [93][460/940] lr: 1.000e-04, eta: 2:12:12, time: 0.928, data_time: 0.002, memory: 8361, top1_acc: 0.7709, top5_acc: 0.9086, loss_cls: 0.9352, loss: 0.9352, grad_norm: 6.0375 2021-03-09 00:06:08,397 - mmaction - INFO - Epoch [93][480/940] lr: 1.000e-04, eta: 2:11:49, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7854, top5_acc: 0.9133, loss_cls: 0.8903, loss: 0.8903, grad_norm: 5.9109 2021-03-09 00:06:26,712 - mmaction - INFO - Epoch [93][500/940] lr: 1.000e-04, eta: 2:11:26, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7762, top5_acc: 0.9150, loss_cls: 0.8992, loss: 0.8992, grad_norm: 6.0096 2021-03-09 00:06:45,096 - mmaction - INFO - Epoch [93][520/940] lr: 1.000e-04, eta: 2:11:03, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7633, top5_acc: 0.9004, loss_cls: 0.9840, loss: 0.9840, grad_norm: 6.1579 2021-03-09 00:07:03,585 - mmaction - INFO - Epoch [93][540/940] lr: 1.000e-04, eta: 2:10:41, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7824, top5_acc: 0.9154, loss_cls: 0.8977, loss: 0.8977, grad_norm: 5.9347 2021-03-09 00:07:22,142 - mmaction - INFO - Epoch [93][560/940] lr: 1.000e-04, eta: 2:10:18, time: 0.927, data_time: 0.002, memory: 8361, top1_acc: 0.7811, top5_acc: 0.9123, loss_cls: 0.9041, loss: 0.9041, grad_norm: 5.9537 2021-03-09 00:07:40,483 - mmaction - INFO - Epoch [93][580/940] lr: 1.000e-04, eta: 2:09:55, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7695, top5_acc: 0.9070, loss_cls: 0.9371, loss: 0.9371, grad_norm: 6.1035 2021-03-09 00:07:58,885 - mmaction - INFO - Epoch [93][600/940] lr: 1.000e-04, eta: 2:09:32, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7668, top5_acc: 0.9066, loss_cls: 0.9326, loss: 0.9326, grad_norm: 6.0299 2021-03-09 00:08:17,209 - mmaction - INFO - Epoch [93][620/940] lr: 1.000e-04, eta: 2:09:09, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7740, top5_acc: 0.9086, loss_cls: 0.9183, loss: 0.9183, grad_norm: 5.9805 2021-03-09 00:08:35,552 - mmaction - INFO - Epoch [93][640/940] lr: 1.000e-04, eta: 2:08:47, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7896, top5_acc: 0.9209, loss_cls: 0.8537, loss: 0.8537, grad_norm: 5.7968 2021-03-09 00:08:54,017 - mmaction - INFO - Epoch [93][660/940] lr: 1.000e-04, eta: 2:08:24, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7879, top5_acc: 0.9176, loss_cls: 0.8804, loss: 0.8804, grad_norm: 5.9848 2021-03-09 00:09:12,375 - mmaction - INFO - Epoch [93][680/940] lr: 1.000e-04, eta: 2:08:01, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7873, top5_acc: 0.9139, loss_cls: 0.8759, loss: 0.8759, grad_norm: 5.8262 2021-03-09 00:09:30,845 - mmaction - INFO - Epoch [93][700/940] lr: 1.000e-04, eta: 2:07:38, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7777, top5_acc: 0.9176, loss_cls: 0.9000, loss: 0.9000, grad_norm: 5.9637 2021-03-09 00:09:49,066 - mmaction - INFO - Epoch [93][720/940] lr: 1.000e-04, eta: 2:07:16, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7869, top5_acc: 0.9168, loss_cls: 0.8697, loss: 0.8697, grad_norm: 5.9008 2021-03-09 00:10:07,472 - mmaction - INFO - Epoch [93][740/940] lr: 1.000e-04, eta: 2:06:53, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7846, top5_acc: 0.9113, loss_cls: 0.9054, loss: 0.9054, grad_norm: 5.9570 2021-03-09 00:10:25,765 - mmaction - INFO - Epoch [93][760/940] lr: 1.000e-04, eta: 2:06:30, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7660, top5_acc: 0.9066, loss_cls: 0.9559, loss: 0.9559, grad_norm: 6.1354 2021-03-09 00:10:44,164 - mmaction - INFO - Epoch [93][780/940] lr: 1.000e-04, eta: 2:06:07, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7832, top5_acc: 0.9084, loss_cls: 0.9062, loss: 0.9062, grad_norm: 5.9507 2021-03-09 00:11:02,448 - mmaction - INFO - Epoch [93][800/940] lr: 1.000e-04, eta: 2:05:44, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7865, top5_acc: 0.9148, loss_cls: 0.8836, loss: 0.8836, grad_norm: 5.9666 2021-03-09 00:11:20,728 - mmaction - INFO - Epoch [93][820/940] lr: 1.000e-04, eta: 2:05:22, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7715, top5_acc: 0.9070, loss_cls: 0.9398, loss: 0.9398, grad_norm: 6.0336 2021-03-09 00:11:39,123 - mmaction - INFO - Epoch [93][840/940] lr: 1.000e-04, eta: 2:04:59, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7846, top5_acc: 0.9133, loss_cls: 0.8952, loss: 0.8952, grad_norm: 5.9119 2021-03-09 00:11:57,471 - mmaction - INFO - Epoch [93][860/940] lr: 1.000e-04, eta: 2:04:36, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7729, top5_acc: 0.9107, loss_cls: 0.9351, loss: 0.9351, grad_norm: 6.0594 2021-03-09 00:12:15,756 - mmaction - INFO - Epoch [93][880/940] lr: 1.000e-04, eta: 2:04:13, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7758, top5_acc: 0.9055, loss_cls: 0.9158, loss: 0.9158, grad_norm: 5.9338 2021-03-09 00:12:34,255 - mmaction - INFO - Epoch [93][900/940] lr: 1.000e-04, eta: 2:03:51, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7771, top5_acc: 0.9078, loss_cls: 0.9115, loss: 0.9115, grad_norm: 5.9207 2021-03-09 00:12:52,511 - mmaction - INFO - Epoch [93][920/940] lr: 1.000e-04, eta: 2:03:28, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7762, top5_acc: 0.9104, loss_cls: 0.9026, loss: 0.9026, grad_norm: 5.9749 2021-03-09 00:13:10,284 - mmaction - INFO - Epoch [93][940/940] lr: 1.000e-04, eta: 2:03:05, time: 0.888, data_time: 0.002, memory: 8361, top1_acc: 0.7928, top5_acc: 0.9154, loss_cls: 0.8677, loss: 0.8677, grad_norm: 5.9393 2021-03-09 00:13:12,328 - mmaction - INFO - Saving checkpoint at 93 epochs 2021-03-09 00:15:52,434 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 00:15:53,413 - mmaction - INFO - top1_acc 0.7051 top5_acc 0.8886 2021-03-09 00:15:53,421 - mmaction - INFO - Epoch(val) [93][940] top1_acc: 0.7051, top5_acc: 0.8886 2021-03-09 00:19:28,747 - mmaction - INFO - Epoch [94][20/940] lr: 1.000e-04, eta: 2:02:57, time: 10.766, data_time: 9.850, memory: 8361, top1_acc: 0.7713, top5_acc: 0.9113, loss_cls: 0.9378, loss: 0.9378, grad_norm: 6.0980 2021-03-09 00:19:46,885 - mmaction - INFO - Epoch [94][40/940] lr: 1.000e-04, eta: 2:02:34, time: 0.906, data_time: 0.001, memory: 8361, top1_acc: 0.7764, top5_acc: 0.9133, loss_cls: 0.8969, loss: 0.8969, grad_norm: 6.0374 2021-03-09 00:20:05,096 - mmaction - INFO - Epoch [94][60/940] lr: 1.000e-04, eta: 2:02:11, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7789, top5_acc: 0.9156, loss_cls: 0.8962, loss: 0.8962, grad_norm: 6.0736 2021-03-09 00:20:23,440 - mmaction - INFO - Epoch [94][80/940] lr: 1.000e-04, eta: 2:01:49, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7828, top5_acc: 0.9150, loss_cls: 0.8947, loss: 0.8947, grad_norm: 5.9732 2021-03-09 00:20:41,680 - mmaction - INFO - Epoch [94][100/940] lr: 1.000e-04, eta: 2:01:26, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7846, top5_acc: 0.9121, loss_cls: 0.8941, loss: 0.8941, grad_norm: 5.9473 2021-03-09 00:20:59,895 - mmaction - INFO - Epoch [94][120/940] lr: 1.000e-04, eta: 2:01:03, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7734, top5_acc: 0.9129, loss_cls: 0.9339, loss: 0.9339, grad_norm: 6.1292 2021-03-09 00:21:18,133 - mmaction - INFO - Epoch [94][140/940] lr: 1.000e-04, eta: 2:00:40, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7787, top5_acc: 0.9150, loss_cls: 0.8913, loss: 0.8913, grad_norm: 5.9791 2021-03-09 00:21:36,439 - mmaction - INFO - Epoch [94][160/940] lr: 1.000e-04, eta: 2:00:17, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7840, top5_acc: 0.9145, loss_cls: 0.8952, loss: 0.8952, grad_norm: 5.9145 2021-03-09 00:21:54,829 - mmaction - INFO - Epoch [94][180/940] lr: 1.000e-04, eta: 1:59:55, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7816, top5_acc: 0.9150, loss_cls: 0.8944, loss: 0.8944, grad_norm: 5.9284 2021-03-09 00:22:13,070 - mmaction - INFO - Epoch [94][200/940] lr: 1.000e-04, eta: 1:59:32, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7697, top5_acc: 0.9127, loss_cls: 0.9282, loss: 0.9282, grad_norm: 5.9786 2021-03-09 00:22:31,462 - mmaction - INFO - Epoch [94][220/940] lr: 1.000e-04, eta: 1:59:09, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7775, top5_acc: 0.9119, loss_cls: 0.9030, loss: 0.9030, grad_norm: 6.0712 2021-03-09 00:22:49,689 - mmaction - INFO - Epoch [94][240/940] lr: 1.000e-04, eta: 1:58:46, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7906, top5_acc: 0.9168, loss_cls: 0.8831, loss: 0.8831, grad_norm: 5.9417 2021-03-09 00:23:08,073 - mmaction - INFO - Epoch [94][260/940] lr: 1.000e-04, eta: 1:58:24, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7771, top5_acc: 0.9143, loss_cls: 0.9008, loss: 0.9008, grad_norm: 6.0317 2021-03-09 00:23:26,418 - mmaction - INFO - Epoch [94][280/940] lr: 1.000e-04, eta: 1:58:01, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7787, top5_acc: 0.9062, loss_cls: 0.9211, loss: 0.9211, grad_norm: 5.9705 2021-03-09 00:23:44,809 - mmaction - INFO - Epoch [94][300/940] lr: 1.000e-04, eta: 1:57:38, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7764, top5_acc: 0.9123, loss_cls: 0.9139, loss: 0.9139, grad_norm: 6.1374 2021-03-09 00:24:03,136 - mmaction - INFO - Epoch [94][320/940] lr: 1.000e-04, eta: 1:57:15, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7893, top5_acc: 0.9088, loss_cls: 0.8882, loss: 0.8882, grad_norm: 5.8867 2021-03-09 00:24:21,532 - mmaction - INFO - Epoch [94][340/940] lr: 1.000e-04, eta: 1:56:52, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7801, top5_acc: 0.9164, loss_cls: 0.8964, loss: 0.8964, grad_norm: 5.9912 2021-03-09 00:24:39,955 - mmaction - INFO - Epoch [94][360/940] lr: 1.000e-04, eta: 1:56:30, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7812, top5_acc: 0.9145, loss_cls: 0.8981, loss: 0.8981, grad_norm: 5.8925 2021-03-09 00:24:58,449 - mmaction - INFO - Epoch [94][380/940] lr: 1.000e-04, eta: 1:56:07, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7668, top5_acc: 0.9033, loss_cls: 0.9697, loss: 0.9697, grad_norm: 6.1996 2021-03-09 00:25:16,898 - mmaction - INFO - Epoch [94][400/940] lr: 1.000e-04, eta: 1:55:44, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7783, top5_acc: 0.9111, loss_cls: 0.8890, loss: 0.8890, grad_norm: 6.0172 2021-03-09 00:25:35,320 - mmaction - INFO - Epoch [94][420/940] lr: 1.000e-04, eta: 1:55:21, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7699, top5_acc: 0.9092, loss_cls: 0.9312, loss: 0.9312, grad_norm: 6.0965 2021-03-09 00:25:53,756 - mmaction - INFO - Epoch [94][440/940] lr: 1.000e-04, eta: 1:54:59, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7748, top5_acc: 0.9047, loss_cls: 0.9294, loss: 0.9294, grad_norm: 6.0516 2021-03-09 00:26:12,066 - mmaction - INFO - Epoch [94][460/940] lr: 1.000e-04, eta: 1:54:36, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7723, top5_acc: 0.9164, loss_cls: 0.9245, loss: 0.9245, grad_norm: 6.1156 2021-03-09 00:26:30,522 - mmaction - INFO - Epoch [94][480/940] lr: 1.000e-04, eta: 1:54:13, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7729, top5_acc: 0.9072, loss_cls: 0.9215, loss: 0.9215, grad_norm: 6.0320 2021-03-09 00:26:48,864 - mmaction - INFO - Epoch [94][500/940] lr: 1.000e-04, eta: 1:53:50, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7729, top5_acc: 0.9080, loss_cls: 0.9238, loss: 0.9238, grad_norm: 6.0349 2021-03-09 00:27:07,296 - mmaction - INFO - Epoch [94][520/940] lr: 1.000e-04, eta: 1:53:28, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7711, top5_acc: 0.9059, loss_cls: 0.9380, loss: 0.9380, grad_norm: 6.0979 2021-03-09 00:27:25,816 - mmaction - INFO - Epoch [94][540/940] lr: 1.000e-04, eta: 1:53:05, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.7752, top5_acc: 0.9059, loss_cls: 0.9377, loss: 0.9377, grad_norm: 6.0813 2021-03-09 00:27:44,204 - mmaction - INFO - Epoch [94][560/940] lr: 1.000e-04, eta: 1:52:42, time: 0.920, data_time: 0.003, memory: 8361, top1_acc: 0.7758, top5_acc: 0.9150, loss_cls: 0.8967, loss: 0.8967, grad_norm: 5.9894 2021-03-09 00:28:02,569 - mmaction - INFO - Epoch [94][580/940] lr: 1.000e-04, eta: 1:52:19, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7857, top5_acc: 0.9135, loss_cls: 0.8798, loss: 0.8798, grad_norm: 5.9410 2021-03-09 00:28:21,027 - mmaction - INFO - Epoch [94][600/940] lr: 1.000e-04, eta: 1:51:57, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7828, top5_acc: 0.9129, loss_cls: 0.8836, loss: 0.8836, grad_norm: 5.8991 2021-03-09 00:28:39,489 - mmaction - INFO - Epoch [94][620/940] lr: 1.000e-04, eta: 1:51:34, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7771, top5_acc: 0.9123, loss_cls: 0.9223, loss: 0.9223, grad_norm: 6.0745 2021-03-09 00:28:57,892 - mmaction - INFO - Epoch [94][640/940] lr: 1.000e-04, eta: 1:51:11, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7775, top5_acc: 0.9113, loss_cls: 0.9025, loss: 0.9025, grad_norm: 6.0142 2021-03-09 00:29:16,310 - mmaction - INFO - Epoch [94][660/940] lr: 1.000e-04, eta: 1:50:48, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7818, top5_acc: 0.9086, loss_cls: 0.9100, loss: 0.9100, grad_norm: 5.9935 2021-03-09 00:29:34,575 - mmaction - INFO - Epoch [94][680/940] lr: 1.000e-04, eta: 1:50:26, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7818, top5_acc: 0.9160, loss_cls: 0.9093, loss: 0.9093, grad_norm: 6.0058 2021-03-09 00:29:52,924 - mmaction - INFO - Epoch [94][700/940] lr: 1.000e-04, eta: 1:50:03, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7842, top5_acc: 0.9090, loss_cls: 0.9017, loss: 0.9017, grad_norm: 6.0148 2021-03-09 00:30:11,282 - mmaction - INFO - Epoch [94][720/940] lr: 1.000e-04, eta: 1:49:40, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7762, top5_acc: 0.9123, loss_cls: 0.9093, loss: 0.9093, grad_norm: 6.0350 2021-03-09 00:30:29,652 - mmaction - INFO - Epoch [94][740/940] lr: 1.000e-04, eta: 1:49:17, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7826, top5_acc: 0.9172, loss_cls: 0.8951, loss: 0.8951, grad_norm: 6.0548 2021-03-09 00:30:48,153 - mmaction - INFO - Epoch [94][760/940] lr: 1.000e-04, eta: 1:48:55, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7727, top5_acc: 0.9041, loss_cls: 0.9426, loss: 0.9426, grad_norm: 6.0799 2021-03-09 00:31:06,581 - mmaction - INFO - Epoch [94][780/940] lr: 1.000e-04, eta: 1:48:32, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7781, top5_acc: 0.9176, loss_cls: 0.8920, loss: 0.8920, grad_norm: 6.1836 2021-03-09 00:31:24,947 - mmaction - INFO - Epoch [94][800/940] lr: 1.000e-04, eta: 1:48:09, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7758, top5_acc: 0.9117, loss_cls: 0.9165, loss: 0.9165, grad_norm: 6.0646 2021-03-09 00:31:43,238 - mmaction - INFO - Epoch [94][820/940] lr: 1.000e-04, eta: 1:47:47, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7797, top5_acc: 0.9104, loss_cls: 0.9106, loss: 0.9106, grad_norm: 5.9534 2021-03-09 00:32:01,517 - mmaction - INFO - Epoch [94][840/940] lr: 1.000e-04, eta: 1:47:24, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7695, top5_acc: 0.9053, loss_cls: 0.9399, loss: 0.9399, grad_norm: 6.1607 2021-03-09 00:32:19,811 - mmaction - INFO - Epoch [94][860/940] lr: 1.000e-04, eta: 1:47:01, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7820, top5_acc: 0.9133, loss_cls: 0.8865, loss: 0.8865, grad_norm: 5.9430 2021-03-09 00:32:38,228 - mmaction - INFO - Epoch [94][880/940] lr: 1.000e-04, eta: 1:46:38, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7754, top5_acc: 0.9160, loss_cls: 0.8797, loss: 0.8797, grad_norm: 6.0049 2021-03-09 00:32:56,603 - mmaction - INFO - Epoch [94][900/940] lr: 1.000e-04, eta: 1:46:16, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7857, top5_acc: 0.9203, loss_cls: 0.8828, loss: 0.8828, grad_norm: 5.8993 2021-03-09 00:33:14,977 - mmaction - INFO - Epoch [94][920/940] lr: 1.000e-04, eta: 1:45:53, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7816, top5_acc: 0.9129, loss_cls: 0.9084, loss: 0.9084, grad_norm: 5.9560 2021-03-09 00:33:32,881 - mmaction - INFO - Epoch [94][940/940] lr: 1.000e-04, eta: 1:45:30, time: 0.895, data_time: 0.003, memory: 8361, top1_acc: 0.7770, top5_acc: 0.9089, loss_cls: 0.9171, loss: 0.9171, grad_norm: 6.1273 2021-03-09 00:33:34,851 - mmaction - INFO - Saving checkpoint at 94 epochs 2021-03-09 00:36:11,881 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 00:36:12,860 - mmaction - INFO - top1_acc 0.7096 top5_acc 0.8889 2021-03-09 00:36:14,029 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. 2021-03-09 00:36:14,029 - mmaction - INFO - Best top1_acc is 0.7096 at 94 epoch. 2021-03-09 00:36:14,036 - mmaction - INFO - Epoch(val) [94][940] top1_acc: 0.7096, top5_acc: 0.8889 2021-03-09 00:39:45,197 - mmaction - INFO - Epoch [95][20/940] lr: 1.000e-04, eta: 1:45:20, time: 10.557, data_time: 9.649, memory: 8361, top1_acc: 0.7828, top5_acc: 0.9131, loss_cls: 0.8954, loss: 0.8954, grad_norm: 5.9974 2021-03-09 00:40:03,283 - mmaction - INFO - Epoch [95][40/940] lr: 1.000e-04, eta: 1:44:57, time: 0.903, data_time: 0.001, memory: 8361, top1_acc: 0.7770, top5_acc: 0.9154, loss_cls: 0.9077, loss: 0.9077, grad_norm: 6.0746 2021-03-09 00:40:21,410 - mmaction - INFO - Epoch [95][60/940] lr: 1.000e-04, eta: 1:44:34, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.7789, top5_acc: 0.9125, loss_cls: 0.9055, loss: 0.9055, grad_norm: 6.0116 2021-03-09 00:40:39,685 - mmaction - INFO - Epoch [95][80/940] lr: 1.000e-04, eta: 1:44:11, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7844, top5_acc: 0.9148, loss_cls: 0.8881, loss: 0.8881, grad_norm: 5.9493 2021-03-09 00:40:57,963 - mmaction - INFO - Epoch [95][100/940] lr: 1.000e-04, eta: 1:43:49, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7820, top5_acc: 0.9129, loss_cls: 0.8919, loss: 0.8919, grad_norm: 5.7844 2021-03-09 00:41:16,138 - mmaction - INFO - Epoch [95][120/940] lr: 1.000e-04, eta: 1:43:26, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7861, top5_acc: 0.9199, loss_cls: 0.8664, loss: 0.8664, grad_norm: 5.9034 2021-03-09 00:41:34,420 - mmaction - INFO - Epoch [95][140/940] lr: 1.000e-04, eta: 1:43:03, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7736, top5_acc: 0.9186, loss_cls: 0.8994, loss: 0.8994, grad_norm: 6.1116 2021-03-09 00:41:52,679 - mmaction - INFO - Epoch [95][160/940] lr: 1.000e-04, eta: 1:42:40, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7791, top5_acc: 0.9141, loss_cls: 0.8963, loss: 0.8963, grad_norm: 6.0981 2021-03-09 00:42:10,983 - mmaction - INFO - Epoch [95][180/940] lr: 1.000e-04, eta: 1:42:18, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7775, top5_acc: 0.9070, loss_cls: 0.9143, loss: 0.9143, grad_norm: 6.0104 2021-03-09 00:42:29,301 - mmaction - INFO - Epoch [95][200/940] lr: 1.000e-04, eta: 1:41:55, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7764, top5_acc: 0.9074, loss_cls: 0.9202, loss: 0.9202, grad_norm: 6.0422 2021-03-09 00:42:47,668 - mmaction - INFO - Epoch [95][220/940] lr: 1.000e-04, eta: 1:41:32, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.7766, top5_acc: 0.9143, loss_cls: 0.9060, loss: 0.9060, grad_norm: 6.1090 2021-03-09 00:43:06,067 - mmaction - INFO - Epoch [95][240/940] lr: 1.000e-04, eta: 1:41:10, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7820, top5_acc: 0.9145, loss_cls: 0.9001, loss: 0.9001, grad_norm: 6.0592 2021-03-09 00:43:24,595 - mmaction - INFO - Epoch [95][260/940] lr: 1.000e-04, eta: 1:40:47, time: 0.928, data_time: 0.003, memory: 8361, top1_acc: 0.7705, top5_acc: 0.9115, loss_cls: 0.9143, loss: 0.9143, grad_norm: 6.0237 2021-03-09 00:43:42,873 - mmaction - INFO - Epoch [95][280/940] lr: 1.000e-04, eta: 1:40:24, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7861, top5_acc: 0.9197, loss_cls: 0.8685, loss: 0.8685, grad_norm: 5.8990 2021-03-09 00:44:01,146 - mmaction - INFO - Epoch [95][300/940] lr: 1.000e-04, eta: 1:40:01, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7777, top5_acc: 0.9100, loss_cls: 0.9136, loss: 0.9136, grad_norm: 6.0412 2021-03-09 00:44:19,637 - mmaction - INFO - Epoch [95][320/940] lr: 1.000e-04, eta: 1:39:39, time: 0.925, data_time: 0.001, memory: 8361, top1_acc: 0.7822, top5_acc: 0.9213, loss_cls: 0.8736, loss: 0.8736, grad_norm: 5.9069 2021-03-09 00:44:37,878 - mmaction - INFO - Epoch [95][340/940] lr: 1.000e-04, eta: 1:39:16, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7854, top5_acc: 0.9135, loss_cls: 0.8934, loss: 0.8934, grad_norm: 5.9635 2021-03-09 00:44:56,306 - mmaction - INFO - Epoch [95][360/940] lr: 1.000e-04, eta: 1:38:53, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7762, top5_acc: 0.9123, loss_cls: 0.9047, loss: 0.9047, grad_norm: 6.0211 2021-03-09 00:45:14,711 - mmaction - INFO - Epoch [95][380/940] lr: 1.000e-04, eta: 1:38:30, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7809, top5_acc: 0.9174, loss_cls: 0.8802, loss: 0.8802, grad_norm: 6.0094 2021-03-09 00:45:33,022 - mmaction - INFO - Epoch [95][400/940] lr: 1.000e-04, eta: 1:38:08, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7768, top5_acc: 0.9084, loss_cls: 0.9302, loss: 0.9302, grad_norm: 6.0472 2021-03-09 00:45:51,490 - mmaction - INFO - Epoch [95][420/940] lr: 1.000e-04, eta: 1:37:45, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7781, top5_acc: 0.9070, loss_cls: 0.9153, loss: 0.9153, grad_norm: 6.0333 2021-03-09 00:46:09,931 - mmaction - INFO - Epoch [95][440/940] lr: 1.000e-04, eta: 1:37:22, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7719, top5_acc: 0.9139, loss_cls: 0.9253, loss: 0.9253, grad_norm: 6.0640 2021-03-09 00:46:28,377 - mmaction - INFO - Epoch [95][460/940] lr: 1.000e-04, eta: 1:37:00, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7760, top5_acc: 0.9094, loss_cls: 0.9058, loss: 0.9058, grad_norm: 5.9971 2021-03-09 00:46:46,784 - mmaction - INFO - Epoch [95][480/940] lr: 1.000e-04, eta: 1:36:37, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7688, top5_acc: 0.9064, loss_cls: 0.9447, loss: 0.9447, grad_norm: 6.1362 2021-03-09 00:47:05,146 - mmaction - INFO - Epoch [95][500/940] lr: 1.000e-04, eta: 1:36:14, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7824, top5_acc: 0.9139, loss_cls: 0.8857, loss: 0.8857, grad_norm: 5.9412 2021-03-09 00:47:23,448 - mmaction - INFO - Epoch [95][520/940] lr: 1.000e-04, eta: 1:35:51, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7881, top5_acc: 0.9180, loss_cls: 0.8497, loss: 0.8497, grad_norm: 5.8407 2021-03-09 00:47:41,814 - mmaction - INFO - Epoch [95][540/940] lr: 1.000e-04, eta: 1:35:29, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7770, top5_acc: 0.9080, loss_cls: 0.9255, loss: 0.9255, grad_norm: 6.0684 2021-03-09 00:48:00,086 - mmaction - INFO - Epoch [95][560/940] lr: 1.000e-04, eta: 1:35:06, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7729, top5_acc: 0.9129, loss_cls: 0.9217, loss: 0.9217, grad_norm: 6.1170 2021-03-09 00:48:18,493 - mmaction - INFO - Epoch [95][580/940] lr: 1.000e-04, eta: 1:34:43, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7803, top5_acc: 0.9158, loss_cls: 0.9113, loss: 0.9113, grad_norm: 5.9768 2021-03-09 00:48:36,855 - mmaction - INFO - Epoch [95][600/940] lr: 1.000e-04, eta: 1:34:21, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7725, top5_acc: 0.9049, loss_cls: 0.9291, loss: 0.9291, grad_norm: 6.0858 2021-03-09 00:48:55,169 - mmaction - INFO - Epoch [95][620/940] lr: 1.000e-04, eta: 1:33:58, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7742, top5_acc: 0.9066, loss_cls: 0.9265, loss: 0.9265, grad_norm: 5.9926 2021-03-09 00:49:13,509 - mmaction - INFO - Epoch [95][640/940] lr: 1.000e-04, eta: 1:33:35, time: 0.917, data_time: 0.003, memory: 8361, top1_acc: 0.7709, top5_acc: 0.9125, loss_cls: 0.9122, loss: 0.9122, grad_norm: 6.0541 2021-03-09 00:49:31,904 - mmaction - INFO - Epoch [95][660/940] lr: 1.000e-04, eta: 1:33:13, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7752, top5_acc: 0.9102, loss_cls: 0.9125, loss: 0.9125, grad_norm: 6.0291 2021-03-09 00:49:50,267 - mmaction - INFO - Epoch [95][680/940] lr: 1.000e-04, eta: 1:32:50, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7863, top5_acc: 0.9145, loss_cls: 0.8884, loss: 0.8884, grad_norm: 5.9628 2021-03-09 00:50:08,522 - mmaction - INFO - Epoch [95][700/940] lr: 1.000e-04, eta: 1:32:27, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7742, top5_acc: 0.9086, loss_cls: 0.9261, loss: 0.9261, grad_norm: 5.9428 2021-03-09 00:50:26,911 - mmaction - INFO - Epoch [95][720/940] lr: 1.000e-04, eta: 1:32:05, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7717, top5_acc: 0.9160, loss_cls: 0.9222, loss: 0.9222, grad_norm: 6.1315 2021-03-09 00:50:45,263 - mmaction - INFO - Epoch [95][740/940] lr: 1.000e-04, eta: 1:31:42, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7838, top5_acc: 0.9113, loss_cls: 0.8996, loss: 0.8996, grad_norm: 5.9969 2021-03-09 00:51:03,676 - mmaction - INFO - Epoch [95][760/940] lr: 1.000e-04, eta: 1:31:19, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7750, top5_acc: 0.9057, loss_cls: 0.9322, loss: 0.9322, grad_norm: 6.0478 2021-03-09 00:51:22,050 - mmaction - INFO - Epoch [95][780/940] lr: 1.000e-04, eta: 1:30:56, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7838, top5_acc: 0.9174, loss_cls: 0.8958, loss: 0.8958, grad_norm: 5.9556 2021-03-09 00:51:40,552 - mmaction - INFO - Epoch [95][800/940] lr: 1.000e-04, eta: 1:30:34, time: 0.925, data_time: 0.001, memory: 8361, top1_acc: 0.7762, top5_acc: 0.9066, loss_cls: 0.9135, loss: 0.9135, grad_norm: 6.0105 2021-03-09 00:51:58,860 - mmaction - INFO - Epoch [95][820/940] lr: 1.000e-04, eta: 1:30:11, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7709, top5_acc: 0.9078, loss_cls: 0.9257, loss: 0.9257, grad_norm: 6.1290 2021-03-09 00:52:17,335 - mmaction - INFO - Epoch [95][840/940] lr: 1.000e-04, eta: 1:29:48, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.7727, top5_acc: 0.9115, loss_cls: 0.9121, loss: 0.9121, grad_norm: 6.0033 2021-03-09 00:52:35,766 - mmaction - INFO - Epoch [95][860/940] lr: 1.000e-04, eta: 1:29:26, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7717, top5_acc: 0.9055, loss_cls: 0.9419, loss: 0.9419, grad_norm: 6.0811 2021-03-09 00:52:54,122 - mmaction - INFO - Epoch [95][880/940] lr: 1.000e-04, eta: 1:29:03, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7773, top5_acc: 0.9137, loss_cls: 0.9118, loss: 0.9118, grad_norm: 6.1100 2021-03-09 00:53:12,435 - mmaction - INFO - Epoch [95][900/940] lr: 1.000e-04, eta: 1:28:40, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7730, top5_acc: 0.9068, loss_cls: 0.9231, loss: 0.9231, grad_norm: 6.1040 2021-03-09 00:53:30,772 - mmaction - INFO - Epoch [95][920/940] lr: 1.000e-04, eta: 1:28:18, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7797, top5_acc: 0.9133, loss_cls: 0.8935, loss: 0.8935, grad_norm: 5.9689 2021-03-09 00:53:48,601 - mmaction - INFO - Epoch [95][940/940] lr: 1.000e-04, eta: 1:27:55, time: 0.891, data_time: 0.002, memory: 8361, top1_acc: 0.7733, top5_acc: 0.9026, loss_cls: 0.9423, loss: 0.9423, grad_norm: 6.1607 2021-03-09 00:53:50,526 - mmaction - INFO - Saving checkpoint at 95 epochs 2021-03-09 00:56:31,909 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 00:56:32,888 - mmaction - INFO - top1_acc 0.7087 top5_acc 0.8913 2021-03-09 00:56:32,896 - mmaction - INFO - Epoch(val) [95][940] top1_acc: 0.7087, top5_acc: 0.8913 2021-03-09 01:00:05,758 - mmaction - INFO - Epoch [96][20/940] lr: 1.000e-04, eta: 1:27:43, time: 10.642, data_time: 9.726, memory: 8361, top1_acc: 0.7791, top5_acc: 0.9123, loss_cls: 0.9124, loss: 0.9124, grad_norm: 5.9848 2021-03-09 01:00:23,877 - mmaction - INFO - Epoch [96][40/940] lr: 1.000e-04, eta: 1:27:20, time: 0.905, data_time: 0.002, memory: 8361, top1_acc: 0.7771, top5_acc: 0.9092, loss_cls: 0.9197, loss: 0.9197, grad_norm: 6.0375 2021-03-09 01:00:42,006 - mmaction - INFO - Epoch [96][60/940] lr: 1.000e-04, eta: 1:26:57, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.7713, top5_acc: 0.9072, loss_cls: 0.9416, loss: 0.9416, grad_norm: 6.1777 2021-03-09 01:01:00,245 - mmaction - INFO - Epoch [96][80/940] lr: 1.000e-04, eta: 1:26:34, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7840, top5_acc: 0.9172, loss_cls: 0.8754, loss: 0.8754, grad_norm: 5.9422 2021-03-09 01:01:18,444 - mmaction - INFO - Epoch [96][100/940] lr: 1.000e-04, eta: 1:26:12, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7902, top5_acc: 0.9164, loss_cls: 0.8632, loss: 0.8632, grad_norm: 5.7604 2021-03-09 01:01:36,699 - mmaction - INFO - Epoch [96][120/940] lr: 1.000e-04, eta: 1:25:49, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7760, top5_acc: 0.9156, loss_cls: 0.9063, loss: 0.9063, grad_norm: 6.0295 2021-03-09 01:01:54,933 - mmaction - INFO - Epoch [96][140/940] lr: 1.000e-04, eta: 1:25:26, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7830, top5_acc: 0.9189, loss_cls: 0.8889, loss: 0.8889, grad_norm: 6.0486 2021-03-09 01:02:13,286 - mmaction - INFO - Epoch [96][160/940] lr: 1.000e-04, eta: 1:25:04, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7814, top5_acc: 0.9143, loss_cls: 0.9057, loss: 0.9057, grad_norm: 6.0416 2021-03-09 01:02:31,641 - mmaction - INFO - Epoch [96][180/940] lr: 1.000e-04, eta: 1:24:41, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7766, top5_acc: 0.9141, loss_cls: 0.9035, loss: 0.9035, grad_norm: 6.0564 2021-03-09 01:02:50,171 - mmaction - INFO - Epoch [96][200/940] lr: 1.000e-04, eta: 1:24:18, time: 0.927, data_time: 0.003, memory: 8361, top1_acc: 0.7756, top5_acc: 0.9170, loss_cls: 0.8820, loss: 0.8820, grad_norm: 6.0621 2021-03-09 01:03:08,507 - mmaction - INFO - Epoch [96][220/940] lr: 1.000e-04, eta: 1:23:56, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7686, top5_acc: 0.9025, loss_cls: 0.9537, loss: 0.9537, grad_norm: 6.0566 2021-03-09 01:03:26,976 - mmaction - INFO - Epoch [96][240/940] lr: 1.000e-04, eta: 1:23:33, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7766, top5_acc: 0.9082, loss_cls: 0.9157, loss: 0.9157, grad_norm: 5.9174 2021-03-09 01:03:45,362 - mmaction - INFO - Epoch [96][260/940] lr: 1.000e-04, eta: 1:23:10, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7740, top5_acc: 0.9111, loss_cls: 0.9004, loss: 0.9004, grad_norm: 6.0121 2021-03-09 01:04:03,730 - mmaction - INFO - Epoch [96][280/940] lr: 1.000e-04, eta: 1:22:48, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7771, top5_acc: 0.9113, loss_cls: 0.8959, loss: 0.8959, grad_norm: 5.9285 2021-03-09 01:04:22,138 - mmaction - INFO - Epoch [96][300/940] lr: 1.000e-04, eta: 1:22:25, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7717, top5_acc: 0.9039, loss_cls: 0.9445, loss: 0.9445, grad_norm: 6.0762 2021-03-09 01:04:40,523 - mmaction - INFO - Epoch [96][320/940] lr: 1.000e-04, eta: 1:22:02, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7746, top5_acc: 0.9061, loss_cls: 0.9347, loss: 0.9347, grad_norm: 6.1419 2021-03-09 01:04:58,929 - mmaction - INFO - Epoch [96][340/940] lr: 1.000e-04, eta: 1:21:39, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7820, top5_acc: 0.9102, loss_cls: 0.9030, loss: 0.9030, grad_norm: 5.9313 2021-03-09 01:05:17,438 - mmaction - INFO - Epoch [96][360/940] lr: 1.000e-04, eta: 1:21:17, time: 0.927, data_time: 0.002, memory: 8361, top1_acc: 0.7816, top5_acc: 0.9131, loss_cls: 0.9033, loss: 0.9033, grad_norm: 6.0352 2021-03-09 01:05:35,815 - mmaction - INFO - Epoch [96][380/940] lr: 1.000e-04, eta: 1:20:54, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7785, top5_acc: 0.9062, loss_cls: 0.9190, loss: 0.9190, grad_norm: 5.9291 2021-03-09 01:05:54,281 - mmaction - INFO - Epoch [96][400/940] lr: 1.000e-04, eta: 1:20:31, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7785, top5_acc: 0.9195, loss_cls: 0.8869, loss: 0.8869, grad_norm: 6.0396 2021-03-09 01:06:12,740 - mmaction - INFO - Epoch [96][420/940] lr: 1.000e-04, eta: 1:20:09, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7816, top5_acc: 0.9092, loss_cls: 0.8994, loss: 0.8994, grad_norm: 6.0086 2021-03-09 01:06:31,070 - mmaction - INFO - Epoch [96][440/940] lr: 1.000e-04, eta: 1:19:46, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7637, top5_acc: 0.9053, loss_cls: 0.9490, loss: 0.9490, grad_norm: 6.2616 2021-03-09 01:06:49,430 - mmaction - INFO - Epoch [96][460/940] lr: 1.000e-04, eta: 1:19:23, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7830, top5_acc: 0.9074, loss_cls: 0.9210, loss: 0.9210, grad_norm: 6.0816 2021-03-09 01:07:07,937 - mmaction - INFO - Epoch [96][480/940] lr: 1.000e-04, eta: 1:19:01, time: 0.925, data_time: 0.001, memory: 8361, top1_acc: 0.7834, top5_acc: 0.9146, loss_cls: 0.8822, loss: 0.8822, grad_norm: 5.9851 2021-03-09 01:07:26,340 - mmaction - INFO - Epoch [96][500/940] lr: 1.000e-04, eta: 1:18:38, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7648, top5_acc: 0.9004, loss_cls: 0.9501, loss: 0.9501, grad_norm: 6.1404 2021-03-09 01:07:44,672 - mmaction - INFO - Epoch [96][520/940] lr: 1.000e-04, eta: 1:18:16, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7703, top5_acc: 0.9078, loss_cls: 0.9307, loss: 0.9307, grad_norm: 6.0295 2021-03-09 01:08:03,132 - mmaction - INFO - Epoch [96][540/940] lr: 1.000e-04, eta: 1:17:53, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7748, top5_acc: 0.9104, loss_cls: 0.9269, loss: 0.9269, grad_norm: 6.0939 2021-03-09 01:08:21,479 - mmaction - INFO - Epoch [96][560/940] lr: 1.000e-04, eta: 1:17:30, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7701, top5_acc: 0.9068, loss_cls: 0.9474, loss: 0.9474, grad_norm: 6.0891 2021-03-09 01:08:39,736 - mmaction - INFO - Epoch [96][580/940] lr: 1.000e-04, eta: 1:17:08, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7830, top5_acc: 0.9152, loss_cls: 0.8933, loss: 0.8933, grad_norm: 6.0165 2021-03-09 01:08:58,126 - mmaction - INFO - Epoch [96][600/940] lr: 1.000e-04, eta: 1:16:45, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7779, top5_acc: 0.9160, loss_cls: 0.9003, loss: 0.9003, grad_norm: 6.0396 2021-03-09 01:09:16,446 - mmaction - INFO - Epoch [96][620/940] lr: 1.000e-04, eta: 1:16:22, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7713, top5_acc: 0.9096, loss_cls: 0.9430, loss: 0.9430, grad_norm: 6.1814 2021-03-09 01:09:34,729 - mmaction - INFO - Epoch [96][640/940] lr: 1.000e-04, eta: 1:16:00, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7682, top5_acc: 0.9121, loss_cls: 0.9175, loss: 0.9175, grad_norm: 6.1251 2021-03-09 01:09:53,073 - mmaction - INFO - Epoch [96][660/940] lr: 1.000e-04, eta: 1:15:37, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7785, top5_acc: 0.9119, loss_cls: 0.8980, loss: 0.8980, grad_norm: 6.0351 2021-03-09 01:10:11,439 - mmaction - INFO - Epoch [96][680/940] lr: 1.000e-04, eta: 1:15:14, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7742, top5_acc: 0.9078, loss_cls: 0.9160, loss: 0.9160, grad_norm: 6.1193 2021-03-09 01:10:29,794 - mmaction - INFO - Epoch [96][700/940] lr: 1.000e-04, eta: 1:14:52, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7789, top5_acc: 0.9135, loss_cls: 0.8973, loss: 0.8973, grad_norm: 6.0440 2021-03-09 01:10:48,247 - mmaction - INFO - Epoch [96][720/940] lr: 1.000e-04, eta: 1:14:29, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.7863, top5_acc: 0.9162, loss_cls: 0.8948, loss: 0.8948, grad_norm: 5.9368 2021-03-09 01:11:06,473 - mmaction - INFO - Epoch [96][740/940] lr: 1.000e-04, eta: 1:14:06, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7807, top5_acc: 0.9094, loss_cls: 0.9120, loss: 0.9120, grad_norm: 6.0878 2021-03-09 01:11:24,856 - mmaction - INFO - Epoch [96][760/940] lr: 1.000e-04, eta: 1:13:44, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7785, top5_acc: 0.9152, loss_cls: 0.8823, loss: 0.8823, grad_norm: 5.9907 2021-03-09 01:11:43,159 - mmaction - INFO - Epoch [96][780/940] lr: 1.000e-04, eta: 1:13:21, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7750, top5_acc: 0.9100, loss_cls: 0.9146, loss: 0.9146, grad_norm: 6.0090 2021-03-09 01:12:01,453 - mmaction - INFO - Epoch [96][800/940] lr: 1.000e-04, eta: 1:12:58, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7797, top5_acc: 0.9127, loss_cls: 0.8929, loss: 0.8929, grad_norm: 5.9626 2021-03-09 01:12:19,679 - mmaction - INFO - Epoch [96][820/940] lr: 1.000e-04, eta: 1:12:36, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7846, top5_acc: 0.9137, loss_cls: 0.8941, loss: 0.8941, grad_norm: 6.0106 2021-03-09 01:12:38,025 - mmaction - INFO - Epoch [96][840/940] lr: 1.000e-04, eta: 1:12:13, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7686, top5_acc: 0.9055, loss_cls: 0.9504, loss: 0.9504, grad_norm: 6.1269 2021-03-09 01:12:56,305 - mmaction - INFO - Epoch [96][860/940] lr: 1.000e-04, eta: 1:11:51, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7783, top5_acc: 0.9092, loss_cls: 0.9250, loss: 0.9250, grad_norm: 6.1048 2021-03-09 01:13:14,659 - mmaction - INFO - Epoch [96][880/940] lr: 1.000e-04, eta: 1:11:28, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7824, top5_acc: 0.9121, loss_cls: 0.8985, loss: 0.8985, grad_norm: 6.0233 2021-03-09 01:13:32,898 - mmaction - INFO - Epoch [96][900/940] lr: 1.000e-04, eta: 1:11:05, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7771, top5_acc: 0.9113, loss_cls: 0.8992, loss: 0.8992, grad_norm: 5.9466 2021-03-09 01:13:51,247 - mmaction - INFO - Epoch [96][920/940] lr: 1.000e-04, eta: 1:10:43, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7848, top5_acc: 0.9135, loss_cls: 0.8974, loss: 0.8974, grad_norm: 6.0274 2021-03-09 01:14:09,165 - mmaction - INFO - Epoch [96][940/940] lr: 1.000e-04, eta: 1:10:20, time: 0.895, data_time: 0.002, memory: 8361, top1_acc: 0.7735, top5_acc: 0.9138, loss_cls: 0.9081, loss: 0.9081, grad_norm: 6.2037 2021-03-09 01:14:11,085 - mmaction - INFO - Saving checkpoint at 96 epochs 2021-03-09 01:16:48,077 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 01:16:49,054 - mmaction - INFO - top1_acc 0.7077 top5_acc 0.8896 2021-03-09 01:16:49,062 - mmaction - INFO - Epoch(val) [96][940] top1_acc: 0.7077, top5_acc: 0.8896 2021-03-09 01:20:19,746 - mmaction - INFO - Epoch [97][20/940] lr: 1.000e-04, eta: 1:10:05, time: 10.533, data_time: 9.617, memory: 8361, top1_acc: 0.7854, top5_acc: 0.9160, loss_cls: 0.8736, loss: 0.8736, grad_norm: 5.8192 2021-03-09 01:20:37,909 - mmaction - INFO - Epoch [97][40/940] lr: 1.000e-04, eta: 1:09:43, time: 0.908, data_time: 0.002, memory: 8361, top1_acc: 0.7828, top5_acc: 0.9107, loss_cls: 0.9047, loss: 0.9047, grad_norm: 6.0192 2021-03-09 01:20:56,004 - mmaction - INFO - Epoch [97][60/940] lr: 1.000e-04, eta: 1:09:20, time: 0.905, data_time: 0.002, memory: 8361, top1_acc: 0.7762, top5_acc: 0.9113, loss_cls: 0.9302, loss: 0.9302, grad_norm: 6.1170 2021-03-09 01:21:14,241 - mmaction - INFO - Epoch [97][80/940] lr: 1.000e-04, eta: 1:08:57, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7840, top5_acc: 0.9107, loss_cls: 0.9094, loss: 0.9094, grad_norm: 6.0084 2021-03-09 01:21:32,557 - mmaction - INFO - Epoch [97][100/940] lr: 1.000e-04, eta: 1:08:35, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7816, top5_acc: 0.9119, loss_cls: 0.9035, loss: 0.9035, grad_norm: 6.0360 2021-03-09 01:21:50,843 - mmaction - INFO - Epoch [97][120/940] lr: 1.000e-04, eta: 1:08:12, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7738, top5_acc: 0.9086, loss_cls: 0.9271, loss: 0.9271, grad_norm: 6.0506 2021-03-09 01:22:09,097 - mmaction - INFO - Epoch [97][140/940] lr: 1.000e-04, eta: 1:07:49, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7805, top5_acc: 0.9123, loss_cls: 0.9080, loss: 0.9080, grad_norm: 6.1079 2021-03-09 01:22:27,352 - mmaction - INFO - Epoch [97][160/940] lr: 1.000e-04, eta: 1:07:27, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7814, top5_acc: 0.9098, loss_cls: 0.9127, loss: 0.9127, grad_norm: 6.0444 2021-03-09 01:22:45,711 - mmaction - INFO - Epoch [97][180/940] lr: 1.000e-04, eta: 1:07:04, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7770, top5_acc: 0.9107, loss_cls: 0.9010, loss: 0.9010, grad_norm: 6.0225 2021-03-09 01:23:04,075 - mmaction - INFO - Epoch [97][200/940] lr: 1.000e-04, eta: 1:06:41, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7822, top5_acc: 0.9150, loss_cls: 0.8939, loss: 0.8939, grad_norm: 5.9772 2021-03-09 01:23:22,477 - mmaction - INFO - Epoch [97][220/940] lr: 1.000e-04, eta: 1:06:19, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7838, top5_acc: 0.9148, loss_cls: 0.8901, loss: 0.8901, grad_norm: 6.0515 2021-03-09 01:23:40,829 - mmaction - INFO - Epoch [97][240/940] lr: 1.000e-04, eta: 1:05:56, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7818, top5_acc: 0.9104, loss_cls: 0.9141, loss: 0.9141, grad_norm: 6.0083 2021-03-09 01:23:59,243 - mmaction - INFO - Epoch [97][260/940] lr: 1.000e-04, eta: 1:05:34, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7771, top5_acc: 0.9043, loss_cls: 0.9166, loss: 0.9166, grad_norm: 6.0063 2021-03-09 01:24:17,786 - mmaction - INFO - Epoch [97][280/940] lr: 1.000e-04, eta: 1:05:11, time: 0.928, data_time: 0.002, memory: 8361, top1_acc: 0.7762, top5_acc: 0.9070, loss_cls: 0.9229, loss: 0.9229, grad_norm: 6.0339 2021-03-09 01:24:36,221 - mmaction - INFO - Epoch [97][300/940] lr: 1.000e-04, eta: 1:04:48, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7746, top5_acc: 0.9059, loss_cls: 0.9375, loss: 0.9375, grad_norm: 6.0948 2021-03-09 01:24:54,520 - mmaction - INFO - Epoch [97][320/940] lr: 1.000e-04, eta: 1:04:26, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7744, top5_acc: 0.9094, loss_cls: 0.9325, loss: 0.9325, grad_norm: 6.1957 2021-03-09 01:25:12,995 - mmaction - INFO - Epoch [97][340/940] lr: 1.000e-04, eta: 1:04:03, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.7729, top5_acc: 0.9100, loss_cls: 0.9306, loss: 0.9306, grad_norm: 6.0489 2021-03-09 01:25:31,432 - mmaction - INFO - Epoch [97][360/940] lr: 1.000e-04, eta: 1:03:40, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7826, top5_acc: 0.9082, loss_cls: 0.9176, loss: 0.9176, grad_norm: 6.0702 2021-03-09 01:25:49,835 - mmaction - INFO - Epoch [97][380/940] lr: 1.000e-04, eta: 1:03:18, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7814, top5_acc: 0.9141, loss_cls: 0.8868, loss: 0.8868, grad_norm: 5.9789 2021-03-09 01:26:08,266 - mmaction - INFO - Epoch [97][400/940] lr: 1.000e-04, eta: 1:02:55, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7797, top5_acc: 0.9098, loss_cls: 0.9127, loss: 0.9127, grad_norm: 6.1088 2021-03-09 01:26:26,737 - mmaction - INFO - Epoch [97][420/940] lr: 1.000e-04, eta: 1:02:32, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7699, top5_acc: 0.9127, loss_cls: 0.9271, loss: 0.9271, grad_norm: 6.0946 2021-03-09 01:26:45,165 - mmaction - INFO - Epoch [97][440/940] lr: 1.000e-04, eta: 1:02:10, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7803, top5_acc: 0.9146, loss_cls: 0.8992, loss: 0.8992, grad_norm: 5.9784 2021-03-09 01:27:03,719 - mmaction - INFO - Epoch [97][460/940] lr: 1.000e-04, eta: 1:01:47, time: 0.927, data_time: 0.002, memory: 8361, top1_acc: 0.7758, top5_acc: 0.9125, loss_cls: 0.9099, loss: 0.9099, grad_norm: 6.0411 2021-03-09 01:27:22,102 - mmaction - INFO - Epoch [97][480/940] lr: 1.000e-04, eta: 1:01:25, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7738, top5_acc: 0.9053, loss_cls: 0.9295, loss: 0.9295, grad_norm: 6.1884 2021-03-09 01:27:40,443 - mmaction - INFO - Epoch [97][500/940] lr: 1.000e-04, eta: 1:01:02, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7740, top5_acc: 0.9055, loss_cls: 0.9230, loss: 0.9230, grad_norm: 6.0462 2021-03-09 01:27:58,866 - mmaction - INFO - Epoch [97][520/940] lr: 1.000e-04, eta: 1:00:39, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7689, top5_acc: 0.9121, loss_cls: 0.9204, loss: 0.9204, grad_norm: 6.1146 2021-03-09 01:28:17,162 - mmaction - INFO - Epoch [97][540/940] lr: 1.000e-04, eta: 1:00:17, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7750, top5_acc: 0.9090, loss_cls: 0.9151, loss: 0.9151, grad_norm: 6.0368 2021-03-09 01:28:35,561 - mmaction - INFO - Epoch [97][560/940] lr: 1.000e-04, eta: 0:59:54, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7785, top5_acc: 0.9164, loss_cls: 0.8944, loss: 0.8944, grad_norm: 5.9446 2021-03-09 01:28:53,848 - mmaction - INFO - Epoch [97][580/940] lr: 1.000e-04, eta: 0:59:32, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7760, top5_acc: 0.9133, loss_cls: 0.9013, loss: 0.9013, grad_norm: 6.0363 2021-03-09 01:29:12,306 - mmaction - INFO - Epoch [97][600/940] lr: 1.000e-04, eta: 0:59:09, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7738, top5_acc: 0.9047, loss_cls: 0.9462, loss: 0.9462, grad_norm: 6.0886 2021-03-09 01:29:30,689 - mmaction - INFO - Epoch [97][620/940] lr: 1.000e-04, eta: 0:58:46, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7676, top5_acc: 0.9082, loss_cls: 0.9439, loss: 0.9439, grad_norm: 6.1417 2021-03-09 01:29:49,003 - mmaction - INFO - Epoch [97][640/940] lr: 1.000e-04, eta: 0:58:24, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7742, top5_acc: 0.9121, loss_cls: 0.9098, loss: 0.9098, grad_norm: 6.0822 2021-03-09 01:30:07,382 - mmaction - INFO - Epoch [97][660/940] lr: 1.000e-04, eta: 0:58:01, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7770, top5_acc: 0.9100, loss_cls: 0.8993, loss: 0.8993, grad_norm: 6.0521 2021-03-09 01:30:25,888 - mmaction - INFO - Epoch [97][680/940] lr: 1.000e-04, eta: 0:57:39, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.7834, top5_acc: 0.9139, loss_cls: 0.8817, loss: 0.8817, grad_norm: 5.9334 2021-03-09 01:30:44,170 - mmaction - INFO - Epoch [97][700/940] lr: 1.000e-04, eta: 0:57:16, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7758, top5_acc: 0.9104, loss_cls: 0.9145, loss: 0.9145, grad_norm: 6.1104 2021-03-09 01:31:02,576 - mmaction - INFO - Epoch [97][720/940] lr: 1.000e-04, eta: 0:56:53, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7934, top5_acc: 0.9156, loss_cls: 0.8697, loss: 0.8697, grad_norm: 5.8109 2021-03-09 01:31:21,102 - mmaction - INFO - Epoch [97][740/940] lr: 1.000e-04, eta: 0:56:31, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.7906, top5_acc: 0.9164, loss_cls: 0.8762, loss: 0.8762, grad_norm: 5.9733 2021-03-09 01:31:39,497 - mmaction - INFO - Epoch [97][760/940] lr: 1.000e-04, eta: 0:56:08, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7760, top5_acc: 0.9047, loss_cls: 0.9181, loss: 0.9181, grad_norm: 6.0048 2021-03-09 01:31:57,910 - mmaction - INFO - Epoch [97][780/940] lr: 1.000e-04, eta: 0:55:46, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7791, top5_acc: 0.9102, loss_cls: 0.9109, loss: 0.9109, grad_norm: 5.9842 2021-03-09 01:32:16,291 - mmaction - INFO - Epoch [97][800/940] lr: 1.000e-04, eta: 0:55:23, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7766, top5_acc: 0.9070, loss_cls: 0.9262, loss: 0.9262, grad_norm: 6.1501 2021-03-09 01:32:34,777 - mmaction - INFO - Epoch [97][820/940] lr: 1.000e-04, eta: 0:55:00, time: 0.924, data_time: 0.001, memory: 8361, top1_acc: 0.7805, top5_acc: 0.9119, loss_cls: 0.8982, loss: 0.8982, grad_norm: 5.9563 2021-03-09 01:32:53,120 - mmaction - INFO - Epoch [97][840/940] lr: 1.000e-04, eta: 0:54:38, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7588, top5_acc: 0.8992, loss_cls: 0.9700, loss: 0.9700, grad_norm: 6.2045 2021-03-09 01:33:11,477 - mmaction - INFO - Epoch [97][860/940] lr: 1.000e-04, eta: 0:54:15, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7799, top5_acc: 0.9084, loss_cls: 0.8879, loss: 0.8879, grad_norm: 5.9242 2021-03-09 01:33:29,856 - mmaction - INFO - Epoch [97][880/940] lr: 1.000e-04, eta: 0:53:53, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7770, top5_acc: 0.9117, loss_cls: 0.8988, loss: 0.8988, grad_norm: 6.0653 2021-03-09 01:33:48,282 - mmaction - INFO - Epoch [97][900/940] lr: 1.000e-04, eta: 0:53:30, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7842, top5_acc: 0.9156, loss_cls: 0.8984, loss: 0.8984, grad_norm: 6.0205 2021-03-09 01:34:06,605 - mmaction - INFO - Epoch [97][920/940] lr: 1.000e-04, eta: 0:53:07, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7719, top5_acc: 0.9145, loss_cls: 0.9195, loss: 0.9195, grad_norm: 6.1698 2021-03-09 01:34:24,514 - mmaction - INFO - Epoch [97][940/940] lr: 1.000e-04, eta: 0:52:45, time: 0.896, data_time: 0.002, memory: 8361, top1_acc: 0.7729, top5_acc: 0.9093, loss_cls: 0.9116, loss: 0.9116, grad_norm: 6.0880 2021-03-09 01:34:26,513 - mmaction - INFO - Saving checkpoint at 97 epochs 2021-03-09 01:37:01,449 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 01:37:02,428 - mmaction - INFO - top1_acc 0.7083 top5_acc 0.8906 2021-03-09 01:37:02,435 - mmaction - INFO - Epoch(val) [97][940] top1_acc: 0.7083, top5_acc: 0.8906 2021-03-09 01:40:34,894 - mmaction - INFO - Epoch [98][20/940] lr: 1.000e-04, eta: 0:52:28, time: 10.622, data_time: 9.644, memory: 8361, top1_acc: 0.7891, top5_acc: 0.9162, loss_cls: 0.8609, loss: 0.8609, grad_norm: 6.0109 2021-03-09 01:40:53,045 - mmaction - INFO - Epoch [98][40/940] lr: 1.000e-04, eta: 0:52:06, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.7777, top5_acc: 0.9199, loss_cls: 0.8847, loss: 0.8847, grad_norm: 6.0866 2021-03-09 01:41:11,295 - mmaction - INFO - Epoch [98][60/940] lr: 1.000e-04, eta: 0:51:43, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7879, top5_acc: 0.9187, loss_cls: 0.8583, loss: 0.8583, grad_norm: 5.8521 2021-03-09 01:41:29,524 - mmaction - INFO - Epoch [98][80/940] lr: 1.000e-04, eta: 0:51:20, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7762, top5_acc: 0.9125, loss_cls: 0.9146, loss: 0.9146, grad_norm: 6.0792 2021-03-09 01:41:47,772 - mmaction - INFO - Epoch [98][100/940] lr: 1.000e-04, eta: 0:50:58, time: 0.913, data_time: 0.003, memory: 8361, top1_acc: 0.7801, top5_acc: 0.9154, loss_cls: 0.8911, loss: 0.8911, grad_norm: 6.0121 2021-03-09 01:42:05,990 - mmaction - INFO - Epoch [98][120/940] lr: 1.000e-04, eta: 0:50:35, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7787, top5_acc: 0.9145, loss_cls: 0.8980, loss: 0.8980, grad_norm: 6.0757 2021-03-09 01:42:24,340 - mmaction - INFO - Epoch [98][140/940] lr: 1.000e-04, eta: 0:50:13, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7672, top5_acc: 0.9055, loss_cls: 0.9563, loss: 0.9563, grad_norm: 6.1194 2021-03-09 01:42:42,585 - mmaction - INFO - Epoch [98][160/940] lr: 1.000e-04, eta: 0:49:50, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7775, top5_acc: 0.9062, loss_cls: 0.9145, loss: 0.9145, grad_norm: 6.0640 2021-03-09 01:43:01,011 - mmaction - INFO - Epoch [98][180/940] lr: 1.000e-04, eta: 0:49:27, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7773, top5_acc: 0.9119, loss_cls: 0.9050, loss: 0.9050, grad_norm: 6.0499 2021-03-09 01:43:19,247 - mmaction - INFO - Epoch [98][200/940] lr: 1.000e-04, eta: 0:49:05, time: 0.912, data_time: 0.001, memory: 8361, top1_acc: 0.7736, top5_acc: 0.9078, loss_cls: 0.9185, loss: 0.9185, grad_norm: 6.0152 2021-03-09 01:43:37,581 - mmaction - INFO - Epoch [98][220/940] lr: 1.000e-04, eta: 0:48:42, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7809, top5_acc: 0.9141, loss_cls: 0.9043, loss: 0.9043, grad_norm: 5.9663 2021-03-09 01:43:55,975 - mmaction - INFO - Epoch [98][240/940] lr: 1.000e-04, eta: 0:48:20, time: 0.921, data_time: 0.003, memory: 8361, top1_acc: 0.7697, top5_acc: 0.9074, loss_cls: 0.9393, loss: 0.9393, grad_norm: 6.0773 2021-03-09 01:44:14,359 - mmaction - INFO - Epoch [98][260/940] lr: 1.000e-04, eta: 0:47:57, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7787, top5_acc: 0.9111, loss_cls: 0.9059, loss: 0.9059, grad_norm: 6.0290 2021-03-09 01:44:32,793 - mmaction - INFO - Epoch [98][280/940] lr: 1.000e-04, eta: 0:47:34, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7781, top5_acc: 0.9195, loss_cls: 0.8917, loss: 0.8917, grad_norm: 5.9937 2021-03-09 01:44:51,182 - mmaction - INFO - Epoch [98][300/940] lr: 1.000e-04, eta: 0:47:12, time: 0.921, data_time: 0.003, memory: 8361, top1_acc: 0.7785, top5_acc: 0.9119, loss_cls: 0.8872, loss: 0.8872, grad_norm: 6.0025 2021-03-09 01:45:09,641 - mmaction - INFO - Epoch [98][320/940] lr: 1.000e-04, eta: 0:46:49, time: 0.923, data_time: 0.001, memory: 8361, top1_acc: 0.7771, top5_acc: 0.9131, loss_cls: 0.9008, loss: 0.9008, grad_norm: 6.0020 2021-03-09 01:45:28,055 - mmaction - INFO - Epoch [98][340/940] lr: 1.000e-04, eta: 0:46:27, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7865, top5_acc: 0.9148, loss_cls: 0.8839, loss: 0.8839, grad_norm: 5.9166 2021-03-09 01:45:46,487 - mmaction - INFO - Epoch [98][360/940] lr: 1.000e-04, eta: 0:46:04, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7785, top5_acc: 0.9139, loss_cls: 0.9079, loss: 0.9079, grad_norm: 6.1038 2021-03-09 01:46:04,960 - mmaction - INFO - Epoch [98][380/940] lr: 1.000e-04, eta: 0:45:41, time: 0.924, data_time: 0.003, memory: 8361, top1_acc: 0.7830, top5_acc: 0.9158, loss_cls: 0.8996, loss: 0.8996, grad_norm: 5.9931 2021-03-09 01:46:23,311 - mmaction - INFO - Epoch [98][400/940] lr: 1.000e-04, eta: 0:45:19, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7854, top5_acc: 0.9070, loss_cls: 0.9213, loss: 0.9213, grad_norm: 5.9808 2021-03-09 01:46:41,642 - mmaction - INFO - Epoch [98][420/940] lr: 1.000e-04, eta: 0:44:56, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7775, top5_acc: 0.9111, loss_cls: 0.9138, loss: 0.9138, grad_norm: 6.0463 2021-03-09 01:47:00,121 - mmaction - INFO - Epoch [98][440/940] lr: 1.000e-04, eta: 0:44:34, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7742, top5_acc: 0.9115, loss_cls: 0.9192, loss: 0.9192, grad_norm: 6.0938 2021-03-09 01:47:18,529 - mmaction - INFO - Epoch [98][460/940] lr: 1.000e-04, eta: 0:44:11, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7857, top5_acc: 0.9162, loss_cls: 0.8815, loss: 0.8815, grad_norm: 5.9752 2021-03-09 01:47:36,837 - mmaction - INFO - Epoch [98][480/940] lr: 1.000e-04, eta: 0:43:49, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7770, top5_acc: 0.9092, loss_cls: 0.9203, loss: 0.9203, grad_norm: 6.1086 2021-03-09 01:47:55,211 - mmaction - INFO - Epoch [98][500/940] lr: 1.000e-04, eta: 0:43:26, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7879, top5_acc: 0.9156, loss_cls: 0.8851, loss: 0.8851, grad_norm: 6.0553 2021-03-09 01:48:13,589 - mmaction - INFO - Epoch [98][520/940] lr: 1.000e-04, eta: 0:43:03, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7682, top5_acc: 0.9074, loss_cls: 0.9447, loss: 0.9447, grad_norm: 6.1321 2021-03-09 01:48:31,898 - mmaction - INFO - Epoch [98][540/940] lr: 1.000e-04, eta: 0:42:41, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7770, top5_acc: 0.9096, loss_cls: 0.9113, loss: 0.9113, grad_norm: 6.1395 2021-03-09 01:48:50,231 - mmaction - INFO - Epoch [98][560/940] lr: 1.000e-04, eta: 0:42:18, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7830, top5_acc: 0.9100, loss_cls: 0.9019, loss: 0.9019, grad_norm: 5.9856 2021-03-09 01:49:08,580 - mmaction - INFO - Epoch [98][580/940] lr: 1.000e-04, eta: 0:41:56, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7795, top5_acc: 0.9150, loss_cls: 0.8797, loss: 0.8797, grad_norm: 6.0203 2021-03-09 01:49:27,005 - mmaction - INFO - Epoch [98][600/940] lr: 1.000e-04, eta: 0:41:33, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7799, top5_acc: 0.9174, loss_cls: 0.8747, loss: 0.8747, grad_norm: 5.9801 2021-03-09 01:49:45,481 - mmaction - INFO - Epoch [98][620/940] lr: 1.000e-04, eta: 0:41:11, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7822, top5_acc: 0.9090, loss_cls: 0.8950, loss: 0.8950, grad_norm: 5.9284 2021-03-09 01:50:03,911 - mmaction - INFO - Epoch [98][640/940] lr: 1.000e-04, eta: 0:40:48, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7809, top5_acc: 0.9107, loss_cls: 0.9118, loss: 0.9118, grad_norm: 6.0712 2021-03-09 01:50:22,254 - mmaction - INFO - Epoch [98][660/940] lr: 1.000e-04, eta: 0:40:25, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7832, top5_acc: 0.9178, loss_cls: 0.8648, loss: 0.8648, grad_norm: 5.9690 2021-03-09 01:50:40,622 - mmaction - INFO - Epoch [98][680/940] lr: 1.000e-04, eta: 0:40:03, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7717, top5_acc: 0.9098, loss_cls: 0.9101, loss: 0.9101, grad_norm: 6.0628 2021-03-09 01:50:58,990 - mmaction - INFO - Epoch [98][700/940] lr: 1.000e-04, eta: 0:39:40, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7936, top5_acc: 0.9160, loss_cls: 0.8676, loss: 0.8676, grad_norm: 5.9317 2021-03-09 01:51:17,269 - mmaction - INFO - Epoch [98][720/940] lr: 1.000e-04, eta: 0:39:18, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7787, top5_acc: 0.9098, loss_cls: 0.9277, loss: 0.9277, grad_norm: 6.1627 2021-03-09 01:51:35,644 - mmaction - INFO - Epoch [98][740/940] lr: 1.000e-04, eta: 0:38:55, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7613, top5_acc: 0.9027, loss_cls: 0.9681, loss: 0.9681, grad_norm: 6.1904 2021-03-09 01:51:54,042 - mmaction - INFO - Epoch [98][760/940] lr: 1.000e-04, eta: 0:38:33, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7842, top5_acc: 0.9146, loss_cls: 0.8841, loss: 0.8841, grad_norm: 5.9921 2021-03-09 01:52:12,240 - mmaction - INFO - Epoch [98][780/940] lr: 1.000e-04, eta: 0:38:10, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7832, top5_acc: 0.9094, loss_cls: 0.9135, loss: 0.9135, grad_norm: 5.9674 2021-03-09 01:52:30,567 - mmaction - INFO - Epoch [98][800/940] lr: 1.000e-04, eta: 0:37:48, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7861, top5_acc: 0.9137, loss_cls: 0.8968, loss: 0.8968, grad_norm: 6.0743 2021-03-09 01:52:48,826 - mmaction - INFO - Epoch [98][820/940] lr: 1.000e-04, eta: 0:37:25, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7738, top5_acc: 0.9107, loss_cls: 0.9148, loss: 0.9148, grad_norm: 6.1064 2021-03-09 01:53:07,059 - mmaction - INFO - Epoch [98][840/940] lr: 1.000e-04, eta: 0:37:02, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7650, top5_acc: 0.9002, loss_cls: 0.9766, loss: 0.9766, grad_norm: 6.2555 2021-03-09 01:53:25,437 - mmaction - INFO - Epoch [98][860/940] lr: 1.000e-04, eta: 0:36:40, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7721, top5_acc: 0.9053, loss_cls: 0.9235, loss: 0.9235, grad_norm: 6.0674 2021-03-09 01:53:43,782 - mmaction - INFO - Epoch [98][880/940] lr: 1.000e-04, eta: 0:36:17, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7814, top5_acc: 0.9148, loss_cls: 0.8920, loss: 0.8920, grad_norm: 6.0305 2021-03-09 01:54:02,067 - mmaction - INFO - Epoch [98][900/940] lr: 1.000e-04, eta: 0:35:55, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7707, top5_acc: 0.9096, loss_cls: 0.9037, loss: 0.9037, grad_norm: 6.0810 2021-03-09 01:54:20,367 - mmaction - INFO - Epoch [98][920/940] lr: 1.000e-04, eta: 0:35:32, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7850, top5_acc: 0.9156, loss_cls: 0.8786, loss: 0.8786, grad_norm: 5.8083 2021-03-09 01:54:38,318 - mmaction - INFO - Epoch [98][940/940] lr: 1.000e-04, eta: 0:35:10, time: 0.896, data_time: 0.002, memory: 8361, top1_acc: 0.7660, top5_acc: 0.9022, loss_cls: 0.9696, loss: 0.9696, grad_norm: 6.2538 2021-03-09 01:54:40,137 - mmaction - INFO - Saving checkpoint at 98 epochs 2021-03-09 01:57:16,513 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 01:57:17,491 - mmaction - INFO - top1_acc 0.7056 top5_acc 0.8885 2021-03-09 01:57:17,499 - mmaction - INFO - Epoch(val) [98][940] top1_acc: 0.7056, top5_acc: 0.8885 2021-03-09 02:00:49,668 - mmaction - INFO - Epoch [99][20/940] lr: 1.000e-04, eta: 0:34:51, time: 10.608, data_time: 9.696, memory: 8361, top1_acc: 0.7824, top5_acc: 0.9088, loss_cls: 0.9056, loss: 0.9056, grad_norm: 6.0670 2021-03-09 02:01:07,792 - mmaction - INFO - Epoch [99][40/940] lr: 1.000e-04, eta: 0:34:29, time: 0.905, data_time: 0.002, memory: 8361, top1_acc: 0.7822, top5_acc: 0.9115, loss_cls: 0.9251, loss: 0.9251, grad_norm: 6.1199 2021-03-09 02:01:25,922 - mmaction - INFO - Epoch [99][60/940] lr: 1.000e-04, eta: 0:34:06, time: 0.907, data_time: 0.002, memory: 8361, top1_acc: 0.7691, top5_acc: 0.9092, loss_cls: 0.9332, loss: 0.9332, grad_norm: 6.1482 2021-03-09 02:01:44,157 - mmaction - INFO - Epoch [99][80/940] lr: 1.000e-04, eta: 0:33:43, time: 0.910, data_time: 0.002, memory: 8361, top1_acc: 0.7924, top5_acc: 0.9154, loss_cls: 0.8759, loss: 0.8759, grad_norm: 5.8991 2021-03-09 02:02:02,385 - mmaction - INFO - Epoch [99][100/940] lr: 1.000e-04, eta: 0:33:21, time: 0.913, data_time: 0.003, memory: 8361, top1_acc: 0.7799, top5_acc: 0.9043, loss_cls: 0.9290, loss: 0.9290, grad_norm: 6.1184 2021-03-09 02:02:20,561 - mmaction - INFO - Epoch [99][120/940] lr: 1.000e-04, eta: 0:32:58, time: 0.908, data_time: 0.001, memory: 8361, top1_acc: 0.7848, top5_acc: 0.9176, loss_cls: 0.8952, loss: 0.8952, grad_norm: 6.0198 2021-03-09 02:02:38,777 - mmaction - INFO - Epoch [99][140/940] lr: 1.000e-04, eta: 0:32:36, time: 0.911, data_time: 0.002, memory: 8361, top1_acc: 0.7854, top5_acc: 0.9166, loss_cls: 0.8858, loss: 0.8858, grad_norm: 5.9758 2021-03-09 02:02:57,059 - mmaction - INFO - Epoch [99][160/940] lr: 1.000e-04, eta: 0:32:13, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7873, top5_acc: 0.9170, loss_cls: 0.8686, loss: 0.8686, grad_norm: 6.0177 2021-03-09 02:03:15,500 - mmaction - INFO - Epoch [99][180/940] lr: 1.000e-04, eta: 0:31:51, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7742, top5_acc: 0.9107, loss_cls: 0.9147, loss: 0.9147, grad_norm: 6.0784 2021-03-09 02:03:33,822 - mmaction - INFO - Epoch [99][200/940] lr: 1.000e-04, eta: 0:31:28, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7768, top5_acc: 0.9029, loss_cls: 0.9215, loss: 0.9215, grad_norm: 5.9631 2021-03-09 02:03:52,252 - mmaction - INFO - Epoch [99][220/940] lr: 1.000e-04, eta: 0:31:05, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7875, top5_acc: 0.9160, loss_cls: 0.8659, loss: 0.8659, grad_norm: 5.8995 2021-03-09 02:04:10,554 - mmaction - INFO - Epoch [99][240/940] lr: 1.000e-04, eta: 0:30:43, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7609, top5_acc: 0.9064, loss_cls: 0.9560, loss: 0.9560, grad_norm: 6.2660 2021-03-09 02:04:28,875 - mmaction - INFO - Epoch [99][260/940] lr: 1.000e-04, eta: 0:30:20, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7779, top5_acc: 0.9162, loss_cls: 0.8905, loss: 0.8905, grad_norm: 6.0772 2021-03-09 02:04:47,251 - mmaction - INFO - Epoch [99][280/940] lr: 1.000e-04, eta: 0:29:58, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7760, top5_acc: 0.9119, loss_cls: 0.9121, loss: 0.9121, grad_norm: 6.1029 2021-03-09 02:05:05,531 - mmaction - INFO - Epoch [99][300/940] lr: 1.000e-04, eta: 0:29:35, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7779, top5_acc: 0.9115, loss_cls: 0.9016, loss: 0.9016, grad_norm: 6.0056 2021-03-09 02:05:24,007 - mmaction - INFO - Epoch [99][320/940] lr: 1.000e-04, eta: 0:29:13, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7801, top5_acc: 0.9141, loss_cls: 0.8987, loss: 0.8987, grad_norm: 6.0504 2021-03-09 02:05:42,296 - mmaction - INFO - Epoch [99][340/940] lr: 1.000e-04, eta: 0:28:50, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7797, top5_acc: 0.9154, loss_cls: 0.8949, loss: 0.8949, grad_norm: 6.0532 2021-03-09 02:06:00,641 - mmaction - INFO - Epoch [99][360/940] lr: 1.000e-04, eta: 0:28:28, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7848, top5_acc: 0.9232, loss_cls: 0.8594, loss: 0.8594, grad_norm: 6.0973 2021-03-09 02:06:18,991 - mmaction - INFO - Epoch [99][380/940] lr: 1.000e-04, eta: 0:28:05, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7854, top5_acc: 0.9123, loss_cls: 0.8871, loss: 0.8871, grad_norm: 5.9808 2021-03-09 02:06:37,320 - mmaction - INFO - Epoch [99][400/940] lr: 1.000e-04, eta: 0:27:43, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7846, top5_acc: 0.9127, loss_cls: 0.8967, loss: 0.8967, grad_norm: 5.9616 2021-03-09 02:06:55,671 - mmaction - INFO - Epoch [99][420/940] lr: 1.000e-04, eta: 0:27:20, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7740, top5_acc: 0.9104, loss_cls: 0.9173, loss: 0.9173, grad_norm: 6.0830 2021-03-09 02:07:13,933 - mmaction - INFO - Epoch [99][440/940] lr: 1.000e-04, eta: 0:26:57, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7854, top5_acc: 0.9131, loss_cls: 0.8965, loss: 0.8965, grad_norm: 5.9604 2021-03-09 02:07:32,347 - mmaction - INFO - Epoch [99][460/940] lr: 1.000e-04, eta: 0:26:35, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7768, top5_acc: 0.9170, loss_cls: 0.8930, loss: 0.8930, grad_norm: 6.0786 2021-03-09 02:07:50,862 - mmaction - INFO - Epoch [99][480/940] lr: 1.000e-04, eta: 0:26:12, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.7762, top5_acc: 0.9100, loss_cls: 0.9084, loss: 0.9084, grad_norm: 6.1268 2021-03-09 02:08:09,243 - mmaction - INFO - Epoch [99][500/940] lr: 1.000e-04, eta: 0:25:50, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7820, top5_acc: 0.9119, loss_cls: 0.9077, loss: 0.9077, grad_norm: 6.0651 2021-03-09 02:08:27,558 - mmaction - INFO - Epoch [99][520/940] lr: 1.000e-04, eta: 0:25:27, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7723, top5_acc: 0.9078, loss_cls: 0.9159, loss: 0.9159, grad_norm: 5.9973 2021-03-09 02:08:45,917 - mmaction - INFO - Epoch [99][540/940] lr: 1.000e-04, eta: 0:25:05, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7768, top5_acc: 0.9064, loss_cls: 0.9314, loss: 0.9314, grad_norm: 6.1210 2021-03-09 02:09:04,328 - mmaction - INFO - Epoch [99][560/940] lr: 1.000e-04, eta: 0:24:42, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7727, top5_acc: 0.9053, loss_cls: 0.9482, loss: 0.9482, grad_norm: 6.1556 2021-03-09 02:09:22,738 - mmaction - INFO - Epoch [99][580/940] lr: 1.000e-04, eta: 0:24:20, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7740, top5_acc: 0.9068, loss_cls: 0.9148, loss: 0.9148, grad_norm: 6.0834 2021-03-09 02:09:41,154 - mmaction - INFO - Epoch [99][600/940] lr: 1.000e-04, eta: 0:23:57, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7793, top5_acc: 0.9100, loss_cls: 0.9299, loss: 0.9299, grad_norm: 6.1925 2021-03-09 02:09:59,571 - mmaction - INFO - Epoch [99][620/940] lr: 1.000e-04, eta: 0:23:35, time: 0.921, data_time: 0.003, memory: 8361, top1_acc: 0.7830, top5_acc: 0.9172, loss_cls: 0.8835, loss: 0.8835, grad_norm: 5.9872 2021-03-09 02:10:17,859 - mmaction - INFO - Epoch [99][640/940] lr: 1.000e-04, eta: 0:23:12, time: 0.915, data_time: 0.003, memory: 8361, top1_acc: 0.7783, top5_acc: 0.9152, loss_cls: 0.8966, loss: 0.8966, grad_norm: 6.0394 2021-03-09 02:10:36,242 - mmaction - INFO - Epoch [99][660/940] lr: 1.000e-04, eta: 0:22:50, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7830, top5_acc: 0.9111, loss_cls: 0.9016, loss: 0.9016, grad_norm: 6.0117 2021-03-09 02:10:54,549 - mmaction - INFO - Epoch [99][680/940] lr: 1.000e-04, eta: 0:22:27, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7713, top5_acc: 0.9100, loss_cls: 0.9422, loss: 0.9422, grad_norm: 6.2448 2021-03-09 02:11:13,033 - mmaction - INFO - Epoch [99][700/940] lr: 1.000e-04, eta: 0:22:05, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7828, top5_acc: 0.9102, loss_cls: 0.8924, loss: 0.8924, grad_norm: 5.9741 2021-03-09 02:11:31,270 - mmaction - INFO - Epoch [99][720/940] lr: 1.000e-04, eta: 0:21:42, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7801, top5_acc: 0.9074, loss_cls: 0.9173, loss: 0.9173, grad_norm: 5.9730 2021-03-09 02:11:49,609 - mmaction - INFO - Epoch [99][740/940] lr: 1.000e-04, eta: 0:21:20, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7736, top5_acc: 0.9039, loss_cls: 0.9483, loss: 0.9483, grad_norm: 6.0986 2021-03-09 02:12:07,994 - mmaction - INFO - Epoch [99][760/940] lr: 1.000e-04, eta: 0:20:57, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7746, top5_acc: 0.9121, loss_cls: 0.9142, loss: 0.9142, grad_norm: 6.1001 2021-03-09 02:12:26,395 - mmaction - INFO - Epoch [99][780/940] lr: 1.000e-04, eta: 0:20:35, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7801, top5_acc: 0.9158, loss_cls: 0.9049, loss: 0.9049, grad_norm: 6.1143 2021-03-09 02:12:44,792 - mmaction - INFO - Epoch [99][800/940] lr: 1.000e-04, eta: 0:20:12, time: 0.920, data_time: 0.001, memory: 8361, top1_acc: 0.7756, top5_acc: 0.9121, loss_cls: 0.8990, loss: 0.8990, grad_norm: 6.0731 2021-03-09 02:13:03,246 - mmaction - INFO - Epoch [99][820/940] lr: 1.000e-04, eta: 0:19:50, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7756, top5_acc: 0.9047, loss_cls: 0.9204, loss: 0.9204, grad_norm: 6.1834 2021-03-09 02:13:21,595 - mmaction - INFO - Epoch [99][840/940] lr: 1.000e-04, eta: 0:19:27, time: 0.918, data_time: 0.003, memory: 8361, top1_acc: 0.7828, top5_acc: 0.9100, loss_cls: 0.9005, loss: 0.9005, grad_norm: 6.0356 2021-03-09 02:13:40,045 - mmaction - INFO - Epoch [99][860/940] lr: 1.000e-04, eta: 0:19:05, time: 0.922, data_time: 0.002, memory: 8361, top1_acc: 0.7645, top5_acc: 0.9115, loss_cls: 0.9378, loss: 0.9378, grad_norm: 6.1812 2021-03-09 02:13:58,424 - mmaction - INFO - Epoch [99][880/940] lr: 1.000e-04, eta: 0:18:42, time: 0.919, data_time: 0.002, memory: 8361, top1_acc: 0.7730, top5_acc: 0.9068, loss_cls: 0.9319, loss: 0.9319, grad_norm: 6.1327 2021-03-09 02:14:16,721 - mmaction - INFO - Epoch [99][900/940] lr: 1.000e-04, eta: 0:18:20, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7660, top5_acc: 0.9105, loss_cls: 0.9375, loss: 0.9375, grad_norm: 6.2401 2021-03-09 02:14:35,073 - mmaction - INFO - Epoch [99][920/940] lr: 1.000e-04, eta: 0:17:57, time: 0.918, data_time: 0.001, memory: 8361, top1_acc: 0.7787, top5_acc: 0.9080, loss_cls: 0.9042, loss: 0.9042, grad_norm: 6.0200 2021-03-09 02:14:52,872 - mmaction - INFO - Epoch [99][940/940] lr: 1.000e-04, eta: 0:17:35, time: 0.890, data_time: 0.001, memory: 8361, top1_acc: 0.7670, top5_acc: 0.9085, loss_cls: 0.9425, loss: 0.9425, grad_norm: 6.2757 2021-03-09 02:14:54,867 - mmaction - INFO - Saving checkpoint at 99 epochs 2021-03-09 02:17:46,373 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 02:17:47,403 - mmaction - INFO - top1_acc 0.7051 top5_acc 0.8895 2021-03-09 02:17:47,411 - mmaction - INFO - Epoch(val) [99][940] top1_acc: 0.7051, top5_acc: 0.8895 2021-03-09 02:21:20,131 - mmaction - INFO - Epoch [100][20/940] lr: 1.000e-04, eta: 0:17:14, time: 10.635, data_time: 9.672, memory: 8361, top1_acc: 0.7734, top5_acc: 0.9102, loss_cls: 0.9212, loss: 0.9212, grad_norm: 6.1496 2021-03-09 02:21:38,255 - mmaction - INFO - Epoch [100][40/940] lr: 1.000e-04, eta: 0:16:52, time: 0.906, data_time: 0.002, memory: 8361, top1_acc: 0.7881, top5_acc: 0.9219, loss_cls: 0.8452, loss: 0.8452, grad_norm: 5.8948 2021-03-09 02:21:56,424 - mmaction - INFO - Epoch [100][60/940] lr: 1.000e-04, eta: 0:16:29, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7738, top5_acc: 0.9094, loss_cls: 0.9099, loss: 0.9099, grad_norm: 6.1227 2021-03-09 02:22:14,563 - mmaction - INFO - Epoch [100][80/940] lr: 1.000e-04, eta: 0:16:06, time: 0.907, data_time: 0.001, memory: 8361, top1_acc: 0.7703, top5_acc: 0.9047, loss_cls: 0.9370, loss: 0.9370, grad_norm: 6.1541 2021-03-09 02:22:32,744 - mmaction - INFO - Epoch [100][100/940] lr: 1.000e-04, eta: 0:15:44, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7744, top5_acc: 0.9121, loss_cls: 0.9191, loss: 0.9191, grad_norm: 6.0822 2021-03-09 02:22:50,923 - mmaction - INFO - Epoch [100][120/940] lr: 1.000e-04, eta: 0:15:21, time: 0.909, data_time: 0.002, memory: 8361, top1_acc: 0.7717, top5_acc: 0.9115, loss_cls: 0.9033, loss: 0.9033, grad_norm: 6.2036 2021-03-09 02:23:09,222 - mmaction - INFO - Epoch [100][140/940] lr: 1.000e-04, eta: 0:14:59, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7771, top5_acc: 0.9076, loss_cls: 0.9100, loss: 0.9100, grad_norm: 6.0752 2021-03-09 02:23:27,510 - mmaction - INFO - Epoch [100][160/940] lr: 1.000e-04, eta: 0:14:36, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7752, top5_acc: 0.9164, loss_cls: 0.8971, loss: 0.8971, grad_norm: 6.0666 2021-03-09 02:23:45,823 - mmaction - INFO - Epoch [100][180/940] lr: 1.000e-04, eta: 0:14:14, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7836, top5_acc: 0.9137, loss_cls: 0.8882, loss: 0.8882, grad_norm: 6.0676 2021-03-09 02:24:04,341 - mmaction - INFO - Epoch [100][200/940] lr: 1.000e-04, eta: 0:13:51, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.7760, top5_acc: 0.9094, loss_cls: 0.9183, loss: 0.9183, grad_norm: 6.1520 2021-03-09 02:24:22,586 - mmaction - INFO - Epoch [100][220/940] lr: 1.000e-04, eta: 0:13:29, time: 0.913, data_time: 0.002, memory: 8361, top1_acc: 0.7684, top5_acc: 0.9109, loss_cls: 0.9357, loss: 0.9357, grad_norm: 6.1648 2021-03-09 02:24:40,992 - mmaction - INFO - Epoch [100][240/940] lr: 1.000e-04, eta: 0:13:06, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7787, top5_acc: 0.9098, loss_cls: 0.9029, loss: 0.9029, grad_norm: 6.0020 2021-03-09 02:24:59,441 - mmaction - INFO - Epoch [100][260/940] lr: 1.000e-04, eta: 0:12:44, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7746, top5_acc: 0.9156, loss_cls: 0.8928, loss: 0.8928, grad_norm: 6.0649 2021-03-09 02:25:17,887 - mmaction - INFO - Epoch [100][280/940] lr: 1.000e-04, eta: 0:12:21, time: 0.922, data_time: 0.001, memory: 8361, top1_acc: 0.7854, top5_acc: 0.9156, loss_cls: 0.8805, loss: 0.8805, grad_norm: 5.9981 2021-03-09 02:25:36,284 - mmaction - INFO - Epoch [100][300/940] lr: 1.000e-04, eta: 0:11:59, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7797, top5_acc: 0.9027, loss_cls: 0.9291, loss: 0.9291, grad_norm: 6.0290 2021-03-09 02:25:54,620 - mmaction - INFO - Epoch [100][320/940] lr: 1.000e-04, eta: 0:11:36, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7836, top5_acc: 0.9104, loss_cls: 0.8938, loss: 0.8938, grad_norm: 6.0807 2021-03-09 02:26:13,008 - mmaction - INFO - Epoch [100][340/940] lr: 1.000e-04, eta: 0:11:14, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7818, top5_acc: 0.9154, loss_cls: 0.8834, loss: 0.8834, grad_norm: 6.0573 2021-03-09 02:26:31,360 - mmaction - INFO - Epoch [100][360/940] lr: 1.000e-04, eta: 0:10:51, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7809, top5_acc: 0.9131, loss_cls: 0.9050, loss: 0.9050, grad_norm: 6.1000 2021-03-09 02:26:49,788 - mmaction - INFO - Epoch [100][380/940] lr: 1.000e-04, eta: 0:10:29, time: 0.921, data_time: 0.002, memory: 8361, top1_acc: 0.7729, top5_acc: 0.9039, loss_cls: 0.9389, loss: 0.9389, grad_norm: 6.0780 2021-03-09 02:27:08,213 - mmaction - INFO - Epoch [100][400/940] lr: 1.000e-04, eta: 0:10:06, time: 0.922, data_time: 0.003, memory: 8361, top1_acc: 0.7734, top5_acc: 0.9047, loss_cls: 0.9304, loss: 0.9304, grad_norm: 6.0842 2021-03-09 02:27:26,513 - mmaction - INFO - Epoch [100][420/940] lr: 1.000e-04, eta: 0:09:44, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7748, top5_acc: 0.9111, loss_cls: 0.9171, loss: 0.9171, grad_norm: 6.1219 2021-03-09 02:27:44,825 - mmaction - INFO - Epoch [100][440/940] lr: 1.000e-04, eta: 0:09:21, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7777, top5_acc: 0.9090, loss_cls: 0.9037, loss: 0.9037, grad_norm: 6.0343 2021-03-09 02:28:03,328 - mmaction - INFO - Epoch [100][460/940] lr: 1.000e-04, eta: 0:08:59, time: 0.925, data_time: 0.002, memory: 8361, top1_acc: 0.7830, top5_acc: 0.9145, loss_cls: 0.8913, loss: 0.8913, grad_norm: 6.0155 2021-03-09 02:28:21,608 - mmaction - INFO - Epoch [100][480/940] lr: 1.000e-04, eta: 0:08:36, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7811, top5_acc: 0.9131, loss_cls: 0.9010, loss: 0.9010, grad_norm: 6.1063 2021-03-09 02:28:40,024 - mmaction - INFO - Epoch [100][500/940] lr: 1.000e-04, eta: 0:08:14, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7752, top5_acc: 0.9117, loss_cls: 0.9090, loss: 0.9090, grad_norm: 6.1283 2021-03-09 02:28:58,445 - mmaction - INFO - Epoch [100][520/940] lr: 1.000e-04, eta: 0:07:51, time: 0.921, data_time: 0.001, memory: 8361, top1_acc: 0.7729, top5_acc: 0.9021, loss_cls: 0.9409, loss: 0.9409, grad_norm: 6.1116 2021-03-09 02:29:16,782 - mmaction - INFO - Epoch [100][540/940] lr: 1.000e-04, eta: 0:07:29, time: 0.917, data_time: 0.002, memory: 8361, top1_acc: 0.7760, top5_acc: 0.9125, loss_cls: 0.9052, loss: 0.9052, grad_norm: 6.1143 2021-03-09 02:29:35,292 - mmaction - INFO - Epoch [100][560/940] lr: 1.000e-04, eta: 0:07:06, time: 0.926, data_time: 0.002, memory: 8361, top1_acc: 0.7727, top5_acc: 0.9076, loss_cls: 0.9219, loss: 0.9219, grad_norm: 6.0422 2021-03-09 02:29:53,551 - mmaction - INFO - Epoch [100][580/940] lr: 1.000e-04, eta: 0:06:44, time: 0.913, data_time: 0.001, memory: 8361, top1_acc: 0.7768, top5_acc: 0.9154, loss_cls: 0.8967, loss: 0.8967, grad_norm: 6.1053 2021-03-09 02:30:11,839 - mmaction - INFO - Epoch [100][600/940] lr: 1.000e-04, eta: 0:06:21, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7773, top5_acc: 0.9098, loss_cls: 0.9212, loss: 0.9212, grad_norm: 6.1214 2021-03-09 02:30:30,174 - mmaction - INFO - Epoch [100][620/940] lr: 1.000e-04, eta: 0:05:59, time: 0.917, data_time: 0.001, memory: 8361, top1_acc: 0.7783, top5_acc: 0.9168, loss_cls: 0.8887, loss: 0.8887, grad_norm: 5.9419 2021-03-09 02:30:48,550 - mmaction - INFO - Epoch [100][640/940] lr: 1.000e-04, eta: 0:05:36, time: 0.919, data_time: 0.001, memory: 8361, top1_acc: 0.7834, top5_acc: 0.9143, loss_cls: 0.9010, loss: 0.9010, grad_norm: 6.0696 2021-03-09 02:31:07,018 - mmaction - INFO - Epoch [100][660/940] lr: 1.000e-04, eta: 0:05:14, time: 0.923, data_time: 0.002, memory: 8361, top1_acc: 0.7818, top5_acc: 0.9154, loss_cls: 0.8902, loss: 0.8902, grad_norm: 5.9646 2021-03-09 02:31:25,324 - mmaction - INFO - Epoch [100][680/940] lr: 1.000e-04, eta: 0:04:51, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7912, top5_acc: 0.9172, loss_cls: 0.8739, loss: 0.8739, grad_norm: 6.0371 2021-03-09 02:31:43,615 - mmaction - INFO - Epoch [100][700/940] lr: 1.000e-04, eta: 0:04:29, time: 0.914, data_time: 0.001, memory: 8361, top1_acc: 0.7783, top5_acc: 0.9187, loss_cls: 0.8904, loss: 0.8904, grad_norm: 6.0735 2021-03-09 02:32:01,975 - mmaction - INFO - Epoch [100][720/940] lr: 1.000e-04, eta: 0:04:07, time: 0.918, data_time: 0.002, memory: 8361, top1_acc: 0.7703, top5_acc: 0.9062, loss_cls: 0.9459, loss: 0.9459, grad_norm: 6.1663 2021-03-09 02:32:20,447 - mmaction - INFO - Epoch [100][740/940] lr: 1.000e-04, eta: 0:03:44, time: 0.924, data_time: 0.002, memory: 8361, top1_acc: 0.7820, top5_acc: 0.9139, loss_cls: 0.9028, loss: 0.9028, grad_norm: 6.0978 2021-03-09 02:32:38,842 - mmaction - INFO - Epoch [100][760/940] lr: 1.000e-04, eta: 0:03:22, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7850, top5_acc: 0.9125, loss_cls: 0.8875, loss: 0.8875, grad_norm: 6.0698 2021-03-09 02:32:57,141 - mmaction - INFO - Epoch [100][780/940] lr: 1.000e-04, eta: 0:02:59, time: 0.915, data_time: 0.002, memory: 8361, top1_acc: 0.7721, top5_acc: 0.9029, loss_cls: 0.9737, loss: 0.9737, grad_norm: 6.2767 2021-03-09 02:33:15,363 - mmaction - INFO - Epoch [100][800/940] lr: 1.000e-04, eta: 0:02:37, time: 0.911, data_time: 0.001, memory: 8361, top1_acc: 0.7936, top5_acc: 0.9146, loss_cls: 0.8819, loss: 0.8819, grad_norm: 5.9833 2021-03-09 02:33:33,693 - mmaction - INFO - Epoch [100][820/940] lr: 1.000e-04, eta: 0:02:14, time: 0.916, data_time: 0.002, memory: 8361, top1_acc: 0.7730, top5_acc: 0.9109, loss_cls: 0.9257, loss: 0.9257, grad_norm: 6.2629 2021-03-09 02:33:51,983 - mmaction - INFO - Epoch [100][840/940] lr: 1.000e-04, eta: 0:01:52, time: 0.914, data_time: 0.002, memory: 8361, top1_acc: 0.7779, top5_acc: 0.9072, loss_cls: 0.9200, loss: 0.9200, grad_norm: 6.1540 2021-03-09 02:34:10,394 - mmaction - INFO - Epoch [100][860/940] lr: 1.000e-04, eta: 0:01:29, time: 0.920, data_time: 0.002, memory: 8361, top1_acc: 0.7727, top5_acc: 0.9117, loss_cls: 0.9199, loss: 0.9199, grad_norm: 6.1782 2021-03-09 02:34:28,630 - mmaction - INFO - Epoch [100][880/940] lr: 1.000e-04, eta: 0:01:07, time: 0.912, data_time: 0.002, memory: 8361, top1_acc: 0.7713, top5_acc: 0.9102, loss_cls: 0.9259, loss: 0.9259, grad_norm: 6.1859 2021-03-09 02:34:46,957 - mmaction - INFO - Epoch [100][900/940] lr: 1.000e-04, eta: 0:00:44, time: 0.916, data_time: 0.001, memory: 8361, top1_acc: 0.7832, top5_acc: 0.9111, loss_cls: 0.9031, loss: 0.9031, grad_norm: 6.0508 2021-03-09 02:35:05,250 - mmaction - INFO - Epoch [100][920/940] lr: 1.000e-04, eta: 0:00:22, time: 0.915, data_time: 0.001, memory: 8361, top1_acc: 0.7783, top5_acc: 0.9146, loss_cls: 0.9163, loss: 0.9163, grad_norm: 6.1148 2021-03-09 02:35:23,036 - mmaction - INFO - Epoch [100][940/940] lr: 1.000e-04, eta: 0:00:00, time: 0.889, data_time: 0.002, memory: 8361, top1_acc: 0.7752, top5_acc: 0.9071, loss_cls: 0.9506, loss: 0.9506, grad_norm: 6.2538 2021-03-09 02:35:24,992 - mmaction - INFO - Saving checkpoint at 100 epochs 2021-03-09 02:38:04,903 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 02:38:05,883 - mmaction - INFO - top1_acc 0.7073 top5_acc 0.8887 2021-03-09 02:38:05,891 - mmaction - INFO - Epoch(val) [100][940] top1_acc: 0.7073, top5_acc: 0.8887 2021-03-09 02:47:35,600 - mmaction - INFO - top1_acc: 0.7343 2021-03-09 02:47:35,601 - mmaction - INFO - top5_acc: 0.9101